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1. Genetic insights into resting heart rate and its role in cardiovascular disease.

Author: Vegte, Y.J. van de, Eppinga, R.N., Ende, M.Y. van der, Hagemeijer, Y.P., Mahendran, Y., Salfati, E., Smith, A.V., Tan, V.Y., Arking, D.E., Ntalla, I., Appel, E.V., Schurmann, C., Brody, J.A., Rueedi, R., Polasek, O., Sveinbjornsson, G., Lecoeur, C., Ladenvall, C., Zhao, J.H., Isaacs, A., Wang, L., Luan, Jian'an, Hwang, S.J., Mononen, N., Auro, K., Jackson, A.U., Bielak, L.F., Zeng, L., Shah, N., Nethander, M., Campbell, A., Rankinen, T., Pechlivanis, S., Qi, L., Zhao, Wei, Rizzi, F., Tanaka, T., Robino, A., Cocca, M., Lange, L., Müller-Nurasyid, M., Roselli, C., Zhang, W, Kleber, M.E., Guo, X., Lin, H.J., Pavani, F., Galesloot, T.E., Noordam, R., Milaneschi, Y., Schraut, K.E., Hoed, M. den, Degenhardt, F., Trompet, S., Berg, M.E. van den, Pistis, G., Tham, Y.C., Weiss, S., Sim, X.S., Li, H.L., Most, P.J. van der, Nolte, I.M., Lyytikäinen, L.P., Said, M.A., Witte, D.R., Iribarren, C., Launer, L., Ring, S.M., Vries, P.S. de, Sever, P., Linneberg, A., Bottinger, E.P., Padmanabhan, S., Psaty, B.M., Sotoodehnia, N., Kolcic, I., Arnar, D.O., Gudbjartsson, D.F., Holm, H., Balkau, B., Silva, C.T., Newton-Cheh, C.H., Nikus, K., Salo, P., Mohlke, K.L., Peyser, P.A., Schunkert, H., Lorentzon, M., Lahti, J., Rao, D.C., Cornelis, M.C., Faul, J.D., Smith, J.A., Stolarz-Skrzypek, K., Bandinelli, S., Concas, M.P., Sinagra, G., Meitinger, T., Waldenberger, M., Sinner, M.F., Strauch, K., Delgado, G.E., Taylor, K.D., Yao, J., Foco, L., Melander, O., Graaf, J. de, Mutsert, R. de, Geus, E.J.C. de, Johansson, Å., Joshi, P.K., Lind, L., Franke, A., Macfarlane, P.W., Tarasov, K.V., Tan, N., Felix, S.B., Tai, E.S., Quek, D.Q., Snieder, H., Ormel, J., Ingelsson, M., Lindgren, C., Morris, A.P., Raitakari, O.T., Hansen, T., Assimes, T., Gudnason, V., Timpson, N.J., Morrison, A.C., Munroe, P.B., Strachan, D.P., Grarup, N., Loos, R.J.F., Heckbert, S.R., Vollenweider, P., Hayward, C., Stefansson, K., Froguel, P., Groop, L., Wareham, N.J., Duijn, C.M. van, Feitosa, M.F., O'Donnell, C.J., Kähönen, M., Perola, M., Boehnke, M., Kardia, S.L.R., Erdmann, J., Palmer, C.N.A., Ohlsson, C., Porteous, D.J., Eriksson, J.G., Bouchard, C., Moebus, S., Kraft, P., Weir, D.R., Cusi, D., Ferrucci, L., Ulivi, S., Girotto, G., Correa, A., Kääb, S., Peters, A., Chambers, J.C., Kooner, J.S., März, W., Rotter, J.I., Hicks, A.A., Smith, J.G., Kiemeney, L.A.L.M., Mook-Kanamori, D.O., Penninx, B.W.J.H., Gyllensten, U., Wilson, J.F., Burgess, S., Sundström, J., Lieb, W., Jukema, J.W., Eijgelsheim, M., Lakatta, E.L.M., Cheng, C.Y., Dörr, M., Wong, T.Y., Sabanayagam, C., Oldehinkel, A.J., Riese, H., Lehtimäki, T., Verweij, N., Harst, P. van der, Vegte, Y.J. van de, Eppinga, R.N., Ende, M.Y. van der, Hagemeijer, Y.P., Mahendran, Y., Salfati, E., Smith, A.V., Tan, V.Y., Arking, D.E., Ntalla, I., Appel, E.V., Schurmann, C., Brody, J.A., Rueedi, R., Polasek, O., Sveinbjornsson, G., Lecoeur, C., Ladenvall, C., Zhao, J.H., Isaacs, A., Wang, L., Luan, Jian'an, Hwang, S.J., Mononen, N., Auro, K., Jackson, A.U., Bielak, L.F., Zeng, L., Shah, N., Nethander, M., Campbell, A., Rankinen, T., Pechlivanis, S., Qi, L., Zhao, Wei, Rizzi, F., Tanaka, T., Robino, A., Cocca, M., Lange, L., Müller-Nurasyid, M., Roselli, C., Zhang, W, Kleber, M.E., Guo, X., Lin, H.J., Pavani, F., Galesloot, T.E., Noordam, R., Milaneschi, Y., Schraut, K.E., Hoed, M. den, Degenhardt, F., Trompet, S., Berg, M.E. van den, Pistis, G., Tham, Y.C., Weiss, S., Sim, X.S., Li, H.L., Most, P.J. van der, Nolte, I.M., Lyytikäinen, L.P., Said, M.A., Witte, D.R., Iribarren, C., Launer, L., Ring, S.M., Vries, P.S. de, Sever, P., Linneberg, A., Bottinger, E.P., Padmanabhan, S., Psaty, B.M., Sotoodehnia, N., Kolcic, I., Arnar, D.O., Gudbjartsson, D.F., Holm, H., Balkau, B., Silva, C.T., Newton-Cheh, C.H., Nikus, K., Salo, P., Mohlke, K.L., Peyser, P.A., Schunkert, H., Lorentzon, M., Lahti, J., Rao, D.C., Cornelis, M.C., Faul, J.D., Smith, J.A., Stolarz-Skrzypek, K., Bandinelli, S., Concas, M.P., Sinagra, G., Meitinger, T., Waldenberger, M., Sinner, M.F., Strauch, K., Delgado, G.E., Taylor, K.D., Yao, J., Foco, L., Melander, O., Graaf, J. de, Mutsert, R. de, Geus, E.J.C. de, Johansson, Å., Joshi, P.K., Lind, L., Franke, A., Macfarlane, P.W., Tarasov, K.V., Tan, N., Felix, S.B., Tai, E.S., Quek, D.Q., Snieder, H., Ormel, J., Ingelsson, M., Lindgren, C., Morris, A.P., Raitakari, O.T., Hansen, T., Assimes, T., Gudnason, V., Timpson, N.J., Morrison, A.C., Munroe, P.B., Strachan, D.P., Grarup, N., Loos, R.J.F., Heckbert, S.R., Vollenweider, P., Hayward, C., Stefansson, K., Froguel, P., Groop, L., Wareham, N.J., Duijn, C.M. van, Feitosa, M.F., O'Donnell, C.J., Kähönen, M., Perola, M., Boehnke, M., Kardia, S.L.R., Erdmann, J., Palmer, C.N.A., Ohlsson, C., Porteous, D.J., Eriksson, J.G., Bouchard, C., Moebus, S., Kraft, P., Weir, D.R., Cusi, D., Ferrucci, L., Ulivi, S., Girotto, G., Correa, A., Kääb, S., Peters, A., Chambers, J.C., Kooner, J.S., März, W., Rotter, J.I., Hicks, A.A., Smith, J.G., Kiemeney, L.A.L.M., Mook-Kanamori, D.O., Penninx, B.W.J.H., Gyllensten, U., Wilson, J.F., Burgess, S., Sundström, J., Lieb, W., Jukema, J.W., Eijgelsheim, M., Lakatta, E.L.M., Cheng, C.Y., Dörr, M., Wong, T.Y., Sabanayagam, C., Oldehinkel, A.J., Riese, H., Lehtimäki, T., Verweij, N., and Harst, P. van der
Abstract: Contains fulltext : 296013.pdf (Publisher’s version ) (Open Access), Resting heart rate is associated with cardiovascular diseases and mortality in observational and Mendelian randomization studies. The aims of this study are to extend the number of resting heart rate associated genetic variants and to obtain further insights in resting heart rate biology and its clinical consequences. A genome-wide meta-analysis of 100 studies in up to 835,465 individuals reveals 493 independent genetic variants in 352 loci, including 68 genetic variants outside previously identified resting heart rate associated loci. We prioritize 670 genes and in silico annotations point to their enrichment in cardiomyocytes and provide insights in their ECG signature. Two-sample Mendelian randomization analyses indicate that higher genetically predicted resting heart rate increases risk of dilated cardiomyopathy, but decreases risk of developing atrial fibrillation, ischemic stroke, and cardio-embolic stroke. We do not find evidence for a linear or non-linear genetic association between resting heart rate and all-cause mortality in contrast to our previous Mendelian randomization study. Systematic alteration of key differences between the current and previous Mendelian randomization study indicates that the most likely cause of the discrepancy between these studies arises from false positive findings in previous one-sample MR analyses caused by weak-instrument bias at lower P-value thresholds. The results extend our understanding of resting heart rate biology and give additional insights in its role in cardiovascular disease development.
Published: 2023

2. Genetic insights into biological mechanisms governing human ovarian ageing.

Author: Ruth K.S., Day F.R., Hussain J., Martinez-Marchal A., Aiken C.E., Azad A., Thompson D.J., Knoblochova L., Abe H., Tarry-Adkins J.L., Gonzalez J.M., Fontanillas P., Claringbould A., Bakker O.B., Sulem P., Walters R.G., Terao C., Turon S., Horikoshi M., Lin K., Onland-Moret N.C., Sankar A., Hertz E.P.T., Timshel P.N., Shukla V., Borup R., Olsen K.W., Aguilera P., Ferrer-Roda M., Huang Y., Stankovic S., Timmers P.R.H.J., Ahearn T.U., Alizadeh B.Z., Naderi E., Andrulis I.L., Arnold A.M., Aronson K.J., Augustinsson A., Bandinelli S., Barbieri C.M., Beaumont R.N., Becher H., Beckmann M.W., Benonisdottir S., Bergmann S., Bochud M., Boerwinkle E., Bojesen S.E., Bolla M.K., Boomsma D.I., Bowker N., Brody J.A., Broer L., Buring J.E., Campbell A., Campbell H., Castelao J.E., Catamo E., Chanock S.J., Chenevix-Trench G., Ciullo M., Corre T., Couch F.J., Cox A., Crisponi L., Cross S.S., Cucca F., Czene K., Smith G.D., de Geus E.J.C.N., de Mutsert R., De Vivo I., Demerath E.W., Dennis J., Dunning A.M., Dwek M., Eriksson M., Esko T., Fasching P.A., Faul J.D., Ferrucci L., Franceschini N., Frayling T.M., Gago-Dominguez M., Mezzavilla M., Garcia-Closas M., Gieger C., Giles G.G., Grallert H., Gudbjartsson D.F., Gudnason V., Guenel P., Haiman C.A., Hakansson N., Hall P., Hayward C., He C., He W., Heiss G., Hoffding M.K., Hopper J.L., Hottenga J.J., Hu F., Hunter D., Ikram M.A., Jackson R.D., Joaquim M.D.R., John E.M., Joshi P.K., Karasik D., Kardia S.L.R., Kartsonaki C., Karlsson R., Kitahara C.M., Kolcic I., Kooperberg C., Kraft P., Kurian A.W., Kutalik Z., La Bianca M., LaChance G., Langenberg C., Launer L.J., Laven J.S.E., Lawlor D.A., Le Marchand L., Li J., Lindblom A., Lindstrom S., Lindstrom T., Linet M., Liu Y.M., Liu S., Luan J., Magi R., Magnusson P.K.E., Mangino M., Mannermaa A., Marco B., Marten J., Martin N.G., Mbarek H., McKnight B., Medland S.E., Meisinger C., Meitinger T., Menni C., Metspalu A., Milani L., Milne R.L., Montgomery G.W., Mook-Kanamori D.O., Mulas A., Mulligan A.M., Nalls M.A., Newman A., Noordam R., Nutile T., Nyholt D.R., Olshan A.F., Olsson H., Painter J.N., Patel A.V., Pedersen N.L., Perjakova N., Peters A., Peters U., Pharoah P.D.P., Polasek O., Porcu E., Psaty B.M., Rahman I., Rennert G., Rennert H.S., Ridker P.M., Ring S.M., Robino A., Rose L.M., Rosendaal F.R., Rossouw J., Rudan I., Rueedi R., Ruggiero D., Sala C.F., Saloustros E., Sandler D.P., Sanna S., Sawyer E.J., Sarnowski C., Schlessinger D., Schmidt M.K., Schoemaker M.J., Schraut K.E., Scott C., Shekari S., Shrikhande A., Smith A.V., Smith B.H., Smith J.A., Sorice R., Southey M.C., Spector T.D., Spinelli J.J., Stampfer M., Stockl D., van Meurs J.B.J., Strauch K., Styrkarsdottir U., Swerdlow A.J., Tanaka T., Teras L.R., Teumer A., Thorsteinsdottir U., Timpson N.J., Toniolo D., Traglia M., Troester M.A., Truong T., Tyrrell J., Uitterlinden A.G., Ulivi S., Vachon C.M., Vitart V., Volker U., Vollenweider P., Volzke H., Wang Q., Wareham N.J., Weinberg C.R., Weir D.R., Wilcox A.N., van Dijk K.W., Willemsen G., Wilson J.F., Wolffenbuttel B.H.R., Wolk A., Wood A.R., Zhao W., Zygmunt M., Chen Z., Li L., Franke L., Burgess S., Deelen P., Pers T.H., Grondahl M.L., Andersen C.Y., Pujol A., Lopez-Contreras A.J., Daniel J.A., Stefansson K., Chang-Claude J., van der Schouw Y.T., Lunetta K.L., Chasman D.I., Easton D.F., Visser J.A., Ozanne S.E., Namekawa S.H., Solc P., Murabito J.M., Ong K.K., Hoffmann E.R., Murray A., Roig I., Perry J.R.B., Ruth K.S., Day F.R., Hussain J., Martinez-Marchal A., Aiken C.E., Azad A., Thompson D.J., Knoblochova L., Abe H., Tarry-Adkins J.L., Gonzalez J.M., Fontanillas P., Claringbould A., Bakker O.B., Sulem P., Walters R.G., Terao C., Turon S., Horikoshi M., Lin K., Onland-Moret N.C., Sankar A., Hertz E.P.T., Timshel P.N., Shukla V., Borup R., Olsen K.W., Aguilera P., Ferrer-Roda M., Huang Y., Stankovic S., Timmers P.R.H.J., Ahearn T.U., Alizadeh B.Z., Naderi E., Andrulis I.L., Arnold A.M., Aronson K.J., Augustinsson A., Bandinelli S., Barbieri C.M., Beaumont R.N., Becher H., Beckmann M.W., Benonisdottir S., Bergmann S., Bochud M., Boerwinkle E., Bojesen S.E., Bolla M.K., Boomsma D.I., Bowker N., Brody J.A., Broer L., Buring J.E., Campbell A., Campbell H., Castelao J.E., Catamo E., Chanock S.J., Chenevix-Trench G., Ciullo M., Corre T., Couch F.J., Cox A., Crisponi L., Cross S.S., Cucca F., Czene K., Smith G.D., de Geus E.J.C.N., de Mutsert R., De Vivo I., Demerath E.W., Dennis J., Dunning A.M., Dwek M., Eriksson M., Esko T., Fasching P.A., Faul J.D., Ferrucci L., Franceschini N., Frayling T.M., Gago-Dominguez M., Mezzavilla M., Garcia-Closas M., Gieger C., Giles G.G., Grallert H., Gudbjartsson D.F., Gudnason V., Guenel P., Haiman C.A., Hakansson N., Hall P., Hayward C., He C., He W., Heiss G., Hoffding M.K., Hopper J.L., Hottenga J.J., Hu F., Hunter D., Ikram M.A., Jackson R.D., Joaquim M.D.R., John E.M., Joshi P.K., Karasik D., Kardia S.L.R., Kartsonaki C., Karlsson R., Kitahara C.M., Kolcic I., Kooperberg C., Kraft P., Kurian A.W., Kutalik Z., La Bianca M., LaChance G., Langenberg C., Launer L.J., Laven J.S.E., Lawlor D.A., Le Marchand L., Li J., Lindblom A., Lindstrom S., Lindstrom T., Linet M., Liu Y.M., Liu S., Luan J., Magi R., Magnusson P.K.E., Mangino M., Mannermaa A., Marco B., Marten J., Martin N.G., Mbarek H., McKnight B., Medland S.E., Meisinger C., Meitinger T., Menni C., Metspalu A., Milani L., Milne R.L., Montgomery G.W., Mook-Kanamori D.O., Mulas A., Mulligan A.M., Nalls M.A., Newman A., Noordam R., Nutile T., Nyholt D.R., Olshan A.F., Olsson H., Painter J.N., Patel A.V., Pedersen N.L., Perjakova N., Peters A., Peters U., Pharoah P.D.P., Polasek O., Porcu E., Psaty B.M., Rahman I., Rennert G., Rennert H.S., Ridker P.M., Ring S.M., Robino A., Rose L.M., Rosendaal F.R., Rossouw J., Rudan I., Rueedi R., Ruggiero D., Sala C.F., Saloustros E., Sandler D.P., Sanna S., Sawyer E.J., Sarnowski C., Schlessinger D., Schmidt M.K., Schoemaker M.J., Schraut K.E., Scott C., Shekari S., Shrikhande A., Smith A.V., Smith B.H., Smith J.A., Sorice R., Southey M.C., Spector T.D., Spinelli J.J., Stampfer M., Stockl D., van Meurs J.B.J., Strauch K., Styrkarsdottir U., Swerdlow A.J., Tanaka T., Teras L.R., Teumer A., Thorsteinsdottir U., Timpson N.J., Toniolo D., Traglia M., Troester M.A., Truong T., Tyrrell J., Uitterlinden A.G., Ulivi S., Vachon C.M., Vitart V., Volker U., Vollenweider P., Volzke H., Wang Q., Wareham N.J., Weinberg C.R., Weir D.R., Wilcox A.N., van Dijk K.W., Willemsen G., Wilson J.F., Wolffenbuttel B.H.R., Wolk A., Wood A.R., Zhao W., Zygmunt M., Chen Z., Li L., Franke L., Burgess S., Deelen P., Pers T.H., Grondahl M.L., Andersen C.Y., Pujol A., Lopez-Contreras A.J., Daniel J.A., Stefansson K., Chang-Claude J., van der Schouw Y.T., Lunetta K.L., Chasman D.I., Easton D.F., Visser J.A., Ozanne S.E., Namekawa S.H., Solc P., Murabito J.M., Ong K.K., Hoffmann E.R., Murray A., Roig I., and Perry J.R.B.
Abstract: Reproductive longevity is essential for fertility and influences healthy ageing in women1,2, but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations3. The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease.Copyright © 2021, The Author(s), under exclusive licence to Springer Nature Limited.
Published: 2021

3. Genetic insights into biological mechanisms governing human ovarian ageing

Author: Ruth, KS, Day, FR, Hussain, J, Martinez-Marchal, A, Aiken, CE, Azad, A, Thompson, DJ, Knoblochova, L, Abe, H, Tarry-Adkins, JL, Gonzalez, JM, Fontanillas, P, Claringbould, A, Bakker, OB, Sulem, P, Walters, RG, Terao, C, Turon, S, Horikoshi, M, Lin, K, Onland-Moret, NC, Sankar, A, Hertz, EPT, Timshel, PN, Shukla, V, Borup, R, Olsen, KW, Aguilera, P, Ferrer-Roda, M, Huang, Y, Stankovic, S, Timmers, PRHJ, Ahearn, TU, Alizadeh, BZ, Naderi, E, Andrulis, IL, Arnold, AM, Aronson, KJ, Augustinsson, A, Bandinelli, S, Barbieri, CM, Beaumont, RN, Becher, H, Beckmann, MW, Benonisdottir, S, Bergmann, S, Bochud, M, Boerwinkle, E, Bojesen, SE, Bolla, MK, Boomsma, DI, Bowker, N, Brody, JA, Broer, L, Buring, JE, Campbell, A, Campbell, H, Castelao, JE, Catamo, E, Chanock, SJ, Chenevix-Trench, G, Ciullo, M, Corre, T, Couch, FJ, Cox, A, Crisponi, L, Cross, SS, Cucca, F, Czene, K, Smith, GD, de Geus, EJCN, de Mutsert, R, De Vivo, I, Demerath, EW, Dennis, J, Dunning, AM, Dwek, M, Eriksson, M, Esko, T, Fasching, PA, Faul, JD, Ferrucci, L, Franceschini, N, Frayling, TM, Gago-Dominguez, M, Mezzavilla, M, Garcia-Closas, M, Gieger, C, Giles, GG, Grallert, H, Gudbjartsson, DF, Gudnason, V, Guenel, P, Haiman, CA, Hakansson, N, Hall, P, Hayward, C, He, C, He, W, Heiss, G, Hoffding, MK, Hopper, JL, Hottenga, JJ, Hu, F, Hunter, D, Ikram, MA, Jackson, RD, Joaquim, MDR, John, EM, Joshi, PK, Karasik, D, Kardia, SLR, Kartsonaki, C, Karlsson, R, Kitahara, CM, Kolcic, I, Kooperberg, C, Kraft, P, Kurian, AW, Kutalik, Z, La Bianca, M, LaChance, G, Langenberg, C, Launer, LJ, Laven, JSE, Lawlor, DA, Le Marchand, L, Li, J, Lindblom, A, Lindstrom, S, Lindstrom, T, Linet, M, Liu, Y, Liu, S, Luan, J, Magi, R, Magnusson, PKE, Mangino, M, Mannermaa, A, Marco, B, Marten, J, Martin, NG, Mbarek, H, McKnight, B, Medland, SE, Meisinger, C, Meitinger, T, Menni, C, Metspalu, A, Milani, L, Milne, RL, Montgomery, GW, Mook-Kanamori, DO, Mulas, A, Mulligan, AM, Murray, A, Nalls, MA, Newman, A, Noordam, R, Nutile, T, Nyholt, DR, Olshan, AF, Olsson, H, Painter, JN, Patel, AV, Pedersen, NL, Perjakova, N, Peters, A, Peters, U, Pharoah, PDP, Polasek, O, Porcu, E, Psaty, BM, Rahman, I, Rennert, G, Rennert, HS, Ridker, PM, Ring, SM, Robino, A, Rose, LM, Rosendaal, FR, Rossouw, J, Rudan, I, Rueedi, R, Ruggiero, D, Sala, CF, Saloustros, E, Sandler, DP, Sanna, S, Sawyer, EJ, Sarnowski, C, Schlessinger, D, Schmidt, MK, Schoemaker, MJ, Schraut, KE, Scott, C, Shekari, S, Shrikhande, A, Smith, AV, Smith, BH, Smith, JA, Sorice, R, Southey, MC, Spector, TD, Spinelli, JJ, Stampfer, M, Stoeckl, D, van Meurs, JBJ, Strauch, K, Styrkarsdottir, U, Swerdlow, AJ, Tanaka, T, Teras, LR, Teumer, A, thorsteinsdottir, U, Timpson, NJ, Toniolo, D, Traglia, M, Troester, MA, Truong, T, Tyrrell, J, Uitterlinden, AG, Ulivi, S, Vachon, CM, Vitart, V, Voelker, U, Vollenweider, P, Voelzke, H, Wang, Q, Wareham, NJ, Weinberg, CR, Weir, DR, Wilcox, AN, van Dijk, KW, Willemsen, G, Wilson, JF, Wolffenbuttel, BHR, Wolk, A, Wood, AR, Zhao, W, Zygmunt, M, Chen, Z, Li, L, Franke, L, Burgess, S, Deelen, P, Pers, TH, Grondahl, ML, Andersen, CY, Pujol, A, Lopez-Contreras, AJ, Daniel, JA, Stefansson, K, Chang-Claude, J, van der Schouw, YT, Lunetta, KL, Chasman, DI, Easton, DF, Visser, JA, Ozanne, SE, Namekawa, SH, Solc, P, Murabito, JM, Ong, KK, Hoffmann, ER, Roig, I, Perry, JRB, Ruth, KS, Day, FR, Hussain, J, Martinez-Marchal, A, Aiken, CE, Azad, A, Thompson, DJ, Knoblochova, L, Abe, H, Tarry-Adkins, JL, Gonzalez, JM, Fontanillas, P, Claringbould, A, Bakker, OB, Sulem, P, Walters, RG, Terao, C, Turon, S, Horikoshi, M, Lin, K, Onland-Moret, NC, Sankar, A, Hertz, EPT, Timshel, PN, Shukla, V, Borup, R, Olsen, KW, Aguilera, P, Ferrer-Roda, M, Huang, Y, Stankovic, S, Timmers, PRHJ, Ahearn, TU, Alizadeh, BZ, Naderi, E, Andrulis, IL, Arnold, AM, Aronson, KJ, Augustinsson, A, Bandinelli, S, Barbieri, CM, Beaumont, RN, Becher, H, Beckmann, MW, Benonisdottir, S, Bergmann, S, Bochud, M, Boerwinkle, E, Bojesen, SE, Bolla, MK, Boomsma, DI, Bowker, N, Brody, JA, Broer, L, Buring, JE, Campbell, A, Campbell, H, Castelao, JE, Catamo, E, Chanock, SJ, Chenevix-Trench, G, Ciullo, M, Corre, T, Couch, FJ, Cox, A, Crisponi, L, Cross, SS, Cucca, F, Czene, K, Smith, GD, de Geus, EJCN, de Mutsert, R, De Vivo, I, Demerath, EW, Dennis, J, Dunning, AM, Dwek, M, Eriksson, M, Esko, T, Fasching, PA, Faul, JD, Ferrucci, L, Franceschini, N, Frayling, TM, Gago-Dominguez, M, Mezzavilla, M, Garcia-Closas, M, Gieger, C, Giles, GG, Grallert, H, Gudbjartsson, DF, Gudnason, V, Guenel, P, Haiman, CA, Hakansson, N, Hall, P, Hayward, C, He, C, He, W, Heiss, G, Hoffding, MK, Hopper, JL, Hottenga, JJ, Hu, F, Hunter, D, Ikram, MA, Jackson, RD, Joaquim, MDR, John, EM, Joshi, PK, Karasik, D, Kardia, SLR, Kartsonaki, C, Karlsson, R, Kitahara, CM, Kolcic, I, Kooperberg, C, Kraft, P, Kurian, AW, Kutalik, Z, La Bianca, M, LaChance, G, Langenberg, C, Launer, LJ, Laven, JSE, Lawlor, DA, Le Marchand, L, Li, J, Lindblom, A, Lindstrom, S, Lindstrom, T, Linet, M, Liu, Y, Liu, S, Luan, J, Magi, R, Magnusson, PKE, Mangino, M, Mannermaa, A, Marco, B, Marten, J, Martin, NG, Mbarek, H, McKnight, B, Medland, SE, Meisinger, C, Meitinger, T, Menni, C, Metspalu, A, Milani, L, Milne, RL, Montgomery, GW, Mook-Kanamori, DO, Mulas, A, Mulligan, AM, Murray, A, Nalls, MA, Newman, A, Noordam, R, Nutile, T, Nyholt, DR, Olshan, AF, Olsson, H, Painter, JN, Patel, AV, Pedersen, NL, Perjakova, N, Peters, A, Peters, U, Pharoah, PDP, Polasek, O, Porcu, E, Psaty, BM, Rahman, I, Rennert, G, Rennert, HS, Ridker, PM, Ring, SM, Robino, A, Rose, LM, Rosendaal, FR, Rossouw, J, Rudan, I, Rueedi, R, Ruggiero, D, Sala, CF, Saloustros, E, Sandler, DP, Sanna, S, Sawyer, EJ, Sarnowski, C, Schlessinger, D, Schmidt, MK, Schoemaker, MJ, Schraut, KE, Scott, C, Shekari, S, Shrikhande, A, Smith, AV, Smith, BH, Smith, JA, Sorice, R, Southey, MC, Spector, TD, Spinelli, JJ, Stampfer, M, Stoeckl, D, van Meurs, JBJ, Strauch, K, Styrkarsdottir, U, Swerdlow, AJ, Tanaka, T, Teras, LR, Teumer, A, thorsteinsdottir, U, Timpson, NJ, Toniolo, D, Traglia, M, Troester, MA, Truong, T, Tyrrell, J, Uitterlinden, AG, Ulivi, S, Vachon, CM, Vitart, V, Voelker, U, Vollenweider, P, Voelzke, H, Wang, Q, Wareham, NJ, Weinberg, CR, Weir, DR, Wilcox, AN, van Dijk, KW, Willemsen, G, Wilson, JF, Wolffenbuttel, BHR, Wolk, A, Wood, AR, Zhao, W, Zygmunt, M, Chen, Z, Li, L, Franke, L, Burgess, S, Deelen, P, Pers, TH, Grondahl, ML, Andersen, CY, Pujol, A, Lopez-Contreras, AJ, Daniel, JA, Stefansson, K, Chang-Claude, J, van der Schouw, YT, Lunetta, KL, Chasman, DI, Easton, DF, Visser, JA, Ozanne, SE, Namekawa, SH, Solc, P, Murabito, JM, Ong, KK, Hoffmann, ER, Roig, I, and Perry, JRB
Abstract: Reproductive longevity is essential for fertility and influences healthy ageing in women1,2, but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations3. The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease.
Published: 2021

4. The trans-ancestral genomic architecture of glycemic traits

Author: Chen, J. (Ji), Spracklen, C. N. (Cassandra N.), Marenne, G. (Gaelle), Varshney, A. (Arushi), Corbin, L. J. (Laura J.), Luan, J. (Jian'an), Willems, S. M. (Sara M.), Wu, Y. (Ying), Zhang, X. (Xiaoshuai), Horikoshi, M. (Momoko), Boutin, T. S. (Thibaud S.), Magi, R. (Reedik), Waage, J. (Johannes), Li-Gao, R. (Ruifang), Chan, K. H. (Kei Hang Katie), Yao, J. (Jie), Anasanti, M. D. (Mila D.), Chu, A. Y. (Audrey Y.), Claringbould, A. (Annique), Heikkinen, J. (Jani), Hong, J. (Jaeyoung), Hottenga, J.-J. (Jouke-Jan), Huo, S. (Shaofeng), Kaakinen, M. A. (Marika A.), Louie, T. (Tin), Maerz, W. (Winfried), Moreno-Macias, H. (Hortensia), Ndungu, A. (Anne), Nelson, S. C. (Sarah C.), Nolte, I. M. (Ilja M.), North, K. E. (Kari E.), Raulerson, C. K. (Chelsea K.), Ray, D. (Debashree), Rohde, R. (Rebecca), Rybin, D. (Denis), Schurmann, C. (Claudia), Sim, X. (Xueling), Southam, L. (Lorraine), Stewart, I. D. (Isobel D.), Wang, C. A. (Carol A.), Wang, Y. (Yujie), Wu, P. (Peitao), Zhang, W. (Weihua), Ahluwalia, T. S. (Tarunveer S.), Appel, E. V. (Emil V. R.), Bielak, L. F. (Lawrence F.), Brody, J. A. (Jennifer A.), Burtt, N. P. (Noel P.), Cabrera, C. P. (Claudia P.), Cade, B. E. (Brian E.), Chai, J. F. (Jin Fang), Chai, X. (Xiaoran), Chang, L.-C. (Li-Ching), Chen, C.-H. (Chien-Hsiun), Chen, B. H. (Brian H.), Chitrala, K. N. (Kumaraswamy Naidu), Chiu, Y.-F. (Yen-Feng), de Haan, H. G. (Hugoline G.), Delgado, G. E. (Graciela E.), Demirkan, A. (Ayse), Duan, Q. (Qing), Engmann, J. (Jorgen), Fatumo, S. A. (Segun A.), Gayan, J. (Javier), Giulianini, F. (Franco), Gong, J. H. (Jung Ho), Gustafsson, S. (Stefan), Hai, Y. (Yang), Hartwig, F. P. (Fernando P.), He, J. (Jing), Heianza, Y. (Yoriko), Huang, T. (Tao), Huerta-Chagoya, A. (Alicia), Hwang, M. Y. (Mi Yeong), Jensen, R. A. (Richard A.), Kawaguchi, T. (Takahisa), Kentistou, K. A. (Katherine A.), Kim, Y. J. (Young Jin), Kleber, M. E. (Marcus E.), Kooner, I. K. (Ishminder K.), Lai, S. (Shuiqing), Lange, L. A. (Leslie A.), Langefeld, C. D. (Carl D.), Lauzon, M. (Marie), Li, M. (Man), Ligthart, S. (Symen), Liu, J. (Jun), Loh, M. (Marie), Long, J. (Jirong), Lyssenko, V. (Valeriya), Mangino, M. (Massimo), Marzi, C. (Carola), Montasser, M. E. (May E.), Nag, A. (Abhishek), Nakatochi, M. (Masahiro), Noce, D. (Damia), Noordam, R. (Raymond), Pistis, G. (Giorgio), Preuss, M. (Michael), Raffield, L. (Laura), Rasmussen-Torvik, L. J. (Laura J.), Rich, S. S. (Stephen S.), Robertson, N. R. (Neil R.), Rueedi, R. (Rico), Ryan, K. (Kathleen), Sanna, S. (Serena), Saxena, R. (Richa), Schraut, K. E. (Katharina E.), Sennblad, B. (Bengt), Setoh, K. (Kazuya), Smith, A. V. (Albert V.), Sparso, T. (Thomas), Strawbridge, R. J. (Rona J.), Takeuchi, F. (Fumihiko), Tan, J. (Jingyi), Trompet, S. (Stella), van den Akker, E. (Erik), van der Most, P. J. (Peter J.), Verweij, N. (Niek), Vogel, M. (Mandy), Wang, H. (Heming), Wang, C. (Chaolong), Wang, N. (Nan), Warren, H. R. (Helen R.), Wen, W. (Wanqing), Wilsgaard, T. (Tom), Wong, A. (Andrew), Wood, A. R. (Andrew R.), Xie, T. (Tian), Zafarmand, M. H. (Mohammad Hadi), Zhao, J.-H. (Jing-Hua), Zhao, W. (Wei), Amin, N. (Najaf), Arzumanyan, Z. (Zorayr), Astrup, A. (Arne), Bakker, S. J. (Stephan J. L.), Baldassarre, D. (Damiano), Beekman, M. (Marian), Bergman, R. N. (Richard N.), Bertoni, A. (Alain), Blueher, M. (Matthias), Bonnycastle, L. L. (Lori L.), Bornstein, S. R. (Stefan R.), Bowden, D. W. (Donald W.), Cai, Q. (Qiuyin), Campbell, A. (Archie), Campbell, H. (Harry), Chang, Y. C. (Yi Cheng), de Geus, E. J. (Eco J. C.), Dehghan, A. (Abbas), Du, S. (Shufa), Eiriksdottir, G. (Gudny), Farmaki, A. E. (Aliki Eleni), Franberg, M. (Mattias), Fuchsberger, C. (Christian), Gao, Y. (Yutang), Gjesing, A. P. (Anette P.), Goel, A. (Anuj), Han, S. (Sohee), Hartman, C. A. (Catharina A.), Herder, C. (Christian), Hicks, A. A. (Andrew A.), Hsieh, C.-H. (Chang-Hsun), Hsueh, W. A. (Willa A.), Ichihara, S. (Sahoko), Igase, M. (Michiya), Ikram, M. A. (M. Arfan), Johnson, W. C. (W. Craig), Jorgensen, M. E. (Marit E.), Joshi, P. K. (Peter K.), Kalyani, R. R. (Rita R.), Kandeel, F. R. (Fouad R.), Katsuya, T. (Tomohiro), Khor, C. C. (Chiea Chuen), Kiess, W. (Wieland), Kolcic, I. (Ivana), Kuulasmaa, T. (Teemu), Kuusisto, J. (Johanna), Lall, K. (Kristi), Lam, K. (Kelvin), Lawlor, D. A. (Deborah A.), Lee, N. R. (Nanette R.), Lemaitre, R. N. (Rozenn N.), Li, H. (Honglan), Lin, S.-Y. (Shih-Yi), Lindstrom, J. (Jaana), Linneberg, A. (Allan), Liu, J. (Jianjun), Lorenzo, C. (Carlos), Matsubara, T. (Tatsuaki), Matsuda, F. (Fumihiko), Mingrone, G. (Geltrude), Mooijaart, S. (Simon), Moon, S. (Sanghoon), Nabika, T. (Toru), Nadkarni, G. N. (Girish N.), Nadler, J. L. (Jerry L.), Nelis, M. (Mari), Neville, M. J. (Matt J.), Norris, J. M. (Jill M.), Ohyagi, Y. (Yasumasa), Peters, A. (Annette), Peyser, P. A. (Patricia A.), Polasek, O. (Ozren), Qi, Q. (Qibin), Raven, D. (Dennis), Reilly, D. F. (Dermot F.), Reiner, A. (Alex), Rivideneira, F. (Fernando), Roll, K. (Kathryn), Rudan, I. (Igor), Sabanayagam, C. (Charumathi), Sandow, K. (Kevin), Sattar, N. (Naveed), Schuermann, A. (Annette), Shi, J. (Jinxiu), Stringham, H. M. (Heather M.), Taylor, K. D. (Kent D.), Teslovich, T. M. (Tanya M.), Thuesen, B. (Betina), Timmers, P. R. (Paul R. H. J.), Tremoli, E. (Elena), Tsai, M. Y. (Michael Y.), Uitterlinden, A. (Andre), van Dam, R. M. (Rob M.), van Heemst, D. (Diana), van Hylckama Vlieg, A. (Astrid), van Vliet-Ostaptchouk, J. V. (Jana V.), Vangipurapu, J. (Jagadish), Vestergaard, H. (Henrik), Wang, T. (Tao), Willems van Dijk, K. (Ko), Zemunik, T. (Tatijana), Abecasis, G. R. (Goncalo R.), Adair, L. S. (Linda S.), Aguilar-Salinas, C. A. (Carlos Alberto), Alarcon-Riquelme, M. E. (Marta E.), An, P. (Ping), Aviles-Santa, L. (Larissa), Becker, D. M. (Diane M.), Beilin, L. J. (Lawrence J.), Bergmann, S. (Sven), Bisgaard, H. (Hans), Black, C. (Corri), Boehnke, M. (Michael), Boerwinkle, E. (Eric), Boehm, B. O. (Bernhard O.), Bonnelykke, K. (Klaus), Boomsma, D. I. (D. I.), Bottinger, E. P. (Erwin P.), Buchanan, T. A. (Thomas A.), Canouil, M. (Mickael), Caulfield, M. J. (Mark J.), Chambers, J. C. (John C.), Chasman, D. I. (Daniel I.), Chen, Y. I. (Yii-Der Ida), Cheng, C.-Y. (Ching-Yu), Collins, F. S. (Francis S.), Correa, A. (Adolfo), Cucca, F. (Francesco), de Silva, H. J. (H. Janaka), Dedoussis, G. (George), Elmstahl, S. (Solve), Evans, M. K. (Michele K.), Ferrannini, E. (Ele), Ferrucci, L. (Luigi), Florez, J. C. (Jose C.), Franks, P. W. (Paul W.), Frayling, T. M. (Timothy M.), Froguel, P. (Philippe), Gigante, B. (Bruna), Goodarzi, M. O. (Mark O.), Gordon-Larsen, P. (Penny), Grallert, H. (Harald), Grarup, N. (Niels), Grimsgaard, S. (Sameline), Groop, L. (Leif), Gudnason, V. (Vilmundur), Guo, X. (Xiuqing), Hamsten, A. (Anders), Hansen, T. (Torben), Hayward, C. (Caroline), Heckbert, S. R. (Susan R.), Horta, B. L. (Bernardo L.), Huang, W. (Wei), Ingelsson, E. (Erik), James, P. S. (Pankow S.), Järvelin, M.-R. (Marjo-Ritta), Jonas, J. B. (Jost B.), Jukema, J. W. (J. Wouter), Kaleebu, P. (Pontiano), Kaplan, R. (Robert), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Keinanen-Kiukaanniemi, S. M. (Sirkka M.), Kim, B.-J. (Bong-Jo), Kivimaki, M. (Mika), Koistinen, H. A. (Heikki A.), Kooner, J. S. (Jaspal S.), Koerner, A. (Antje), Kovacs, P. (Peter), Kuh, D. (Diana), Kumari, M. (Meena), Kutalik, Z. (Zoltan), Laakso, M. (Markku), Lakka, T. A. (Timo A.), Launer, L. J. (Lenore J.), Leander, K. (Karin), Li, H. (Huaixing), Lin, X. (Xu), Lind, L. (Lars), Lindgren, C. (Cecilia), Liu, S. (Simin), Loos, R. J. (Ruth J. F.), Magnusson, P. K. (Patrik K. E.), Mahajan, A. (Anubha), Metspalu, A. (Andres), Mook-Kanamori, D. O. (Dennis O.), Mori, T. A. (Trevor A.), Munroe, P. B. (Patricia B.), Njolstad, I. (Inger), O'Connell, J. R. (Jeffrey R.), Oldehinkel, A. J. (Albertine J.), Ong, K. K. (Ken K.), Padmanabhan, S. (Sandosh), Palmer, C. N. (Colin N. A.), Palmer, N. D. (Nicholette D.), Pedersen, O. (Oluf), Pennell, C. E. (Craig E.), Porteous, D. J. (David J.), Pramstaller, P. P. (Peter P.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Qi, L. (Lu), Raffel, L. J. (Leslie J.), Rauramaa, R. (Rainer), Redline, S. (Susan), Ridker, P. M. (Paul M.), Rosendaal, F. R. (Frits R.), Saaristo, T. E. (Timo E.), Sandhu, M. (Manjinder), Saramies, J. (Jouko), Schneiderman, N. (Neil), Schwarz, P. (Peter), Scott, L. J. (Laura J.), Selvin, E. (Elizabeth), Sever, P. (Peter), Shu, X.-o. (Xiao-ou), Slagboom, P. E. (P. Eline), Small, K. S. (Kerrin S.), Smith, B. H. (Blair H.), Snieder, H. (Harold), Sofer, T. (Tamar), Sorensen, T. I. (Thorkild I. A.), Spector, T. D. (Tim D.), Stanton, A. (Alice), Steves, C. J. (Claire J.), Stumvoll, M. (Michael), Sun, L. (Liang), Tabara, Y. (Yasuharu), Tai, E. S. (E. Shyong), Timpson, N. J. (Nicholas J.), Tonjes, A. (Anke), Tuomilehto, J. (Jaakko), Tusie, T. (Teresa), Uusitupa, M. (Matti), van der Harst, P. (Pim), van Duijn, C. (Cornelia), Vitart, V. (Veronique), Vollenweider, P. (Peter), Vrijkotte, T. G. (Tanja G. M.), Wagenknecht, L. E. (Lynne E.), Walker, M. (Mark), Wang, Y. X. (Ya X.), Wareham, N. J. (Nick J.), Watanabe, R. M. (Richard M.), Watkins, H. (Hugh), Wei, W. B. (Wen B.), Wickremasinghe, A. R. (Ananda R.), Willemsen, G. (Gonneke), Wilson, J. F. (James F.), Wong, T.-Y. (Tien-Yin), Wu, J.-Y. (Jer-Yuarn), Xiang, A. H. (Anny H.), Yanek, L. R. (Lisa R.), Yengo, L. (Loic), Yokota, M. (Mitsuhiro), Zeggini, E. (Eleftheria), Zheng, W. (Wei), Zonderman, A. B. (Alan B.), Rotter, J. I. (Jerome I.), Gloyn, A. L. (Anna L.), McCarthy, M. I. (Mark I.), Dupuis, J. (Josee), Meigs, J. B. (James B.), Scott, R. A. (Robert A.), Prokopenko, I. (Inga), Leong, A. (Aaron), Liu, C.-T. (Ching-Ti), Parker, S. C. (Stephen C. J.), Mohlke, K. L. (Karen L.), Langenberg, C. (Claudia), Wheeler, E. (Eleanor), Morris, A. P. (Andrew P.), Barroso, I. (Ines), Chen, J. (Ji), Spracklen, C. N. (Cassandra N.), Marenne, G. (Gaelle), Varshney, A. (Arushi), Corbin, L. J. (Laura J.), Luan, J. (Jian'an), Willems, S. M. (Sara M.), Wu, Y. (Ying), Zhang, X. (Xiaoshuai), Horikoshi, M. (Momoko), Boutin, T. S. (Thibaud S.), Magi, R. (Reedik), Waage, J. (Johannes), Li-Gao, R. (Ruifang), Chan, K. H. (Kei Hang Katie), Yao, J. (Jie), Anasanti, M. D. (Mila D.), Chu, A. Y. (Audrey Y.), Claringbould, A. (Annique), Heikkinen, J. (Jani), Hong, J. (Jaeyoung), Hottenga, J.-J. (Jouke-Jan), Huo, S. (Shaofeng), Kaakinen, M. A. (Marika A.), Louie, T. (Tin), Maerz, W. (Winfried), Moreno-Macias, H. (Hortensia), Ndungu, A. (Anne), Nelson, S. C. (Sarah C.), Nolte, I. M. (Ilja M.), North, K. E. (Kari E.), Raulerson, C. K. (Chelsea K.), Ray, D. (Debashree), Rohde, R. (Rebecca), Rybin, D. (Denis), Schurmann, C. (Claudia), Sim, X. (Xueling), Southam, L. (Lorraine), Stewart, I. D. (Isobel D.), Wang, C. A. (Carol A.), Wang, Y. (Yujie), Wu, P. (Peitao), Zhang, W. (Weihua), Ahluwalia, T. S. (Tarunveer S.), Appel, E. V. (Emil V. R.), Bielak, L. F. (Lawrence F.), Brody, J. A. (Jennifer A.), Burtt, N. P. (Noel P.), Cabrera, C. P. (Claudia P.), Cade, B. E. (Brian E.), Chai, J. F. (Jin Fang), Chai, X. (Xiaoran), Chang, L.-C. (Li-Ching), Chen, C.-H. (Chien-Hsiun), Chen, B. H. (Brian H.), Chitrala, K. N. (Kumaraswamy Naidu), Chiu, Y.-F. (Yen-Feng), de Haan, H. G. (Hugoline G.), Delgado, G. E. (Graciela E.), Demirkan, A. (Ayse), Duan, Q. (Qing), Engmann, J. (Jorgen), Fatumo, S. A. (Segun A.), Gayan, J. (Javier), Giulianini, F. (Franco), Gong, J. H. (Jung Ho), Gustafsson, S. (Stefan), Hai, Y. (Yang), Hartwig, F. P. (Fernando P.), He, J. (Jing), Heianza, Y. (Yoriko), Huang, T. (Tao), Huerta-Chagoya, A. (Alicia), Hwang, M. Y. (Mi Yeong), Jensen, R. A. (Richard A.), Kawaguchi, T. (Takahisa), Kentistou, K. A. (Katherine A.), Kim, Y. J. (Young Jin), Kleber, M. E. (Marcus E.), Kooner, I. K. (Ishminder K.), Lai, S. (Shuiqing), Lange, L. A. (Leslie A.), Langefeld, C. D. (Carl D.), Lauzon, M. (Marie), Li, M. (Man), Ligthart, S. (Symen), Liu, J. (Jun), Loh, M. (Marie), Long, J. (Jirong), Lyssenko, V. (Valeriya), Mangino, M. (Massimo), Marzi, C. (Carola), Montasser, M. E. (May E.), Nag, A. (Abhishek), Nakatochi, M. (Masahiro), Noce, D. (Damia), Noordam, R. (Raymond), Pistis, G. (Giorgio), Preuss, M. (Michael), Raffield, L. (Laura), Rasmussen-Torvik, L. J. (Laura J.), Rich, S. S. (Stephen S.), Robertson, N. R. (Neil R.), Rueedi, R. (Rico), Ryan, K. (Kathleen), Sanna, S. (Serena), Saxena, R. (Richa), Schraut, K. E. (Katharina E.), Sennblad, B. (Bengt), Setoh, K. (Kazuya), Smith, A. V. (Albert V.), Sparso, T. (Thomas), Strawbridge, R. J. (Rona J.), Takeuchi, F. (Fumihiko), Tan, J. (Jingyi), Trompet, S. (Stella), van den Akker, E. (Erik), van der Most, P. J. (Peter J.), Verweij, N. (Niek), Vogel, M. (Mandy), Wang, H. (Heming), Wang, C. (Chaolong), Wang, N. (Nan), Warren, H. R. (Helen R.), Wen, W. (Wanqing), Wilsgaard, T. (Tom), Wong, A. (Andrew), Wood, A. R. (Andrew R.), Xie, T. (Tian), Zafarmand, M. H. (Mohammad Hadi), Zhao, J.-H. (Jing-Hua), Zhao, W. (Wei), Amin, N. (Najaf), Arzumanyan, Z. (Zorayr), Astrup, A. (Arne), Bakker, S. J. (Stephan J. L.), Baldassarre, D. (Damiano), Beekman, M. (Marian), Bergman, R. N. (Richard N.), Bertoni, A. (Alain), Blueher, M. (Matthias), Bonnycastle, L. L. (Lori L.), Bornstein, S. R. (Stefan R.), Bowden, D. W. (Donald W.), Cai, Q. (Qiuyin), Campbell, A. (Archie), Campbell, H. (Harry), Chang, Y. C. (Yi Cheng), de Geus, E. J. (Eco J. C.), Dehghan, A. (Abbas), Du, S. (Shufa), Eiriksdottir, G. (Gudny), Farmaki, A. E. (Aliki Eleni), Franberg, M. (Mattias), Fuchsberger, C. (Christian), Gao, Y. (Yutang), Gjesing, A. P. (Anette P.), Goel, A. (Anuj), Han, S. (Sohee), Hartman, C. A. (Catharina A.), Herder, C. (Christian), Hicks, A. A. (Andrew A.), Hsieh, C.-H. (Chang-Hsun), Hsueh, W. A. (Willa A.), Ichihara, S. (Sahoko), Igase, M. (Michiya), Ikram, M. A. (M. Arfan), Johnson, W. C. (W. Craig), Jorgensen, M. E. (Marit E.), Joshi, P. K. (Peter K.), Kalyani, R. R. (Rita R.), Kandeel, F. R. (Fouad R.), Katsuya, T. (Tomohiro), Khor, C. C. (Chiea Chuen), Kiess, W. (Wieland), Kolcic, I. (Ivana), Kuulasmaa, T. (Teemu), Kuusisto, J. (Johanna), Lall, K. (Kristi), Lam, K. (Kelvin), Lawlor, D. A. (Deborah A.), Lee, N. R. (Nanette R.), Lemaitre, R. N. (Rozenn N.), Li, H. (Honglan), Lin, S.-Y. (Shih-Yi), Lindstrom, J. (Jaana), Linneberg, A. (Allan), Liu, J. (Jianjun), Lorenzo, C. (Carlos), Matsubara, T. (Tatsuaki), Matsuda, F. (Fumihiko), Mingrone, G. (Geltrude), Mooijaart, S. (Simon), Moon, S. (Sanghoon), Nabika, T. (Toru), Nadkarni, G. N. (Girish N.), Nadler, J. L. (Jerry L.), Nelis, M. (Mari), Neville, M. J. (Matt J.), Norris, J. M. (Jill M.), Ohyagi, Y. (Yasumasa), Peters, A. (Annette), Peyser, P. A. (Patricia A.), Polasek, O. (Ozren), Qi, Q. (Qibin), Raven, D. (Dennis), Reilly, D. F. (Dermot F.), Reiner, A. (Alex), Rivideneira, F. (Fernando), Roll, K. (Kathryn), Rudan, I. (Igor), Sabanayagam, C. (Charumathi), Sandow, K. (Kevin), Sattar, N. (Naveed), Schuermann, A. (Annette), Shi, J. (Jinxiu), Stringham, H. M. (Heather M.), Taylor, K. D. (Kent D.), Teslovich, T. M. (Tanya M.), Thuesen, B. (Betina), Timmers, P. R. (Paul R. H. J.), Tremoli, E. (Elena), Tsai, M. Y. (Michael Y.), Uitterlinden, A. (Andre), van Dam, R. M. (Rob M.), van Heemst, D. (Diana), van Hylckama Vlieg, A. (Astrid), van Vliet-Ostaptchouk, J. V. (Jana V.), Vangipurapu, J. (Jagadish), Vestergaard, H. (Henrik), Wang, T. (Tao), Willems van Dijk, K. (Ko), Zemunik, T. (Tatijana), Abecasis, G. R. (Goncalo R.), Adair, L. S. (Linda S.), Aguilar-Salinas, C. A. (Carlos Alberto), Alarcon-Riquelme, M. E. (Marta E.), An, P. (Ping), Aviles-Santa, L. (Larissa), Becker, D. M. (Diane M.), Beilin, L. J. (Lawrence J.), Bergmann, S. (Sven), Bisgaard, H. (Hans), Black, C. (Corri), Boehnke, M. (Michael), Boerwinkle, E. (Eric), Boehm, B. O. (Bernhard O.), Bonnelykke, K. (Klaus), Boomsma, D. I. (D. I.), Bottinger, E. P. (Erwin P.), Buchanan, T. A. (Thomas A.), Canouil, M. (Mickael), Caulfield, M. J. (Mark J.), Chambers, J. C. (John C.), Chasman, D. I. (Daniel I.), Chen, Y. I. (Yii-Der Ida), Cheng, C.-Y. (Ching-Yu), Collins, F. S. (Francis S.), Correa, A. (Adolfo), Cucca, F. (Francesco), de Silva, H. J. (H. Janaka), Dedoussis, G. (George), Elmstahl, S. (Solve), Evans, M. K. (Michele K.), Ferrannini, E. (Ele), Ferrucci, L. (Luigi), Florez, J. C. (Jose C.), Franks, P. W. (Paul W.), Frayling, T. M. (Timothy M.), Froguel, P. (Philippe), Gigante, B. (Bruna), Goodarzi, M. O. (Mark O.), Gordon-Larsen, P. (Penny), Grallert, H. (Harald), Grarup, N. (Niels), Grimsgaard, S. (Sameline), Groop, L. (Leif), Gudnason, V. (Vilmundur), Guo, X. (Xiuqing), Hamsten, A. (Anders), Hansen, T. (Torben), Hayward, C. (Caroline), Heckbert, S. R. (Susan R.), Horta, B. L. (Bernardo L.), Huang, W. (Wei), Ingelsson, E. (Erik), James, P. S. (Pankow S.), Järvelin, M.-R. (Marjo-Ritta), Jonas, J. B. (Jost B.), Jukema, J. W. (J. Wouter), Kaleebu, P. (Pontiano), Kaplan, R. (Robert), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Keinanen-Kiukaanniemi, S. M. (Sirkka M.), Kim, B.-J. (Bong-Jo), Kivimaki, M. (Mika), Koistinen, H. A. (Heikki A.), Kooner, J. S. (Jaspal S.), Koerner, A. (Antje), Kovacs, P. (Peter), Kuh, D. (Diana), Kumari, M. (Meena), Kutalik, Z. (Zoltan), Laakso, M. (Markku), Lakka, T. A. (Timo A.), Launer, L. J. (Lenore J.), Leander, K. (Karin), Li, H. (Huaixing), Lin, X. (Xu), Lind, L. (Lars), Lindgren, C. (Cecilia), Liu, S. (Simin), Loos, R. J. (Ruth J. F.), Magnusson, P. K. (Patrik K. E.), Mahajan, A. (Anubha), Metspalu, A. (Andres), Mook-Kanamori, D. O. (Dennis O.), Mori, T. A. (Trevor A.), Munroe, P. B. (Patricia B.), Njolstad, I. (Inger), O'Connell, J. R. (Jeffrey R.), Oldehinkel, A. J. (Albertine J.), Ong, K. K. (Ken K.), Padmanabhan, S. (Sandosh), Palmer, C. N. (Colin N. A.), Palmer, N. D. (Nicholette D.), Pedersen, O. (Oluf), Pennell, C. E. (Craig E.), Porteous, D. J. (David J.), Pramstaller, P. P. (Peter P.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Qi, L. (Lu), Raffel, L. J. (Leslie J.), Rauramaa, R. (Rainer), Redline, S. (Susan), Ridker, P. M. (Paul M.), Rosendaal, F. R. (Frits R.), Saaristo, T. E. (Timo E.), Sandhu, M. (Manjinder), Saramies, J. (Jouko), Schneiderman, N. (Neil), Schwarz, P. (Peter), Scott, L. J. (Laura J.), Selvin, E. (Elizabeth), Sever, P. (Peter), Shu, X.-o. (Xiao-ou), Slagboom, P. E. (P. Eline), Small, K. S. (Kerrin S.), Smith, B. H. (Blair H.), Snieder, H. (Harold), Sofer, T. (Tamar), Sorensen, T. I. (Thorkild I. A.), Spector, T. D. (Tim D.), Stanton, A. (Alice), Steves, C. J. (Claire J.), Stumvoll, M. (Michael), Sun, L. (Liang), Tabara, Y. (Yasuharu), Tai, E. S. (E. Shyong), Timpson, N. J. (Nicholas J.), Tonjes, A. (Anke), Tuomilehto, J. (Jaakko), Tusie, T. (Teresa), Uusitupa, M. (Matti), van der Harst, P. (Pim), van Duijn, C. (Cornelia), Vitart, V. (Veronique), Vollenweider, P. (Peter), Vrijkotte, T. G. (Tanja G. M.), Wagenknecht, L. E. (Lynne E.), Walker, M. (Mark), Wang, Y. X. (Ya X.), Wareham, N. J. (Nick J.), Watanabe, R. M. (Richard M.), Watkins, H. (Hugh), Wei, W. B. (Wen B.), Wickremasinghe, A. R. (Ananda R.), Willemsen, G. (Gonneke), Wilson, J. F. (James F.), Wong, T.-Y. (Tien-Yin), Wu, J.-Y. (Jer-Yuarn), Xiang, A. H. (Anny H.), Yanek, L. R. (Lisa R.), Yengo, L. (Loic), Yokota, M. (Mitsuhiro), Zeggini, E. (Eleftheria), Zheng, W. (Wei), Zonderman, A. B. (Alan B.), Rotter, J. I. (Jerome I.), Gloyn, A. L. (Anna L.), McCarthy, M. I. (Mark I.), Dupuis, J. (Josee), Meigs, J. B. (James B.), Scott, R. A. (Robert A.), Prokopenko, I. (Inga), Leong, A. (Aaron), Liu, C.-T. (Ching-Ti), Parker, S. C. (Stephen C. J.), Mohlke, K. L. (Karen L.), Langenberg, C. (Claudia), Wheeler, E. (Eleanor), Morris, A. P. (Andrew P.), and Barroso, I. (Ines)
Abstract: Glycemic traits are used to diagnose and monitor type 2 diabetes and cardiometabolic health. To date, most genetic studies of glycemic traits have focused on individuals of European ancestry. Here we aggregated genome-wide association studies comprising up to 281,416 individuals without diabetes (30% non-European ancestry) for whom fasting glucose, 2-h glucose after an oral glucose challenge, glycated hemoglobin and fasting insulin data were available. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P < 5 x 10-8), 80% of which had no significant evidence of between-ancestry heterogeneity. Analyses restricted to individuals of European ancestry with equivalent sample size would have led to 24 fewer new loci. Compared with single-ancestry analyses, equivalent-sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic-feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase our understanding of diabetes pathophysiology by using trans-ancestry studies for improved power and resolution.
Published: 2021

5. The trans-ancestral genomic architecture of glycemic traits

Author: Chen, J., Spracklen, C. N., Marenne, G., Varshney, A., Corbin, L. J., Luan, J., Willems, S. M., Wu, Y., Zhang, X., Horikoshi, M., Boutin, T. S., Magi, R., Waage, J., Li-Gao, R., Chan, K. H. K., Yao, J., Anasanti, M. D., Chu, A. Y., Claringbould, A., Heikkinen, J., Hong, J., Hottenga, J. -J., Huo, S., Kaakinen, M. A., Louie, T., Marz, W., Moreno-Macias, H., Ndungu, A., Nelson, S. C., Nolte, I. M., North, K. E., Raulerson, C. K., Ray, D., Rohde, R., Rybin, D., Schurmann, C., Sim, X., Southam, L., Stewart, I. D., Wang, C. A., Wang, Y., Wu, P., Zhang, W., Ahluwalia, T. S., Appel, E. V. R., Bielak, L. F., Brody, J. A., Burtt, N. P., Cabrera, C. P., Cade, B. E., Chai, J. F., Chai, X., Chang, L. -C., Chen, C. -H., Chen, B. H., Chitrala, K. N., Chiu, Y. -F., de Haan, H. G., Delgado, G. E., Demirkan, A., Duan, Q., Engmann, J., Fatumo, S. A., Gayan, J., Giulianini, F., Gong, J. H., Gustafsson, S., Hai, Y., Hartwig, F. P., He, J., Heianza, Y., Huang, T., Huerta-Chagoya, A., Hwang, M. Y., Jensen, R. A., Kawaguchi, T., Kentistou, K. A., Kim, Y. J., Kleber, M. E., Kooner, I. K., Lai, S., Lange, L. A., Langefeld, C. D., Lauzon, M., Li, M., Ligthart, S., Liu, J., Loh, M., Long, J., Lyssenko, V., Mangino, M., Marzi, C., Montasser, M. E., Nag, A., Nakatochi, M., Noce, D., Noordam, R., Pistis, G., Preuss, M., Raffield, L., Rasmussen-Torvik, L. J., Rich, S. S., Robertson, N. R., Rueedi, R., Ryan, K., Sanna, S., Saxena, R., Schraut, K. E., Sennblad, B., Setoh, K., Smith, A. V., Sparso, T., Strawbridge, R. J., Takeuchi, F., Tan, J., Trompet, S., van den Akker, E., van der Most, P. J., Verweij, N., Vogel, M., Wang, H., Wang, Chin Heng, Wang, N., Warren, H. R., Wen, W., Wilsgaard, T., Wong, A., Wood, A. R., Xie, T., Zafarmand, M. H., Zhao, J. -H., Zhao, W., Amin, N., Arzumanyan, Z., Astrup, A., Bakker, S. J. L., Baldassarre, D., Beekman, M., Bergman, R. N., Bertoni, Anna Marta Maria, Bluher, M., Bonnycastle, L. L., Bornstein, S. R., Bowden, D. W., Cai, Q., Campbell, A., Campbell, H., Chang, Y. C., de Geus, E. J. C., Dehghan, A., Du, S., Eiriksdottir, G., Farmaki, A. E., Franberg, M., Fuchsberger, C., Gao, Y., Gjesing, A. P., Goel, A., Han, S., Hartman, C. A., Herder, C., Hicks, A. A., Hsieh, C. -H., Hsueh, W. A., Ichihara, S., Igase, M., Ikram, M. A., Johnson, W. C., Jorgensen, M. E., Joshi, P. K., Kalyani, R. R., Kandeel, F. R., Katsuya, T., Khor, C. C., Kiess, W., Kolcic, I., Kuulasmaa, T., Kuusisto, J., Lall, K., Lam, K., Lawlor, D. A., Lee, N. R., Lemaitre, R. N., Li, H., Lin, S. -Y., Lindstrom, J., Linneberg, A., Lorenzo, C., Matsubara, T., Matsuda, F., Mingrone, Geltrude, Mooijaart, S., Moon, S., Nabika, T., Nadkarni, G. N., Nadler, J. L., Nelis, M., Neville, M. J., Norris, J. M., Ohyagi, Y., Peters, A., Peyser, P. A., Polasek, O., Qi, Q., Raven, D., Reilly, D. F., Reiner, A., Rivideneira, F., Roll, K., Rudan, I., Sabanayagam, C., Sandow, K., Sattar, N., Schurmann, A., Shi, J., Stringham, H. M., Taylor, K. D., Teslovich, T. M., Thuesen, B., Timmers, P. R. H. J., Tremoli, Elena, Tsai, M. Y., Uitterlinden, A., van Dam, R. M., van Heemst, D., van Hylckama Vlieg, A., van Vliet-Ostaptchouk, J. V., Vangipurapu, J., Vestergaard, H., Wang, T., Willems van Dijk, K., Zemunik, T., Abecasis, G. R., Adair, L. S., Aguilar-Salinas, C. A., Alarcon-Riquelme, M. E., An, P., Aviles-Santa, L., Becker, D. M., Beilin, L. J., Bergmann, S., Bisgaard, H., Black, C., Boehnke, M., Boerwinkle, E., Bohm, B. O., Bonnelykke, K., Boomsma, D. I., Bottinger, E. P., Buchanan, T. A., Canouil, M., Caulfield, M. J., Chambers, J. C., Chasman, D. I., Chen, Y. -D. I., Cheng, C. -Y., Collins, F. S., Correa, A., Cucca, F., de Silva, H. J., Dedoussis, G., Elmstahl, S., Evans, M. K., Ferrannini, E., Ferrucci, L., Florez, J. C., Franks, P. W., Frayling, T. M., Froguel, P., Gigante, B., Goodarzi, M. O., Gordon-Larsen, P., Grallert, H., Grarup, N., Grimsgaard, S., Groop, L., Gudnason, V., Guo, X., Hamsten, A., Hansen, T., Hayward, C., Heckbert, S. R., Horta, B. L., Huang, W., Ingelsson, E., James, P. S., Jarvelin, M. -R., Jonas, J. B., Jukema, J. W., Kaleebu, P., Kaplan, R., Kardia, S. L. R., Kato, N., Keinanen-Kiukaanniemi, S. M., Kim, B. -J., Kivimaki, M., Koistinen, H. A., Kooner, J. S., Korner, A., Kovacs, P., Kuh, D., Kumari, M., Kutalik, Z., Laakso, M., Lakka, T. A., Launer, L. J., Leander, K., Lin, X., Lind, L., Lindgren, C., Liu, S., Loos, R. J. F., Magnusson, P. K. E., Mahajan, A., Metspalu, A., Mook-Kanamori, D. O., Mori, T. A., Munroe, P. B., Njolstad, I., O'Connell, J. R., Oldehinkel, A. J., Ong, K. K., Padmanabhan, S., Palmer, C. N. A., Palmer, N. D., Pedersen, O., Pennell, C. E., Porteous, D. J., Pramstaller, P. P., Province, M. A., Psaty, B. M., Qi, L., Raffel, L. J., Rauramaa, R., Redline, S., Ridker, P. M., Rosendaal, F. R., Saaristo, T. E., Sandhu, M., Saramies, J., Schneiderman, N., Schwarz, P., Scott, L. J., Selvin, E., Sever, P., Shu, X. -O., Slagboom, P. E., Small, K. S., Smith, B. H., Snieder, H., Sofer, T., Sorensen, T. I. A., Spector, T. D., Stanton, A., Steves, C. J., Stumvoll, M., Sun, L., Tabara, Y., Tai, E. S., Timpson, N. J., Tonjes, A., Tuomilehto, J., Tusie, T., Uusitupa, M., van der Harst, P., van Duijn, C., Vitart, V., Vollenweider, P., Vrijkotte, T. G. M., Wagenknecht, L. E., Walker, M., Wang, Y. X., Wareham, N. J., Watanabe, R. M., Watkins, H., Wei, W. B., Wickremasinghe, A. R., Willemsen, G., Wilson, J. F., Wong, T. -Y., Wu, J. -Y., Xiang, A. H., Yanek, L. R., Yengo, L., Yokota, M., Zeggini, E., Zheng, W., Zonderman, A. B., Rotter, J. I., Gloyn, A. L., Mccarthy, M. I., Dupuis, J., Meigs, J. B., Scott, R. A., Prokopenko, I., Leong, A., Liu, C. -T., Parker, S. C. J., Mohlke, K. L., Langenberg, C., Wheeler, E., Morris, A. P., Barroso, I., van Willems van Dijk, K., Wang C., Bertoni A. (ORCID:0000-0001-7228-8718), Mingrone G. (ORCID:0000-0003-2021-528X), Tremoli E., Chen, J., Spracklen, C. N., Marenne, G., Varshney, A., Corbin, L. J., Luan, J., Willems, S. M., Wu, Y., Zhang, X., Horikoshi, M., Boutin, T. S., Magi, R., Waage, J., Li-Gao, R., Chan, K. H. K., Yao, J., Anasanti, M. D., Chu, A. Y., Claringbould, A., Heikkinen, J., Hong, J., Hottenga, J. -J., Huo, S., Kaakinen, M. A., Louie, T., Marz, W., Moreno-Macias, H., Ndungu, A., Nelson, S. C., Nolte, I. M., North, K. E., Raulerson, C. K., Ray, D., Rohde, R., Rybin, D., Schurmann, C., Sim, X., Southam, L., Stewart, I. D., Wang, C. A., Wang, Y., Wu, P., Zhang, W., Ahluwalia, T. S., Appel, E. V. R., Bielak, L. F., Brody, J. A., Burtt, N. P., Cabrera, C. P., Cade, B. E., Chai, J. F., Chai, X., Chang, L. -C., Chen, C. -H., Chen, B. H., Chitrala, K. N., Chiu, Y. -F., de Haan, H. G., Delgado, G. E., Demirkan, A., Duan, Q., Engmann, J., Fatumo, S. A., Gayan, J., Giulianini, F., Gong, J. H., Gustafsson, S., Hai, Y., Hartwig, F. P., He, J., Heianza, Y., Huang, T., Huerta-Chagoya, A., Hwang, M. Y., Jensen, R. A., Kawaguchi, T., Kentistou, K. A., Kim, Y. J., Kleber, M. E., Kooner, I. K., Lai, S., Lange, L. A., Langefeld, C. D., Lauzon, M., Li, M., Ligthart, S., Liu, J., Loh, M., Long, J., Lyssenko, V., Mangino, M., Marzi, C., Montasser, M. E., Nag, A., Nakatochi, M., Noce, D., Noordam, R., Pistis, G., Preuss, M., Raffield, L., Rasmussen-Torvik, L. J., Rich, S. S., Robertson, N. R., Rueedi, R., Ryan, K., Sanna, S., Saxena, R., Schraut, K. E., Sennblad, B., Setoh, K., Smith, A. V., Sparso, T., Strawbridge, R. J., Takeuchi, F., Tan, J., Trompet, S., van den Akker, E., van der Most, P. J., Verweij, N., Vogel, M., Wang, H., Wang, Chin Heng, Wang, N., Warren, H. R., Wen, W., Wilsgaard, T., Wong, A., Wood, A. R., Xie, T., Zafarmand, M. H., Zhao, J. -H., Zhao, W., Amin, N., Arzumanyan, Z., Astrup, A., Bakker, S. J. L., Baldassarre, D., Beekman, M., Bergman, R. N., Bertoni, Anna Marta Maria, Bluher, M., Bonnycastle, L. L., Bornstein, S. R., Bowden, D. W., Cai, Q., Campbell, A., Campbell, H., Chang, Y. C., de Geus, E. J. C., Dehghan, A., Du, S., Eiriksdottir, G., Farmaki, A. E., Franberg, M., Fuchsberger, C., Gao, Y., Gjesing, A. P., Goel, A., Han, S., Hartman, C. A., Herder, C., Hicks, A. A., Hsieh, C. -H., Hsueh, W. A., Ichihara, S., Igase, M., Ikram, M. A., Johnson, W. C., Jorgensen, M. E., Joshi, P. K., Kalyani, R. R., Kandeel, F. R., Katsuya, T., Khor, C. C., Kiess, W., Kolcic, I., Kuulasmaa, T., Kuusisto, J., Lall, K., Lam, K., Lawlor, D. A., Lee, N. R., Lemaitre, R. N., Li, H., Lin, S. -Y., Lindstrom, J., Linneberg, A., Lorenzo, C., Matsubara, T., Matsuda, F., Mingrone, Geltrude, Mooijaart, S., Moon, S., Nabika, T., Nadkarni, G. N., Nadler, J. L., Nelis, M., Neville, M. J., Norris, J. M., Ohyagi, Y., Peters, A., Peyser, P. A., Polasek, O., Qi, Q., Raven, D., Reilly, D. F., Reiner, A., Rivideneira, F., Roll, K., Rudan, I., Sabanayagam, C., Sandow, K., Sattar, N., Schurmann, A., Shi, J., Stringham, H. M., Taylor, K. D., Teslovich, T. M., Thuesen, B., Timmers, P. R. H. J., Tremoli, Elena, Tsai, M. Y., Uitterlinden, A., van Dam, R. M., van Heemst, D., van Hylckama Vlieg, A., van Vliet-Ostaptchouk, J. V., Vangipurapu, J., Vestergaard, H., Wang, T., Willems van Dijk, K., Zemunik, T., Abecasis, G. R., Adair, L. S., Aguilar-Salinas, C. A., Alarcon-Riquelme, M. E., An, P., Aviles-Santa, L., Becker, D. M., Beilin, L. J., Bergmann, S., Bisgaard, H., Black, C., Boehnke, M., Boerwinkle, E., Bohm, B. O., Bonnelykke, K., Boomsma, D. I., Bottinger, E. P., Buchanan, T. A., Canouil, M., Caulfield, M. J., Chambers, J. C., Chasman, D. I., Chen, Y. -D. I., Cheng, C. -Y., Collins, F. S., Correa, A., Cucca, F., de Silva, H. J., Dedoussis, G., Elmstahl, S., Evans, M. K., Ferrannini, E., Ferrucci, L., Florez, J. C., Franks, P. W., Frayling, T. M., Froguel, P., Gigante, B., Goodarzi, M. O., Gordon-Larsen, P., Grallert, H., Grarup, N., Grimsgaard, S., Groop, L., Gudnason, V., Guo, X., Hamsten, A., Hansen, T., Hayward, C., Heckbert, S. R., Horta, B. L., Huang, W., Ingelsson, E., James, P. S., Jarvelin, M. -R., Jonas, J. B., Jukema, J. W., Kaleebu, P., Kaplan, R., Kardia, S. L. R., Kato, N., Keinanen-Kiukaanniemi, S. M., Kim, B. -J., Kivimaki, M., Koistinen, H. A., Kooner, J. S., Korner, A., Kovacs, P., Kuh, D., Kumari, M., Kutalik, Z., Laakso, M., Lakka, T. A., Launer, L. J., Leander, K., Lin, X., Lind, L., Lindgren, C., Liu, S., Loos, R. J. F., Magnusson, P. K. E., Mahajan, A., Metspalu, A., Mook-Kanamori, D. O., Mori, T. A., Munroe, P. B., Njolstad, I., O'Connell, J. R., Oldehinkel, A. J., Ong, K. K., Padmanabhan, S., Palmer, C. N. A., Palmer, N. D., Pedersen, O., Pennell, C. E., Porteous, D. J., Pramstaller, P. P., Province, M. A., Psaty, B. M., Qi, L., Raffel, L. J., Rauramaa, R., Redline, S., Ridker, P. M., Rosendaal, F. R., Saaristo, T. E., Sandhu, M., Saramies, J., Schneiderman, N., Schwarz, P., Scott, L. J., Selvin, E., Sever, P., Shu, X. -O., Slagboom, P. E., Small, K. S., Smith, B. H., Snieder, H., Sofer, T., Sorensen, T. I. A., Spector, T. D., Stanton, A., Steves, C. J., Stumvoll, M., Sun, L., Tabara, Y., Tai, E. S., Timpson, N. J., Tonjes, A., Tuomilehto, J., Tusie, T., Uusitupa, M., van der Harst, P., van Duijn, C., Vitart, V., Vollenweider, P., Vrijkotte, T. G. M., Wagenknecht, L. E., Walker, M., Wang, Y. X., Wareham, N. J., Watanabe, R. M., Watkins, H., Wei, W. B., Wickremasinghe, A. R., Willemsen, G., Wilson, J. F., Wong, T. -Y., Wu, J. -Y., Xiang, A. H., Yanek, L. R., Yengo, L., Yokota, M., Zeggini, E., Zheng, W., Zonderman, A. B., Rotter, J. I., Gloyn, A. L., Mccarthy, M. I., Dupuis, J., Meigs, J. B., Scott, R. A., Prokopenko, I., Leong, A., Liu, C. -T., Parker, S. C. J., Mohlke, K. L., Langenberg, C., Wheeler, E., Morris, A. P., Barroso, I., van Willems van Dijk, K., Wang C., Bertoni A. (ORCID:0000-0001-7228-8718), Mingrone G. (ORCID:0000-0003-2021-528X), and Tremoli E.
Abstract: Glycemic traits are used to diagnose and monitor type 2 diabetes and cardiometabolic health. To date, most genetic studies of glycemic traits have focused on individuals of European ancestry. Here we aggregated genome-wide association studies comprising up to 281,416 individuals without diabetes (30% non-European ancestry) for whom fasting glucose, 2-h glucose after an oral glucose challenge, glycated hemoglobin and fasting insulin data were available. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P < 5 × 10−8), 80% of which had no significant evidence of between-ancestry heterogeneity. Analyses restricted to individuals of European ancestry with equivalent sample size would have led to 24 fewer new loci. Compared with single-ancestry analyses, equivalent-sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic-feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase our understanding of diabetes pathophysiology by using trans-ancestry studies for improved power and resolution.
Published: 2021

6. Estimation of the Required Lipoprotein(a)-Lowering Therapeutic Effect Size for Reduction in Coronary Heart Disease Outcomes: A Mendelian Randomization Analysis

Author: Lamina, C., Kronenberg, F., Mack, S., Coassin, S., Rueedi, R., Yousri, N.A., Seppälä, I., Lp(a)-GWAS-Consortium (Gieger, C.), Schönherr, S., Forer, L., Erhart, G., Marques-Vidal, P., Lp(a)-GWAS-Consortium (Ried, J.S.), Waeber, G., Bergmann, S., Daehnhardt, D., Stoeckl, A., Raitakari, O.T., Kähönen, M., Lp(a)-GWAS-Consortium (Peters, A.), Lp(a)-GWAS-Consortium (Meitinger, T.), Lp(a)-GWAS-Consortium (Strauch, K.), Kedenko, L., Paulweber, B., Lehtimäki, T., Hunt, S.C., and Vollenweider, P.
Subjects: Adult, Male, medicine.medical_specialty, Statin, medicine.drug_class, Population, Genome-wide association study, Coronary Disease, 030204 cardiovascular system & hematology, Polymorphism, Single Nucleotide, Cohort Studies, 03 medical and health sciences, 0302 clinical medicine, Internal medicine, Medicine, Humans, 030212 general & internal medicine, education, education.field_of_study, biology, business.industry, Brief Report, Therapeutic effect, Mendelian Randomization Analysis, Lipoprotein(a), Odds ratio, Cholesterol, LDL, Middle Aged, Case-Control Studies, Cohort, biology.protein, Female, Hydroxymethylglutaryl-CoA Reductase Inhibitors, Cardiology and Cardiovascular Medicine, business
Abstract: Importance Genetic and epidemiologic data suggest that lipoprotein(a) (Lp[a]) is one of the strongest genetically determined risk factors for coronary heart disease (CHD). Specific therapies to lower Lp(a) are on the horizon, but the required reduction of Lp(a) to translate into clinically relevant lowering of CHD outcomes is a matter of debate. Objective To estimate the required Lp(a)-lowering effect size that may be associated with a reduction of CHD outcomes compared with the effect size of low-density lipoprotein cholesterol (LDL-C)–lowering therapies. Design, Setting, and Participants Genetic epidemiologic study using a mendelian randomization analysis to estimate the required Lp(a)-lowering effect size for a clinically meaningful effect on outcomes. We used the effect estimates for Lp(a) from a genome-wide association study (GWAS) and meta-analysis on Lp(a) published in 2017 of 5 different primarily population-based studies of European ancestry. All Lp(a) measurements were performed in 1 laboratory. Genetic estimates for 27 single-nucleotide polymorphisms on Lp(a) concentrations were used. Odds ratios for these 27 single-nucleotide polymorphisms associated with CHD risk were retrieved from a subsample of the CHD Exome+ consortium. Exposures GeneticLPAscore, plasma Lp(a) concentrations, and observations of statin therapies on CHD outcomes. Main Outcomes and Measures Coronary heart disease. Results The study included 13 781 individuals from the Lp(a)-GWAS-Consortium from 5 primarily population-based studies and 20 793 CHD cases and 27 540 controls from a subsample of the CHD Exome+ consortium. Four of the studies were similar in age distribution (means between 51 and 59 years), and 1 cohort was younger; mean age, 32 years. The frequency of women was similar between 51% and 55%. We estimated that the required reduction in Lp(a) effect size would be 65.7 mg/dL (95% CI, 46.3-88.3) to reach the same potential effect on clinical outcomes that can be reached by lowering LDL-C by 38.67 mg/dL (to convert to millimoles per liter, multiply by 0.0259). Conclusions and Relevance This mendelian randomization analysis estimated a required Lp(a)-lowering effect size of 65.7 mg/dL to reach the same effect as a 38.67-mg/dL lowering of LDL-C. However, this estimate is determined by the observed effect estimates of single-nucleotide polymorphisms on Lp(a) concentrations and is therefore influenced by the standardization of the Lp(a) assay used. As a consequence, calculations of the required Lp(a)-lowering potential of a drug to be clinically effective might have been overestimated in the past.
Published: 2019

7. Genome-wide Association Study of Change in Fasting Glucose over time in 13,807 non-diabetic European Ancestry Individuals

Author: Liu, C.-T. (Ching-Ti), Merino, J. (Jordi), Rybin, D. (Denis), DiCorpo, D. (Daniel), Benke, P.J. (Paul), Bragg-Gresham, J.L. (Jennifer L.), Canouil, M. (Mickaël), Corre, T. (Tanguy), Grallert, H. (Harald), Isaacs, A.J. (Aaron), Kutalik, Z. (Zoltán), Lahti, J. (Jari), Marullo, L. (Letizia), Marzi, C. (Carola), Rasmussen-Torvik, L.J. (Laura), Rocheleau, G. (Ghislain), Rueedi, R. (Rico), Scapoli, C. (Chiara), Verweij, N. (Niek), Vogelzangs, N. (Nicole), Willems, S.M. (Sara), Yengo, L. (Loic), Bakker, S.J.L. (Stephan), Beilby, J.P. (John), Hui, J. (Jennie), Kajantie, E. (Eero), Müller-Nurasyid, M. (Martina), Rathmann, W. (Wolfgang), Balkau, B. (Beverley), Bergmann, S.M. (Sven), Hagen, K. (Knut), Florez, J.C. (Jose), Froguel, P. (Philippe), Harris, T.B. (Tamara), Hung, J. (Joseph), James, A. (Alan), Kavousi, M. (Maryam), Miljkovic, I. (Iva), Musk, A.W. (Arthur W.), Palmer, L.J. (Lyle J.), Peters, A. (Annette), Roussel, R. (Ronan), Harst, P. (Pim) van der, Duijn, C.M. (Cornelia) van, Vollenweider, P. (Peter), Barroso, I.E. (Inês), Prokopenko, I. (Inga), Amin, N. (Najaf), Meigs, J.B. (James), Bouatia-Naji, N. (Nabila), Liu, C.-T. (Ching-Ti), Merino, J. (Jordi), Rybin, D. (Denis), DiCorpo, D. (Daniel), Benke, P.J. (Paul), Bragg-Gresham, J.L. (Jennifer L.), Canouil, M. (Mickaël), Corre, T. (Tanguy), Grallert, H. (Harald), Isaacs, A.J. (Aaron), Kutalik, Z. (Zoltán), Lahti, J. (Jari), Marullo, L. (Letizia), Marzi, C. (Carola), Rasmussen-Torvik, L.J. (Laura), Rocheleau, G. (Ghislain), Rueedi, R. (Rico), Scapoli, C. (Chiara), Verweij, N. (Niek), Vogelzangs, N. (Nicole), Willems, S.M. (Sara), Yengo, L. (Loic), Bakker, S.J.L. (Stephan), Beilby, J.P. (John), Hui, J. (Jennie), Kajantie, E. (Eero), Müller-Nurasyid, M. (Martina), Rathmann, W. (Wolfgang), Balkau, B. (Beverley), Bergmann, S.M. (Sven), Hagen, K. (Knut), Florez, J.C. (Jose), Froguel, P. (Philippe), Harris, T.B. (Tamara), Hung, J. (Joseph), James, A. (Alan), Kavousi, M. (Maryam), Miljkovic, I. (Iva), Musk, A.W. (Arthur W.), Palmer, L.J. (Lyle J.), Peters, A. (Annette), Roussel, R. (Ronan), Harst, P. (Pim) van der, Duijn, C.M. (Cornelia) van, Vollenweider, P. (Peter), Barroso, I.E. (Inês), Prokopenko, I. (Inga), Amin, N. (Najaf), Meigs, J.B. (James), and Bouatia-Naji, N. (Nabila)
Abstract: Type 2 diabetes (T2D) affects the health of millions of people worldwide. The identification of genetic determinants associated with changes in glycemia over time might illuminate biological features that precede the development of T2D. Here we conducted a genome-wide association study of longitudinal fasting glucose changes in up to 13,807 non-diabetic individuals of European descent from nine cohorts. Fasting glucose change over time was defined as the slope of the line defined by multiple fasting glucose measurements obtained over up to 14 years of observation. We tested for associations of genetic variants with inverse-normal transformed fasting glucose change over time adjusting for age at baseline, sex, and principal components of genetic variation. We found no genome-wide significant association (P < 5 × 10−8) with fasting glucose change over time. Seven loci previously associated with T2D, fasting glucose or HbA1c were nominally (P < 0.05) associated with fasting glucose change over time. Limited power influences unambiguous interpretation, but these dat
Published: 2019
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8. Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity

Author: Kilpeläinen, T.O. (Tuomas), Bentley, A.R. (Amy), Noordam, R., Sung, YJ, Schwander, K., Winkler, T.W. (Thomas), Jakupovic, H., Chasman, D.I. (Daniel), Manning, A., Ntalla, I. (Ioanna), Aschard, H. (Hugues), Brown, M.R., de Las Fuentes, L., Franceschini, N. (Nora), Guo, X. (Xiuqing), Vojinovic, D., Aslibekyan, S, Feitosa, M.F. (Mary Furlan), Kho, M., Musani, SK, Richard, M., Wang, H.M., Wang, Z. (Zhen), Bartz, TM, Bielak, L.F. (Lawrence F.), Campbell, A. (Archie), Dorajoo, R. (Rajkumar), Fisher, V., Hartwig, F.P., Horimoto, A., Li, C.W., Lohman, K. (Kurt), Marten, J, Sim, XL, Smith, A.V. (Davey), Tajuddin, S. M., Alver, M, Amini, M., Boissel, M., Chai, J.F., Chen, X. (Xishu), Divers, J, Evangelou, E. (Evangelos), Gao, C. (Cheng), Graff, M.J. (Maud J.L.), Harris, S.E. (Sarah), He, M. (Meian), Hsu, F.-C. (Fang-Chi), Jackson, A.U. (Anne), Zhao, J.H. (Jing Hua), Kraja, A. (Aldi), Kuhnel, B. (Brigitte), Laguzzi, F., Lyytikäinen, L.-P. (Leo-Pekka), Nolte, IM, Rauramaa, R. (Rainer), Riaz, M. (Muhammad), Robino, A. (Antonietta), Rueedi, R, Stringham, H.M. (Heather), Takeuchi, F, Most, P.J. (Peter) van der, Varga, T.V. (Tibor), Verweij, N. (Niek), Ware, EB, Wen, WQ, Li, X. Y., Yanek, L.R. (Lisa), Amin, N. (Najaf), Arnett, D.K. (Donna), Boerwinkle, E.A. (Eric), Brumat, M., Cade, B, Canouil, M., Chen, Y.D.I. (Yii-Der Ida), Concas, MP, Connell, J. (John), Mutsert, R. (Reneé) de, de Silva, H.J., de Vries, PS, Demirkan, A. (Ayşe), Ding, J. (Jingzhong), Eaton, CB, Faul, J.D. (Jessica), Friedlander, Y. (Yechiel), Gabriel, K.P., Ghanbari, M., Giulianini, F. (Franco), Gu, C.C., Gu, DF, Harris, T.B. (Tamara), He, J. (Jing), Heikkinen, S., Heng, C.K. (Chew-Kiat), Hunt, S.C. (Steven), Ikram, M.A. (Arfan), Jonas, J.B., Koh, WP, Komulainen, P. (Pirjo), Krieger, J.E. (José), Kritchevsky, S.B. (Stephen), Kutalik, Z. (Zoltán), Kuusisto, J. (Johanna), Langefeld, C.D. (Carl), Langenberg, C. (Claudia), Launer, LJ, Leander, K. (Karin), Lemaitre, R.N. (Rozenn ), Lewis, CE, Liang, J.J., Alizadeh, BZ, Boezen, H.M. (Marike), Franke, L. (Lude), Navis, G. (Gerjan), Rots, M., Swertz, M. (Morris), Wolffenbuttel, B.H.R. (Bruce), Wijmenga, C. (Cisca), Liu, J. (Jianjun), Maagi, R., Manichaikul, A. (Ani), Meitinger, T. (Thomas), Metspalu, A. (Andres), Milaneschi, Y. (Yuri), Mohlke, K.L. (Karen), Mosley, T.H. (Thomas), Murray, A.D., Nalls, M.A. (Michael), Nang, EEK, Nelson, C.P. (Christopher), Nona, S., Norris, JM, Nwuba, C.V., O´Connell, J.R., Palmer, N.D. (Nicholette), Papanicolau, GJ, Pazoki, R. (Raha), Pedersen, N.L. (Nancy), Peters, A. (Annette), Peyser, P.A. (Patricia A.), Polasek, O. (Ozren), Porteous, D.J. (David J.), Poveda, A. (Andrés), Raitakari, OT, Rich, S.S. (Stephen), Risch, N., Robinson, JG, Rose, L.M. (Lynda), Rudan, I. (Igor), Schreiner, PJ, Scott, L.J. (Laura), Sidney, SS, Sims, M, Smith, J.A. (Jennifer A), Snieder, H. (Harold), Sofer, T., Starr, J.M. (John), Sternfeld, B., Strauch, K. (Konstantin), Tang, H. (Hui), Taylor, K.D. (Kent), Tsai, M.Y. (Michael), Tuomilehto, J. (Jaakko), Uitterlinden, A.G. (André), van der Ende, M.Y., Heemst, D. van, Voortman, R.G. (Trudy), Waldenberger, M. (Melanie), Wennberg, P. (Patrik), Wilson, G, Xiang, YB, Yao, J, Yu, C.Z., Yuan, JM, Zhao, W. (Wei), Zonderman, A.B. (Alan), Becker, D.M. (Diane), Boehnke, M. (Michael), Bowden, DW, Faire, U. (Ulf) de, Deary, I.J. (Ian), Elliott, P.M. (Perry), Esko, T. (Tõnu), Freedman, B.I. (Barry), Froguel, P. (Philippe), Gasparini, P. (Paolo), Gieger, C. (Christian), Kato, N, Laakso, M. (Markku), Lakka, T.A. (Timo), Lehtimaki, T, Magnusson, P.K. (Patrik), Oldenhinkel, A.J. (A.), Penninx, B.W.J.H. (Brenda), Samani, N.J. (Nilesh), Shu, X.-O. (Xiao-Ou), Harst, P. (Pim) van der, Vliet-Ostaptchouk, J.V. (Jana) van, Vollenweider, P. (Peter), Wagenknecht, L.E. (Lynne), Wang, Y. (Ying), Wareham, N.J. (Nick), Weir, D.R. (David), Wu, TC, Zheng, W. (Wei), Zhu, X. (Xiaofeng), Evans, MK, Franks, P.W. (Paul), Guonason, V. (Vilmundur), Hayward, C. (Caroline), Horta, BL, Kelly, TN, Liu, Y. (YongMei), North, K.E. (Kari), Pereira, AC, Ridker, P.M. (Paul), Tai, E.S. (Shyong), Dam, R.M. (Rob) van, Fox, E.R. (Ervin), Kardia, S.L.R. (Sharon), Liu, C.-T. (Ching-Ti), Mook-Kanamori, D.O. (Dennis), Province, M.A. (Mike), Redline, S. (Susan), Duijn, C.M., Rotter, J.I. (Jerome), Kooperberg, C.B., Gauderman, W.J. (W James), Psaty, B.M. (Bruce), Rice, K, Munroe, P. (Patricia), Fornage, M. (Myriam), Cupples, L.A. (Adrienne), Rotimi, CN, Morrison, A.C. (Alanna), Rao, D.C. (Dabeeru C.), Loos, R.J.F. (Ruth), Kilpeläinen, T.O. (Tuomas), Bentley, A.R. (Amy), Noordam, R., Sung, YJ, Schwander, K., Winkler, T.W. (Thomas), Jakupovic, H., Chasman, D.I. (Daniel), Manning, A., Ntalla, I. (Ioanna), Aschard, H. (Hugues), Brown, M.R., de Las Fuentes, L., Franceschini, N. (Nora), Guo, X. (Xiuqing), Vojinovic, D., Aslibekyan, S, Feitosa, M.F. (Mary Furlan), Kho, M., Musani, SK, Richard, M., Wang, H.M., Wang, Z. (Zhen), Bartz, TM, Bielak, L.F. (Lawrence F.), Campbell, A. (Archie), Dorajoo, R. (Rajkumar), Fisher, V., Hartwig, F.P., Horimoto, A., Li, C.W., Lohman, K. (Kurt), Marten, J, Sim, XL, Smith, A.V. (Davey), Tajuddin, S. M., Alver, M, Amini, M., Boissel, M., Chai, J.F., Chen, X. (Xishu), Divers, J, Evangelou, E. (Evangelos), Gao, C. (Cheng), Graff, M.J. (Maud J.L.), Harris, S.E. (Sarah), He, M. (Meian), Hsu, F.-C. (Fang-Chi), Jackson, A.U. (Anne), Zhao, J.H. (Jing Hua), Kraja, A. (Aldi), Kuhnel, B. (Brigitte), Laguzzi, F., Lyytikäinen, L.-P. (Leo-Pekka), Nolte, IM, Rauramaa, R. (Rainer), Riaz, M. (Muhammad), Robino, A. (Antonietta), Rueedi, R, Stringham, H.M. (Heather), Takeuchi, F, Most, P.J. (Peter) van der, Varga, T.V. (Tibor), Verweij, N. (Niek), Ware, EB, Wen, WQ, Li, X. Y., Yanek, L.R. (Lisa), Amin, N. (Najaf), Arnett, D.K. (Donna), Boerwinkle, E.A. (Eric), Brumat, M., Cade, B, Canouil, M., Chen, Y.D.I. (Yii-Der Ida), Concas, MP, Connell, J. (John), Mutsert, R. (Reneé) de, de Silva, H.J., de Vries, PS, Demirkan, A. (Ayşe), Ding, J. (Jingzhong), Eaton, CB, Faul, J.D. (Jessica), Friedlander, Y. (Yechiel), Gabriel, K.P., Ghanbari, M., Giulianini, F. (Franco), Gu, C.C., Gu, DF, Harris, T.B. (Tamara), He, J. (Jing), Heikkinen, S., Heng, C.K. (Chew-Kiat), Hunt, S.C. (Steven), Ikram, M.A. (Arfan), Jonas, J.B., Koh, WP, Komulainen, P. (Pirjo), Krieger, J.E. (José), Kritchevsky, S.B. (Stephen), Kutalik, Z. (Zoltán), Kuusisto, J. (Johanna), Langefeld, C.D. (Carl), Langenberg, C. (Claudia), Launer, LJ, Leander, K. (Karin), Lemaitre, R.N. (Rozenn ), Lewis, CE, Liang, J.J., Alizadeh, BZ, Boezen, H.M. (Marike), Franke, L. (Lude), Navis, G. (Gerjan), Rots, M., Swertz, M. (Morris), Wolffenbuttel, B.H.R. (Bruce), Wijmenga, C. (Cisca), Liu, J. (Jianjun), Maagi, R., Manichaikul, A. (Ani), Meitinger, T. (Thomas), Metspalu, A. (Andres), Milaneschi, Y. (Yuri), Mohlke, K.L. (Karen), Mosley, T.H. (Thomas), Murray, A.D., Nalls, M.A. (Michael), Nang, EEK, Nelson, C.P. (Christopher), Nona, S., Norris, JM, Nwuba, C.V., O´Connell, J.R., Palmer, N.D. (Nicholette), Papanicolau, GJ, Pazoki, R. (Raha), Pedersen, N.L. (Nancy), Peters, A. (Annette), Peyser, P.A. (Patricia A.), Polasek, O. (Ozren), Porteous, D.J. (David J.), Poveda, A. (Andrés), Raitakari, OT, Rich, S.S. (Stephen), Risch, N., Robinson, JG, Rose, L.M. (Lynda), Rudan, I. (Igor), Schreiner, PJ, Scott, L.J. (Laura), Sidney, SS, Sims, M, Smith, J.A. (Jennifer A), Snieder, H. (Harold), Sofer, T., Starr, J.M. (John), Sternfeld, B., Strauch, K. (Konstantin), Tang, H. (Hui), Taylor, K.D. (Kent), Tsai, M.Y. (Michael), Tuomilehto, J. (Jaakko), Uitterlinden, A.G. (André), van der Ende, M.Y., Heemst, D. van, Voortman, R.G. (Trudy), Waldenberger, M. (Melanie), Wennberg, P. (Patrik), Wilson, G, Xiang, YB, Yao, J, Yu, C.Z., Yuan, JM, Zhao, W. (Wei), Zonderman, A.B. (Alan), Becker, D.M. (Diane), Boehnke, M. (Michael), Bowden, DW, Faire, U. (Ulf) de, Deary, I.J. (Ian), Elliott, P.M. (Perry), Esko, T. (Tõnu), Freedman, B.I. (Barry), Froguel, P. (Philippe), Gasparini, P. (Paolo), Gieger, C. (Christian), Kato, N, Laakso, M. (Markku), Lakka, T.A. (Timo), Lehtimaki, T, Magnusson, P.K. (Patrik), Oldenhinkel, A.J. (A.), Penninx, B.W.J.H. (Brenda), Samani, N.J. (Nilesh), Shu, X.-O. (Xiao-Ou), Harst, P. (Pim) van der, Vliet-Ostaptchouk, J.V. (Jana) van, Vollenweider, P. (Peter), Wagenknecht, L.E. (Lynne), Wang, Y. (Ying), Wareham, N.J. (Nick), Weir, D.R. (David), Wu, TC, Zheng, W. (Wei), Zhu, X. (Xiaofeng), Evans, MK, Franks, P.W. (Paul), Guonason, V. (Vilmundur), Hayward, C. (Caroline), Horta, BL, Kelly, TN, Liu, Y. (YongMei), North, K.E. (Kari), Pereira, AC, Ridker, P.M. (Paul), Tai, E.S. (Shyong), Dam, R.M. (Rob) van, Fox, E.R. (Ervin), Kardia, S.L.R. (Sharon), Liu, C.-T. (Ching-Ti), Mook-Kanamori, D.O. (Dennis), Province, M.A. (Mike), Redline, S. (Susan), Duijn, C.M., Rotter, J.I. (Jerome), Kooperberg, C.B., Gauderman, W.J. (W James), Psaty, B.M. (Bruce), Rice, K, Munroe, P. (Patricia), Fornage, M. (Myriam), Cupples, L.A. (Adrienne), Rotimi, CN, Morrison, A.C. (Alanna), Rao, D.C. (Dabeeru C.), and Loos, R.J.F. (Ruth)
Abstract: Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 l
Published: 2019
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9. Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity

Author: Kilpelainen, TO, Bentley, AR, Noordam, R, Sung, YJ, Schwander, K, Winkler, TW, Jakupovic, H, Chasman, DI, Manning, A, Ntalla, I, Aschard, H, Brown, MR, de Las Fuentes, L, Franceschini, N, Guo, XQ, Vojinovic, Dina, Aslibekyan, S, Feitosa, MF, Kho, M, Musani, SK, Richard, M, Wang, HM, Wang, Z, Bartz, TM, Bielak, LF, Campbell, A (Archie), Dorajoo, R, Fisher, V, Hartwig, FP, Horimoto, A, Li, CW, Lohman, KK, Marten, J, Sim, XL, Smith, AV, Tajuddin, S M, Alver, M, Amini, M, Boissel, M, Chai, JF, Chen, X, Divers, J, Evangelou, E, Gao, C, Graff, M, Harris, SE, He, MA, Hsu, FC, Jackson, AU, Zhao, JH, Kraja, AT, Kuhnel, B, Laguzzi, F, Lyytikainen, LP, Nolte, IM, Rauramaa, R, Riaz, M, Robino, A, Rueedi, R, Stringham, HM, Takeuchi, F, van der Most, PJ, Varga, TV, Verweij, N, Ware, EB, Wen, WQ, Li, X Y, Yanek, LR, Amin, Najaf, Arnett, DK, Boerwinkle, E, Brumat, M, Cade, B, Canouil, M, Chen, YDI, Concas, MP, Connell, J, de Mutsert, R, de Silva, HJ, de Vries, PS, Demirkan, Ayse, Ding, JZ (Jing Zhong), Eaton, CB, Faul, JD, Friedlander, Y, Gabriel, KP, Ghanbari, Mohsen, Giulianini, F, Gu, CC, Gu, DF, Harris, TB, He, J, Heikkinen, S, Heng, CK, Hunt, SC, Ikram, Arfan, Jonas, JB, Koh, WP, Komulainen, P, Krieger, JE, Kritchevsky, SB, Kutalik, Z, Kuusisto, J, Langefeld, CD, Langenberg, C, Launer, LJ, Leander, K, Lemaitre, RN, Lewis, CE, Liang, JJ, Alizadeh, BZ, Boezen, HM, Franke, L, Navis, G, Rots, M, Swertz, M, Wolffenbuttel, BHR, Wijmenga, C, Liu, JJ, Maagi, R, Manichaikul, A, Meitinger, T, Metspalu, A, Milaneschi, Y, Mohlke, KL, Mosley, TH, Murray, AD, Nalls, MA, Nang, EEK, Nelson, CP, Nona, S, Norris, JM, Nwuba, CV, O'Connell, J, Palmer, ND, Papanicolau, GJ, Pazoki, R, Pedersen, NL, Peters, A, Peyser, PA, Polasek, O, Porteous, DJ, Poveda, A, Raitakari, OT, Rich, SS, Risch, N, Robinson, JG, Rose, LM, Rudan, I, Schreiner, PJ, Scott, RA, Sidney, SS, Sims, M, Smith, JA, Snieder, H, Sofer, T, Starr, JM, Sternfeld, B, Strauch, K, Tang, H, Taylor, KD, Tsai, MY, Tuomilehto, J, Uitterlinden, André, van der Ende, MY, van Heemst, D, Voortman, Trudy, Waldenberger, M, Wennberg, P, Wilson, G, Xiang, YB, Yao, J, Yu, CZ, Yuan, JM, Zhao, W, Zonderman, AB, Becker, DM, Boehnke, M, Bowden, DW, de Faire, U, Deary, IJ, Elliott, P, Esko, T, Freedman, BI, Froguel, P, Gasparini, P, Gieger, C, Kato, N, Laakso, M, Lakka, TA, Lehtimaki, T, Magnusson, PKE, Oldehinkel, AJ, Penninx, B, Samani, NJ, Shu, XO, van der Harst, P, van Vliet-Ostaptchouk, JV, Vollenweider, P, Wagenknecht, LE, Wang, YX, Wareham, NJ, Weir, DR, Wu, TC, Zheng, W, Zhu, XF, Evans, MK, Franks, PW, Gudnason, V, Hayward, C, Horta, BL, Kelly, TN, Liu, YM, North, KE, Pereira, AC, Ridker, PM, Tai, ES, van Dam, RM, Fox, ER, Kardia, SLR, Liu, CT, Mook, Dennis, Province, MA, Redline, S, Duijn, Cornelia, Rotter, JI, Kooperberg, CB, Gauderman, WJ, Psaty, BM, Rice, K, Munroe, PB, Fornage, M, Cupples, LA, Rotimi, CN, Morrison, AC, Rao, DC, Loos, RJF, Kilpelainen, TO, Bentley, AR, Noordam, R, Sung, YJ, Schwander, K, Winkler, TW, Jakupovic, H, Chasman, DI, Manning, A, Ntalla, I, Aschard, H, Brown, MR, de Las Fuentes, L, Franceschini, N, Guo, XQ, Vojinovic, Dina, Aslibekyan, S, Feitosa, MF, Kho, M, Musani, SK, Richard, M, Wang, HM, Wang, Z, Bartz, TM, Bielak, LF, Campbell, A (Archie), Dorajoo, R, Fisher, V, Hartwig, FP, Horimoto, A, Li, CW, Lohman, KK, Marten, J, Sim, XL, Smith, AV, Tajuddin, S M, Alver, M, Amini, M, Boissel, M, Chai, JF, Chen, X, Divers, J, Evangelou, E, Gao, C, Graff, M, Harris, SE, He, MA, Hsu, FC, Jackson, AU, Zhao, JH, Kraja, AT, Kuhnel, B, Laguzzi, F, Lyytikainen, LP, Nolte, IM, Rauramaa, R, Riaz, M, Robino, A, Rueedi, R, Stringham, HM, Takeuchi, F, van der Most, PJ, Varga, TV, Verweij, N, Ware, EB, Wen, WQ, Li, X Y, Yanek, LR, Amin, Najaf, Arnett, DK, Boerwinkle, E, Brumat, M, Cade, B, Canouil, M, Chen, YDI, Concas, MP, Connell, J, de Mutsert, R, de Silva, HJ, de Vries, PS, Demirkan, Ayse, Ding, JZ (Jing Zhong), Eaton, CB, Faul, JD, Friedlander, Y, Gabriel, KP, Ghanbari, Mohsen, Giulianini, F, Gu, CC, Gu, DF, Harris, TB, He, J, Heikkinen, S, Heng, CK, Hunt, SC, Ikram, Arfan, Jonas, JB, Koh, WP, Komulainen, P, Krieger, JE, Kritchevsky, SB, Kutalik, Z, Kuusisto, J, Langefeld, CD, Langenberg, C, Launer, LJ, Leander, K, Lemaitre, RN, Lewis, CE, Liang, JJ, Alizadeh, BZ, Boezen, HM, Franke, L, Navis, G, Rots, M, Swertz, M, Wolffenbuttel, BHR, Wijmenga, C, Liu, JJ, Maagi, R, Manichaikul, A, Meitinger, T, Metspalu, A, Milaneschi, Y, Mohlke, KL, Mosley, TH, Murray, AD, Nalls, MA, Nang, EEK, Nelson, CP, Nona, S, Norris, JM, Nwuba, CV, O'Connell, J, Palmer, ND, Papanicolau, GJ, Pazoki, R, Pedersen, NL, Peters, A, Peyser, PA, Polasek, O, Porteous, DJ, Poveda, A, Raitakari, OT, Rich, SS, Risch, N, Robinson, JG, Rose, LM, Rudan, I, Schreiner, PJ, Scott, RA, Sidney, SS, Sims, M, Smith, JA, Snieder, H, Sofer, T, Starr, JM, Sternfeld, B, Strauch, K, Tang, H, Taylor, KD, Tsai, MY, Tuomilehto, J, Uitterlinden, André, van der Ende, MY, van Heemst, D, Voortman, Trudy, Waldenberger, M, Wennberg, P, Wilson, G, Xiang, YB, Yao, J, Yu, CZ, Yuan, JM, Zhao, W, Zonderman, AB, Becker, DM, Boehnke, M, Bowden, DW, de Faire, U, Deary, IJ, Elliott, P, Esko, T, Freedman, BI, Froguel, P, Gasparini, P, Gieger, C, Kato, N, Laakso, M, Lakka, TA, Lehtimaki, T, Magnusson, PKE, Oldehinkel, AJ, Penninx, B, Samani, NJ, Shu, XO, van der Harst, P, van Vliet-Ostaptchouk, JV, Vollenweider, P, Wagenknecht, LE, Wang, YX, Wareham, NJ, Weir, DR, Wu, TC, Zheng, W, Zhu, XF, Evans, MK, Franks, PW, Gudnason, V, Hayward, C, Horta, BL, Kelly, TN, Liu, YM, North, KE, Pereira, AC, Ridker, PM, Tai, ES, van Dam, RM, Fox, ER, Kardia, SLR, Liu, CT, Mook, Dennis, Province, MA, Redline, S, Duijn, Cornelia, Rotter, JI, Kooperberg, CB, Gauderman, WJ, Psaty, BM, Rice, K, Munroe, PB, Fornage, M, Cupples, LA, Rotimi, CN, Morrison, AC, Rao, DC, and Loos, RJF
Published: 2019

10. Evaluating the causal relation of ApoA-IV with disease-related traits - A bidirectional two-sample mendelian randomization study

Author: Mack, S., Coassin, S., Vaucher, J., Kronenberg, F., Lamina, C., Rueedi, R., Yousri, N.A., Seppälä, I., ApoA-IV-GWAS Constortium (Gieger, C.), Schönherr, S., Forer, L., Erhart, G., Kollerits, B., Marques-Vidal, P., ApoA-IV-GWAS Constortium (Müller-Nurasyid, M.), Waeber, G., Bergmann, S., Dähnhardt, D., Stöckl, A., Kiechl, S., Raitakari, O.T., Kähönen, M., Willeit, J., Kedenko, L., Paulweber, B., ApoA-IV-GWAS Constortium (Peters, A.), ApoA-IV-GWAS Constortium (Meitinger, T.), ApoA-IV-GWAS Constortium (Strauch, K.), Lehtimäki, T., Hunt, S.C., Vollenweider, P., ApoA-IV-GWAS Consortium, Rueedi, R., Yousri, N.A., Seppälä, I., Gieger, C., Schönherr, S., Forer, L., Erhart, G., Kollerits, B., Marques-Vidal, P., Müller-Nurasyid, M., Waeber, G., Bergmann, S., Dähnhardt, D., Stöckl, A., Kiechl, S., Raitakari, O.T., Kähönen, M., Willeit, J., Kedenko, L., Paulweber, B., Peters, A., Meitinger, T., Strauch, K., Lehtimäki, T., Hunt, S.C., and Vollenweider, P.
Subjects: Blood Glucose, Fasting, Mendelian Randomization Analysis, Lipids, Polymorphism, Single Nucleotide, Article, Phenotype, Quantitative Trait, Heritable, Humans, Genetic Predisposition to Disease, lipids (amino acids, peptides, and proteins), Adiposity, Apolipoproteins A/genetics, Apolipoproteins A/metabolism, Biomarkers, Genetic Association Studies/methods, Glomerular Filtration Rate, Lipids/blood, Apolipoproteins A, Genetic Association Studies
Abstract: Apolipoprotein A-IV (apoA-IV) has been observed to be associated with lipids, kidney function, adiposity- and diabetes-related parameters. To assess the causal relationship of apoA-IV with these phenotypes, we conducted bidirectional Mendelian randomization (MR) analyses using publicly available summary-level datasets from GWAS consortia on apoA-IV concentrations (n = 13,813), kidney function (estimated glomerular filtration rate (eGFR), n = 133,413), lipid traits (HDL cholesterol, LDL cholesterol, triglycerides, n = 188,577), adiposity-related traits (body-mass-index (n = 322,206), waist-hip-ratio (n = 210,088)) and fasting glucose (n = 133,010). Main analyses consisted in inverse-variance weighted and multivariable MR, whereas MR-Egger regression and weighted median estimation were used as sensitivity analyses. We found that eGFR is likely to be causal on apoA-IV concentrations (53 SNPs; causal effect estimate per 1-SD increase in eGFR = -0.39; 95% CI = [-0.54, -0.24]; p-value = 2.4e-07). Triglyceride concentrations were also causally associated with apoA-IV concentrations (40 SNPs; causal effect estimate per 1-SD increase in triglycerides = -0.06; 95% CI = [-0.08, -0.04] ; p-value = 4.8e-07), independently of HDL-C and LDL-C concentrations (causal effect estimate from multivariable MR = -0.06; 95% CI = [-0.10, -0.02]; p-value = 0.0014). Evaluating the inverse direction of causality revealed a possible causal association of apoA-IV on HDL-cholesterol (2 SNPs; causal effect estimate per one percent increase in apoA-IV = -0.40; 95% CI = [-0.60, -0.21] ; p-value = 5.5e-05).
Published: 2017

11. A genome-wide association meta-analysis on apolipoprotein A-IV concentrations

Author: Lamina, C., Friedel, S., Coassin, S., Rueedi, R., Yousri, N.A., Seppälä, I., Gieger, C., Schönherr, S., Forer, L., Erhart, G., Kollerits, B., Marques-Vidal, P., Ried, J., Waeber, G., Bergmann, S., Dähnhardt, D., Stöckl, A., Kiechl, S., Raitakari, O.T., Kähönen, M., Willeit, J., Kedenko, L., Paulweber, B., Peters, A., Meitinger, T., Strauch, K., Study Group, K., Lehtimäki, T., Hunt, S.C., Vollenweider, P., and Kronenberg, F.
Subjects: Male, Association Studies Articles, Cholesterol, HDL, nutritional and metabolic diseases, Kidney, Lipids, Polymorphism, Single Nucleotide, Humans, lipids (amino acids, peptides, and proteins), Female, Alleles, Apolipoproteins A, Triglycerides, Genome-Wide Association Study
Abstract: Apolipoprotein A-IV (apoA-IV) is a major component of HDL and chylomicron particles and is involved in reverse cholesterol transport. It is an early marker of impaired renal function. We aimed to identify genetic loci associated with apoA-IV concentrations and to investigate relationships with known susceptibility loci for kidney function and lipids. A genome-wide association meta-analysis on apoA-IV concentrations was conducted in five population-based cohorts (n = 13,813) followed by two additional replication studies (n = 2,267) including approximately 10 M SNPs. Three independent SNPs from two genomic regions were significantly associated with apoA-IV concentrations: rs1729407 near APOA4 (P = 6.77 × 10 (-) (44)), rs5104 in APOA4 (P = 1.79 × 10(-)(24)) and rs4241819 in KLKB1 (P = 5.6 × 10(-)(14)). Additionally, a look-up of the replicated SNPs in downloadable GWAS meta-analysis results was performed on kidney function (defined by eGFR), HDL-cholesterol and triglycerides. From these three SNPs mentioned above, only rs1729407 showed an association with HDL-cholesterol (P = 7.1 × 10 (-) (07)). Moreover, weighted SNP-scores were built involving known susceptibility loci for the aforementioned traits (53, 70 and 38 SNPs, respectively) and were associated with apoA-IV concentrations. This analysis revealed a significant and an inverse association for kidney function with apoA-IV concentrations (P = 5.5 × 10(-)(05)). Furthermore, an increase of triglyceride-increasing alleles was found to decrease apoA-IV concentrations (P = 0.0078). In summary, we identified two independent SNPs located in or next the APOA4 gene and one SNP in KLKB1 The association of KLKB1 with apoA-IV suggests an involvement of apoA-IV in renal metabolism and/or an interaction within HDL particles. Analyses of SNP-scores indicate potential causal effects of kidney function and by lesser extent triglycerides on apoA-IV concentrations.
Published: 2016

12. Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries

Author: Feitosa, MF, Kraja, AT, Chasman, DI, Sung, YJ, Winkler, TW, Ntalla, I, Guo, X, Franceschini, N, Cheng, CY, Sim, X, Vojinovic, D, Marten, J, Musani, SK, Li, C, Bentley, AR, Brown, MR, Schwander, K, Richard, MA, Noordam, R, Aschard, H, Bartz, TM, Bielak, LF, Dorajoo, R, Fisher, V, Hartwig, FP, Horimoto, ARVR, Lohman, KK, Manning, AK, Rankinen, T, Smith, AV, Tajuddin, SM, Wojczynski, MK, Alver, M, Boissel, M, Cai, Q, Campbell, A, Chai, JF, Chen, X, Divers, J, Gao, C, Goel, A, Hagemeijer, Y, Harris, SE, He, M, Hsu, FC, Jackson, AU, Kähönen, M, Kasturiratne, A, Komulainen, P, Kühnel, B, Laguzzi, F, Luan, J, Matoba, N, Nolte, IM, Padmanabhan, S, Riaz, M, Rueedi, R, Robino, A, Said, MA, Scott, RA, Sofer, T, Stančáková, A, Takeuchi, F, Tayo, BO, Van Der Most, PJ, Varga, TV, Vitart, V, Wang, Y, Ware, EB, Warren, HR, Weiss, S, Wen, W, Yanek, LR, Zhang, W, Zhao, JH, Afaq, S, Amin, N, Amini, M, Arking, DE, Aung, T, and Boerwinkle, E
Abstract: © 2018 Public Library of Science. All Rights Reserved. Heavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3, 514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 × 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2, 159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 × 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 × 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension.
Published: 2018

13. Genome-Wide Meta-Analysis Unravels Interactions between Magnesium Homeostasis and Metabolic Phenotypes.

Author: Corre, T., Arjona, F.J., Hayward, C., Youhanna, S., Baaij, J.H.F. de, Belge, H., Nagele, N., Debaix, H., Blanchard, M.G., Traglia, M., Harris, S.E., Ulivi, S., Rueedi, R., Lamparter, D., Mace, A., Sala, C., Lenarduzzi, S., Ponte, B., Pruijm, M., Ackermann, D., Ehret, G., Baptista, D., Polasek, O., Rudan, I., Hurd, T.W., Hastie, N.D., Vitart, V., Waeber, G., Kutalik, Z., Bergmann, S., Vargas-Poussou, R., Konrad, M., Gasparini, P., Deary, I.J., Starr, J.M., Toniolo, D., Vollenweider, P., Hoenderop, J.G.J., Bindels, R.J.M., Bochud, M., Devuyst, O., Corre, T., Arjona, F.J., Hayward, C., Youhanna, S., Baaij, J.H.F. de, Belge, H., Nagele, N., Debaix, H., Blanchard, M.G., Traglia, M., Harris, S.E., Ulivi, S., Rueedi, R., Lamparter, D., Mace, A., Sala, C., Lenarduzzi, S., Ponte, B., Pruijm, M., Ackermann, D., Ehret, G., Baptista, D., Polasek, O., Rudan, I., Hurd, T.W., Hastie, N.D., Vitart, V., Waeber, G., Kutalik, Z., Bergmann, S., Vargas-Poussou, R., Konrad, M., Gasparini, P., Deary, I.J., Starr, J.M., Toniolo, D., Vollenweider, P., Hoenderop, J.G.J., Bindels, R.J.M., Bochud, M., and Devuyst, O.
Abstract: 1 januari 2018, Contains fulltext : 184156.pdf (publisher's version ) (Closed access), Magnesium (Mg(2+)) homeostasis is critical for metabolism. However, the genetic determinants of the renal handling of Mg(2+), which is crucial for Mg(2+) homeostasis, and the potential influence on metabolic traits in the general population are unknown. We obtained plasma and urine parameters from 9099 individuals from seven cohorts, and conducted a genome-wide meta-analysis of Mg(2+) homeostasis. We identified two loci associated with urinary magnesium (uMg), rs3824347 (P=4.4x10(-13)) near TRPM6, which encodes an epithelial Mg(2+) channel, and rs35929 (P=2.1x10(-11)), a variant of ARL15, which encodes a GTP-binding protein. Together, these loci account for 2.3% of the variation in 24-hour uMg excretion. In human kidney cells, ARL15 regulated TRPM6-mediated currents. In zebrafish, dietary Mg(2+) regulated the expression of the highly conserved ARL15 ortholog arl15b, and arl15b knockdown resulted in renal Mg(2+) wasting and metabolic disturbances. Finally, ARL15 rs35929 modified the association of uMg with fasting insulin and fat mass in a general population. In conclusion, this combined observational and experimental approach uncovered a gene-environment interaction linking Mg(2+) deficiency to insulin resistance and obesity.
Published: 2018

14. Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K i

Author: Feitosa, M.F. (Mary Furlan), Kraja, A. (Aldi), Chasman, D.I. (Daniel), Sung, Y.J. (Yun J.), Winkler, T.W. (Thomas W.), Ntalla, I. (Ioanna), Guo, X. (Xiuqing), Franceschini, N. (Nora), Cheng, C.-Y. (Ching-Yu), Sim, X. (Xueling), Vojinović, D. (Dina), Marten, J. (Jonathan), Musani, S.K. (Solomon K.), Li, C. (Changwei), Bentley, A.R. (Amy), Brown, M.R., Schwander, K., Richard, M.A. (Melissa A.), Noordam, R. (Raymond), Aschard, H. (Hugues), Bartz, T.M. (Traci M.), Bielak, L.F. (Lawrence F.), Dorajoo, R. (Rajkumar), Fisher, V. (Virginia), Hartwig, F.P. (Fernando P.), Horimoto, A.R.V.R. (Andrea R. V.R.), Lohman, K.K. (Kurt K.), Manning, A.K. (Alisa), Rankinen, T. (Tuomo), Smith, A.V. (Albert), Tajuddin, S.M. (Salman M.), Wojczynski, M.K. (Mary ), Alver, M. (Maris), Boissel, M. (Mathilde), Cai, Q. (Qiuyin), Campbell, A. (Archie), Chai, J.F. (Jin Fang), Chen, X. (Xu), Divers, J. (Jasmin), Gao, C. (Chuan), Goel, A. (Anuj), Hagemeijer, Y. (Yanick), Harris, S.E. (Sarah), He, M. (Meian), Hsu, F.-C. (Fang-Chi), Jackson, A.U. (Anne), Kähönen, M. (Mika), Kasturiratne, A. (Anuradhani), Komulainen, P. (Pirjo), Kuhnel, B. (Brigitte), Laguzzi, F. (Federica), Luan, J., Matoba, N. (Nana), Nolte, I.M. (Ilja), Padmanabhan, S. (Sandosh), Riaz, M. (Muhammad), Rueedi, R. (Rico), Robino, A. (Antonietta), Said, M.A. (M. Abdullah), Scott, R.A. (Robert), Sofer, T. (Tamar), Stancáková, A. (Alena), Takeuchi, F. (Fumihiko), Tayo, B. (Bamidele), Most, P.J. (Peter) van der, Varga, T.V. (Tibor V.), Vitart, V. (Veronique), Wang, Y. (Yajuan), Ware, E.B. (Erin B.), Warren, H. (Helen), Weiss, S. (Stefan), Wen, W. (Wanqing), Yanek, L.R. (Lisa), Zhang, W. (Weihua), Zhao, J.H. (Jing Hua), Afaq, S. (Saima), Amin, N. (Najaf), Amini, M. (Marzyeh), Arking, D.E. (Dan), Aung, T. (Tin), Boerwinkle, E. (Eric), Borecki, I.B. (Ingrid), Broeckel, U. (Ulrich), Brown, M. (Morris), Brumat, M. (Marco), Burke, G.L. (Greg), Canouil, M. (Mickaël), Chakravarti, A. (Aravinda), Charumathi, S. (Sabanayagam), Chen, Y.D.I. (Yii-Der Ida), Connell, J.M. (John M.), Correa, D.D., De Las Fuentes, L. (Lisa), Mutsert, R. (Reneé) de, De Silva, H.J. (H. Janaka), Deng, X. (Xuan), Ding, J. (Jingzhong), Duan, Q. (Qing), Eaton, C.B. (Charles B.), Ehret, G. (Georg), Eppinga, R.N. (Ruben N.), Evangelou, E. (Evangelos), Faul, J.D. (Jessica D.), Felix, S.B. (Stephan B.), Forouhi, N.G. (Nita), Forrester, T. (Terrence), Franco, O.H. (Oscar), Friedlander, Y. (Yechiel), Gandin, I. (Ilaria), Gao, H. (He), Ghanbari, M. (Mohsen), Gigante, B. (Bruna), Gu, C. (Charles), Gu, D. (Dongfeng), Hagenaars, S. (Saskia), Hallmans, G. (Göran), Harris, T.B. (Tamara), He, J. (Jiang), Heikkinen, S. (Sami), Heng, C.K. (Chew-Kiat), Hirata, M. (Makoto), Howard, B.V. (Barbara V.), Ikram, M.K. (Kamran), John, U. (Ulrich), Katsuya, T. (Tomohiro), Khor, C.C., Kilpeläinen, T.O. (Tuomas), Koh, W.-P. (Woon-Puay), Krieger, J.E. (José), Kritchevsky, S.B. (Stephen), Kubo, M. (Michiaki), Kuusisto, J. (Johanna), Lakka, T.A. (Timo), Langefeld, C.D. (Carl), Langenberg, C. (Claudia), Launer, L.J. (Lenore), Lehne, B. (Benjamin), Lewis, C.E. (Cora E.), Li, Y. (Yize), Lin, S. (Shiow), Liu, J. (Jianjun), Liu, J. (Jingmin), Loh, M. (Marie), Louie, T. (Tin), Mägi, R. (Reedik), McKenzie, C.A. (Colin), Meitinger, T. (Thomas), Metspalu, A. (Andres), Milaneschi, Y. (Yuri), Milani, L. (Lili), Mohlke, K.L. (Karen), Momozawa, Y. (Yukihide), Nalls, M.A. (Michael), Nelson, C.P. (Christopher P.), Sotoodehnia, N. (Nona), Norris, J.M. (Jill M.), O´Connell, J.R., Palmer, N.D. (Nicholette), Perls, T.T. (Thomas T.), Pedersen, N.L. (Nancy), Peters, A. (Annette), Peyser, P.A. (Patricia A.), Poulter, N.R. (Neil), Raffel, L.J. (Leslie J.), Raitakari, O. (Olli), Roll, K. (Kathryn), Rose, L.M. (Lynda M.), Rosendaal, F.R. (Frits), Rotter, J.I. (Jerome I.), Schmidt, C.O. (Carsten Oliver), Schreiner, P.J. (Pamela), Schupf, N. (Nicole), Scott, W.R. (William R.), Sever, P. (Peter), Shi, Y. (Yuan), Sidney, S. (Stephen), Sims, M. (Mario), Sitlani, C.M. (Colleen), Smith, J.A. (Jennifer A), Snieder, H. (Harold), Starr, J.M. (John), Strauch, K. (Konstantin), Stringham, H.M. (Heather M.), Tan, N.Y.Q. (Nicholas Y.Q.), Tang, H. (Hua), Taylor, K.D. (Kent), Teo, Y.Y. (Yik Ying), Tham, Y.C. (Yih Chung), Turner, S.T. (Stephen T.), Uitterlinden, A.G. (André), Vollenweider, P. (Peter), Waldenberger, M. (Melanie), Wang, L. (Lihua), Wang, Y.X. (Ya Xing), Wei, W.B. (Wen Bin), Williams, C. (Christine), Yao, J. (Jie), Yu, C. (Caizheng), Yuan, J.-M. (Jian-Min), Zhao, W. (Wei), Zonderman, A.B., Becker, D.M. (Diane), Boehnke, M. (Michael), Bowden, D.W. (Donald W.), Chambers, J.C. (John C.), Deary, I.J. (Ian), Esko, T. (Tõnu), Farrall, M. (Martin), Franks, P.W. (Paul W.), Freedman, B.I. (Barry), Froguel, P. (Philippe), Gasparini, P. (Paolo), Gieger, C. (Christian), Jonas, J.B. (Jost Bruno), Kamatani, Y. (Yoichiro), Kato, N. (Norihiro), Kooner, J.S. (Jaspal S.), Kutalik, Z. (Zoltán), Laakso, M. (Markku), Laurie, C.C. (Cathy C.), Leander, K. (Karin), Lehtimäki, T. (Terho), Magnusson, P.K. (Patrik), Oldehinkel, A.J. (Albertine), Penninx, B.W.J.H. (Brenda), Polasek, O. (Ozren), Porteous, D.J. (David J.), Rauramaa, R. (Rainer), Samani, N.J. (Nilesh J.), Scott, J. (James), Shu, X.-O. (Xiao-Ou), Van Der Harst, P. (Pim), Wagenknecht, L.E. (Lynne), Wareham, N.J. (Nick), Watkins, H. (Hugh), Weir, D.R. (David R.), Wickremasinghe, A.R. (Ananda), Wu, T. (Tangchun), Zheng, W. (Wei), Bouchard, C. (Claude), Christensen, K. (Kaare), Evans, M.K. (Michele), Gudnason, V. (Vilmundur), Horta, B.L. (Bernardo L.), Kardia, S.L.R. (Sharon L.R.), Liu, Y. (YongMei), Pereira, A.C. (Alexandre C.), Psaty, B.M. (Bruce M.), Ridker, P.M. (Paul), Dam, R.M. (Rob) van, Gauderman, W.J. (W James), Zhu, X. (Xiaofeng), Mook-Kanamori, D.O. (Dennis O.), Fornage, M. (Myriam), Rotimi, C. (Charles), Cupples, L.A. (Adrienne), Kelly, T.N. (Tanika N.), Fox, E.R. (Ervin), Hayward, C. (Caroline), Duijn, C.M. (Cornelia) van, Tai, E.S. (E. Shyong), Wong, T.Y. (Tien Yin), Kooperberg, C. (Charles), Palmas, W. (Walter), Rice, K.M. (Kenneth), Morrison, A.C. (Alanna), Elliott, P. (Paul), Caulfield, M. (Mark), Munroe, P. (Patricia), Rao, D.C. (Dabeeru C.), Province, M.A. (Mike), Levy, D. (Daniel), Feitosa, M.F. (Mary Furlan), Kraja, A. (Aldi), Chasman, D.I. (Daniel), Sung, Y.J. (Yun J.), Winkler, T.W. (Thomas W.), Ntalla, I. (Ioanna), Guo, X. (Xiuqing), Franceschini, N. (Nora), Cheng, C.-Y. (Ching-Yu), Sim, X. (Xueling), Vojinović, D. (Dina), Marten, J. (Jonathan), Musani, S.K. (Solomon K.), Li, C. (Changwei), Bentley, A.R. (Amy), Brown, M.R., Schwander, K., Richard, M.A. (Melissa A.), Noordam, R. (Raymond), Aschard, H. (Hugues), Bartz, T.M. (Traci M.), Bielak, L.F. (Lawrence F.), Dorajoo, R. (Rajkumar), Fisher, V. (Virginia), Hartwig, F.P. (Fernando P.), Horimoto, A.R.V.R. (Andrea R. V.R.), Lohman, K.K. (Kurt K.), Manning, A.K. (Alisa), Rankinen, T. (Tuomo), Smith, A.V. (Albert), Tajuddin, S.M. (Salman M.), Wojczynski, M.K. (Mary ), Alver, M. (Maris), Boissel, M. (Mathilde), Cai, Q. (Qiuyin), Campbell, A. (Archie), Chai, J.F. (Jin Fang), Chen, X. (Xu), Divers, J. (Jasmin), Gao, C. (Chuan), Goel, A. (Anuj), Hagemeijer, Y. (Yanick), Harris, S.E. (Sarah), He, M. (Meian), Hsu, F.-C. (Fang-Chi), Jackson, A.U. (Anne), Kähönen, M. (Mika), Kasturiratne, A. (Anuradhani), Komulainen, P. (Pirjo), Kuhnel, B. (Brigitte), Laguzzi, F. (Federica), Luan, J., Matoba, N. (Nana), Nolte, I.M. (Ilja), Padmanabhan, S. (Sandosh), Riaz, M. (Muhammad), Rueedi, R. (Rico), Robino, A. (Antonietta), Said, M.A. (M. Abdullah), Scott, R.A. (Robert), Sofer, T. (Tamar), Stancáková, A. (Alena), Takeuchi, F. (Fumihiko), Tayo, B. (Bamidele), Most, P.J. (Peter) van der, Varga, T.V. (Tibor V.), Vitart, V. (Veronique), Wang, Y. (Yajuan), Ware, E.B. (Erin B.), Warren, H. (Helen), Weiss, S. (Stefan), Wen, W. (Wanqing), Yanek, L.R. (Lisa), Zhang, W. (Weihua), Zhao, J.H. (Jing Hua), Afaq, S. (Saima), Amin, N. (Najaf), Amini, M. (Marzyeh), Arking, D.E. (Dan), Aung, T. (Tin), Boerwinkle, E. (Eric), Borecki, I.B. (Ingrid), Broeckel, U. (Ulrich), Brown, M. (Morris), Brumat, M. (Marco), Burke, G.L. (Greg), Canouil, M. (Mickaël), Chakravarti, A. (Aravinda), Charumathi, S. (Sabanayagam), Chen, Y.D.I. (Yii-Der Ida), Connell, J.M. (John M.), Correa, D.D., De Las Fuentes, L. (Lisa), Mutsert, R. (Reneé) de, De Silva, H.J. (H. Janaka), Deng, X. (Xuan), Ding, J. (Jingzhong), Duan, Q. (Qing), Eaton, C.B. (Charles B.), Ehret, G. (Georg), Eppinga, R.N. (Ruben N.), Evangelou, E. (Evangelos), Faul, J.D. (Jessica D.), Felix, S.B. (Stephan B.), Forouhi, N.G. (Nita), Forrester, T. (Terrence), Franco, O.H. (Oscar), Friedlander, Y. (Yechiel), Gandin, I. (Ilaria), Gao, H. (He), Ghanbari, M. (Mohsen), Gigante, B. (Bruna), Gu, C. (Charles), Gu, D. (Dongfeng), Hagenaars, S. (Saskia), Hallmans, G. (Göran), Harris, T.B. (Tamara), He, J. (Jiang), Heikkinen, S. (Sami), Heng, C.K. (Chew-Kiat), Hirata, M. (Makoto), Howard, B.V. (Barbara V.), Ikram, M.K. (Kamran), John, U. (Ulrich), Katsuya, T. (Tomohiro), Khor, C.C., Kilpeläinen, T.O. (Tuomas), Koh, W.-P. (Woon-Puay), Krieger, J.E. (José), Kritchevsky, S.B. (Stephen), Kubo, M. (Michiaki), Kuusisto, J. (Johanna), Lakka, T.A. (Timo), Langefeld, C.D. (Carl), Langenberg, C. (Claudia), Launer, L.J. (Lenore), Lehne, B. (Benjamin), Lewis, C.E. (Cora E.), Li, Y. (Yize), Lin, S. (Shiow), Liu, J. (Jianjun), Liu, J. (Jingmin), Loh, M. (Marie), Louie, T. (Tin), Mägi, R. (Reedik), McKenzie, C.A. (Colin), Meitinger, T. (Thomas), Metspalu, A. (Andres), Milaneschi, Y. (Yuri), Milani, L. (Lili), Mohlke, K.L. (Karen), Momozawa, Y. (Yukihide), Nalls, M.A. (Michael), Nelson, C.P. (Christopher P.), Sotoodehnia, N. (Nona), Norris, J.M. (Jill M.), O´Connell, J.R., Palmer, N.D. (Nicholette), Perls, T.T. (Thomas T.), Pedersen, N.L. (Nancy), Peters, A. (Annette), Peyser, P.A. (Patricia A.), Poulter, N.R. (Neil), Raffel, L.J. (Leslie J.), Raitakari, O. (Olli), Roll, K. (Kathryn), Rose, L.M. (Lynda M.), Rosendaal, F.R. (Frits), Rotter, J.I. (Jerome I.), Schmidt, C.O. (Carsten Oliver), Schreiner, P.J. (Pamela), Schupf, N. (Nicole), Scott, W.R. (William R.), Sever, P. (Peter), Shi, Y. (Yuan), Sidney, S. (Stephen), Sims, M. (Mario), Sitlani, C.M. (Colleen), Smith, J.A. (Jennifer A), Snieder, H. (Harold), Starr, J.M. (John), Strauch, K. (Konstantin), Stringham, H.M. (Heather M.), Tan, N.Y.Q. (Nicholas Y.Q.), Tang, H. (Hua), Taylor, K.D. (Kent), Teo, Y.Y. (Yik Ying), Tham, Y.C. (Yih Chung), Turner, S.T. (Stephen T.), Uitterlinden, A.G. (André), Vollenweider, P. (Peter), Waldenberger, M. (Melanie), Wang, L. (Lihua), Wang, Y.X. (Ya Xing), Wei, W.B. (Wen Bin), Williams, C. (Christine), Yao, J. (Jie), Yu, C. (Caizheng), Yuan, J.-M. (Jian-Min), Zhao, W. (Wei), Zonderman, A.B., Becker, D.M. (Diane), Boehnke, M. (Michael), Bowden, D.W. (Donald W.), Chambers, J.C. (John C.), Deary, I.J. (Ian), Esko, T. (Tõnu), Farrall, M. (Martin), Franks, P.W. (Paul W.), Freedman, B.I. (Barry), Froguel, P. (Philippe), Gasparini, P. (Paolo), Gieger, C. (Christian), Jonas, J.B. (Jost Bruno), Kamatani, Y. (Yoichiro), Kato, N. (Norihiro), Kooner, J.S. (Jaspal S.), Kutalik, Z. (Zoltán), Laakso, M. (Markku), Laurie, C.C. (Cathy C.), Leander, K. (Karin), Lehtimäki, T. (Terho), Magnusson, P.K. (Patrik), Oldehinkel, A.J. (Albertine), Penninx, B.W.J.H. (Brenda), Polasek, O. (Ozren), Porteous, D.J. (David J.), Rauramaa, R. (Rainer), Samani, N.J. (Nilesh J.), Scott, J. (James), Shu, X.-O. (Xiao-Ou), Van Der Harst, P. (Pim), Wagenknecht, L.E. (Lynne), Wareham, N.J. (Nick), Watkins, H. (Hugh), Weir, D.R. (David R.), Wickremasinghe, A.R. (Ananda), Wu, T. (Tangchun), Zheng, W. (Wei), Bouchard, C. (Claude), Christensen, K. (Kaare), Evans, M.K. (Michele), Gudnason, V. (Vilmundur), Horta, B.L. (Bernardo L.), Kardia, S.L.R. (Sharon L.R.), Liu, Y. (YongMei), Pereira, A.C. (Alexandre C.), Psaty, B.M. (Bruce M.), Ridker, P.M. (Paul), Dam, R.M. (Rob) van, Gauderman, W.J. (W James), Zhu, X. (Xiaofeng), Mook-Kanamori, D.O. (Dennis O.), Fornage, M. (Myriam), Rotimi, C. (Charles), Cupples, L.A. (Adrienne), Kelly, T.N. (Tanika N.), Fox, E.R. (Ervin), Hayward, C. (Caroline), Duijn, C.M. (Cornelia) van, Tai, E.S. (E. Shyong), Wong, T.Y. (Tien Yin), Kooperberg, C. (Charles), Palmas, W. (Walter), Rice, K.M. (Kenneth), Morrison, A.C. (Alanna), Elliott, P. (Paul), Caulfield, M. (Mark), Munroe, P. (Patricia), Rao, D.C. (Dabeeru C.), Province, M.A. (Mike), and Levy, D. (Daniel)
Abstract: Heavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3, 514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 × 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2, 159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 × 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 × 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension.
Published: 2018
Full Text: View/download PDF

15. A genome-wide association meta-analysis on lipoprotein (a) concentrations adjusted for apolipoprotein (a) isoforms

Author: Mack, S., Coassin, S., Rueedi, R., Yousri, N.A., Seppälä, I., Gieger, C., Schönherr, S., Forer, L., Erhart, G., Marques-Vidal, P., Ried, J.S., Waeber, G., Bergmann, S., Dähnhardt, D., Stöckl, A., Raitakari, O.T., Kähönen, M., Peters, A., Meitinger, T., Strauch, K., Kedenko, L., Paulweber, B., Lehtimäki, T., Hunt, S.C., Vollenweider, P., Lamina, C., Kronenberg, F., and KORA-Study Group
Subjects: Sex Characteristics, Animals, Apolipoproteins A/genetics, Apolipoproteins A/metabolism, Genome-Wide Association Study/methods, Humans, Lipoprotein(a)/genetics, Lipoprotein(a)/metabolism, Polymorphism, Single Nucleotide, Protein Isoforms/metabolism, coronary artery disease, epidemiology, genetics, Commentary, Genetics, Epidemiology, Coronary Artery Disease, Protein Isoforms, Apolipoproteins A, Genome-Wide Association Study, Lipoprotein(a)
Abstract: High lipoprotein (a) [Lp(a)] concentrations are an independent risk factor for cardiovascular outcomes. Concentrations are strongly influenced by apo(a) kringle IV repeat isoforms. We aimed to identify genetic loci associated with Lp(a) concentrations using data from five genome-wide association studies (n = 13,781). We identified 48 independent SNPs in the LPA and 1 SNP in the APOE gene region to be significantly associated with Lp(a) concentrations. We also adjusted for apo(a) isoforms to identify loci affecting Lp(a) levels independently from them, which resulted in 31 SNPs (30 in the LPA , 1 in the APOE gene region). Seven SNPs showed a genome-wide significant association with coronary artery disease (CAD) risk. A rare SNP (rs186696265; MAF ∼1%) showed the highest effect on Lp(a) and was also associated with increased risk of CAD (odds ratio = 1.73, P = 3.35 × 10 -30 ). Median Lp(a) values increased from 2.1 to 91.1 mg/dl with increasing number of Lp(a)-increasing alleles. We found the APOE2 -determining allele of rs7412 to be significantly associated with Lp(a) concentrations ( P = 3.47 × 10 -10 ). Each APOE2 allele decreased Lp(a) by 3.34 mg/dl corresponding to ∼15% of the population's mean values. Performing a gene-based test of association, including suspected Lp(a) receptors and regulators, resulted in one significant association of the TLR2 gene with Lp(a) ( P = 3.4 × 10 -4 ). In summary, we identified a large number of independent SNPs in the LPA gene region, as well as the APOE2 allele, to be significantly associated with Lp(a) concentrations.
Published: 2017

16. Meta-analysis identifies novel risk loci and yields systematic insights into the biology of male-pattern baldness

Author: Heilmann-Heimbach, S., Herold, C., Hochfeld, L.M., Hillmer, A.M., Nyholt, D.R., Hecker, J., Javed, A., Chew, E.G., Pechlivanis, S., Drichel, D., Heng, X.T., Rosario, R.C. Del, Fier, H.L., Paus, R., Rueedi, R., Galesloot, T.E., Moebus, S., Anhalt, T., Prabhakar, S., Li, R., Kanoni, S., Papanikolaou, G., Kutalik, Z., Deloukas, P., Philpott, M.P., Waeber, G., Spector, T.D., Vollenweider, P., Kiemeney, L.A.L.M., Dedoussis, G., Richards, J.B., Nothnagel, M., Martin, N.G., Becker, T., Hinds, D.A., Nothen, M.M., Heilmann-Heimbach, S., Herold, C., Hochfeld, L.M., Hillmer, A.M., Nyholt, D.R., Hecker, J., Javed, A., Chew, E.G., Pechlivanis, S., Drichel, D., Heng, X.T., Rosario, R.C. Del, Fier, H.L., Paus, R., Rueedi, R., Galesloot, T.E., Moebus, S., Anhalt, T., Prabhakar, S., Li, R., Kanoni, S., Papanikolaou, G., Kutalik, Z., Deloukas, P., Philpott, M.P., Waeber, G., Spector, T.D., Vollenweider, P., Kiemeney, L.A.L.M., Dedoussis, G., Richards, J.B., Nothnagel, M., Martin, N.G., Becker, T., Hinds, D.A., and Nothen, M.M.
Abstract: Contains fulltext : 169745.pdf (publisher's version ) (Open Access), Male-pattern baldness (MPB) is a common and highly heritable trait characterized by androgen-dependent, progressive hair loss from the scalp. Here, we carry out the largest GWAS meta-analysis of MPB to date, comprising 10,846 early-onset cases and 11,672 controls from eight independent cohorts. We identify 63 MPB-associated loci (P<5 x 10-8, METAL) of which 23 have not been reported previously. The 63 loci explain approximately 39% of the phenotypic variance in MPB and highlight several plausible candidate genes (FGF5, IRF4, DKK2) and pathways (melatonin signalling, adipogenesis) that are likely to be implicated in the key-pathophysiological features of MPB and may represent promising targets for the development of novel therapeutic options. The data provide molecular evidence that rather than being an isolated trait, MPB shares a substantial biological basis with numerous other human phenotypes and may deserve evaluation as an early prognostic marker, for example, for prostate cancer, sudden cardiac arrest and neurodegenerative disorders.
Published: 2017

17. Replication and characterization of association between ABO SNPs and red blood cell traits by meta-analysis in Europeans

Author: McLachlan, S, Giambartolomei, C, White, J, Charoen, P, Wong, A, Finan, C, Engmann, J, Shah, T, Hersch, M, Podmore, C, Cavadino, A, Jefferis, BJ, Dale, CE, Hypponen, E, Morris, RW, Casas, JP, Kumari, M, Ben-Shlomo, Y, Gaunt, TR, Drenos, F, Langenberg, C, Kuh, D, Kivimaki, M, Rueedi, R, Waeber, G, Hingorani, AD, Price, JF, Walker, AP, Cooper, J, Day, IN, De Silva, M, Dudbridge, F, Fatemifar, G, Garfield, V, Humphries, SE, Lawlor, DA, Davies, TL, Plagnol, V, Power, C, Shah, S, Sofat, R, Swerdlow, DI, Talmud, PJ, Whincup, P, Whittaker, JC, and Zabaneh, D
Subjects: General Science & Technology, hemic and lymphatic diseases, MD Multidisciplinary
Abstract: Red blood cell (RBC) traits are routinely measured in clinical practice as important markers of health. Deviations from the physiological ranges are usually a sign of disease, although variation between healthy individuals also occurs, at least partly due to genetic factors. Recent large scale genetic studies identified loci associated with one or more of these traits; further characterization of known loci and identification of new loci is necessary to better understand their role in health and disease and to identify potential molecular mechanisms. We performed meta-analysis of Metabochip association results for six RBC traits—hemoglobin concentration (Hb), hematocrit (Hct), mean corpuscular hemoglobin (MCH), mean corpuscular hemoglobin concentration (MCHC), mean corpuscular volume (MCV) and red blood cell count (RCC)—in 11 093 Europeans from seven studies of the UCL-LSHTM-Edinburgh-Bristol (UCLEB) Consortium. We identified 394 non-overlapping SNPs in five loci at genome-wide significance: 6p22.1-6p21.33 (with HFE among others), 6q23.2 (with HBS1L among others), 6q23.3 (contains no genes), 9q34.3 (only ABO gene) and 22q13.1 (with TMPRSS6 among others), replicating previous findings of association with RBC traits at these loci and extending them by imputation to 1000 Genomes. We further characterized associations between ABO SNPs and three traits: hemoglobin, hematocrit and red blood cell count, replicating them in an independent cohort. Conditional analyses indicated the independent association of each of these traits with ABO SNPs and a role for blood group O in mediating the association. The 15 most significant RBC-associated ABO SNPs were also associated with five cardiometabolic traits, with discordance in the direction of effect between groups of traits, suggesting that ABO may act through more than one mechanism to influence cardiometabolic risk. British Heart Foundation; UK Medical Research Council ; Wellcome Trust; European Commission Framework Programme 6; French Ministry of Research
Published: 2016

18. Genome-wide association study identifies 74 loci associated with educational attainment

Author: Okbay, A., Beauchamp, J.P., Fontana, M.A., Lee, J.J., Pers, T.H., Rietveld, C.A., Turley, P., Chen, G.B., Emilsson, V., Meddens, S.F., Oskarsson, S., Pickrell, J.K., Thom, K., Timshel, P., Vlaming, R. de, Abdellaoui, A., Ahluwalia, T.S., Bacelis, J., Baumbach, C., Bjornsdottir, G., Brandsma, J.H., Pina Concas, M., Derringer, J., Furlotte, N.A., Galesloot, T.E., Girotto, G., Gupta, R, Hall, L.M., Harris, S.E., Hofer, E., Horikoshi, M., Huffman, J.E., Kaasik, K., Kalafati, I.P., Karlsson, R., Kong, A., Lahti, J., Lee, S.J. van der, deLeeuw, C., Lind, P.A., Lindgren, K.O., Liu, T., Mangino, M., Marten, J., Mihailov, E., Miller, M.B., Most, P.J. van der, Oldmeadow, C., Payton, A., Pervjakova, N., Peyrot, W.J., Qian, Y., Raitakari, O., Rueedi, R., Salvi, E., Schmidt, B., Schraut, K.E., Shi, J., Smith, A.V., Poot, R.A., Pourcain, B. St, Teumer, A., Thorleifsson, G., Verweij, N., Vuckovic, D., Wellmann, J., Westra, H.J., Yang, J., Zhao, W., Zhu, Z., Alizadeh, B.Z., Amin, N., Bakshi, A., Baumeister, S.E., Biino, G., Bonnelykke, K., Boyle, P.A., Campbell, H., Cappuccio, F.P., Davies, G., Neve, J.E. De, Deloukas, P., Demuth, I., Ding, J., Eibich, P., Eisele, L., Eklund, N., Evans, D.M., Faul, J.D., Feitosa, M.F., Forstner, A.J., Gandin, I., Gunnarsson, B., Halldorsson, B.V., Harris, T.B., Heath, A.C., Hocking, L.J., Holliday, E.G., Homuth, G., Horan, M.A., Franke, B., Kiemeney, L.A.L.M., et al., Okbay, A., Beauchamp, J.P., Fontana, M.A., Lee, J.J., Pers, T.H., Rietveld, C.A., Turley, P., Chen, G.B., Emilsson, V., Meddens, S.F., Oskarsson, S., Pickrell, J.K., Thom, K., Timshel, P., Vlaming, R. de, Abdellaoui, A., Ahluwalia, T.S., Bacelis, J., Baumbach, C., Bjornsdottir, G., Brandsma, J.H., Pina Concas, M., Derringer, J., Furlotte, N.A., Galesloot, T.E., Girotto, G., Gupta, R, Hall, L.M., Harris, S.E., Hofer, E., Horikoshi, M., Huffman, J.E., Kaasik, K., Kalafati, I.P., Karlsson, R., Kong, A., Lahti, J., Lee, S.J. van der, deLeeuw, C., Lind, P.A., Lindgren, K.O., Liu, T., Mangino, M., Marten, J., Mihailov, E., Miller, M.B., Most, P.J. van der, Oldmeadow, C., Payton, A., Pervjakova, N., Peyrot, W.J., Qian, Y., Raitakari, O., Rueedi, R., Salvi, E., Schmidt, B., Schraut, K.E., Shi, J., Smith, A.V., Poot, R.A., Pourcain, B. St, Teumer, A., Thorleifsson, G., Verweij, N., Vuckovic, D., Wellmann, J., Westra, H.J., Yang, J., Zhao, W., Zhu, Z., Alizadeh, B.Z., Amin, N., Bakshi, A., Baumeister, S.E., Biino, G., Bonnelykke, K., Boyle, P.A., Campbell, H., Cappuccio, F.P., Davies, G., Neve, J.E. De, Deloukas, P., Demuth, I., Ding, J., Eibich, P., Eisele, L., Eklund, N., Evans, D.M., Faul, J.D., Feitosa, M.F., Forstner, A.J., Gandin, I., Gunnarsson, B., Halldorsson, B.V., Harris, T.B., Heath, A.C., Hocking, L.J., Holliday, E.G., Homuth, G., Horan, M.A., Franke, B., Kiemeney, L.A.L.M., and et al.
Abstract: Contains fulltext : 167137.pdf (publisher's version ) (Closed access), Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.
Published: 2016

19. Genome-wide associations for birth weight and correlations with adult disease

Author: Horikoshi, M. (Momoko), Beaumont, R.N. (Robin N.), Day, F.R. (Felix), Warrington, N.M. (Nicole), Kooijman, M.N. (Marjolein), Fernandez-Tajes, J. (Juan), Feenstra, B. (Bjarke), Van Zuydam, N.R. (Natalie R.), Gaulton, K. (Kyle), Grarup, N. (Niels), Bradfield, J.P. (Jonathan), Strachan, D.P. (David), Li-Gao, R. (Ruifang), Ahluwalia, T.S. (Tarunveer Singh), Kreiner, E. (Eskil), Rueedi, R. (Rico), Lyytikäinen, L.-P. (Leo-Pekka), Cousminer, D.L. (Diana), Wu, Y. (Ying), Thiering, E. (Elisabeth), Wang, C.A. (Carol A.), Have, C.T. (Christian T.), Hottenga, J.J. (Jouke Jan), Vilor-Tejedor, N. (Natàlia), Joshi, P.K. (Peter), Boh, E.T.H. (Eileen Tai Hui), Ntalla, I. (Ioanna), Pitkanen, N. (Niina), Mahajan, A. (Anubha), Leeuwen, E.M. (Elisa) van, Joro, R. (Raimo), Lagou, V. (Vasiliki), Nodzenski, M. (Michael), Diver, L.A. (Louise A.), Zondervan, K.T. (Krina), Bustamante, M. (Mariona), Marques-Vidal, P. (Pedro), Mercader, J.M. (Josep), Bennett, A.J. (Amanda), Rahmioglu, N. (Nilufer), Nyholt, D.R. (Dale), Ma, R.C.W. (Ronald C. W.), Tam, C.H.T. (Claudia H. T.), Tam, W.H. (Wing Hung), Ganesh, S.K. (Santhi), Rooij, F.J.A. (Frank) van, Jones, S.E. (Samuel E.), Loh, P.-R. (Po-Ru), Ruth, K.S. (Katherine S.), Tuke, M.A. (Marcus A.), Tyrrell, A.W.R., Wood, A.R. (Andrew), Yaghootkar, H. (Hanieh), Scholtens, D.M. (Denise M.), Paternoster, L. (Lavinia), Prokopenko, I. (Inga), Kovacs, P. (Peter), Atalay, M. (Mustafa), Willems, S.M. (Sara), Panoutsopoulou, K. (Kalliope), Wang, X. (Xu), Carstensen, L. (Lisbeth), Geller, F. (Frank), Schraut, K.E. (Katharina E.), Murcia, M. (Mario), Beijsterveldt, C.E.M. (Toos) van, Willemsen, G.A.H.M. (Gonneke), Appel, E.V.R. (Emil V. R.), Fonvig, C.E. (Cilius E.), Trier, C. (Caecilie), Tiesler, C.M.T. (Carla M. T.), Standl, E. (Eberhard), Kutalik, Z. (Zoltán), Bonàs-Guarch, S. (Silvia), Hougaard, D.M. (David), Sánchez, F. (Friman), Torrents, D. (David), Waage, J. (Johannes), Hollegaard, M.V. (Mads V), Haan, H.G. (Hugoline) de, Rosendaal, F.R. (Frits), Medina-Gomez, C. (Carolina), Ring, S.M. (Susan), Hemani, G., Mcmahon, G. (George), Robertson, N.R. (Neil), Groves, C.J. (Christopher), Langenberg, C. (Claudia), Luan, J. (Jian'An), Scott, R.A. (Robert), Zhao, J.H. (Jing Hua), Mentch, F.D. (Frank), MacKenzie, S.M. (Scott M.), Reynolds, R.M. (Rebecca), Lowe Jr., W.L. (William), Tönjes, A. (Anke), Stumvoll, M. (Michael), Lindi, V. (Virpi), Lakka, T.A. (Timo), Duijn, C.M. (Cornelia) van, Kieß, W. (Wieland), KöRner, A. (Antje), Sørensen, T.I.A. (Thorkild), Niinikoski, H. (Harri), Pahkala, K. (Katja), Raitakari, O.T. (Olli T.), Zeggini, E. (Eleftheria), Dedoussis, G.V. (George), Teo, Y.Y. (Yik Ying), Saw, S.-M. (Seang-Mei), Melbye, M. (Mads), Campbell, H. (Harry), Wilson, J.F. (James F.), Vrijheid, M. (Martine), Geus, E.J.C. (Eco) de, Boomsma, D.I. (Dorret), Kadarmideen, H.N. (Haja N.), Holm, J.-C. (Jens-Christian), Hansen, T. (T.), Sebert, S. (Sylvain), Hattersley, A.T. (Andrew), Beilin, L.J. (Lawrence), Newnham, J.P. (John), Pennell, C.E. (Craig), Heinrich, J. (Joachim), Adair, L.S. (Linda), Borja, J.B. (Judith), Mohlke, K.L. (Karen), Hagen, K. (Knut), Widen, E. (Elisabeth), Kähönen, M. (Mika), Viikari, J. (Jorma), Lehtimäki, T. (Terho), Vollenweider, P. (Peter), Bønnelykke, K. (Klaus), Bisgaard, H. (Hans), Mook-Kanamori, D.O. (Dennis), Hofman, A. (Albert), Rivadeneira Ramirez, F. (Fernando), Uitterlinden, A.G. (André), Pisinger, C. (Charlotta), Pedersen, O. (Oluf), Power, C. (Christopher), Hypponen, E. (Elina), Wareham, N.J. (Nick), Hakonarson, H. (Hakon), Davies, E. (Eleanor), Walker, B.R. (Brian R.), Jaddoe, V.W.V. (Vincent), Jarvelin, M.-R. (Marjo-Riitta), Grant, S.F.A. (Struan), Vaag, A.A. (Allan A.), Lawlor, D.A. (Debbie), Frayling, T.M. (Timothy), Smith, A.V. (Davey), Morris, A.P. (Andrew), Ong, K.K. (Ken), Felix, J.F. (Janine), Timpson, N.J. (Nicholas), Perry, J.R.B. (John), Evans, D.M. (David), McCarthy, M.I. (Mark), Freathy, R.M. (Rachel), Horikoshi, M. (Momoko), Beaumont, R.N. (Robin N.), Day, F.R. (Felix), Warrington, N.M. (Nicole), Kooijman, M.N. (Marjolein), Fernandez-Tajes, J. (Juan), Feenstra, B. (Bjarke), Van Zuydam, N.R. (Natalie R.), Gaulton, K. (Kyle), Grarup, N. (Niels), Bradfield, J.P. (Jonathan), Strachan, D.P. (David), Li-Gao, R. (Ruifang), Ahluwalia, T.S. (Tarunveer Singh), Kreiner, E. (Eskil), Rueedi, R. (Rico), Lyytikäinen, L.-P. (Leo-Pekka), Cousminer, D.L. (Diana), Wu, Y. (Ying), Thiering, E. (Elisabeth), Wang, C.A. (Carol A.), Have, C.T. (Christian T.), Hottenga, J.J. (Jouke Jan), Vilor-Tejedor, N. (Natàlia), Joshi, P.K. (Peter), Boh, E.T.H. (Eileen Tai Hui), Ntalla, I. (Ioanna), Pitkanen, N. (Niina), Mahajan, A. (Anubha), Leeuwen, E.M. (Elisa) van, Joro, R. (Raimo), Lagou, V. (Vasiliki), Nodzenski, M. (Michael), Diver, L.A. (Louise A.), Zondervan, K.T. (Krina), Bustamante, M. (Mariona), Marques-Vidal, P. (Pedro), Mercader, J.M. (Josep), Bennett, A.J. (Amanda), Rahmioglu, N. (Nilufer), Nyholt, D.R. (Dale), Ma, R.C.W. (Ronald C. W.), Tam, C.H.T. (Claudia H. T.), Tam, W.H. (Wing Hung), Ganesh, S.K. (Santhi), Rooij, F.J.A. (Frank) van, Jones, S.E. (Samuel E.), Loh, P.-R. (Po-Ru), Ruth, K.S. (Katherine S.), Tuke, M.A. (Marcus A.), Tyrrell, A.W.R., Wood, A.R. (Andrew), Yaghootkar, H. (Hanieh), Scholtens, D.M. (Denise M.), Paternoster, L. (Lavinia), Prokopenko, I. (Inga), Kovacs, P. (Peter), Atalay, M. (Mustafa), Willems, S.M. (Sara), Panoutsopoulou, K. (Kalliope), Wang, X. (Xu), Carstensen, L. (Lisbeth), Geller, F. (Frank), Schraut, K.E. (Katharina E.), Murcia, M. (Mario), Beijsterveldt, C.E.M. (Toos) van, Willemsen, G.A.H.M. (Gonneke), Appel, E.V.R. (Emil V. R.), Fonvig, C.E. (Cilius E.), Trier, C. (Caecilie), Tiesler, C.M.T. (Carla M. T.), Standl, E. (Eberhard), Kutalik, Z. (Zoltán), Bonàs-Guarch, S. (Silvia), Hougaard, D.M. (David), Sánchez, F. (Friman), Torrents, D. (David), Waage, J. (Johannes), Hollegaard, M.V. (Mads V), Haan, H.G. (Hugoline) de, Rosendaal, F.R. (Frits), Medina-Gomez, C. (Carolina), Ring, S.M. (Susan), Hemani, G., Mcmahon, G. (George), Robertson, N.R. (Neil), Groves, C.J. (Christopher), Langenberg, C. (Claudia), Luan, J. (Jian'An), Scott, R.A. (Robert), Zhao, J.H. (Jing Hua), Mentch, F.D. (Frank), MacKenzie, S.M. (Scott M.), Reynolds, R.M. (Rebecca), Lowe Jr., W.L. (William), Tönjes, A. (Anke), Stumvoll, M. (Michael), Lindi, V. (Virpi), Lakka, T.A. (Timo), Duijn, C.M. (Cornelia) van, Kieß, W. (Wieland), KöRner, A. (Antje), Sørensen, T.I.A. (Thorkild), Niinikoski, H. (Harri), Pahkala, K. (Katja), Raitakari, O.T. (Olli T.), Zeggini, E. (Eleftheria), Dedoussis, G.V. (George), Teo, Y.Y. (Yik Ying), Saw, S.-M. (Seang-Mei), Melbye, M. (Mads), Campbell, H. (Harry), Wilson, J.F. (James F.), Vrijheid, M. (Martine), Geus, E.J.C. (Eco) de, Boomsma, D.I. (Dorret), Kadarmideen, H.N. (Haja N.), Holm, J.-C. (Jens-Christian), Hansen, T. (T.), Sebert, S. (Sylvain), Hattersley, A.T. (Andrew), Beilin, L.J. (Lawrence), Newnham, J.P. (John), Pennell, C.E. (Craig), Heinrich, J. (Joachim), Adair, L.S. (Linda), Borja, J.B. (Judith), Mohlke, K.L. (Karen), Hagen, K. (Knut), Widen, E. (Elisabeth), Kähönen, M. (Mika), Viikari, J. (Jorma), Lehtimäki, T. (Terho), Vollenweider, P. (Peter), Bønnelykke, K. (Klaus), Bisgaard, H. (Hans), Mook-Kanamori, D.O. (Dennis), Hofman, A. (Albert), Rivadeneira Ramirez, F. (Fernando), Uitterlinden, A.G. (André), Pisinger, C. (Charlotta), Pedersen, O. (Oluf), Power, C. (Christopher), Hypponen, E. (Elina), Wareham, N.J. (Nick), Hakonarson, H. (Hakon), Davies, E. (Eleanor), Walker, B.R. (Brian R.), Jaddoe, V.W.V. (Vincent), Jarvelin, M.-R. (Marjo-Riitta), Grant, S.F.A. (Struan), Vaag, A.A. (Allan A.), Lawlor, D.A. (Debbie), Frayling, T.M. (Timothy), Smith, A.V. (Davey), Morris, A.P. (Andrew), Ong, K.K. (Ken), Felix, J.F. (Janine), Timpson, N.J. (Nicholas), Perry, J.R.B. (John), Evans, D.M. (David), McCarthy, M.I. (Mark), and Freathy, R.M. (Rachel)
Abstract: Birth weight (BW) has been shown to be influenced by both fetal and maternal factors and in observational studies is reproducibly associated with future risk of adult metabolic diseases including type 2 diabetes (T2D) and cardiovascular disease1. These lifecourse associations have often been attributed to the impact of an adverse early life environment. Here, we performed a multi-ancestry genome-wide association study (GWAS) meta-analysis of BW in 153,781 individuals, identifying 60 loci where fetal genotype was associated with BW (P < 5 × 10-8). Overall, approximately 15% of variance in BW was captured by assays of fetal genetic variation. Using genetic association alone, we found strong inverse genetic correlations between BW and systolic blood pressure (Rg =-0.22, P = 5.5 × 10-13), T2D (Rg =-0.27, P = 1.1 × 10-6) and coronary artery disease (Rg =-0.30, P = 6.5 × 10-9). In addition, using large-cohort datasets, we demonstrated that genetic factors were the major contributor to the negative covariance between BW and future cardiometabolic risk. Pathway analyses indicated that the protein products of genes within BW-associated regions were enriched for diverse processes including insulin signalling, glucose homeostasis, glycogen biosynthesis and chromatin remodelling. There was also enrichment of associations with BW in known imprinted regions (P = 1.9 × 10-4). We demonstrate that life-course associations between early growth phenotypes and adult cardiometabolic disease are in part the result of shared genetic effects and identify some of the pathways through which these causal genetic effects are mediated.
Published: 2016
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20. Genome-wide association study identifies 74 loci associated with educational attainment

Author: Okbay, A. (Aysu), Beauchamp, J.P. (Jonathan), Fontana, M.A. (Mark Alan), Lee, J.J. (James J.), Pers, T.H. (Tune), Rietveld, C.A. (Cornelius A.), Turley, P. (Patrick), Chen, G.-B. (Guo-Bo), Emilsson, V. (Valur), Meddens, S.F.W. (S. Fleur W.), Oskarsson, S. (Sven), Pickrell, J.K. (Joseph K.), Thom, K. (Kevin), Timshel, P. (Pascal), Vlaming, R. (Ronald) de, Abdellaoui, A. (Abdel), Ahluwalia, T.S. (Tarunveer Singh), Bacelis, J. (Jonas), Baumbach, C. (Clemens), Bjornsdottir, G. (Gyda), Brandsma, J.H. (Johan), Pina Concas, M. (Maria), Derringer, J., Furlotte, N.A. (Nicholas A.), Galesloot, T.E. (Tessel), Girotto, S., Gupta, R. (Richa), Hall, L.M. (Leanne M.), Harris, S.E. (Sarah), Hofer, E., Horikoshi, M. (Momoko), Huffman, J.E. (Jennifer E.), Kaasik, K. (Kadri), Kalafati, I.-P. (Ioanna-Panagiota), Karlsson, R. (Robert), Kong, A. (Augustine), Lahti, J. (Jari), Lee, S.J. (Sven) van der, Deleeuw, C. (Christiaan), Lind, P.A. (Penelope), Lindgren, K.-O. (Karl-Oskar), Liu, T. (Tian), Mangino, M. (Massimo), Marten, J. (Jonathan), Mihailov, E. (Evelin), Miller, M. (Mike), Most, P.J. (Peter) van der, Oldmeadow, C. (Christopher), Payton, A. (Antony), Pervjakova, N. (Natalia), Peyrot, W.J. (Wouter ), Qian, Y. (Yong), Raitakari, O. (Olli), Rueedi, R. (Rico), Salvi, E. (Erika), Schmidt, B. (Börge), Schraut, K.E. (Katharina E.), Shi, J. (Jianxin), Smith, A.V. (Albert Vernon), Poot, R.A. (Raymond), St Pourcain, B. (Beate), Teumer, A. (Alexander), Thorleifsson, G. (Gudmar), Verweij, N. (Niek), Vuckovic, D. (Dragana), Wellmann, J. (Juergen), Westra, H.J. (Harm-Jan), Yang, J. (Jingyun), Zhao, W. (Wei), Zhu, Z. (Zhihong), Alizadeh, B.Z. (Behrooz), Amin, N. (Najaf), Bakshi, A. (Andrew), Baumeister, S.E. (Sebastian), Biino, G. (Ginevra), Bønnelykke, K. (Klaus), Boyle, P.A. (Patricia), Campbell, H. (Harry), Cappuccio, F.P. (Francesco P.), Davies, G. (Gail), Neve, J.E. (Jan-Emmanuel) de, Deloukas, P. (Panagiotis), Demuth, I. (Ilja), Ding, J. (Jun), Eibich, P. (Peter), Eisele, L. (Lewin), Eklund, N. (Niina), Evans, D.M. (David), Faul, J.D. (Jessica D.), Feitosa, M.F. (Mary Furlan), Forstner, A.J. (Andreas), Gandin, I. (Ilaria), Gunnarsson, B. (Bjarni), Halldorsson, B.V. (Bjarni), Harris, T.B. (Tamara), Holliday, E.G. (Elizabeth), Heath, A.C. (Andrew C.), Hocking, L.J., Homuth, G. (Georg), Horan, M. (Mike), Hottenga, J.J. (Jouke Jan), Jager, P.L. (Philip) de, Joshi, P.K. (Peter), Juqessur, A. (Astanand), Kaakinen, M. (Marika), Kähönen, M. (Mika), Kanoni, S. (Stavroula), Keltigangas-Järvinen, L. (Liisa), Kiemeney, L.A.L.M. (Bart), Kolcic, I. (Ivana), Koskinen, S. (Seppo), Kraja, A. (Aldi), Kroh, M. (Martin), Kutalik, Z. (Zoltán), Latvala, A. (Antti), Launer, L.J. (Lenore), Lebreton, M.P. (Maël P.), Levinson, D.F. (Douglas F.), Lichtenstein, P. (Paul), Lichtner, P. (Peter), Liewald, D.C.M. (David), Loukola, A. (Anu), Madden, P.A. (Pamela), Mägi, R. (Reedik), Mäki-Opas, T. (Tomi), Marioni, R.E. (Riccardo), Marques-Vidal, P. (Pedro), Meddens, G.A. (Gerardus A.), Mcmahon, G. (George), Meisinger, C. (Christa), Meitinger, T. (Thomas), Milaneschi, Y. (Yusplitri), Milani, L. (Lili), Montgomery, G.W. (Grant), Myhre, R. (Ronny), Nelson, C.P. (Christopher P.), Nyholt, D.R. (Dale), Ollier, W.E.R. (William), Palotie, A. (Aarno), Paternoster, L. (Lavinia), Pedersen, N.L. (Nancy), Petrovic, K. (Katja), Porteous, D.J. (David J.), Räikkönen, K. (Katri), Ring, S.M. (Susan M.), Robino, A. (Antonietta), Rostapshova, O. (Olga), Rudan, I. (Igor), Rustichini, A. (Aldo), Salomaa, V. (Veikko), Sanders, A.R. (Alan R.), Sarin, A.-P., Schmidt, R. (Reinhold), Scott, R.J. (Rodney), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Staessen, J.A. (Jan), Steinhagen-Thiessen, E. (Elisabeth), Strauch, K. (Konstantin), Terracciano, A., Tobin, M.D. (Martin), Ulivi, S. (Shelia), Vaccargiu, S. (Simona), Quaye, L. (Lydia), Rooij, F.J.A. (Frank) van, Venturini, C. (Cristina), Vinkhuyzen, A.A.E. (Anna A.), Völker, U. (Uwe), Völzke, H. (Henry), Vonk, J.M. (Judith), Vozzi, D. (Diego), Waage, J. (Johannes), Ware, E.B. (Erin B.), Willemsen, G.A.H.M. (Gonneke), Attia, J. (John), Bennett, D.A. (David A.), Berger, K. (Klaus), Bertram, L. (Lars), Bisgaard, H. (Hans), Boomsma, D.I. (Dorret), Borecki, I.B. (Ingrid), Bültmann, U. (Ute), Chabris, C.F. (Christopher F.), Cucca, F. (Francesco), Cusi, D. (Daniele), Deary, I.J. (Ian), Dedoussis, G.V. (George), Duijn, C.M. (Cornelia) van, Hagen, K. (Knut), Franke, B. (Barbara), Franke, L. (Lude), Gasparini, P. (Paolo), Gejman, P.V. (Pablo), Gieger, C. (Christian), Grabe, H.J. (Hans Jörgen), Gratten, J. (Jacob), Groenen, P.J.F. (Patrick), Gudnason, V. (Vilmundur), Harst, P. (Pim) van der, Hayward, C. (Caroline), Hinds, D.A. (David A.), Hoffmann, W. (Wolfgang), Hypponen, E. (Elina), Iacono, W.G. (William), Jacobsson, B. (Bo), Jarvelin, M.-R. (Marjo-Riitta), JöCkel, K.-H. (Karl-Heinz), Kaprio, J. (Jaakko), Kardia, S.L.R. (Sharon), Lehtimäki, T. (Terho), Lehrer, S.F. (Steven F.), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), McGue, M. (Matt), Metspalu, A. (Andres), Pendleton, N. (Neil), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pirastu, N. (Nicola), Pirastu, M. (Mario), Polasek, O. (Ozren), Posthuma, D. (Danielle), Power, C. (Christopher), Province, M.A. (Mike), Samani, N.J. (Nilesh), Schlessinger, D. (David), Sørensen, T.I.A. (Thorkild), Spector, T.D. (Timothy), Zwart, J-A. (John-Anker), Thorsteinsdottir, U. (Unnur), Thurik, A.R. (Roy), Timpson, N.J. (Nicholas J.), Tiemeier, H.W. (Henning), Tung, J.Y. (Joyce Y.), Uitterlinden, A.G. (André), Vitart, V. (Veronique), Vollenweider, P. (Peter), Weir, D.R. (David), Wilson, J.F. (James F.), Wright, A.F. (Alan), Conley, D.C. (Dalton C.), Krueger, R.F., Smith, A.V. (Davey), Hofman, A. (Albert), Laibson, D. (David), Medland, S.E. (Sarah), Meyer, M.N. (Michelle N.), Yang, J. (Joanna), Johannesson, M. (Magnus), Visscher, P.M. (Peter), Esko, T. (Tõnu), Koellinger, Ph.D. (Philipp), Cesarini, D. (David), Benjamin, D.J. (Daniel J.), Okbay, A. (Aysu), Beauchamp, J.P. (Jonathan), Fontana, M.A. (Mark Alan), Lee, J.J. (James J.), Pers, T.H. (Tune), Rietveld, C.A. (Cornelius A.), Turley, P. (Patrick), Chen, G.-B. (Guo-Bo), Emilsson, V. (Valur), Meddens, S.F.W. (S. Fleur W.), Oskarsson, S. (Sven), Pickrell, J.K. (Joseph K.), Thom, K. (Kevin), Timshel, P. (Pascal), Vlaming, R. (Ronald) de, Abdellaoui, A. (Abdel), Ahluwalia, T.S. (Tarunveer Singh), Bacelis, J. (Jonas), Baumbach, C. (Clemens), Bjornsdottir, G. (Gyda), Brandsma, J.H. (Johan), Pina Concas, M. (Maria), Derringer, J., Furlotte, N.A. (Nicholas A.), Galesloot, T.E. (Tessel), Girotto, S., Gupta, R. (Richa), Hall, L.M. (Leanne M.), Harris, S.E. (Sarah), Hofer, E., Horikoshi, M. (Momoko), Huffman, J.E. (Jennifer E.), Kaasik, K. (Kadri), Kalafati, I.-P. (Ioanna-Panagiota), Karlsson, R. (Robert), Kong, A. (Augustine), Lahti, J. (Jari), Lee, S.J. (Sven) van der, Deleeuw, C. (Christiaan), Lind, P.A. (Penelope), Lindgren, K.-O. (Karl-Oskar), Liu, T. (Tian), Mangino, M. (Massimo), Marten, J. (Jonathan), Mihailov, E. (Evelin), Miller, M. (Mike), Most, P.J. (Peter) van der, Oldmeadow, C. (Christopher), Payton, A. (Antony), Pervjakova, N. (Natalia), Peyrot, W.J. (Wouter ), Qian, Y. (Yong), Raitakari, O. (Olli), Rueedi, R. (Rico), Salvi, E. (Erika), Schmidt, B. (Börge), Schraut, K.E. (Katharina E.), Shi, J. (Jianxin), Smith, A.V. (Albert Vernon), Poot, R.A. (Raymond), St Pourcain, B. (Beate), Teumer, A. (Alexander), Thorleifsson, G. (Gudmar), Verweij, N. (Niek), Vuckovic, D. (Dragana), Wellmann, J. (Juergen), Westra, H.J. (Harm-Jan), Yang, J. (Jingyun), Zhao, W. (Wei), Zhu, Z. (Zhihong), Alizadeh, B.Z. (Behrooz), Amin, N. (Najaf), Bakshi, A. (Andrew), Baumeister, S.E. (Sebastian), Biino, G. (Ginevra), Bønnelykke, K. (Klaus), Boyle, P.A. (Patricia), Campbell, H. (Harry), Cappuccio, F.P. (Francesco P.), Davies, G. (Gail), Neve, J.E. (Jan-Emmanuel) de, Deloukas, P. (Panagiotis), Demuth, I. (Ilja), Ding, J. (Jun), Eibich, P. (Peter), Eisele, L. (Lewin), Eklund, N. (Niina), Evans, D.M. (David), Faul, J.D. (Jessica D.), Feitosa, M.F. (Mary Furlan), Forstner, A.J. (Andreas), Gandin, I. (Ilaria), Gunnarsson, B. (Bjarni), Halldorsson, B.V. (Bjarni), Harris, T.B. (Tamara), Holliday, E.G. (Elizabeth), Heath, A.C. (Andrew C.), Hocking, L.J., Homuth, G. (Georg), Horan, M. (Mike), Hottenga, J.J. (Jouke Jan), Jager, P.L. (Philip) de, Joshi, P.K. (Peter), Juqessur, A. (Astanand), Kaakinen, M. (Marika), Kähönen, M. (Mika), Kanoni, S. (Stavroula), Keltigangas-Järvinen, L. (Liisa), Kiemeney, L.A.L.M. (Bart), Kolcic, I. (Ivana), Koskinen, S. (Seppo), Kraja, A. (Aldi), Kroh, M. (Martin), Kutalik, Z. (Zoltán), Latvala, A. (Antti), Launer, L.J. (Lenore), Lebreton, M.P. (Maël P.), Levinson, D.F. (Douglas F.), Lichtenstein, P. (Paul), Lichtner, P. (Peter), Liewald, D.C.M. (David), Loukola, A. (Anu), Madden, P.A. (Pamela), Mägi, R. (Reedik), Mäki-Opas, T. (Tomi), Marioni, R.E. (Riccardo), Marques-Vidal, P. (Pedro), Meddens, G.A. (Gerardus A.), Mcmahon, G. (George), Meisinger, C. (Christa), Meitinger, T. (Thomas), Milaneschi, Y. (Yusplitri), Milani, L. (Lili), Montgomery, G.W. (Grant), Myhre, R. (Ronny), Nelson, C.P. (Christopher P.), Nyholt, D.R. (Dale), Ollier, W.E.R. (William), Palotie, A. (Aarno), Paternoster, L. (Lavinia), Pedersen, N.L. (Nancy), Petrovic, K. (Katja), Porteous, D.J. (David J.), Räikkönen, K. (Katri), Ring, S.M. (Susan M.), Robino, A. (Antonietta), Rostapshova, O. (Olga), Rudan, I. (Igor), Rustichini, A. (Aldo), Salomaa, V. (Veikko), Sanders, A.R. (Alan R.), Sarin, A.-P., Schmidt, R. (Reinhold), Scott, R.J. (Rodney), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Staessen, J.A. (Jan), Steinhagen-Thiessen, E. (Elisabeth), Strauch, K. (Konstantin), Terracciano, A., Tobin, M.D. (Martin), Ulivi, S. (Shelia), Vaccargiu, S. (Simona), Quaye, L. (Lydia), Rooij, F.J.A. (Frank) van, Venturini, C. (Cristina), Vinkhuyzen, A.A.E. (Anna A.), Völker, U. (Uwe), Völzke, H. (Henry), Vonk, J.M. (Judith), Vozzi, D. (Diego), Waage, J. (Johannes), Ware, E.B. (Erin B.), Willemsen, G.A.H.M. (Gonneke), Attia, J. (John), Bennett, D.A. (David A.), Berger, K. (Klaus), Bertram, L. (Lars), Bisgaard, H. (Hans), Boomsma, D.I. (Dorret), Borecki, I.B. (Ingrid), Bültmann, U. (Ute), Chabris, C.F. (Christopher F.), Cucca, F. (Francesco), Cusi, D. (Daniele), Deary, I.J. (Ian), Dedoussis, G.V. (George), Duijn, C.M. (Cornelia) van, Hagen, K. (Knut), Franke, B. (Barbara), Franke, L. (Lude), Gasparini, P. (Paolo), Gejman, P.V. (Pablo), Gieger, C. (Christian), Grabe, H.J. (Hans Jörgen), Gratten, J. (Jacob), Groenen, P.J.F. (Patrick), Gudnason, V. (Vilmundur), Harst, P. (Pim) van der, Hayward, C. (Caroline), Hinds, D.A. (David A.), Hoffmann, W. (Wolfgang), Hypponen, E. (Elina), Iacono, W.G. (William), Jacobsson, B. (Bo), Jarvelin, M.-R. (Marjo-Riitta), JöCkel, K.-H. (Karl-Heinz), Kaprio, J. (Jaakko), Kardia, S.L.R. (Sharon), Lehtimäki, T. (Terho), Lehrer, S.F. (Steven F.), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), McGue, M. (Matt), Metspalu, A. (Andres), Pendleton, N. (Neil), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pirastu, N. (Nicola), Pirastu, M. (Mario), Polasek, O. (Ozren), Posthuma, D. (Danielle), Power, C. (Christopher), Province, M.A. (Mike), Samani, N.J. (Nilesh), Schlessinger, D. (David), Sørensen, T.I.A. (Thorkild), Spector, T.D. (Timothy), Zwart, J-A. (John-Anker), Thorsteinsdottir, U. (Unnur), Thurik, A.R. (Roy), Timpson, N.J. (Nicholas J.), Tiemeier, H.W. (Henning), Tung, J.Y. (Joyce Y.), Uitterlinden, A.G. (André), Vitart, V. (Veronique), Vollenweider, P. (Peter), Weir, D.R. (David), Wilson, J.F. (James F.), Wright, A.F. (Alan), Conley, D.C. (Dalton C.), Krueger, R.F., Smith, A.V. (Davey), Hofman, A. (Albert), Laibson, D. (David), Medland, S.E. (Sarah), Meyer, M.N. (Michelle N.), Yang, J. (Joanna), Johannesson, M. (Magnus), Visscher, P.M. (Peter), Esko, T. (Tõnu), Koellinger, Ph.D. (Philipp), Cesarini, D. (David), and Benjamin, D.J. (Daniel J.)
Abstract: Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals. Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.
Published: 2016
Full Text: View/download PDF

21. Genome-wide association study identifies 74 loci associated with educational attainment

Author: Okbay, Aysu, Beauchamp, JP, Fontana, MA, Lee, JJ, Pers, TH, Rietveld, Niels, Turley, P, Chen, GB, Emilsson, V, Meddens, SFW, Oskarsson, S, Pickrell, JK, Thom, K, Timshel, P, Vlaming, Ronald, Abdellaoui, A, Ahluwalia, TS, Bacelis, J, Baumbach, C, Bjornsdottir, G, Brandsma, Johan, Concas, MP, Derringer, J, Furlotte, NA, Galesloot, TE, Girotto, G, Gupta, R, Hall, LM, Harris, SE, Hofer, E, Horikoshi, M, Huffman, JE, Kaasik, K, Kalafati, IP, Karlsson, R, Kong, A, Lahti, J, van der Lee, Sven, de Leeuw, C, Lind, PA, Lindgren, KO, Liu, T, Mangino, M, Marten, J, Mihailov, E, Miller, MB, van der Most, PJ, Oldmeadow, C, Payton, A, Pervjakova, N, Peyrot, WJ, Qian, Y, Raitakari, O, Rueedi, R, Salvi, E, Schmidt, B, Schraut, KE, Shi, JX, Smith, AV, Poot, Raymond, St Pourcain, B, Teumer, A, Thorleifsson, G, Verweij, N (Niek), Vuckovic, D, Wellmann, J, Westra, HJ, Yang, JY, Zhao, W, Zhu, ZH, Alizadeh, BZ, Amin, Najaf, Bakshi, A, Baumeister, SE, Biino, G, Bonnelykke, K, Boyle, PA, Campbell, H, Cappuccio, FP, Davies, G, De Neve, JE, Deloukas, P, Demuth, I, Ding, J, Eibich, P, Eisele, L, Eklund, N, Evans, DM, Faul, JD, Feitosa, MF, Forstner, AJ, Gandin, I, Gunnarsson, B, Halldorsson, BV, Harris, TB, Heath, AC, Hocking, LJ, Holliday, EG, Homuth, G, Horan, MA, Hottenga, JJ, De Jager, PL, Joshi, PK, Jugessur, A, Kaakinen, MA, Kahonen, M, Kanoni, S, Keltigangas-Jarvinen, L, Kiemeney, LALM, Kolcic, I, Koskinen, S, Kraja, AT, Kroh, M, Kutalik, Z, Latvala, A, Launer, LJ, Lebreton, MP, Levinson, DF, Lichtenstein, P, Lichtner, P, Liewald, DCM, Loukola, A, Madden, PA, Magi, R, Maki-Opas, T, Marioni, RE, Marques-Vidal, P, Meddens, GA, McMahon, G, Meisinger, C, Meitinger, T, Milaneschi, Y, Milani, L, Montgomery, GW, Myhre, R, Nelson, CP, Nyholt, DR, Ollier, WER, Palotie, A, Paternoster, L, Pedersen, NL, Petrovic, KE, Porteous, DJ, Raikkonen, K, Ring, SM, Robino, A, Rostapshova, O, Rudan, I, Rustichini, A, Salomaa, V, Sanders, AR, Sarin, AP, Schmidt, Heléna, Scott, RJ, Smith, BH, Smith, JA, Staessen, JA, Steinhagen-Thiessen, E, Strauch, K, Terracciano, A, Tobin, MD, Ulivi, S, Vaccargiu, S, Quaye, L, van Rooij, FJA, Venturini, C, Vinkhuyzen, AAE, Volker, U, Volzke, H, Vonk, JM, Vozzi, D, Waage, J, Ware, EB, Willemsen, G, Attia, JR, Bennett, DA, Berger, K, Bertram, L, Bisgaard, H, Boomsma, DI, Borecki, IB, Bultmann, U, Chabris, CF, Cucca, F, Cusi, D, Deary, IJ, Dedoussis, GV, Duijn, Cornelia, Eriksson, JG, Franke, B, Franke, L, Gasparini, P, Gejman, PV, Gieger, C, Grabe, HJ, Gratten, J, Groenen, Patrick, Gudnason, V, van der Harst, P, Hayward, C, Hinds, DA, Hoffmann, W, Hyppnen, E, Iacono, WG, Jacobsson, B, Jarvelin, MR, Jockel, KH, Kaprio, J, Kardia, SLR, Lehtimaki, T, Lehrer, SF, Magnusson, PKE, Martin, NG, McGue, M, Metspalu, A, Pendleton, N, Penninx, BWJH, Perola, M, Pirastu, N, Pirastu, M, Polasek, O, Posthuma, Daniëlle, Power, C, Province, MA, Samani, NJ, Schlessinger, D, Schmidt, R, Sorensen, TIA, Spector, TD, Stefansson, K, Thorsteinsdottir, U, Thurik, Roy, Timpson, NJ, Tiemeier, Henning, Tung, JY, Uitterlinden, André, Vitart, V, Vollenweider, P, Weir, DR, Wilson, JF, Wright, AF, Conley, DC, Krueger, RF, Smith, GD, Hofman, Bert, Laibson, DI, Medland, SE, Meyer, MN, Yang, Jiaqi, Johannesson, M, Visscher, PM, Esko, T, Koellinger, PD, Cesarini, D, Benjamin, DJ, Okbay, Aysu, Beauchamp, JP, Fontana, MA, Lee, JJ, Pers, TH, Rietveld, Niels, Turley, P, Chen, GB, Emilsson, V, Meddens, SFW, Oskarsson, S, Pickrell, JK, Thom, K, Timshel, P, Vlaming, Ronald, Abdellaoui, A, Ahluwalia, TS, Bacelis, J, Baumbach, C, Bjornsdottir, G, Brandsma, Johan, Concas, MP, Derringer, J, Furlotte, NA, Galesloot, TE, Girotto, G, Gupta, R, Hall, LM, Harris, SE, Hofer, E, Horikoshi, M, Huffman, JE, Kaasik, K, Kalafati, IP, Karlsson, R, Kong, A, Lahti, J, van der Lee, Sven, de Leeuw, C, Lind, PA, Lindgren, KO, Liu, T, Mangino, M, Marten, J, Mihailov, E, Miller, MB, van der Most, PJ, Oldmeadow, C, Payton, A, Pervjakova, N, Peyrot, WJ, Qian, Y, Raitakari, O, Rueedi, R, Salvi, E, Schmidt, B, Schraut, KE, Shi, JX, Smith, AV, Poot, Raymond, St Pourcain, B, Teumer, A, Thorleifsson, G, Verweij, N (Niek), Vuckovic, D, Wellmann, J, Westra, HJ, Yang, JY, Zhao, W, Zhu, ZH, Alizadeh, BZ, Amin, Najaf, Bakshi, A, Baumeister, SE, Biino, G, Bonnelykke, K, Boyle, PA, Campbell, H, Cappuccio, FP, Davies, G, De Neve, JE, Deloukas, P, Demuth, I, Ding, J, Eibich, P, Eisele, L, Eklund, N, Evans, DM, Faul, JD, Feitosa, MF, Forstner, AJ, Gandin, I, Gunnarsson, B, Halldorsson, BV, Harris, TB, Heath, AC, Hocking, LJ, Holliday, EG, Homuth, G, Horan, MA, Hottenga, JJ, De Jager, PL, Joshi, PK, Jugessur, A, Kaakinen, MA, Kahonen, M, Kanoni, S, Keltigangas-Jarvinen, L, Kiemeney, LALM, Kolcic, I, Koskinen, S, Kraja, AT, Kroh, M, Kutalik, Z, Latvala, A, Launer, LJ, Lebreton, MP, Levinson, DF, Lichtenstein, P, Lichtner, P, Liewald, DCM, Loukola, A, Madden, PA, Magi, R, Maki-Opas, T, Marioni, RE, Marques-Vidal, P, Meddens, GA, McMahon, G, Meisinger, C, Meitinger, T, Milaneschi, Y, Milani, L, Montgomery, GW, Myhre, R, Nelson, CP, Nyholt, DR, Ollier, WER, Palotie, A, Paternoster, L, Pedersen, NL, Petrovic, KE, Porteous, DJ, Raikkonen, K, Ring, SM, Robino, A, Rostapshova, O, Rudan, I, Rustichini, A, Salomaa, V, Sanders, AR, Sarin, AP, Schmidt, Heléna, Scott, RJ, Smith, BH, Smith, JA, Staessen, JA, Steinhagen-Thiessen, E, Strauch, K, Terracciano, A, Tobin, MD, Ulivi, S, Vaccargiu, S, Quaye, L, van Rooij, FJA, Venturini, C, Vinkhuyzen, AAE, Volker, U, Volzke, H, Vonk, JM, Vozzi, D, Waage, J, Ware, EB, Willemsen, G, Attia, JR, Bennett, DA, Berger, K, Bertram, L, Bisgaard, H, Boomsma, DI, Borecki, IB, Bultmann, U, Chabris, CF, Cucca, F, Cusi, D, Deary, IJ, Dedoussis, GV, Duijn, Cornelia, Eriksson, JG, Franke, B, Franke, L, Gasparini, P, Gejman, PV, Gieger, C, Grabe, HJ, Gratten, J, Groenen, Patrick, Gudnason, V, van der Harst, P, Hayward, C, Hinds, DA, Hoffmann, W, Hyppnen, E, Iacono, WG, Jacobsson, B, Jarvelin, MR, Jockel, KH, Kaprio, J, Kardia, SLR, Lehtimaki, T, Lehrer, SF, Magnusson, PKE, Martin, NG, McGue, M, Metspalu, A, Pendleton, N, Penninx, BWJH, Perola, M, Pirastu, N, Pirastu, M, Polasek, O, Posthuma, Daniëlle, Power, C, Province, MA, Samani, NJ, Schlessinger, D, Schmidt, R, Sorensen, TIA, Spector, TD, Stefansson, K, Thorsteinsdottir, U, Thurik, Roy, Timpson, NJ, Tiemeier, Henning, Tung, JY, Uitterlinden, André, Vitart, V, Vollenweider, P, Weir, DR, Wilson, JF, Wright, AF, Conley, DC, Krueger, RF, Smith, GD, Hofman, Bert, Laibson, DI, Medland, SE, Meyer, MN, Yang, Jiaqi, Johannesson, M, Visscher, PM, Esko, T, Koellinger, PD, Cesarini, D, and Benjamin, DJ
Abstract: Educational attainment is strongly influenced by social and other environmental factors, but genetic factors are estimated to account for at least 20% of the variation across individuals(1). Here we report the results of a genome-wide association study (GWAS) for educational attainment that extends our earlier discovery sample(1,2) of 101,069 individuals to 293,723 individuals, and a replication study in an independent sample of 111,349 individuals from the UK Biobank. We identify 74 genome-wide significant loci associated with the number of years of schooling completed. Single-nucleotide polymorphisms associated with educational attainment are disproportionately found in genomic regions regulating gene expression in the fetal brain. Candidate genes are preferentially expressed in neural tissue, especially during the prenatal period, and enriched for biological pathways involved in neural development. Our findings demonstrate that, even for a behavioural phenotype that is mostly environmentally determined, a well-powered GWAS identifies replicable associated genetic variants that suggest biologically relevant pathways. Because educational attainment is measured in large numbers of individuals, it will continue to be useful as a proxy phenotype in efforts to characterize the genetic influences of related phenotypes, including cognition and neuropsychiatric diseases.
Published: 2016

22. Genome-wide associations for birth weight and correlations with adult disease

Author: Horikoshi, M, Beaumont, RN, Day, FR, Warrington, NM, Kooijman, MN, Fernandez-Tajes, J, Feenstra, B, Van Zuydam, NR, Gaulton, KJ, Grarup, N, Bradfield, JP, Strachan, DP, Li-Gao, R, Ahluwalia, TS, Kreiner, E, Rueedi, R, Lyytikäinen, L-P, Cousminer, DL, Wu, Y, Thiering, E, Wang, CA, Have, CT, Hottenga, J-J, Vilor-Tejedor, N, Joshi, PK, Boh, ETH, Ntalla, I, Pitkänen, N, Mahajan, A, Van Leeuwen, EM, Joro, R, Lagou, V, Nodzenski, M, Diver, LA, Zondervan, KT, Bustamante, M, Marques-Vidal, P, Mercader, JM, Bennett, AJ, Rahmioglu, N, Nyholt, DR, Ma, RCW, Tam, CHT, Tam, WH, CHARGE Consortium Hematology Working Group, Ganesh, SK, Van Rooij, FJA, Jones, SE, Loh, P-R, Ruth, KS, Tuke, MA, Tyrrell, J, Wood, AR, Yaghootkar, H, Scholtens, DM, Paternoster, L, Prokopenko, I, Kovacs, P, Atalay, M, Willems, SM, Panoutsopoulou, K, Wang, X, Carstensen, L, Geller, F, Schraut, KE, Murcia, M, Van Beijsterveldt, CEM, Willemsen, G, Appel, EVR, Fonvig, CE, Trier, C, Tiesler, CMT, Standl, M, Kutalik, Z, Bonàs-Guarch, S, Hougaard, DM, Sánchez, F, Torrents, D, Waage, J, Hollegaard, MV, De Haan, HG, Rosendaal, FR, Medina-Gomez, C, Ring, SM, Hemani, G, McMahon, G, Robertson, NR, Groves, CJ, Langenberg, C, Luan, J, Scott, RA, Zhao, JH, Mentch, FD, MacKenzie, SM, Reynolds, RM, Early Growth Genetics (EGG) Consortium, Lowe, WL, Tönjes, A, Stumvoll, M, Lindi, V, Lakka, TA, Van Duijn, CM, Kiess, W, Körner, A, Sørensen, TIA, Niinikoski, H, Pahkala, K, Raitakari, OT, Zeggini, E, Dedoussis, GV, Teo, Y-Y, Saw, S-M, Melbye, M, Campbell, H, Wilson, JF, Vrijheid, M, De Geus, EJCN, Boomsma, DI, Kadarmideen, HN, Holm, J-C, Hansen, T, Sebert, S, Hattersley, AT, Beilin, LJ, Newnham, JP, Pennell, CE, Heinrich, J, Adair, LS, Borja, JB, Mohlke, KL, Eriksson, JG, Widén, E, Kähönen, M, Viikari, JS, Lehtimäki, T, Vollenweider, P, Bønnelykke, K, Bisgaard, H, Mook-Kanamori, DO, Hofman, A, Rivadeneira, F, Uitterlinden, AG, Pisinger, C, Pedersen, O, Power, C, Hyppönen, E, Wareham, NJ, Hakonarson, H, Davies, E, Walker, BR, Jaddoe, VWV, Järvelin, M-R, Grant, SFA, Vaag, AA, Lawlor, DA, Frayling, TM, Smith, GD, Morris, AP, Ong, KK, Felix, JF, Timpson, NJ, Perry, JRB, Evans, DM, McCarthy, MI, and Freathy, RM
Subjects: quantitative trait, hypertension, intrauterine growth, genome-wide association studies, metabolic disorders, 3. Good health
Abstract: Birth weight (BW) has been shown to be influenced by both fetal and maternal factors and in observational studies is reproducibly associated with future risk of adult metabolic diseases including type 2 diabetes (T2D) and cardiovascular disease. These life-course associations have often been attributed to the impact of an adverse early life environment. Here, we performed a multi-ancestry genome-wide association study (GWAS) meta-analysis of BW in 153,781 individuals, identifying 60 loci where fetal genotype was associated with BW ($\textit{P}$ < 5 × 10$^{-8}$). Overall, approximately 15% of variance in BW was captured by assays of fetal genetic variation. Using genetic association alone, we found strong inverse genetic correlations between BW and systolic blood pressure ($\textit{R}$ $_{g}$ = -0.22, $\textit{P}$ = 5.5 × 10$^{-13}$), T2D ($\textit{R}$ $_{g}$ = -0.27, $\textit{P}$ = 1.1 × 10$^{-6}$) and coronary artery disease ($\textit{R}$ $_{g}$ = -0.30, $\textit{P}$ = 6.5 × 10$^{-9}$). In addition, using large -cohort datasets, we demonstrated that genetic factors were the major contributor to the negative covariance between BW and future cardiometabolic risk. Pathway analyses indicated that the protein products of genes within BW-associated regions were enriched for diverse processes including insulin signalling, glucose homeostasis, glycogen biosynthesis and chromatin remodelling. There was also enrichment of associations with BW in known imprinted regions ($\textit{P}$ = 1.9 × 10$^{-4}$). We demonstrate that life-course associations between early growth phenotypes and adult cardiometabolic disease are in part the result of shared genetic effects and identify some of the pathways through which these causal genetic effects are mediated.

23. Genomic analyses identify hundreds of variants associated with age at menarche and support a role for puberty timing in cancer risk

Author: Day, FR, Thompson, DJ, Helgason, H, Chasman, DI, Finucane, H, Sulem, P, Ruth, KS, Whalen, S, Sarkar, AK, Albrecht, E, Altmaier, E, Amini, M, Barbieri, CM, Boutin, T, Campbell, A, Demerath, E, Giri, A, He, C, Hottenga, JJ, Karlsson, R, Kolcic, I, Loh, P-R, Lunetta, KL, Mangino, M, Marco, B, McMahon, G, Medland, SE, Nolte, IM, Noordam, R, Nutile, T, Paternoster, L, Perjakova, N, Porcu, E, Rose, LM, Schraut, KE, Segrè, AV, Smith, AV, Stolk, L, Teumer, A, Andrulis, IL, Bandinelli, S, Beckmann, MW, Benitez, J, Bergmann, S, Bochud, M, Boerwinkle, E, Bojesen, SE, Bolla, MK, Brand, JS, Brauch, H, Brenner, H, Broer, L, Brüning, T, Buring, JE, Campbell, H, Catamo, E, Chanock, S, Chenevix-Trench, G, Corre, T, Couch, FJ, Cousminer, DL, Cox, A, Crisponi, L, Czene, K, Davey Smith, G, De Geus, EJCN, De Mutsert, R, De Vivo, I, Dennis, J, Devilee, P, Dos-Santos-Silva, I, Dunning, AM, Eriksson, JG, Fasching, PA, Fernández-Rhodes, L, Ferrucci, L, Flesch-Janys, D, Franke, L, Gabrielson, M, Gandin, I, Giles, GG, Grallert, H, Gudbjartsson, DF, Guénel, P, Hall, P, Hallberg, E, Hamann, U, Harris, TB, Hartman, CA, Heiss, G, Hooning, MJ, Hopper, JL, Hu, F, Hunter, DJ, Ikram, MA, Im, HK, Järvelin, M-R, Joshi, PK, Karasik, D, Kellis, M, Kutalik, Z, LaChance, G, Lambrechts, D, Langenberg, C, Launer, LJ, Laven, JSE, Lenarduzzi, S, Li, J, Lind, PA, Lindstrom, S, Liu, Y, Luan, J, Mägi, R, Mannermaa, A, Mbarek, H, McCarthy, MI, Meisinger, C, Meitinger, T, Menni, C, Metspalu, A, Michailidou, K, Milani, L, Milne, RL, Montgomery, GW, Mulligan, AM, Nalls, MA, Navarro, P, Nevanlinna, H, Nyholt, DR, Oldehinkel, AJ, O'Mara, TA, Padmanabhan, S, Palotie, A, Pedersen, N, Peters, A, Peto, J, Pharoah, PDP, Pouta, A, Radice, P, Rahman, I, Ring, SM, Robino, A, Rosendaal, FR, Rudan, I, Rueedi, R, Ruggiero, D, Sala, CF, Schmidt, MK, Scott, RA, Shah, M, Sorice, R, Southey, MC, Sovio, U, Stampfer, M, Steri, M, Strauch, K, Tanaka, T, Tikkanen, E, Timpson, NJ, Traglia, M, Truong, T, Tyrer, JP, Uitterlinden, AG, Edwards, DRV, Vitart, V, Völker, U, Vollenweider, P, Wang, Q, Widen, E, Van Dijk, KW, Willemsen, G, Winqvist, R, Wolffenbuttel, BHR, Zhao, JH, Zoledziewska, M, Zygmunt, M, Alizadeh, BZ, Boomsma, DI, Ciullo, M, Cucca, F, Esko, T, Franceschini, N, Gieger, C, Gudnason, V, Hayward, C, Kraft, P, Lawlor, DA, Magnusson, PKE, Martin, NG, Mook-Kanamori, DO, Nohr, EA, Polasek, O, Porteous, D, Price, AL, Ridker, PM, Snieder, H, Spector, TD, Stöckl, D, Toniolo, D, Ulivi, S, Visser, JA, Völzke, H, Wareham, NJ, Wilson, JF, LifeLines Cohort Study, InterAct Consortium, KConFab/AOCS Investigators, Endometrial Cancer Association Consortium, Ovarian Cancer Association Consortium, PRACTICAL Consortium, Spurdle, AB, Thorsteindottir, U, Pollard, KS, Easton, DF, Tung, JY, Chang-Claude, J, Hinds, D, Murray, A, Murabito, JM, Stefansson, K, Ong, KK, and Perry, JRB
Subjects: 2. Zero hunger, genome-wide association studies, cancer, reproductive disorders, 3. Good health
Abstract: The timing of puberty is a highly polygenic childhood trait that is epidemiologically associated with various adult diseases. Using 1000 Genomes Project–imputed genotype data in up to ~370,000 women, we identify 389 independent signals (P < 5 × 10$^{−8}$) for age at menarche, a milestone in female pubertal development. In Icelandic data, these signals explain ~7.4% of the population variance in age at menarche, corresponding to ~25% of the estimated heritability. We implicate ~250 genes via coding variation or associated expression, demonstrating significant enrichment in neural tissues. Rare variants near the imprinted genes MKRN3 and DLK1 were identified, exhibiting large effects when paternally inherited. Mendelian randomization analyses suggest causal inverse associations, independent of body mass index (BMI), between puberty timing and risks for breast and endometrial cancers in women and prostate cancer in men. In aggregate, our findings highlight the complexity of the genetic regulation of puberty timing and support causal links with cancer susceptibility.

24. ChemInform Abstract: Reactions of Cyclopalladated Benzylidene-aniline Schiff′s Base Complexes. Selective Synthesis of 2′-Substituted Schiffs Base Derivatives and the X-Ray Crystal Structure of the Dimer [Pd(μ-OAc)(5′-OCH3-C6H3CH = NC6H4-4-CH3)]2.

Author: ALBINATI, A., primary, PREGOSIN, P. S., additional, and RUEEDI, R., additional
Published: 1986
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25. Reactions of palladium(II) cyclometallated benzylideneaniline Schiff's bases. Some relative rates for the synthesis of ortho-substituted carbomethoxy derivatives via CO insertion

Author: Pregosin, P.S. and Rüedi, R.
Published: 1984
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26. Identification of 371 genetic variants for age at first sex and birth linked to externalising behaviour

Author: Mills, Melinda C., Tropf, Felix C., Brazel, David M., van Zuydam, Natalie, Vaez, Ahmad, Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand Kumar, Arindrarto, Wibowo, Awadalla, Philip, Battle, Alexis, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark W., Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Greg, Heijmans, Bastiaan T., Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johannes, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Markus, Marigorta, Urko M., Mei, Hailang, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthias, Nivard, Michel G., Penninx, Brenda W. J. H., Perola, Markus, Pervjakova, Natalia, Pierce, Brandon L., Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli T., Ripatti, Samuli, Rotzschke, Olaf, Rüeger, Sina, Saha, Ashis, Scholz, Markus, Schramm, Katharina, Seppälä, Ilkka, Slagboom, Eline P., Stehouwer, Coen D. A., Stumvoll, Michael, Sullivan, Patrick, ‘t Hoen, Peter A. C., Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, van Dongen, Jenny, van Iterson, Maarten, van Meurs, Joyce, Veldink, Jan H., Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Wijmenga, Cisca, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Zhang, Futao, Isaacs, Aaron, Pool, René, Jan Hottenga, Jouke, van Greevenbroek, Marleen M. J., van der Kallen, Carla J. H., Schalkwijk, Casper G., Zhernakova, Sasha, Tigchelaar, Ettje F., Beekman, Marian, Deelen, Joris, van Heemst, Diana, van den Berg, Leonard H., van Duijn, Cornelia M., Hofman, Bert A., Uitterlinden, André G., Jhamai, P. Mila, Verbiest, Michael, Suchiman, H. Eka D., Verkerk, Marijn, van der Breggen, Ruud, van Rooij, Jeroen, Lakenberg, Nico, Mei, Hailiang, van Galen, Michiel, Bot, Jan, Zhernakova, Dasha V., van ’t Hof, Peter, Nooren, Irene, Moed, Matthijs, Vermaat, Martijn, Luijk, René, van Dijk, Freerk, Kielbasa, Szymon M., Swertz, Morris A., van Zwet, Erik. W., Akimova, Evelina T., Bergmann, Sven, Boardman, Jason D., Brumat, Marco, Buring, Julie E., Cesarini, David, Chasman, Daniel I., Chavarro, Jorge E., Cocca, Massimiliano, Concas, Maria Pina, Davey-Smith, George, Davies, Gail, Deary, Ian J., Franco, Oscar, Gaskins, Audrey J., de Geus, Eco J. C., Gieger, Christian, Girotto, Giorgia, Grabe, Hans Jörgen, Gunderson, Erica P., Harris, Kathleen Mullan, Hartwig, Fernando P., He, Chunyan, Hill, W. David, Homuth, Georg, Horta, Bernando Lessa, Huang, Hongyang, Hyppӧnen, Elina, Ikram, M. Arfan, Johannesson, Magnus, Kamali, Zoha, Kavousi, Maryam, Kraft, Peter, Kühnel, Brigitte, Langenberg, Claudia, Lind, Penelope A., Luan, Jian’an, Mägi, Reedik, Magnusson, Patrik K. E., Mahajan, Anubha, Martin, Nicholas G., Mbarek, Hamdi, McCarthy, Mark I., McMahon, George, McQueen, Matthew B., Medland, Sarah E., Meitinger, Thomas, Metspalu, Andres, Mihailov, Evelin, Missmer, Stacey A., Møllegaard, Stine, Mook-Kanamori, Dennis O., Morgan, Anna, van der Most, Peter J., de Mutsert, Renée, Nolte, Ilja M., Noordam, Raymond, Peters, Annette, Power, Chris, Redmond, Paul, Rich-Edwards, Janet W., Ridker, Paul M., Rietveld, Cornelius A., Ring, Susan M., Rose, Lynda M., Rueedi, Rico, Stefánsson, Kári, Stöckl, Doris, Strauch, Konstantin, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Turman, Constance, Waldenberger, Melanie, Wareham, Nicholas J., Willemsen, Gonneke, Zhao, Jing Hau, Pers, Tune H., Snieder, Harold, Perry, John R. B., Ong, Ken K., den Hoed, Marcel, Barban, Nicola, Day, Felix R., Mills, M. C., Tropf, F. C., Brazel, D. M., van Zuydam, N., Vaez, A., Agbessi, M., Ahsan, H., Alves, I., Andiappan, A. K., Arindrarto, W., Awadalla, P., Battle, A., Beutner, F., Jan Bonder, M., Boomsma, D. I., Christiansen, M. W., Claringbould, A., Deelen, P., Esko, T., Fave, M. -J., Franke, L., Frayling, T., Gharib, S. A., Gibson, G., Heijmans, B. T., Hemani, G., Jansen, R., Kahonen, M., Kalnapenkis, A., Kasela, S., Kettunen, J., Kim, Y., Kirsten, H., Kovacs, P., Krohn, K., Kronberg, J., Kukushkina, V., Kutalik, Z., Lee, B., Lehtimaki, T., Loeffler, M., Marigorta, U. M., Mei, H., Milani, L., Montgomery, G. W., Muller-Nurasyid, M., Nauck, M., Nivard, M. G., Penninx, B. W. J. H., Perola, M., Pervjakova, N., Pierce, B. L., Powell, J., Prokisch, H., Psaty, B. M., Raitakari, O. T., Ripatti, S., Rotzschke, O., Rueger, S., Saha, A., Scholz, M., Schramm, K., Seppala, I., Slagboom, E. P., Stehouwer, C. D. A., Stumvoll, M., Sullivan, P., 't Hoen, P. A. C., Teumer, A., Thiery, J., Tong, L., Tonjes, A., van Dongen, J., van Iterson, M., van Meurs, J., Veldink, J. H., Verlouw, J., Visscher, P. M., Volker, U., Vosa, U., Westra, H. -J., Wijmenga, C., Yaghootkar, H., Yang, J., Zeng, B., Zhang, F., van Greevenbroek, M. M. J., Schalkwijk, C. G., Deelen, J., van Heemst, D., van Duijn, C. M., Hofman, B. A., Isaacs, A., Uitterlinden, A. G., Verbiest, M., Suchiman, H. E. D., Verkerk, M., van der Breggen, R., van Rooij, J., Lakenberg, N., Bot, J., Zhernakova, D. V., Luijk, R., Bonder, M. J., Swertz, M. A., van Zwet, E. W., Akimova, E. T., Bergmann, S., Boardman, J. D., Buring, J. E., Cesarini, D., Chasman, D. I., Chavarro, J. E., Cocca, M., Concas, M. P., Davey-Smith, G., Davies, G., Deary, I. J., Gaskins, A. J., de Geus, E. J. C., Gieger, C., Girotto, G., Grabe, H. J., Gunderson, E. P., Harris, K. M., Hartwig, F. P., He, C., Homuth, G., Horta, B. L., Jan Hottenga, J., Huang, H., Hyppӧnen, E., Ikram, M. A., Johannesson, M., Kamali, Z., Kavousi, M., Kraft, P., Kuhnel, B., Langenberg, C., Study, L. C., Lind, P. A., Luan, J., Magi, R., Magnusson, P. K. E., Mahajan, A., Martin, N. G., Mbarek, H., Mccarthy, M. I., Mcmahon, G., Mcqueen, M. B., Medland, S. E., Meitinger, T., Metspalu, A., Mihailov, E., Missmer, S. A., Mollegaard, S., Mook-Kanamori, D. O., Morgan, A., van der Most, P. J., de Mutsert, R., Noordam, R., Power, C., Redmond, P., Rich-Edwards, J. W., Ridker, P. M., Rietveld, C. A., Ring, S. M., Rose, L. M., Rueedi, R., Stefansson, K., Stockl, D., Strauch, K., Thurik, A. R., Timpson, N. J., Turman, C., Wareham, N. J., Willemsen, G., Zhao, J. H., Pers, T. H., Snieder, H., Perry, J. R. B., Ong, K. K., den Hoed, M., Barban, N., Day, F. R., Mills, Melinda C, Tropf, Felix C, Brazel, David M, van Zuydam, Natalie, Vaez, Ahmad, Pers, Tune H, Snieder, Harold, Perry, John RB, Ong, Ken K, den Hoed, Marcel, Barban, Nicola, Day, Felix R, Hyppӧnen, Elina, eQTLGen Consortium, BIOS Consortium, Human Reproductive Behaviour Consortium, Psychiatry, APH - Mental Health, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Digital Health, Consortium, eQTLGen, Consortium, BIOS, Consortium, Human Reproductive Behaviour, Mahajan, A, McCarthy, MI, Mills, Melinda C., Tropf, Felix C., Brazel, David M., Agbessi, Mawussé, Ahsan, Habibul, Alves, Isabel, Andiappan, Anand Kumar, Arindrarto, Wibowo, Awadalla, Philip, Battle, Alexi, Beutner, Frank, Jan Bonder, Marc, Boomsma, Dorret I., Christiansen, Mark W., Claringbould, Annique, Deelen, Patrick, Esko, Tõnu, Favé, Marie-Julie, Franke, Lude, Frayling, Timothy, Gharib, Sina A., Gibson, Greg, Heijmans, Bastiaan T., Hemani, Gibran, Jansen, Rick, Kähönen, Mika, Kalnapenkis, Anette, Kasela, Silva, Kettunen, Johanne, Kim, Yungil, Kirsten, Holger, Kovacs, Peter, Krohn, Knut, Kronberg, Jaanika, Kukushkina, Viktorija, Kutalik, Zoltan, Lee, Bernett, Lehtimäki, Terho, Loeffler, Marku, Marigorta, Urko M., Mei, Hailang, Milani, Lili, Montgomery, Grant W., Müller-Nurasyid, Martina, Nauck, Matthia, Nivard, Michel G., Penninx, Brenda W. J. H., Perola, Marku, Pervjakova, Natalia, Pierce, Brandon L., Powell, Joseph, Prokisch, Holger, Psaty, Bruce M., Raitakari, Olli T., Ripatti, Samuli, Rotzschke, Olaf, Rüeger, Sina, Saha, Ashi, Scholz, Marku, Schramm, Katharina, Seppälä, Ilkka, Slagboom, Eline P., Stehouwer, Coen D. A., Stumvoll, Michael, Sullivan, Patrick, ‘t Hoen, Peter A. C., Teumer, Alexander, Thiery, Joachim, Tong, Lin, Tönjes, Anke, van Dongen, Jenny, van Iterson, Maarten, van Meurs, Joyce, Veldink, Jan H., Verlouw, Joost, Visscher, Peter M., Völker, Uwe, Võsa, Urmo, Westra, Harm-Jan, Wijmenga, Cisca, Yaghootkar, Hanieh, Yang, Jian, Zeng, Biao, Zhang, Futao, Isaacs, Aaron, Pool, René, Jan Hottenga, Jouke, van Greevenbroek, Marleen M. J., van der Kallen, Carla J. H., Schalkwijk, Casper G., Zhernakova, Sasha, Tigchelaar, Ettje F., Beekman, Marian, Deelen, Jori, van Heemst, Diana, van den Berg, Leonard H., van Duijn, Cornelia M., Hofman, Bert A., Uitterlinden, André G., Jhamai, P. Mila, Verbiest, Michael, Suchiman, H. Eka D., Verkerk, Marijn, van der Breggen, Ruud, van Rooij, Jeroen, Lakenberg, Nico, Mei, Hailiang, van Galen, Michiel, Bot, Jan, Zhernakova, Dasha V., van ’t Hof, Peter, Nooren, Irene, Moed, Matthij, Vermaat, Martijn, Luijk, René, van Dijk, Freerk, Kielbasa, Szymon M., Swertz, Morris A., van Zwet, Erik. W., Akimova, Evelina T., Bergmann, Sven, Boardman, Jason D., Brumat, Marco, Buring, Julie E., Cesarini, David, Chasman, Daniel I., Chavarro, Jorge E., Cocca, Massimiliano, Concas, Maria Pina, Davey-Smith, George, Davies, Gail, Deary, Ian J., Franco, Oscar, Gaskins, Audrey J., de Geus, Eco J. C., Gieger, Christian, Girotto, Giorgia, Grabe, Hans Jörgen, Gunderson, Erica P., Harris, Kathleen Mullan, Hartwig, Fernando P., He, Chunyan, Hill, W. David, Homuth, Georg, Horta, Bernando Lessa, Huang, Hongyang, Ikram, M. Arfan, Johannesson, Magnu, Kamali, Zoha, Kavousi, Maryam, Kraft, Peter, Kühnel, Brigitte, Langenberg, Claudia, Lind, Penelope A., Luan, Jian’an, Mägi, Reedik, Magnusson, Patrik K. E., Mahajan, Anubha, Martin, Nicholas G., Mbarek, Hamdi, McCarthy, Mark I., McMahon, George, McQueen, Matthew B., Medland, Sarah E., Meitinger, Thoma, Metspalu, Andre, Mihailov, Evelin, Missmer, Stacey A., Møllegaard, Stine, Mook-Kanamori, Dennis O., Morgan, Anna, van der Most, Peter J., de Mutsert, Renée, Nolte, Ilja M., Noordam, Raymond, Peters, Annette, Power, Chri, Redmond, Paul, Rich-Edwards, Janet W., Ridker, Paul M., Rietveld, Cornelius A., Ring, Susan M., Rose, Lynda M., Rueedi, Rico, Stefánsson, Kári, Stöckl, Dori, Strauch, Konstantin, Thorleifsson, Gudmar, Thorsteinsdottir, Unnur, Thurik, A. Roy, Timpson, Nicholas J., Turman, Constance, Waldenberger, Melanie, Wareham, Nicholas J., Willemsen, Gonneke, Zhao, Jing Hau, Pers, Tune H., Perry, John R. B., Ong, Ken K., Day, Felix R., Sociology [until 2010], Biological Psychology, APH - Methodology, Sociology and Social Gerontology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Management and Organisation, Urology, Medical Informatics, Department of Marketing Management, Epidemiology, Internal Medicine, Radiology & Nuclear Medicine, Neurology, Applied Economics, and Life Course Epidemiology (LCE)
Subjects: Male, demography, genetic variants, reproductive biology, externalising behavior, environmental effects, Disease, Genome-wide association studies, Behavioral Neuroscience, 0302 clinical medicine, genetics, media_common, fertility, 0303 health sciences, Reproduction, Incidence (epidemiology), Coitus, Age Factors, Longevity, sexual intercourse, health, Spermatid differentiation, Single Nucleotide, Reproduction/genetics, 3. Good health, Behavioural genetics, Parturition/genetics, Female, infertility, Infertility, genetic variant, Adolescent, Social Psychology, media_common.quotation_subject, Experimental and Cognitive Psychology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, Reproductive biology, medicine, Humans, Polymorphism, behavioural genetics, first sexual intercourse, Genetic Association Studies, Demography, 030304 developmental biology, Parturition, Coitus/physiology, medicine.disease, externalising behaviour, Sexual intercourse, Fertility, age, 030217 neurology & neurosurgery, first birth
Abstract: Age at first sexual intercourse and age at first birth have implications for health and evolutionary fitness. In this genome-wide association study (age at first sexual intercourse, N = 387,338; age at first birth, N = 542,901), we identify 371 single-nucleotide polymorphisms, 11 sex-specific, with a 5–6% polygenic score prediction. Heritability of age at first birth shifted from 9% [CI = 4–14%] for women born in 1940 to 22% [CI = 19–25%] for those born in 1965. Signals are driven by the genetics of reproductive biology and externalising behaviour, with key genes related to follicle stimulating hormone (FSHB), implantation (ESR1), infertility and spermatid differentiation. Our findings suggest that polycystic ovarian syndrome may lead to later age at first birth, linking with infertility. Late age at first birth is associated with parental longevity and reduced incidence of type 2 diabetes and cardiovascular disease. Higher childhood socioeconomic circumstances and those in the highest polygenic score decile (90%+) experience markedly later reproductive onset. Results are relevant for improving teenage and late-life health, understanding longevity and guiding experimentation into mechanisms of infertility.
Published: 2021

27. Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci

Author: Yongmei Liu, Tuomas O. Kilpeläinen, Kenneth Rice, Ching-Ti Liu, Jin-Fang Chai, Donna K. Arnett, Dhananjay Vaidya, Nicholette D. Palmer, Lili Milani, Yuri Milaneschi, Leo-Pekka Lyytikäinen, Colleen M. Sitlani, Richard S. Cooper, Gudny Eiriksdottir, Daniel Levy, Jerome I. Rotter, Lihua Wang, Sven Bergmann, Yih Chung Tham, Thomas Meitinger, Lynne E. Wagenknecht, Virginia Fisher, Babatunde L. Salako, Vilmundur Gudnason, Bamidele O. Tayo, Caizheng Yu, Barry I. Freedman, Muhammad Riaz, Kaare Christensen, Ulrich Broeckel, W. James Gauderman, Massimiliano Cocca, Eric Boerwinkle, Meian He, Rob M. van Dam, M. Arfan Ikram, Lisa de las Fuentes, Jiang He, Aldi T. Kraja, Nancy L. Pedersen, Albert V. Smith, Woon-Puay Koh, Bernardo L. Horta, He Gao, Traci M. Bartz, Mike A. Nalls, Federica Laguzzi, Raymond Noordam, Paul M. Ridker, Tien Yin Wong, Patricia B. Munroe, Paul S. de Vries, Adolfo Correa, Maris Alver, Dan E. Arking, Colin A. McKenzie, John M. Starr, Chi Charles Gu, Dongfeng Gu, Stefan Weiss, Patricia A. Peyser, Jessica D. Faul, Xu Chen, Jill M. Norris, Patrik K. E. Magnusson, Tamar Sofer, Ioanna Ntalla, Xiuqing Guo, Paul Elliott, Lawrence F. Bielak, Konstantin Strauch, Xueling Sim, Norihiro Kato, Evangelos Evangelou, Ilja M. Nolte, Steven C. Hunt, Mario Sims, Giorgia Girotto, Chuan Gao, Pamela J. Schreiner, Philippe Froguel, Archie Campbell, Xiao-Ou Shu, Claude Bouchard, Kurt Lohman, David R. Weir, José Eduardo Krieger, Yii-Der Ida Chen, Rainer Rauramaa, Walter Palmas, Cornelia M. van Duijn, James M. Shikany, Michael M. Province, Jennifer A. Smith, Wei Zheng, Xiaofeng Zhu, Jianjun Liu, Ozren Polasek, Alexandre C. Pereira, Diane M. Becker, Kari E. North, Salman M. Tajuddin, Deng Xuan, Leslie J. Raffel, Jie Yao, Astrid Petersmann, Ervin F. Fox, Mark J. Caulfield, Daniel I. Chasman, Jasmin Divers, Claudia P. Cabrera, Rico Rueedi, M. Yldau van der Ende, Carl D. Langefeld, Mika Kähönen, Terrence Forrester, Tangchun Wu, Harold Snieder, Caroline Hayward, Tamara B. Harris, Fang-Chi Hsu, Helen R. Warren, Brenda W.J.H. Penninx, Chiea Chuen Khor, Ruifang Li-Gao, Changwei Li, Sami Heikkinen, Jeffrey R. O'Connell, Christian Gieger, Michele K. Evans, Ching-Yu Cheng, Jingjing Liang, Stephen B. Kritchevsky, Gregory L. Burke, Donald W. Bowden, Alexander Teumer, Marcus Dörr, Alanna C. Morrison, Jian-Min Yuan, Annette Peters, Dennis O. Mook-Kanamori, Pedro Marques-Vidal, Pirjo Komulainen, Lisa R. Yanek, Melanie Waldenberger, Alisa K. Manning, Charles N. Rotimi, Chew-Kiat Heng, Tõnu Esko, Franco Giulianini, Miao Li Chee, Treva Rice, David J. Porteous, Yechiel Friedlander, Bing Yu, Myriam Fornage, Karin Leander, Dina Vojinovic, Sharon L.R. Kardia, Xiaoyin Li, Najaf Amin, Karen Schwander, Thomas T. Perls, Oscar Leonel Rueda-Ochoa, Erin B. Ware, Ya Xing Wang, Sandosh Padmanabhan, H. Janaka de Silva, André G. Uitterlinden, Rajkumar Dorajoo, Bruna Gigante, Jennifer A. Brody, Paolo Gasparini, Maryam Kavousi, Wanqing Wen, Stephen Sidney, Alan B. Zonderman, Michael R. Brown, Tuomo Rankinen, Timo A. Lakka, Yun Ju Sung, Alaitz Poveda, Bruce M. Psaty, Terho Lehtimäki, Tanika N. Kelly, Igor Rudan, Brigitte Kühnel, Christopher P. Nelson, John M. C. Connell, Mickaël Canouil, Niek Verweij, Thomas W. Winkler, Ian J. Deary, Marco Brumat, Yize Li, Fumihiko Takeuchi, Wei Zhao, Andres Metspalu, Marguerite R. Irvin, David C. Liewald, Pim van der Harst, Hugues Aschard, Candace M. Kammerer, Melissa A. Richard, Adesola Ogunniyi, Wen Bin Wei, Morris A. Swertz, Fernando Pires Hartwig, Dabeeru C. Rao, Reedik Mägi, Solomon K. Musani, Mathilde Boissel, Jonathan Marten, Nilesh J. Samani, Amy R. Bentley, Sarah E. Harris, Charumathi Sabanayagam, Mary F. Feitosa, Jost B. Jonas, Andrea R. V. R. Horimoto, Paul W. Franks, E. Shyong Tai, Medical Research Council (MRC), de las Fuentes, L., Sung, Y. J., Noordam, R., Winkler, T., Feitosa, M. F., Schwander, K., Bentley, A. R., Brown, M. R., Guo, X., Manning, A., Chasman, D. I., Aschard, H., Bartz, T. M., Bielak, L. F., Campbell, A., Cheng, C. -Y., Dorajoo, R., Hartwig, F. P., Horimoto, A. R. V. R., Li, C., Li-Gao, R., Liu, Y., Marten, J., Musani, S. K., Ntalla, I., Rankinen, T., Richard, M., Sim, X., Smith, A. V., Tajuddin, S. M., Tayo, B. O., Vojinovic, D., Warren, H. R., Xuan, D., Alver, M., Boissel, M., Chai, J. -F., Chen, X., Christensen, K., Divers, J., Evangelou, E., Gao, C., Girotto, G., Harris, S. E., He, M., Hsu, F. -C., Kuhnel, B., Laguzzi, F., Li, X., Lyytikainen, L. -P., Nolte, I. M., Poveda, A., Rauramaa, R., Riaz, M., Rueedi, R., Shu, X. -O., Snieder, H., Sofer, T., Takeuchi, F., Verweij, N., Ware, E. B., Weiss, S., Yanek, L. R., Amin, N., Arking, D. E., Arnett, D. K., Bergmann, S., Boerwinkle, E., Brody, J. A., Broeckel, U., Brumat, M., Burke, G., Cabrera, C. P., Canouil, M., Chee, M. L., Chen, Y. -D. I., Cocca, M., Connell, J., de Silva, H. J., de Vries, P. S., Eiriksdottir, G., Faul, J. D., Fisher, V., Forrester, T., Fox, E. F., Friedlander, Y., Gao, H., Gigante, B., Giulianini, F., Gu, C. C., Gu, D., Harris, T. B., He, J., Heikkinen, S., Heng, C. -K., Hunt, S., Ikram, M. A., Irvin, M. R., Kahonen, M., Kavousi, M., Khor, C. C., Kilpelainen, T. O., Koh, W. -P., Komulainen, P., Kraja, A. T., Krieger, J. E., Langefeld, C. D., Li, Y., Liang, J., Liewald, D. C. M., Liu, C. -T., Liu, J., Lohman, K. K., Magi, R., Mckenzie, C. A., Meitinger, T., Metspalu, A., Milaneschi, Y., Milani, L., Mook-Kanamori, D. O., Nalls, M. A., Nelson, C. P., Norris, J. M., O'Connell, J., Ogunniyi, A., Padmanabhan, S., Palmer, N. D., Pedersen, N. L., Perls, T., Peters, A., Petersmann, A., Peyser, P. A., Polasek, O., Porteous, D. J., Raffel, L. J., Rice, T. K., Rotter, J. I., Rudan, I., Rueda-Ochoa, O. -L., Sabanayagam, C., Salako, B. L., Schreiner, P. J., Shikany, J. M., Sidney, S. S., Sims, M., Sitlani, C. M., Smith, J. A., Starr, J. M., Strauch, K., Swertz, M. A., Teumer, A., Tham, Y. C., Uitterlinden, A. G., Vaidya, D., van der Ende, M. Y., Waldenberger, M., Wang, L., Wang, Y. -X., Wei, W. -B., Weir, D. R., Wen, W., Yao, J., Yu, B., Yu, C., Yuan, J. -M., Zhao, W., Zonderman, A. B., Becker, D. M., Bowden, D. W., Deary, I. J., Dorr, M., Esko, T., Freedman, B. I., Froguel, P., Gasparini, P., Gieger, C., Jonas, J. B., Kammerer, C. M., Kato, N., Lakka, T. A., Leander, K., Lehtimaki, T., Magnusson, P. K. E., Marques-Vidal, P., Penninx, B. W. J. H., Samani, N. J., van der Harst, P., Wagenknecht, L. E., Wu, T., Zheng, W., Zhu, X., Bouchard, C., Cooper, R. S., Correa, A., Evans, M. K., Gudnason, V., Hayward, C., Horta, B. L., Kelly, T. N., Kritchevsky, S. B., Levy, D., Palmas, W. R., Pereira, A. C., Province, M. M., Psaty, B. M., Ridker, P. M., Rotimi, C. N., Tai, E. S., van Dam, R. M., van Duijn, C. M., Wong, T. Y., Rice, K., Gauderman, W. J., Morrison, A. C., North, K. E., Kardia, S. L. R., Caulfield, M. J., Elliott, P., Munroe, P. B., Franks, P. W., Rao, D. C., Fornage, M., Washington University in Saint Louis (WUSTL), Leiden University Medical Center (LUMC), University of Regensburg, Washington University School of Medicine in St. Louis, National Institutes of Health [Bethesda] (NIH), Harbor UCLA Medical Center [Torrance, Ca.], Massachusetts General Hospital [Boston], Département de Biologie Computationnelle - Department of Computational Biology, Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS), Harvard School of Public Health, Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283 (GI3M), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lille-Centre National de la Recherche Scientifique (CNRS), The University of Texas Health Science Center at Houston (UTHealth), Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Mental Health, APH - Digital Health, Universiteit Leiden, Institut Pasteur [Paris] (IP)-Centre National de la Recherche Scientifique (CNRS), Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283 (EGENODIA (GI3M)), Lifelines Cohort Study, Epidemiology, Radiology & Nuclear Medicine, Internal Medicine, Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), and Cardiovascular Centre (CVC)
Subjects: 0301 basic medicine, CORONARY-HEART-DISEASE, SOCIOECONOMIC-STATUS, RISK-FACTORS, CARDIOVASCULAR-DISEASE, ESSENTIAL-HYPERTENSION, C825T POLYMORPHISM, SOCIAL-CLASS, ASSOCIATION, EXPRESSION, VARIANTS, Blood Pressure, Genome, 0302 clinical medicine, 11 Medical and Health Sciences, Genetics, Psychiatry, [STAT.AP]Statistics [stat]/Applications [stat.AP], 17 Psychology and Cognitive Sciences, Psychiatry and Mental health, Meta-analysis, Hypertension, [STAT.ME]Statistics [stat]/Methodology [stat.ME], Life Sciences & Biomedicine, GNB3, Biochemistry & Molecular Biology, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Cellular and Molecular Neuroscience, Lifelines Cohort Study, SDG 3 - Good Health and Well-being, Humans, Risk factor, Molecular Biology, Gene, Science & Technology, Neurosciences, Epistasis, Genetic, 06 Biological Sciences, Genetic architecture, Educational attainment, 030104 developmental biology, Blood pressure, [SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics, Genetic Loci, [SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie, Neurosciences & Neurology, [INFO.INFO-BI]Computer Science [cs]/Bioinformatics [q-bio.QM], Blood Pressure/genetics, Genome-Wide Association Study, Hypertension/genetics, 030217 neurology & neurosurgery
Abstract: Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10 -8 ). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.
Published: 2020

28. A catalog of genetic loci associated with kidney function from analyses of a million individuals

Author: Wuttke, Matthias, Li, Yong, Li, Man, Sieber, Karsten B., Feitosa, Mary F., Gorski, Mathias, Tin, Adrienne, Wang, Lihua, Chu, Audrey Y., Hoppmann, Anselm, Kirsten, Holger, Giri, Ayush, Chai, Jin-Fang, Sveinbjornsson, Gardar, Tayo, Bamidele O., Nutile, Teresa, Fuchsberger, Christian, Marten, Jonathan, Cocca, Massimiliano, Ghasemi, Sahar, Xu, Yizhe, Horn, Katrin, Noce, Damia, van der Most, Peter J., Sedaghat, Sanaz, Yu, Zhi, Akiyama, Masato, Afaq, Saima, Ahluwalia, Tarunveer S., Almgren, Peter, Amin, Najaf, Ärnlöv, Johan, Bakker, Stephan J. L., Bansal, Nisha, Baptista, Daniela, Bergmann, Sven, Biggs, Mary L., Biino, Ginevra, Boehnke, Michael, Boerwinkle, Eric, Boissel, Mathilde, Bottinger, Erwin P., Boutin, Thibaud S., Brenner, Hermann, Brumat, Marco, Burkhardt, Ralph, Butterworth, Adam S., Campana, Eric, Campbell, Archie, Campbell, Harry, Canouil, Mickaël, Carroll, Robert J., Catamo, Eulalia, Chambers, John C., Chee, Miao-Ling, Chee, Miao-Li, Chen, Xu, Cheng, Ching-Yu, Cheng, Yurong, Christensen, Kaare, Cifkova, Renata, Ciullo, Marina, Pina Concas, Maria, Cook, James P., Coresh, Josef, Corre, Tanguy, Sala, Cinzia Felicita, Cusi, Daniele, Danesh, John, Daw, E. Warwick, de Borst, Martin H., De Grandi, Alessandro, de Mutsert, Renée, de Vries, Aiko P. J., Degenhardt, Frauke, Delgado, Graciela, Demirkan, Ayse, Di Angelantonio, Emanuele, Dittrich, Katalin, Divers, Jasmin, Dorajoo, Rajkumar, Eckardt, Kai-Uwe, Ehret, Georg, Elliott, Paul, Endlich, Karlhans, Evans, Michele K., Felix, Janine F., Foo, Valencia Hui Xian, Franco, Oscar H., Franke, Andre, Freedman, Barry I., Freitag-Wolf, Sandra, Friedlander, Yechiel, Froguel, Philippe, Gansevoort, Ron T., Gao, He, Gasparini, Paolo, Gaziano, J. Michael, Giedraitis, Vilmantas, Gieger, Christian, Girotto, Giorgia, Giulianini, Franco, Gögele, Martin, Gordon, Scott D., Gudbjartsson, Daniel F., Gudnason, Vilmundur, Haller, Toomas, Hamet, Pavel, Harris, Tamara B., Hartman, Catharina A., Hayward, Caroline, Hellwege, Jacklyn N., Heng, Chew-Kiat, Hickst, Andrew A., Hofer, Edith, Huang, Wei, Hutri-Kähönen, Nina, Hwang, Shih-Jen, ikram, M. Arfan, indridason, Olafur S., Ingelsson, Erik, ising, Marcus, Jaddoe, Vincent W. V., Jakobsdottir, Johanna, Jonas, Jost B, Joshi, Peter K., Shilpa Josyula, Navya, Jung, Bettina, Kähönen, Mika, Kamatani, Yoichiro, Kammerer, Candace M., Kanai, Masahiro, Kastarinen, Mika, Kerr, Shona M., Khor, Chiea-Chuen, Kiess, Wieland, Kleber, Marcus E., Koenig, Wolfgang, Kooner, Jaspal S., Körner, Antje, Kovacs, Peter, Kraja, Aldi T., Krajcoviechova, Alena, Kramer, Holly, Krämer, Bernhard K., Kronenberg, Florian, Kubo, Michiaki, Kühnel, Brigitte, Kuokkanen, Mikko, Kuusisto, Johanna, La Bianca, Martina, Laakso, Markku, Lange, Leslie A., Langefeld, Carl D., Jen-Mai Lee, Jeannette, Lehne, Benjamin, Lehtimäki, Terho, Lieb, Wolfgang, Cohort Study, Lifelines, Lim, Su-Chi, Lind, Lars, Lindgren, Cecilia M., Liu, Jun, Liu, Jianjun, Loeffler, Markus, Loos, Ruth J. F., Lucae, Susanne, Ann Lukas, Mary, Lyytikäinen, Leo-Pekka, Mägi, Reedik, Magnusson, Patrik K. E., Mahajan, Anubha, Martin, Nicholas G., Martins, Jade, März, Winfried, Mascalzoni, Deborah, Matsuda, Koichi, Christa Meisinger, Meitinger, Thomas, Melander, Olle, Metspalu, Andres, Mikaelsdottir, Evgenia K., Milaneschi, Yuri, Miliku, Kozeta, Mishra, Pashupati P., Veteran Program, V. A. Million, Mohlke, Karen L., Mononen, Nina, Montgomery, Grant W., Mook-Kanamori, Dennis O., Mychaleckyj, Josyf C., Nadkarni, Girish N, Nalls, Mike A., Nauck, Matthias, Nikus, Kjell, Ning, Boting, Nolte, ilja M., Noordam, Raymond, O’Connell, Jeffrey, O’Donoghue, Michelle L., Olafsson, Isleifur, Oldehinkel, Albertine J., Orho-Melander, Marju, Ouwehand, Willem H., Padmanabhan, Sandosh, Palmer, Nicholette D., Palsson, Runolfur, Penninx, Brenda W. J. H., Perls, Thomas, Perola, Markus, Pirastu, Mario, Pirastu, Nicola, Pistis, Giorgio, Podgornaia, Anna I., Polasek, Ozren, Ponte, Belen, Porteous, David J., Poulain, Tanja, Pramstaller, Peter P., Preuss, Michael H., Prins, Bram P., Province, Michael A., Rabelink, Ton J., Raffield, Laura M., Raitakari, Olli T., Reilly, Dermot F., Rettig, Rainer, Rheinberger, Myriam, Rice, Kenneth M., Ridker, Paul M., Rivadeneira, Fernando, Rizzi, Federica, Roberts, David J., Robino, Antonietta, Rossing, Peter, Rudan, Igor, Rueedi, Rico, Ruggiero, Daniela, Ryan, Kathleen A., Saba, Yasaman, Sabanayagam, Charumathi, Salomaa, Veikko, Salvi, Erika, Saum, Kai-Uwe, Schmidt, Helena, Schmidt, Reinhold, Schöttker, Ben, Schulz, Christina-Alexandra, Schupf, Nicole, Shaffer, Christian M., Shi, Yuan, Smith, Albert V., Smith, Blair H., Soranzo, Nicole, Spracklen, Cassandra N., Strauch, Konstantin, Stringham, Heather M., Stumvoll, Michael, Svensson, Per O., Szymczak, Silke, Tai, E-Shyong, Tajuddin, Salman M., Tan, Nicholas Y. Q., Taylor, Kent D., Teren, Andrej, Tham, Yih-Chung, Thiery, Joachim, Thio, Chris H. L., Thomsen, Hauke, Thorleifsson, Gudmar, Toniolo, Daniela, Tönjes, Anke, Tremblay, Johanne, Tzoulaki, Ioanna, Uitterlinden, André G., Vaccargiu, Simona, van Dam, Rob M., van der Harst, Pim, van Duijn, Cornelia M., Velez Edward, Digna R., Verweij, Niek, Vogelezang, suzanne, Völker, üwe, Vollenweider, Peter, Waeber, Gerard, Waldenberger, Melanie, Wallentin, Lars, Wang, Ya Xing, Wang, Chaolong, Waterworth, Dawn M., Bin Wei, Wen, White, Harvey, Whitfield, John B., Wild, Sarah H., Wilson, James F., Wojczynski, Mary K., Wong, Charlene, Wong, Tien-Yin, Xu, Liang, Yang, Qiong, Yasuda, Masayuki, Yerges-Armstrong, Laura M., Zhang, Weihua, Zonderman, Alan B., Rotter, Jerome I., Bochud, Murielle, Psaty, Bruce M., Vitart, Veronique, Wilson, James G., Dehghan, Abbas, Parsa, Afshin, Chasman, Daniel I., Ho, Kevin, Morris, Andrew P., Devuyst, Olivier, Akilesh, Shreeram, Pendergrass, Sarah A., Sim, Xueling, Böger, Carsten A., Okada, Yukinori, Edwards, Todd L., Snieder, Harold, Stefansson, Kari, Hung, Adriana M., Heid, Iris M., Markus Scholz, Teumer, Alexander, Köttgen, Anna, Pattaro, Cristian, Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Cardiovascular Centre (CVC), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Internal Medicine, Epidemiology, Erasmus MC other, Pediatrics, Psychiatry, APH - Mental Health, APH - Digital Health, Wuttke, M, Li, Y, Li, M, Sieber, Kb, Feitosa, Mf, Gorski, M, Tin, A, Wang, L, Chu, Ay, Hoppmann, A, Kirsten, H, Giri, A, Chai, Jf, Sveinbjornsson, G, Tayo, Bo, Nutile, T, Fuchsberger, C, Marten, J, Cocca, M, Ghasemi, S, Xu, Y, Horn, K, Noce, D, van der Most, Pj, Sedaghat, S, Yu, Z, Akiyama, M, Afaq, S, Ahluwalia, T, Almgren, P, Amin, N, Ärnlöv, J, Bakker, Sjl, Bansal, N, Baptista, D, Bergmann, S, Biggs, Ml, Biino, G, Boehnke, M, Boerwinkle, E, Boissel, M, Bottinger, Ep, Boutin, T, Brenner, H, Brumat, M, Burkhardt, R, Butterworth, A, Campana, Eric, Campbell, A, Campbell, H, Canouil, M, Carroll, Rj, Catamo, E, Chambers, Jc, Chee, Ml, Chen, X, Cheng, Cy, Cheng, Y, Christensen, K, Cifkova, R, Ciullo, M, Concas, Mp, Cook, Jp, Coresh, J, Corre, T, Sala, Cf, Cusi, D, Danesh, J, Daw, Ew, de Borst, Mh, De Grandi, A, de Mutsert, R, de Vries, Apj, Degenhardt, F, Delgado, G, Demirkan, A, Di Angelantonio, E, Dittrich, K, Divers, J, Dorajoo, R, Eckardt, Ku, Ehret, G, Elliott, P, Endlich, K, Evans, Mk, Felix, Jf, Foo, Vhx, Franco, Oh, Franke, A, Freedman, Bi, Freitag-Wolf, S, Friedlander, Y, Froguel, P, Gansevoort, Rt, Gao, H, Gasparini, P, Gaziano, Jm, Giedraitis, V, Gieger, C, Girotto, G, Giulianini, F, Gögele, M, Gordon, Sd, Gudbjartsson, Df, Gudnason, V, Haller, T, Hamet, P, Harris, Tb, Hartman, Ca, Hayward, C, Hellwege, Jn, Heng, Ck, Hicks, Aa, Hofer, E, Huang, W, Hutri-Kähönen, N, Hwang, Sj, Ikram, Ma, Indridason, O, Ingelsson, E, Ising, M, Jaddoe, Vwv, Jakobsdottir, J, Jonas, Jb, Joshi, Pk, Josyula, N, Jung, B, Kähönen, M, Kamatani, Y, Kammerer, Cm, Kanai, M, Kastarinen, M, Kerr, Sm, Khor, Cc, Kiess, W, Kleber, Me, Koenig, W, Kooner, J, Körner, A, Kovacs, P, Kraja, At, Krajcoviechova, A, Kramer, H, Krämer, Bk, Kronenberg, F, Kubo, M, Kühnel, B, Kuokkanen, M, Kuusisto, J, La Bianca, M, Laakso, M, Lange, La, Langefeld, Cd, Lee, Jj, Lehne, B, Lehtimäki, T, Lieb, W, Lifelines Cohort, Study, Lim, Sc, Lind, L, Lindgren, Cm, Liu, J, Loeffler, M, Loos, Rjf, Lucae, S, Lukas, Ma, Lyytikäinen, Lp, Mägi, R, Magnusson, Pke, Mahajan, A, Martin, Ng, Martins, J, März, W, Mascalzoni, D, Matsuda, K, Meisinger, C, Meitinger, T, Melander, O, Metspalu, A, Mikaelsdottir, Ek, Milaneschi, Y, Miliku, K, Mishra, Pp, V. A., Million Veteran Program, Mohlke, Kl, Mononen, N, Montgomery, Gw, Mook-Kanamori, Do, Mychaleckyj, Jc, Nadkarni, Gn, Nalls, Ma, Nauck, M, Nikus, K, Ning, B, Nolte, Im, Noordam, R, O'Connell, J, O'Donoghue, Ml, Olafsson, I, Oldehinkel, Aj, Orho-Melander, M, Ouwehand, Wh, Padmanabhan, S, Palmer, Nd, Palsson, R, Penninx, Bwjh, Perls, T, Perola, M, Pirastu, M, Pirastu, N, Pistis, G, Podgornaia, Ai, Polasek, O, Ponte, B, Porteous, Dj, Poulain, T, Pramstaller, Pp, Preuss, Mh, Prins, Bp, Province, Ma, Rabelink, Tj, Raffield, Lm, Raitakari, Ot, Reilly, Df, Rettig, R, Rheinberger, M, Rice, Km, Ridker, Pm, Rivadeneira, F, Rizzi, F, Roberts, Dj, Robino, A, Rossing, P, Rudan, I, Rueedi, R, Ruggiero, D, Ryan, Ka, Saba, Y, Sabanayagam, C, Salomaa, V, Salvi, E, Saum, Ku, Schmidt, H, Schmidt, R, Schöttker, B, Schulz, Ca, Schupf, N, Shaffer, Cm, Shi, Y, Smith, Av, Smith, Bh, Soranzo, N, Spracklen, Cn, Strauch, K, Stringham, Hm, Stumvoll, M, Svensson, Po, Szymczak, S, Tai, E, Tajuddin, Sm, Tan, Nyq, Taylor, Kd, Teren, A, Tham, Yc, Thiery, J, Thio, Chl, Thomsen, H, Thorleifsson, G, Toniolo, D, Tönjes, A, Tremblay, J, Tzoulaki, I, Uitterlinden, Ag, Vaccargiu, S, van Dam, Rm, van der Harst, P, van Duijn, Cm, Velez Edward, Dr, Verweij, N, Vogelezang, S, Völker, U, Vollenweider, P, Waeber, G, Waldenberger, M, Wallentin, L, Wang, Yx, Wang, C, Waterworth, Dm, Bin Wei, W, White, H, Whitfield, Jb, Wild, Sh, Wilson, Jf, Wojczynski, Mk, Wong, C, Wong, Ty, Xu, L, Yang, Q, Yasuda, M, Yerges-Armstrong, Lm, Zhang, W, Zonderman, Ab, Rotter, Ji, Bochud, M, Psaty, Bm, Vitart, V, Wilson, Jg, Dehghan, A, Parsa, A, Chasman, Di, Ho, K, Morris, Ap, Devuyst, O, Akilesh, S, Pendergrass, Sa, Sim, X, Böger, Ca, Okada, Y, Edwards, Tl, Snieder, H, Stefansson, K, Hung, Am, Heid, Im, Scholz, M, Teumer, A, Köttgen, A, and Pattaro, C.
Subjects: catalog, Inheritance Patterns, Hasso-Plattner-Institut für Digital Engineering GmbH, Genome-wide association study, Disease, Kidney Function Tests, Bioinformatics, DISEASE, 0302 clinical medicine, Uromodulin/urine, kidney function, 11 Medical and Health Sciences, Genetics & Heredity, ddc:616, 0303 health sciences, Kidney, Genome-wide association, HERITABILITY, GENOME-WIDE ASSOCIATION, COMMON VARIANTS, RENAL-FUNCTION, TRANS-EQTLS, METAANALYSIS, TRANSPORTER, CLASSIFICATION, INTEGRATION, Chromosome Mapping, 3. Good health, Phenotype, medicine.anatomical_structure, Medical genetics, Common variants, Renal function, Trans-EQTLS, Metaanalysis, Heritability, Transporter, Life Sciences & Biomedicine, Glomerular Filtration Rate, Metaanalysi, medicine.medical_specialty, Genotype, European Continental Ancestry Group, Quantitative Trait Loci, Common variant, Quantitative trait locus, Biology, Polymorphism, Single Nucleotide, Article, White People, V. A. Million Veteran Program, 03 medical and health sciences, Quantitative Trait, Heritable, Lifelines Cohort Study, Uromodulin, Genetics, medicine, Humans, Genetic Predisposition to Disease, Renal Insufficiency, Chronic, Genetic Association Studies, 030304 developmental biology, Genetic association, Science & Technology, urogenital system, association, genetic loci, 06 Biological Sciences, medicine.disease, Renal Insufficiency, Chronic/genetics/physiopathology/urine, Genetic Association Studies/methods, ddc:000, 030217 neurology & neurosurgery, Developmental Biology, Genome-Wide Association Study, Kidney disease
Abstract: Chronic kidney disease (CKD) is responsible for a public health burden with multi-systemic complications. Through trans-ancestry meta-analysis of genome-wide association studies of estimated glomerular filtration rate (eGFR) and independent replication (n = 1,046,070), we identified 264 associated loci (166 new). Of these, 147 were likely to be relevant for kidney function on the basis of associations with the alternative kidney function marker blood urea nitrogen (n = 416,178). Pathway and enrichment analyses, including mouse models with renal phenotypes, support the kidney as the main target organ. A genetic risk score for lower eGFR was associated with clinically diagnosed CKD in 452,264 independent individuals. Colocalization analyses of associations with eGFR among 783,978 European-ancestry individuals and gene expression across 46 human tissues, including tubulo-interstitial and glomerular kidney compartments, identified 17 genes differentially expressed in kidney. Fine-mapping highlighted missense driver variants in 11 genes and kidney-specific regulatory variants. These results provide a comprehensive priority list of molecular targets for translational research.
Published: 2019

29. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders

Author: Symen Ligthart, Ahmad Vaez, Urmo Võsa, Maria G. Stathopoulou, Paul S. de Vries, Bram P. Prins, Peter J. Van der Most, Toshiko Tanaka, Elnaz Naderi, Lynda M. Rose, Ying Wu, Robert Karlsson, Maja Barbalic, Honghuang Lin, René Pool, Gu Zhu, Aurélien Macé, Carlo Sidore, Stella Trompet, Massimo Mangino, Maria Sabater-Lleal, John P. Kemp, Ali Abbasi, Tim Kacprowski, Niek Verweij, Albert V. Smith, Tao Huang, Carola Marzi, Mary F. Feitosa, Kurt K. Lohman, Marcus E. Kleber, Yuri Milaneschi, Christian Mueller, Mahmudul Huq, Efthymia Vlachopoulou, Leo-Pekka Lyytikäinen, Christopher Oldmeadow, Joris Deelen, Markus Perola, Jing Hua Zhao, Bjarke Feenstra, Marzyeh Amini, Jari Lahti, Katharina E. Schraut, Myriam Fornage, Bhoom Suktitipat, Wei-Min Chen, Xiaohui Li, Teresa Nutile, Giovanni Malerba, Jian’an Luan, Tom Bak, Nicholas Schork, Fabiola Del Greco M., Elisabeth Thiering, Anubha Mahajan, Riccardo E. Marioni, Evelin Mihailov, Joel Eriksson, Ayse Bilge Ozel, Weihua Zhang, Maria Nethander, Yu-Ching Cheng, Stella Aslibekyan, Wei Ang, Ilaria Gandin, Loïc Yengo, Laura Portas, Charles Kooperberg, Edith Hofer, Kumar B. Rajan, Claudia Schurmann, Wouter den Hollander, Tarunveer S. Ahluwalia, Jing Zhao, Harmen H.M. Draisma, Ian Ford, Nicholas Timpson, Alexander Teumer, Hongyan Huang, Simone Wahl, YongMei Liu, Jie Huang, Hae-Won Uh, Frank Geller, Peter K. Joshi, Lisa R. Yanek, Elisabetta Trabetti, Benjamin Lehne, Diego Vozzi, Marie Verbanck, Ginevra Biino, Yasaman Saba, Ingrid Meulenbelt, Jeff R. O’Connell, Markku Laakso, Franco Giulianini, Patrik K.E. Magnusson, Christie M. Ballantyne, Jouke Jan Hottenga, Grant W. Montgomery, Fernando Rivadineira, Rico Rueedi, Maristella Steri, Karl-Heinz Herzig, David J. Stott, Cristina Menni, Mattias Frånberg, Beate St. Pourcain, Stephan B. Felix, Tune H. Pers, Stephan J.L. Bakker, Peter Kraft, Annette Peters, Dhananjay Vaidya, Graciela Delgado, Johannes H. Smit, Vera Großmann, Juha Sinisalo, Ilkka Seppälä, Stephen R. Williams, Elizabeth G. Holliday, Matthijs Moed, Claudia Langenberg, Katri Räikkönen, Jingzhong Ding, Harry Campbell, Michele M. Sale, Yii-Der I. Chen, Alan L. James, Daniela Ruggiero, Nicole Soranzo, Catharina A. Hartman, Erin N. Smith, Gerald S. Berenson, Christian Fuchsberger, Dena Hernandez, Carla M.T. Tiesler, Vilmantas Giedraitis, David Liewald, Krista Fischer, Dan Mellström, Anders Larsson, Yunmei Wang, William R. Scott, Matthias Lorentzon, John Beilby, Kathleen A. Ryan, Craig E. Pennell, Dragana Vuckovic, Beverly Balkau, Maria Pina Concas, Reinhold Schmidt, Carlos F. Mendes de Leon, Erwin P. Bottinger, Margreet Kloppenburg, Lavinia Paternoster, Michael Boehnke, A.W. Musk, Gonneke Willemsen, David M. Evans, Pamela A.F. Madden, Mika Kähönen, Zoltán Kutalik, Magdalena Zoledziewska, Ville Karhunen, Stephen B. Kritchevsky, Naveed Sattar, Genevieve Lachance, Robert Clarke, Tamara B. Harris, Olli T. Raitakari, John R. Attia, Diana van Heemst, Eero Kajantie, Rossella Sorice, Giovanni Gambaro, Robert A. Scott, Andrew A. Hicks, Luigi Ferrucci, Marie Standl, Cecilia M. Lindgren, John M. Starr, Magnus Karlsson, Lars Lind, Jun Z. Li, John C. Chambers, Trevor A. Mori, Eco J.C.N. de Geus, Andrew C. Heath, Nicholas G. Martin, Juha Auvinen, Brendan M. Buckley, Anton J.M. de Craen, Melanie Waldenberger, Konstantin Strauch, Thomas Meitinger, Rodney J. Scott, Mark McEvoy, Marian Beekman, Cristina Bombieri, Paul M. Ridker, Karen L. Mohlke, Nancy L. Pedersen, Alanna C. Morrison, Dorret I. Boomsma, John B. Whitfield, David P. Strachan, Albert Hofman, Peter Vollenweider, Francesco Cucca, Marjo-Riitta Jarvelin, J. Wouter Jukema, Tim D. Spector, Anders Hamsten, Tanja Zeller, André G. Uitterlinden, Matthias Nauck, Vilmundur Gudnason, Lu Qi, Harald Grallert, Ingrid B. Borecki, Jerome I. Rotter, Winfried März, Philipp S. Wild, Marja-Liisa Lokki, Michael Boyle, Veikko Salomaa, Mads Melbye, Johan G. Eriksson, James F. Wilson, Brenda W.J.H. Penninx, Diane M. Becker, Bradford B. Worrall, Greg Gibson, Ronald M. Krauss, Marina Ciullo, Gianluigi Zaza, Nicholas J. Wareham, Albertine J. Oldehinkel, Lyle J. Palmer, Sarah S. Murray, Peter P. Pramstaller, Stefania Bandinelli, Joachim Heinrich, Erik Ingelsson, Ian J. Deary, Reedik Mägi, Liesbeth Vandenput, Pim van der Harst, Karl C. Desch, Jaspal S. Kooner, Claes Ohlsson, Caroline Hayward, Terho Lehtimäki, Alan R. Shuldiner, Donna K. Arnett, Lawrence J. Beilin, Antonietta Robino, Philippe Froguel, Mario Pirastu, Tine Jess, Wolfgang Koenig, Ruth J.F. Loos, Denis A. Evans, Helena Schmidt, George Davey Smith, P. Eline Slagboom, Gudny Eiriksdottir, Andrew P. Morris, Bruce M. Psaty, Russell P. Tracy, Ilja M. Nolte, Eric Boerwinkle, Sophie Visvikis-Siest, Alex P. Reiner, Myron Gross, Joshua C. Bis, Lude Franke, Oscar H. Franco, Emelia J. Benjamin, Daniel I. Chasman, Josée Dupuis, Harold Snieder, Abbas Dehghan, Behrooz Z. Alizadeh, H. Marike Boezen, Gerjan Navis, Marianne Rots, Morris Swertz, Bruce H.R. Wolffenbuttel, Cisca Wijmenga, Emelia Benjamin, Tarunveer Singh Ahluwalia, James Meigs, Russell Tracy, Josh Bis, Nathan Pankratz, Alex Rainer, James G. Wilson, Josee Dupuis, Bram Prins, Urmo Vaso, Maria Stathopoulou, Terho Lehtimaki, Yalda Jamshidi, Sophie Siest, Andre G. Uitterlinden, Mohammadreza Abdollahi, Renate Schnabel, Ursula M. Schick, Aldi Kraja, Yi-Hsiang Hsu, Daniel S. Tylee, Alyson Zwicker, Rudolf Uher, George Davey-Smith, Andrew Hicks, Cornelia M. van Duijn, Cavin Ward-Caviness, J. Rotter, Ken Rice, Leslie Lange, Eco de Geus, Kari Matti Makela, David Stacey, Johan Eriksson, Tim M. Frayling, Eline P. Slagboom, Erasmus University Medical Center [Rotterdam] (Erasmus MC), University Medical Center Groningen [Groningen] (UMCG), University of Isfahan, University of Tartu, Interactions Gène-Environnement en Physiopathologie Cardio-Vasculaire (IGE-PCV), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lorraine (UL), The University of Texas Health Science Center at Houston (UTHealth), National Institute on Aging [Bethesda, USA] (NIA), National Institutes of Health [Bethesda] (NIH), Brigham and Women's Hospital [Boston], University of North Carolina [Chapel Hill] (UNC), University of North Carolina System (UNC), Department of Medical Epidemiology and Biostatistics (MEB), Karolinska Institutet [Stockholm], University of Split, Boston University School of Medicine (BUSM), Boston University [Boston] (BU), Process & Energy Laboratory, Delft University of Technology (TU Delft), Grand Lyon : communauté urbaine de Lyon, Interuniversity Cardiology Institute Netherlands, Department of Twin Research and Genetic Epidemiology, King's College London, London, Huazhong University of Science and Technology [Wuhan] (HUST), Division of Statistical Genomics, Washington University School of Medicine, Department of Psychiatry, VU University Medical Center [Amsterdam], Institut fuer Theoretische Physik (Institut fuer Theoretische Physik), Universität Heidelberg [Heidelberg] = Heidelberg University, Molecular Epidemiology, MRC Epidemiology Unit, Institute of Metabolic Science, Addenbrooke's Hospital, Mahidol University [Bangkok], Northwest A and F University, Laboratoire d'Optimisation des Systèmes Industriels (LOSI), Institut Charles Delaunay (ICD), Université de Technologie de Troyes (UTT)-Centre National de la Recherche Scientifique (CNRS)-Université de Technologie de Troyes (UTT)-Centre National de la Recherche Scientifique (CNRS), Institute of Genetics and Biophysics, CNR, Naples, Università degli studi di Verona = University of Verona (UNIVR), Department of Molecular Medicine [Scripps Research Institute], The Scripps Research Institute [La Jolla, San Diego], Department of Physics, Indian Institute of Technology Kanpur (IIT Kanpur), Deptartment of Medical Biochemistry and Microbiology, Uppsala University, Department of Electrical and Computer Engineering [Waterloo] (ECE), University of Waterloo [Waterloo], University of Maryland School of Medicine, University of Maryland System, Institut National de l'Environnement Industriel et des Risques (INERIS), Institute of Pop. Genetics, CNR, Sassari, Interfaculty Institute for Genetics and Functional Genomics, Universität Greifswald - University of Greifswald, IT University of Copenhagen (ITU), Robertson Centre for Biostatistics, University of Glasgow, Centre for Causal Analyses in Translational Epidemiology, University of Bristol [Bristol]-Medical Research Council, King‘s College London, Jinan University [Guangzhou], Institute of Oceanology [China], School Medicine, University of Pittsburgh (PITT), Pennsylvania Commonwealth System of Higher Education (PCSHE)-Pennsylvania Commonwealth System of Higher Education (PCSHE), General Internal Medicine, Johns Hopkins School of Medicine, Johns Hopkins University School of Medicine [Baltimore], Shardna life science Pula Cagliari, Section Molecular Epidemiology, Leiden University Medical Center (LUMC), Department of Medicine, University of Eastern Finland-Kuopio University Hospital, Medstar Research Institute, Department of Cardiology, Ernst-Moritz-Arndt University, Center for Biological Sequence Analysis [Lyngby], Danmarks Tekniske Universitet = Technical University of Denmark (DTU), Department of Internal Medicine, University of Groningen and University Medical Center Groningen, Department of Epidemiology, Harvard School of Public Health, German Research Center for Environmental Health - Helmholtz Center München (GmbH), Metacohorts Consortium, INEOS Technologies (SWITZERLAND), MRC Epidemiology Unit, University of Cambridge [UK] (CAM)-Institute of Metabolic Science, University of Edinburgh, School of Population Health [Crawley, Western Australia], The University of Western Australia (UWA), Institute of Genetics and Biophysics, National Research Council of Italy | Consiglio Nazionale delle Ricerche (CNR), The Scripps Translational Science Institute and Scripps Health, Tulane Center for Cardiovascular Health, Tulane University Health Sciences Center, Centre for Population Health Sciences, Genomic Research Laboratory, Service of Infectious Disease, Hôpitaux Universitaires de Genève (HUG), Infectious diseases division, Department of internal medicine, Washington University in Saint Louis (WUSTL), Luleå University of Technology (LUT), Recherche en épidémiologie et biostatistique, Université Paris-Sud - Paris 11 (UP11)-Institut National de la Santé et de la Recherche Médicale (INSERM), Austrian Institute of Technology [Vienna] (AIT), Icahn School of Medicine at Mount Sinai [New York] (MSSM), Department of Rheumatology and Clinical Epidemiology, Leiden University Medical Center (LUMC), Department of Rheumatology and Clinical Epidemiology [Leiden University Medical Center] (LUMC), Leiden University Medical Center (LUMC), Universiteit Leiden-Universiteit Leiden-Leiden University Medical Center (LUMC), Universiteit Leiden-Universiteit Leiden, Department of Biostatistics and Center for Statistical Genetics, University of Michigan [Ann Arbor], University of Michigan System-University of Michigan System, University of Virginia, Tampere University Hospital, Department of Medical Genetics, Université de Lausanne = University of Lausanne (UNIL), Department of Pathological Biochemistry, Royal Infirmary, Oxford University, University of Oxford, University of Newcastle [Callaghan, Australia] (UoN), Department of neurology, Institute of Metabolic Science, MRC, The Wellcome Trust Centre for Human Genetics [Oxford], Uppsala Universitet [Uppsala], QIMR Berghofer Medical Research Institute, Institute of Genetic Epidemiology [Neuherberg, Germany], Institute of Human Genetics, Helmholtz Zentrum München = German Research Center for Environmental Health, Schizophrenia Research Institute [Sydney], Department of Genetics, University of North Carolina System (UNC)-University of North Carolina System (UNC), Vrije Universiteit Brussel (VUB), Population Health Sciences and Education, St George's University of London, Centre Hospitalier Universitaire Vaudois [Lausanne] (CHUV), Institute of Health Sciences and Biocenter Oulu, University of Oulu, Medizinische Klinik und Poliklinik, Johannes Gutenberg - Universität Mainz = Johannes Gutenberg University (JGU), Institute of Clinical Chemistry and Laboratory Medicine, Icelandic Heart Association, Heart Preventive Clinic and Research Institute, Departments of Epidemiology and Nutrition, Institute of Epidemiology [Neuherberg] (EPI), Medical University Graz, Transplantation Laboratory [Helsinki], Haartman Institute [Helsinki], Faculty of Medecine [Helsinki], Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Faculty of Medecine [Helsinki], Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Department of Chronic Disease Prevention, National Institute for Health and Welfare [Helsinki], Dept. of Epidemiology Research, Statens Serum Institut [Copenhagen], CLinical Psychology, Genetics and Pathology, Geriatric Rehabilitation Unit, Azienda Sanitaria Firenze, Center For Narcolepsy, Stanford University, Centre for Bone and Arthritis Research, University of Gothenburg (GU)-Institute of Medicine, MRC Human Gentics Unit, Inst Genet and Mol Med, Western General Hospital, Edinburgh, University of Maryland School of Medicine [Baltimore, MD, USA], Génétique des maladies multifactorielles (GMM), Université de Lille, Droit et Santé-Centre National de la Recherche Scientifique (CNRS), Department of Physics [Stockholm], Stockholm University, University of Bristol [Bristol], Universiteit Leiden, Department of Epidemiology, University of Washington, University of Washington [Seattle], Department of Epidemiology [Rotterdam], University of Groningen [Groningen], Dutch Initiative on Crohn and Colitis (ICC), Icelandic Heart Association [Kopavogur, Iceland] (IHA), Department of Physiology and Biophysics [Jackson, MS, USA], University of Southern Mississippi (USM), Human Genetics Branch, National Institutes of Health [Bethesda] (NIH)-National Institute of Mental Health (NIMH), Faculty of Medicine and Life Sciences [Tampere], University of Tampere [Finland], German Center for Cardiovascular Research (DZHK), Berlin Institute of Health (BIH), MRC Centre for Neuropsychiatric Genetics and Genomics, Medical Research Council-Cardiff University, Department of Social Medicine, School of Medicine [Los Angeles], University of California [Los Angeles] (UCLA), University of California (UC)-University of California (UC), Department of Medicine [Aurora, CO, USA], University of Colorado [Denver], Institute for Molecular Medicine Finland [Helsinki] (FIMM), Helsinki Institute of Life Science (HiLIFE), Mathematical Institute [Oxford] (MI), Institute of Psychiatry, Psychology & Neuroscience, King's College London, LifeLines Cohort Study, CHARGE Inflammation Working Group, Ligthart, S., Vaez, A., Vosa, U., Stathopoulou, M. G., de Vries, P. S., Prins, B. P., Van der Most, P. J., Tanaka, T., Naderi, E., Rose, L. M., Wu, Y., Karlsson, R., Barbalic, M., Lin, H., Pool, R., Zhu, G., Mace, A., Sidore, C., Trompet, S., Mangino, M., Sabater-Lleal, M., Kemp, J. P., Abbasi, A., Kacprowski, T., Verweij, N., Smith, A. V., Huang, T., Marzi, C., Feitosa, M. F., Lohman, K. K., Kleber, M. E., Milaneschi, Y., Mueller, C., Huq, M., Vlachopoulou, E., Lyytikainen, L. -P., Oldmeadow, C., Deelen, J., Perola, M., Zhao, J. H., Feenstra, B., Alizadeh, B. Z., Boezen, H. M., Franke, L., van der Harst, P., Navis, G., Rots, M., Snieder, H., Swertz, M., Wolffenbuttel, B. H. R., Wijmenga, C., Amini, M., Benjamin, E., Chasman, D. I., Dehghan, A., Ahluwalia, T. S., Meigs, J., Tracy, R., Bis, J., Eiriksdottir, G., Pankratz, N., Gross, M., Rainer, A., Wilson, J. G., Psaty, B. M., Dupuis, J., Prins, B., Vaso, U., Stathopoulou, M., Lehtimaki, T., Koenig, W., Jamshidi, Y., Siest, S., Uitterlinden, A. G., Abdollahi, M., Schnabel, R., Schick, U. M., Nolte, I. M., Kraja, A., Hsu, Y. -H., Tylee, D. S., Zwicker, A., Uher, R., Davey-Smith, G., Morrison, A. C., Hicks, A., van Duijn, C. M., Ward-Caviness, C., Boerwinkle, E., Rotter, J., Rice, K., Lange, L., de Geus, E., Morris, A. P., Makela, K. M., Stacey, D., Eriksson, J., Frayling, T. M., Slagboom, E. P., Lahti, J., Schraut, K. E., Fornage, M., Suktitipat, B., Chen, W. -M., Li, X., Nutile, T., Malerba, G., Luan, J., Bak, T., Schork, N., Del Greco, M. F., Thiering, E., Mahajan, A., Marioni, R. E., Mihailov, E., Ozel, A. B., Zhang, W., Nethander, M., Cheng, Y. -C., Aslibekyan, S., Ang, W., Gandin, I., Yengo, L., Portas, L., Kooperberg, C., Hofer, E., Rajan, K. B., Schurmann, C., den Hollander, W., Zhao, J., Draisma, H. H. M., Ford, I., Timpson, N., Teumer, A., Huang, H., Wahl, S., Liu, Y., Huang, J., Uh, H. -W., Geller, F., Joshi, P. K., Yanek, L. R., Trabetti, E., Lehne, B., Vozzi, D., Verbanck, M., Biino, G., Saba, Y., Meulenbelt, I., O'Connell, J. R., Laakso, M., Giulianini, F., Magnusson, P. K. E., Ballantyne, C. M., Hottenga, J. J., Montgomery, G. W., Rivadineira, F., Rueedi, R., Steri, M., Herzig, K. -H., Stott, D. J., Menni, C., Franberg, M., S, t. Pourcain B., Felix, S. B., Pers, T. H., Bakker, S. J. L., Kraft, P., Peters, A., Vaidya, D., Delgado, G., Smit, J. H., Grossmann, V., Sinisalo, J., Seppala, I., Williams, S. R., Holliday, E. G., Moed, M., Langenberg, C., Raikkonen, K., Ding, J., Campbell, H., Sale, M. M., Chen, Y. -D. I., James, A. L., Ruggiero, D., Soranzo, N., Hartman, C. A., Smith, E. N., Berenson, G. S., Fuchsberger, C., Hernandez, D., Tiesler, C. M. T., Giedraitis, V., Liewald, D., Fischer, K., Mellstrom, D., Larsson, A., Wang, Y., Scott, W. R., Lorentzon, M., Beilby, J., Ryan, K. A., Pennell, C. E., Vuckovic, D., Balkau, B., Concas, M. P., Schmidt, R., Mendes de Leon, C. F., Bottinger, E. P., Kloppenburg, M., Paternoster, L., Boehnke, M., Musk, A. W., Willemsen, G., Evans, D. M., Madden, P. A. F., Kahonen, M., Kutalik, Z., Zoledziewska, M., Karhunen, V., Kritchevsky, S. B., Sattar, N., Lachance, G., Clarke, R., Harris, T. B., Raitakari, O. T., Attia, J. R., van Heemst, D., Kajantie, E., Sorice, R., Gambaro, G., Scott, R. A., Hicks, A. A., Ferrucci, L., Standl, M., Lindgren, C. M., Starr, J. M., Karlsson, M., Lind, L., Li, J. Z., Chambers, J. C., Mori, T. A., de Geus, E. J. C. N., Heath, A. C., Martin, N. G., Auvinen, J., Buckley, B. M., de Craen, A. J. M., Waldenberger, M., Strauch, K., Meitinger, T., Scott, R. J., Mcevoy, M., Beekman, M., Bombieri, C., Ridker, P. M., Mohlke, K. L., Pedersen, N. L., Boomsma, D. I., Whitfield, J. B., Strachan, D. P., Hofman, A., Vollenweider, P., Cucca, F., Jarvelin, M. -R., Jukema, J. W., Spector, T. D., Hamsten, A., Zeller, T., Nauck, M., Gudnason, V., Qi, L., Grallert, H., Borecki, I. B., Rotter, J. I., Marz, W., Wild, P. S., Lokki, M. -L., Boyle, M., Salomaa, V., Melbye, M., Eriksson, J. G., Wilson, J. F., Penninx, B. W. J. H., Becker, D. M., Worrall, B. B., Gibson, G., Krauss, R. M., Ciullo, M., Zaza, G., Wareham, N. J., Oldehinkel, A. J., Palmer, L. J., Murray, S. S., Pramstaller, P. P., Bandinelli, S., Heinrich, J., Ingelsson, E., Deary, I. J., Magi, R., Vandenput, L., Desch, K. C., Kooner, J. S., Ohlsson, C., Hayward, C., Shuldiner, A. R., Arnett, D. K., Beilin, L. J., Robino, A., Froguel, P., Pirastu, M., Jess, T., Loos, R. J. F., Evans, D. A., Schmidt, H., Slagboom, P. E., Tracy, R. P., Visvikis-Siest, S., Reiner, A. P., Bis, J. C., Franco, O. H., Benjamin, E. J., AGEM - Amsterdam Gastroenterology Endocrinology Metabolism, Graduate School, Epidemiology, Internal Medicine, Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Cardiovascular Centre (CVC), Life Course Epidemiology (LCE), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), VU University medical center, Psychiatry, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Mental Health, APH - Methodology, APH - Digital Health, Biological Psychology, APH - Personalized Medicine, APH - Health Behaviors & Chronic Diseases, Universität Heidelberg [Heidelberg], University of Verona (UNIVR), Department of Molecular and Experimental Medicine, The Scripps Research Institute, The Scripps Research Institute, Université Grenoble Alpes - UFR Sciences de l'Homme et de la Société (UGA UFR SHS), Université Grenoble Alpes [2016-2019] (UGA [2016-2019]), IT University of Copenhagen, Technical University of Denmark [Lyngby] (DTU), Consiglio Nazionale delle Ricerche (CNR), University of Virginia [Charlottesville], Université de Lausanne (UNIL), University of Oxford [Oxford], University of Newcastle [Australia] (UoN), Centre d'économie industrielle i3 (CERNA i3), Centre National de la Recherche Scientifique (CNRS)-MINES ParisTech - École nationale supérieure des mines de Paris, Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL), Helmholtz-Zentrum München (HZM), Laboratoire Interuniversitaire des Systèmes Atmosphériques (LISA (UMR_7583)), Institut national des sciences de l'Univers (INSU - CNRS)-Université Paris Diderot - Paris 7 (UPD7)-Université Paris-Est Créteil Val-de-Marne - Paris 12 (UPEC UP12)-Centre National de la Recherche Scientifique (CNRS), Universitätsmedizin der Johannes-Gutenberg Universität Mainz, University of Helsinki-University of Helsinki-Faculty of Medecine [Helsinki], University of Helsinki-University of Helsinki, Cardiff University-Medical Research Council, University of California-University of California, and DE CARVALHO, Philippe
Subjects: 0301 basic medicine, Male, Netherlands Twin Register (NTR), Bipolar Disorder, LD SCORE REGRESSION, [SDV]Life Sciences [q-bio], Genome-wide association study, [SDV.GEN] Life Sciences [q-bio]/Genetics, Body Mass Index, inflammatory disorder, 80 and over, WIDE ASSOCIATION, EPIDEMIOLOGY, ta318, International HapMap Project, Child, Genetics (clinical), 2. Zero hunger, Genetics, Genetics & Heredity, Aged, 80 and over, [SDV.MHEP] Life Sciences [q-bio]/Human health and pathology, C-reactive proteingenome-wide association studyinflammationMendelian randomizationinflammatory disordersDEPICTcoronary artery diseaseschizophreniasystem biology, system biology, DEPICT, Mendelian Randomization Analysis, 11 Medical And Health Sciences, Middle Aged, C-reactive protein, coronary artery disease, genome-wide association study, inflammation, inflammatory disorders, Mendelian randomization, schizophrenia, Adolescent, Adult, Aged, Biomarkers, C-Reactive Protein, Female, Genetic Loci, Genome-Wide Association Study, Humans, Inflammation, Liver, Metabolic Networks and Pathways, Schizophrenia, Young Adult, 3. Good health, [SDV] Life Sciences [q-bio], Medical genetics, Biomarker (medicine), Life Sciences & Biomedicine, Human, medicine.medical_specialty, CHARGE Inflammation Working Group, Biology, IMMUNITY, ta3111, Article, 03 medical and health sciences, SDG 3 - Good Health and Well-being, medicine, CORONARY-HEART-DISEASE, Mendelian Randomization Analysi, 1000 Genomes Project, METAANALYSIS, Genetic association, [SDV.GEN]Life Sciences [q-bio]/Genetics, Science & Technology, ta1184, Metabolic Networks and Pathway, Biomarker, INSTRUMENTS, 06 Biological Sciences, 030104 developmental biology, [SDV.MHEP]Life Sciences [q-bio]/Human health and pathology, LifeLines Cohort Study
Abstract: International audience; C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10-8). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences.Copyright © 2018 American Society of Human Genetics. All rights reserved.
Published: 2018

30. Genetic variants linked to education predict longevity

Author: Chris Power, Gail Davies, Ilaria Gandin, Panagiotis Deloukas, Jennifer E. Huffman, Pascal Timshel, Albert V. Smith, A. Kong, Paul Lichtenstein, Joseph K. Pickrell, Philipp Koellinger, P. L. De Jager, Reedik Mägi, G. B. Chen, Neil Pendleton, B. V. Halldórsson, George Dedoussis, Antti-Pekka Sarin, Natalia Pervjakova, Veikko Salomaa, Simona Vaccargiu, Ozren Polasek, K. H. Jöckel, Elisabeth Steinhagen-Thiessen, Y. Milaneschi, Jessica D. Faul, Patricia A. Boyle, Patrik K. E. Magnusson, Igor Rudan, Christopher P. Nelson, Vilmundur Gudnason, John Attia, Jürgen Wellmann, Kristi Läll, Konstantin Strauch, Stuart J. Ritchie, Markus Perola, Nicola Pirastu, Klaus Bønnelykke, Robert Karlsson, R. de Vlaming, Liisa Keltigangas-Jarvinen, Thomas Meitinger, Riccardo E. Marioni, Anu Loukola, Barbera Franke, Reinhold Schmidt, Maël Lebreton, Sven Oskarsson, E. Mihailov, Harm-Jan Westra, David R. Weir, Aldi T. Kraja, Niek Verweij, Peter M. Visscher, Hans-Jörgen Grabe, Johannes H. Brandsma, Mark Adams, R. J. Scott, G. Thorleifsson, Tõnu Esko, Mika Kähönen, Saskia P. Hagenaars, Patrick Turley, Johannes Waage, Peter Lichtner, Dragana Vuckovic, Antonietta Robino, Henry Völzke, Lydia Quaye, C. de Leeuw, Marika Kaakinen, Wei Zhao, Abdel Abdellaoui, Reka Nagy, Pedro Marques-Vidal, Johan G. Eriksson, Alan F. Wright, Andres Metspalu, Lavinia Paternoster, Momoko Horikoshi, Jan A. Staessen, Tarunveer S. Ahluwalia, Tian Liu, Martin Kroh, Aldo Rustichini, Giorgia Girotto, Cristina Venturini, Lili Milani, Jennifer A. Smith, Ginevra Biino, Tessel E. Galesloot, Michael A. Horan, Gerardus A. Meddens, James F. Wilson, Francesco Cucca, Peter Vollenweider, Erika Salvi, P. J. van der Most, Jari Lahti, Campbell A, David Laibson, Andrew Bakshi, Wolfgang Hoffmann, Tomi Mäki-Opas, Andreas J. Forstner, C M van Duijn, Nicholas G. Martin, Jonathan Marten, Ute Bültmann, Olli T. Raitakari, David A. Bennett, A.G. Uitterlinden, J. E. De Neve, Ingrid B. Borecki, WD Hill, Bo Jacobsson, Antti Latvala, Katri Räikkönen, Michael B. Miller, Jonathan P. Beauchamp, S. J. van der Lee, Ilja Demuth, Stavroula Kanoni, Veronique Vitart, Elina Hyppönen, N. Eklund, Francesco P. Cappuccio, Robert F. Krueger, Maria Pina Concas, Jaime Derringer, F. J.A. Van Rooij, Helena Schmidt, Patrick J. F. Groenen, Valur Emilsson, Rico Rueedi, Aysu Okbay, Georg Homuth, Edith Hofer, W. E. R. Ollier, Hannah Campbell, Paolo Gasparini, Mark Alan Fontana, Magnus Johannesson, Seppo Koskinen, Christopher F. Chabris, Jouke-Jan Hottenga, Christine Meisinger, Kari Stefansson, Jun Ding, Tia Sorensen, Brenda W.J.H. Penninx, Michelle N. Meyer, James J. Lee, Diego Vozzi, Gonneke Willemsen, K. Petrovic, Sarah E. Medland, Mary F. Feitosa, Henning Tiemeier, L. J. Launer, William G. Iacono, Massimo Mangino, Tune H. Pers, S. E. Baumeister, Christopher Oldmeadow, Grant W. Montgomery, Marjo-Riitta Järvelin, Jaakko Kaprio, Catharine R. Gale, S.F.W. Meddens, Kevin Thom, Klaus Berger, Pablo V. Gejman, Lude Franke, Gyda Bjornsdottir, Daniel J. Benjamin, Steven F. Lehrer, Krista Fischer, Alan R. Sanders, S. Ulivi, Katharina E. Schraut, Tim D. Spector, Amy Hofman, Matt McGue, Terho Lehtimäki, D. C. Liewald, Hans Bisgaard, L. Eisele, Astanand Jugessur, George Davey Smith, T.B. Harris, A.R. Thurik, Cornelius A. Rietveld, David Schlessinger, Z. Kutalik, David J. Porteous, Lynne J. Hocking, N J Timpson, A. Palotie, Lambertus A. Kiemeney, Ian J. Deary, Sharon L.R. Kardia, Peter K. Joshi, Nilesh J. Samani, Michael A. Province, Börge Schmidt, Richa Gupta, Carmen Amador, Erin B. Ware, Joyce Y. Tung, Ioanna-Panagiota Kalafati, Lars Bertram, Caroline Hayward, P. van der Harst, Penelope A. Lind, Kadri Kaasik, N.A. Furlotte, Sarah E. Harris, B. St Pourcain, Susan M. Ring, Zhihong Zhu, Alexander Teumer, Behrooz Z. Alizadeh, Judith M. Vonk, Blair H. Smith, A Payton, Wouter J. Peyrot, Jacob Gratten, Douglas F. Levinson, C Gieger, Leanne M. Hall, Andrew Heath, Mario Pirastu, Peter Eibich, Nancy L. Pedersen, Ronny Myhre, Antonio Terracciano, David M. Evans, Raymond A. Poot, Uwe Völker, Dorret I. Boomsma, Clemens Baumbach, Unnur Thorsteinsdottir, Ivana Kolcic, Jia-Shu Yang, Dalton Conley, A. A. Vinkhuyzen, Danielle Posthuma, Karl-Oskar Lindgren, Olga Rostapshova, Jonas Bacelis, Daniele Cusi, Yong Qian, Bjarni Gunnarsson, George McMahon, Elizabeth G. Holliday, Pamela A. F. Madden, David A. Hinds, David Cesarini, Jianxin Shi, Najaf Amin, Dale R. Nyholt, Applied Economics, Epidemiology, Real World Studies in PharmacoEpidemiology, -Genetics, -Economics and -Therapy (PEGET), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Groningen Research Institute for Asthma and COPD (GRIAC), Aletta Jacobs School of Public Health, Public Health Research (PHR), Stem Cell Aging Leukemia and Lymphoma (SALL), Cardiovascular Centre (CVC), Amsterdam Neuroscience - Complex Trait Genetics, Psychiatry, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, EMGO - Mental health, Complex Trait Genetics, Biological Psychology, Marioni, RE, Ritchie, SJ, Joshi, PK, Hagenaars, SP, Hypponen, E, Benjamin, DJ, Social Science Genetic Association Consortium, Marioni, Re, Ritchie, Sj, Joshi, Pk, Hagenaars, Sp, Okbay, A, Fischer, K, Adams, Mj, Hill, Wd, Davies, G, Nagy, R, Amador, C, Läll, K, Metspalu, A, Liewald, Dc, Campbell, A, Wilson, Jf, Hayward, C, Esko, T, Porteous, Dj, Gale, Cr, Deary, Ij, Beauchamp, Jp, Fontana, Ma, Lee, Jj, Pers, Th, Rietveld, Ca, Turley, P, Chen, Gb, Emilsson, V, Meddens, Sf, Oskarsson, S, Pickrell, Jk, Thom, K, Timshel, P, de Vlaming, R, Abdellaoui, A, Ahluwalia, T, Bacelis, J, Baumbach, C, Bjornsdottir, G, Brandsma, Jh, Concas, MARIA PINA, Derringer, J, Furlotte, Na, Galesloot, Te, Girotto, Giorgia, Gupta, R, Hall, Lm, Harris, Se, Hofer, E, Horikoshi, M, Huffman, Je, Kaasik, K, Kalafati, Ip, Karlsson, R, Kong, A, Lahti, J, van der Lee, Sj, de Leeuw, C, Lind, Pa, Lindgren, Ko, Liu, T, Mangino, M, Marten, J, Mihailov, E, Miller, Mb, van der Most, Pj, Oldmeadow, C, Payton, A, Pervjakova, N, Peyrot, Wj, Qian, Y, Raitakari, O, Rueedi, R, Salvi, E, Schmidt, B, Schraut, Ke, Shi, J, Smith, Av, Poot, Ra, St Pourcain, B, Teumer, A, Thorleifsson, G, Verweij, N, Vuckovic, Dragana, Wellmann, J, Westra, Hj, Yang, J, Zhao, W, Zhu, Z, Alizadeh, Bz, Amin, N, Bakshi, A, Baumeister, Se, Biino, G, Bønnelykke, K, Boyle, Pa, Campbell, H, Cappuccio, Fp, De Neve, Je, Deloukas, P, Demuth, I, Ding, J, Eibich, P, Eisele, L, Eklund, N, Evans, Dm, Faul, Jd, Feitosa, Mf, Forstner, Aj, Gandin, Ilaria, Gunnarsson, B, Halldórsson, Bv, Harris, Tb, Heath, Ac, Hocking, Lj, Holliday, Eg, Homuth, G, Horan, Ma, Hottenga, Jj, de Jager, Pl, Jugessur, A, Kaakinen, Ma, Kähönen, M, Kanoni, S, Keltigangas Järvinen, L, Kiemeney, La, Kolcic, I, Koskinen, S, Kraja, At, Kroh, M, Kutalik, Z, Latvala, A, Launer, Lj, Lebreton, Mp, Levinson, Df, Lichtenstein, P, Lichtner, P, Loukola, A, Madden, Pa, Mägi, R, Mäki Opas, T, Marques Vidal, P, Meddens, Ga, Mcmahon, G, Meisinger, C, Meitinger, T, Milaneschi, Y, Milani, L, Montgomery, Gw, Myhre, R, Nelson, Cp, Nyholt, Dr, Ollier, We, Palotie, A, Paternoster, L, Pedersen, Nl, Petrovic, Ke, Räikkönen, K, Ring, Sm, Robino, Antonietta, Rostapshova, O, Rudan, I, Rustichini, A, Salomaa, V, Sanders, Ar, Sarin, Ap, Schmidt, H, Scott, Rj, Smith, Bh, Smith, Ja, Staessen, Ja, Steinhagen Thiessen, E, Strauch, K, Terracciano, A, Tobin, Md, Ulivi, Sheila, Vaccargiu, S, Quaye, L, van Rooij, Fj, Venturini, C, Vinkhuyzen, Aa, Völker, U, Völzke, H, Vonk, Jm, Vozzi, Diego, Waage, J, Ware, Eb, Willemsen, G, Attia, Jr, Bennett, Da, Berger, K, Bertram, L, Bisgaard, H, Boomsma, Di, Borecki, Ib, Bultmann, U, Chabris, Cf, Cucca, F, Cusi, D, Dedoussis, Gv, van Duijn, Cm, Eriksson, Jg, Franke, B, Franke, L, Gasparini, Paolo, Gejman, Pv, Gieger, C, Grabe, Hj, Gratten, J, Groenen, Pj, Gudnason, V, van der Harst, P, Hinds, Da, Hoffmann, W, Iacono, Wg, Jacobsson, B, Järvelin, Mr, Jöckel, Kh, Kaprio, J, Kardia, Sl, Lehtimäki, T, Lehrer, Sf, Magnusson, Pk, Martin, Ng, Mcgue, M, Pendleton, N, Penninx, Bw, Perola, M, Pirastu, Nicola, Pirastu, M, Polasek, O, Posthuma, D, Power, C, Province, Ma, Samani, Nj, Schlessinger, D, Schmidt, R, Sørensen, Ti, Spector, Td, Stefansson, K, Thorsteinsdottir, U, Thurik, Ar, Timpson, Nj, Tiemeier, H, Tung, Jy, Uitterlinden, Ag, Vitart, V, Vollenweider, P, Weir, Dr, Wright, Af, Conley, Dc, Krueger, Rf, Smith, Gd, Hofman, A, Laibson, Di, Medland, Se, Meyer, Mn, Johannesson, M, Visscher, Pm, Koellinger, Pd, Cesarini, D, and Benjamin, Dj
Subjects: Netherlands Twin Register (NTR), 0301 basic medicine, Male, Parents, education: longevity: prediction: polygenic score [genetics], Multifactorial Inheritance, polygenic, Lebenserwartung, Cohort Studies, 0302 clinical medicine, Databases, Genetic, Medicine, genetics, polygenic score, longevity, education, gene, Soziales und Gesundheit, media_common, Aged, 80 and over, education, Multidisciplinary, Longevity, Middle Aged, Biobank, humanities, 3. Good health, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], Cohort, Educational Status, Female, Cohort study, Estonia, education, longevity, polygenic, Offspring, media_common.quotation_subject, Kultursektor, Prognose, Lernen, Lower risk, Education, 03 medical and health sciences, longevity, SDG 3 - Good Health and Well-being, Commentaries, Polygenic score, Journal Article, Genetics, Humans, Non-Profit-Sektor, Genetic Association Studies, Aged, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], business.industry, ta1184, Genetic Variation, prediction, Educational attainment, United Kingdom, Gesundheitsstatistik, 030104 developmental biology, Genetic epidemiology, Scotland, Gesundheitszustand, Genetische Forschung, business, Prediction, Bildung, 030217 neurology & neurosurgery, Demography
Abstract: Educational attainment is associated with many health outcomes, including longevity. It is also known to be substantially heritable. Here, we used data from three large genetic epidemiology cohort studies (Generation Scotland, n = ∼17,000; UK Biobank, n = ∼115,000; and the Estonian Biobank, n = ∼6,000) to test whether education-linked genetic variants can predict lifespan length. We did so by using cohort members' polygenic profile score for education to predict their parents' longevity. Across the three cohorts, meta-analysis showed that a 1 SD higher polygenic education score was associated with ∼2.7% lower mortality risk for both mothers (total n deaths = 79,702) and ∼2.4% lower risk for fathers (total n deaths = 97,630). On average, the parents of offspring in the upper third of the polygenic score distribution lived 0.55 y longer compared with those of offspring in the lower third. Overall, these results indicate that the genetic contributions to educational attainment are useful in the prediction of human longevity. Marioni RE, Ritchie SJ, Joshi PK, Hagenaars SP, Okbay A, Fischer K, Adams MJ, Hill WD, Davies G, Social Science Genetic Association Consortium, Nagy R, Amador C, Läll K, Metspalu A, Liewald DC, Campbell A, Wilson JF, Hayward C, Esko T, Porteous DJ, Proceedings of the National Academy of Sciences of the United States of America, 2016, vol. 113, no. 47, pp. 13366-13371, 2016 Refereed/Peer-reviewed
Published: 2016

31. Genome-wide analysis identifies 12 loci influencing human reproductive behavior

Author: Ozren Polasek, Bo Jacobsson, Eleonora Porcu, Vinicius Tragante, Joel Eriksson, Jie Yao, Mika Kähönen, Mark Alan Fontana, Stefania Cappellani, J. Viikari, Rick Jansen, Crysovalanto Mamasoula, Linda Broer, Tamara B. Harris, Ellen A. Nohr, Genevieve Lachance, Johan G. Eriksson, Nicholas Eriksson, Rico Rueedi, Francesco Cucca, Jaakko Kaprio, Nicholas J. Timpson, George Dedoussis, Matt McGue, Per Magnus, Klaus Berger, Olli T. Raitakari, Cornelia M. van Duijn, Brenda W.J.H. Penninx, Jing Hua Zhao, Peter Eibich, Sheila Ulivi, Hugoline G. de Haan, Ronny Myhre, Ruth McQuillan, Florian Kronenberg, Markus Perola, Klaus Bønnelykke, Robert Karlsson, Martina La Bianca, Paul Mitchell, Ian J. Deary, Melinda Mills, Teresa Nutile, Patrick J. F. Groenen, Stacey A. Missmer, Nicholas G. Martin, Panos Deloukas, Mario Pirastu, Lindsay K. Matteson, Robert Luben, Veikko Salomaa, Renée de Mutsert, Chris Power, Nir Barzilai, Annette Kifley, Hamdi Mbarek, Denis A. Evans, Erica P. Gunderson, Tim D. Spector, Anke Tönjes, Michela Traglia, Claire Monnereau, Karin Halina Greiser, Sharon L.R. Kardia, John M. Starr, Peter K. Joshi, Sandra Lai, Doris Stöckl, James J. Lee, Heather J. Cordell, Andrew Bakshi, Nicholas J. Wareham, David C. Liewald, P Koponen, Paul M. Ridker, Joyce Y. Tung, Ilaria Gandin, Kauko Heikkilä, Johannes Haerting, Gonneke Willemsen, Janet W. Rich-Edwards, Andrew C. Heath, Astanand Jugessur, John L. Hopper, Stefan Kiechl, Henry Völzke, Daniela Ruggiero, John R. B. Perry, Dan Mellström, Simon R. Cox, Yasaman Saba, Magnus Johannesson, Ginevra Biino, David Schlessinger, Kirsi Auro, Dennis O. Mook-Kanamori, Christa Meisinger, Igor Rudan, Audrey J. Gaskins, Lars Bertram, Roy Thurik, Laura M. Yerges-Armstrong, Caterina Barbieri, Katri Räikkönen, Lawrence F. Bielak, Aviv Bergman, Philipp Koellinger, Ronald de Vlaming, Tian Liu, Johannes W. A. Smit, Peter Kovacs, Vincent W. V. Jaddoe, Jennifer A. Smith, Sven Bergmann, Inga Prokopenko, Xiuqing Guo, Marina Ciullo, Krina T. Zondervan, Marcel den Hoed, Daniel J. Benjamin, Kathryn Roll, Alan F. Wright, Helena Schmidt, William G. Iacono, Jie Jin Wang, Harold Snieder, Juho Wedenoja, Tarunveer S. Ahluwalia, David R. Weir, Ken K. Ong, Daniela Toniolo, Ruifang Li-Gao, Evelin Mihailov, Edith Hofer, Leslie J. Raffel, Daniel I. Chasman, Alexander Kluttig, Bernard Keavney, Eco J. C. de Geus, Kathleen A. Ryan, Kristin L. Ayers, Lude Franke, S. Fleur W. Meddens, Alison Pattie, Jornt J. Mandemakers, Eva Albrecht, David Cesarini, Beverley Balkau, Grant W. Montgomery, Michael Stumvoll, Ahmad Vaez, Michael B. Miller, Najaf Amin, Gyda Bjornsdottir, Cecile Lecoeur, Enes Makalic, Marc Jan Bonder, Terho Lehtimäki, Albert Hofman, Loic Yengo, Lynda M. Rose, Lisette Stolk, Juergen Wellmann, Gail Davies, Eero Kajantie, Nicole Schupf, Hans Bisgaard, Unnur Thorsteinsdottir, Konstantin Strauch, Ivana Kolcic, Lili Milani, Chunyan He, Claes Ohlsson, Yongmei Liu, Gil Atzmon, Janine F. Felix, Christian Gieger, Mike A. Nalls, Riitta Luoto, Nicola Barban, Philippe Froguel, Daniel F. Schmidt, Dorret I. Boomsma, Harry Campbell, Xia Shen, Vasiliki Lagou, Danny Ben-Avraham, Veronique Vitart, Ioanna P. Kalafati, Kari Stefansson, Daria V. Zhernakova, Constance Turman, Julie E. Buring, Johannes Waage, James F. Wilson, Maria Pina Concas, Zoltán Kutalik, Peter Willeit, Jørn Olsen, Dan Rujescu, Caroline Hayward, Penelope A. Lind, George McMahon, Elizabeth G. Holliday, Ilja M. Nolte, Fahimeh Falahi, Minh Bui, Gudmar Thorleifsson, Patrick F. McArdle, Cinzia Sala, Alana Cavadino, Rossella Sorice, Wei Zhao, Andres Metspalu, Sander W. van der Laan, Stavroula Kanoni, Elina Hyppönen, Morris A. Swertz, Simona Vaccargiu, Felix C. Tropf, Michael Lucht, Susan M. Ring, Elizabeth A. Streeten, Reinhold Schmidt, Augustine Kong, Johann Willeit, Patricia A. Peyser, Jessica D. Faul, Patrik K. E. Magnusson, Tõnu Esko, Antonietta Robino, Lavinia Paternoster, Peter J. van der Most, Kumar B. Rajan, George Davey-Smith, Dragana Vuckovic, Hans J. Grabe, Jari Lahti, Giorgia Girotto, Jorge E. Chavarro, Robert F. Krueger, Hongyan Huang, Georg Homuth, Paolo Gasparini, Sarah E. Medland, Gert G. Wagner, Peter Kraft, André G. Uitterlinden, Cornelius A. Rietveld, Howard Andrews, Cecilia M. Lindgren, Peter Vollenweider, Perry, John [0000-0001-6483-3771], Zhao, Jing Hua [0000-0003-4930-3582], Luben, Robert [0000-0002-5088-6343], Ong, Kenneth [0000-0003-4689-7530], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, BARBAN N, Rick Jansen, Ronald de Vlaming, Ahmad Vaez, Jornt J Mandemaker, Felix C Tropf, Xia Shen, James F Wilson, Daniel I Chasman, Ilja M Nolte, Vinicius Tragante, Sander W van der Laan, John R B Perry, Augustine Kong, BIOS Consortium, Tarunveer S Ahluwalia, Eva Albrecht, Laura Yerges-Armstrong, Gil Atzmon, Kirsi Auro, Kristin Ayer, Andrew Bakshi, Danny Ben-Avraham, Klaus Berger, Aviv Bergman, Lars Bertram, Lawrence F Bielak, Gyda Bjornsdottir, Marc Jan Bonder, Linda Broer, Minh Bui, Caterina Barbieri, Alana Cavadino, Jorge E Chavarro, Constance Turman, Maria Pina Conca, Heather J Cordell, Gail Davie, Peter Eibich, Nicholas Eriksson, Tõnu Esko, Joel Eriksson, Fahimeh Falahi, Janine F Felix, Mark Alan Fontana, Lude Franke, Ilaria Gandin, Audrey J Gaskin, Christian Gieger, Erica P Gunderson, Xiuqing Guo, Caroline Hayward, Chunyan He, Edith Hofer, Hongyan Huang, Peter K Joshi, Stavroula Kanoni, Robert Karlsson, Stefan Kiechl, Annette Kifley, Alexander Kluttig, Peter Kraft, Vasiliki Lagou, Cecile Lecoeur, Jari Lahti, Ruifang Li-Gao, Penelope A Lind, Tian Liu, Enes Makalic, Crysovalanto Mamasoula, Lindsay Matteson, Hamdi Mbarek, Patrick F McArdle, George McMahon, S Fleur W Medden, Evelin Mihailov, Mike Miller, Stacey A Missmer, Claire Monnereau, Peter J van der Most, Ronny Myhre, Mike A Nall, Teresa Nutile, Ioanna Panagiota Kalafati, Eleonora Porcu, Inga Prokopenko, Kumar B Rajan, Janet Rich-Edward, Cornelius A Rietveld, Antonietta Robino, Lynda M Rose, Rico Rueedi, Kathleen A Ryan, Yasaman Saba, Daniel Schmidt, Jennifer A Smith, Lisette Stolk, Elizabeth Streeten, Anke Tönje, Gudmar Thorleifsson, Sheila Ulivi, Juho Wedenoja, Juergen Wellmann, Peter Willeit, Jie Yao, Loic Yengo, Jing Hua Zhao, Wei Zhao, Daria V Zhernakova, Najaf Amin, Howard Andrew, Beverley Balkau, Nir Barzilai, Sven Bergmann, Ginevra Biino, Hans Bisgaard, Klaus Bønnelykke, Dorret I Boomsma, Julie E Buring, Harry Campbell, Stefania Cappellani, Marina Ciullo, Simon R Cox, Francesco Cucca, Daniela Toniolo, George Davey-Smith, Ian J Deary, George Dedoussi, Panos Delouka, Cornelia M van Duijn, Eco J C de Geu, Johan G Eriksson, Denis A Evan, Jessica D Faul, Cinzia Felicita Sala, Philippe Froguel, Paolo Gasparini, Giorgia Girotto, Hans-Jörgen Grabe, Karin Halina Greiser, Patrick J F Groenen, Hugoline G de Haan, Johannes Haerting, Tamara B Harri, Andrew C Heath, Kauko Heikkilä, Albert Hofman, Georg Homuth, Elizabeth G Holliday, John Hopper, Elina Hyppönen, Bo Jacobsson, Vincent W V Jaddoe, Magnus Johannesson, Astanand Jugessur, Mika Kähönen, Eero Kajantie, Sharon L R Kardia, Bernard Keavney, Ivana Kolcic, Päivikki Koponen, Peter Kovac, Florian Kronenberg, Zoltan Kutalik, Martina La Bianca, Genevieve Lachance, William G Iacono, Sandra Lai, Terho Lehtimäki, David C Liewald, LifeLines Cohort Study, Cecilia M Lindgren, Yongmei Liu, Robert Luben, Michael Lucht, Riitta Luoto, Per Magnu, Patrik K E Magnusson, Nicholas G Martin, Matt McGue, Ruth McQuillan, Sarah E Medland, Christa Meisinger, Dan Mellström, Andres Metspalu, Michela Traglia, Lili Milani, Paul Mitchell, Grant W Montgomery, Dennis Mook-Kanamori, Renée de Mutsert, Ellen A Nohr, Claes Ohlsson, Jørn Olsen, Ken K Ong, Lavinia Paternoster, Alison Pattie, Brenda W J H Penninx, Markus Perola, Patricia A Peyser, Mario Pirastu, Ozren Polasek, Chris Power, Jaakko Kaprio, Leslie J Raffel, Katri Räikkönen, Olli Raitakari, Paul M Ridker, Susan M Ring, Kathryn Roll, Igor Rudan, Daniela Ruggiero, Dan Rujescu, Veikko Salomaa, David Schlessinger, Helena Schmidt, Reinhold Schmidt, Nicole Schupf, Johannes Smit, Rossella Sorice, Tim D Spector, John M Starr, Doris Stöckl, Konstantin Strauch, Michael Stumvoll, Morris A Swertz, Unnur Thorsteinsdottir, A Roy Thurik, Nicholas J Timpson, Joyce Y Tung, André G Uitterlinden, Simona Vaccargiu, Jorma Viikari, Veronique Vitart, Henry Völzke, Peter Vollenweider, Dragana Vuckovic, Johannes Waage, Gert G Wagner, Jie Jin Wang, Nicholas J Wareham, David R Weir, Gonneke Willemsen, Johann Willeit, Alan F Wright, Krina T Zondervan, Kari Stefansson, Robert F Krueger, James J Lee, Daniel J Benjamin, David Cesarini, Philipp D Koellinger, Marcel den Hoed, Harold Snieder & Melinda C Mills, Barban, N, Jansen, R, de Vlaming, R, Vaez, A, Mandemakers, Jj, Tropf, Fc, Shen, X, Wilson, Jf, Chasman, Di, Nolte, Im, Tragante, V, van der Laan, Sw, Perry, Jr, Kong, A, Ahluwalia, T, Albrecht, E, Yerges Armstrong, L, Atzmon, G, Auro, K, Ayers, K, Bakshi, A, Ben Avraham, D, Berger, K, Bergman, A, Bertram, L, Bielak, Lf, Bjornsdottir, G, Bonder, Mj, Broer, L, Bui, M, Barbieri, CATERINA MARIA, Cavadino, A, Chavarro, Je, Turman, C, Concas, MARIA PINA, Cordell, Hj, Davies, G, Eibich, P, Eriksson, N, Esko, T, Eriksson, J, Falahi, F, Felix, Jf, Fontana, Ma, Franke, L, Gandin, Ilaria, Gaskins, Aj, Gieger, C, Gunderson, Ep, Guo, X, Hayward, C, He, C, Hofer, E, Huang, H, Joshi, Pk, Kanoni, S, Karlsson, R, Kiechl, S, Kifley, A, Kluttig, A, Kraft, P, Lagou, V, Lecoeur, C, Lahti, J, Li Gao, R, Lind, Pa, Liu, T, Makalic, E, Mamasoula, C, Matteson, L, Mbarek, H, Mcardle, Pf, Mcmahon, G, Meddens, Sf, Mihailov, E, Miller, M, Missmer, Sa, Monnereau, C, van der Most, Pj, Myhre, R, Nalls, Ma, Nutile, T, Kalafati, Ip, Porcu, E, Prokopenko, I, Rajan, Kb, Rich Edwards, J, Rietveld, Ca, Robino, Antonietta, Rose, Lm, Rueedi, R, Ryan, Ka, Saba, Y, Schmidt, D, Smith, Ja, Stolk, L, Streeten, E, Tönjes, A, Thorleifsson, G, Ulivi, Sheila, Wedenoja, J, Wellmann, J, Willeit, P, Yao, J, Yengo, L, Zhao, Jh, Zhao, W, Zhernakova, Dv, Amin, N, Andrews, H, Balkau, B, Barzilai, N, Bergmann, S, Biino, G, Bisgaard, H, Bønnelykke, K, Boomsma, Di, Buring, Je, Campbell, H, Cappellani, Stefania, Ciullo, M, Cox, Sr, Cucca, F, Toniolo, D, Davey Smith, G, Deary, Ij, Dedoussis, G, Deloukas, P, van Duijn, Cm, de Geus, Ej, Eriksson, Jg, Evans, Da, Faul, Jd, Sala, Cf, Froguel, P, Gasparini, Paolo, Girotto, Giorgia, Grabe, Hj, Greiser, Kh, Groenen, Pj, de Haan, Hg, Haerting, J, Harris, Tb, Heath, Ac, Heikkilä, K, Hofman, A, Homuth, G, Holliday, Eg, Hopper, J, Hyppönen, E, Jacobsson, B, Jaddoe, Vw, Johannesson, M, Jugessur, A, Kähönen, M, Kajantie, E, Kardia, Sl, Keavney, B, Kolcic, I, Koponen, P, Kovacs, P, Kronenberg, F, Kutalik, Z, LA BIANCA, Martina, Lachance, G, Iacono, Wg, Lai, S, Lehtimäki, T, Liewald, Dc, Lindgren, Cm, Liu, Y, Luben, R, Lucht, M, Luoto, R, Magnus, P, Magnusson, Pk, Martin, Ng, Mcgue, M, Mcquillan, R, Medland, Se, Meisinger, C, Mellström, D, Metspalu, A, Traglia, Michela, Milani, L, Mitchell, P, Montgomery, Gw, Mook Kanamori, D, de Mutsert, R, Nohr, Ea, Ohlsson, C, Olsen, J, Ong, Kk, Paternoster, L, Pattie, A, Penninx, Bw, Perola, M, Peyser, Pa, Pirastu, M, Polasek, O, Power, C, Kaprio, J, Raffel, Lj, Räikkönen, K, Raitakari, O, Ridker, Pm, Ring, Sm, Roll, K, Rudan, I, Ruggiero, D, Rujescu, D, Salomaa, V, Schlessinger, D, Schmidt, H, Schmidt, R, Schupf, N, Smit, J, Sorice, R, Spector, Td, Starr, Jm, Stöckl, D, Strauch, K, Stumvoll, M, Swertz, Ma, Thorsteinsdottir, U, Thurik, Ar, Timpson, Nj, Tung, Jy, Uitterlinden, Ag, Vaccargiu, S, Viikari, J, Vitart, V, Völzke, H, Vollenweider, P, Vuckovic, Dragana, Waage, J, Wagner, Gg, Wang, Jj, Wareham, Nj, Weir, Dr, Willemsen, G, Willeit, J, Wright, Af, Zondervan, Kt, Stefansson, K, Krueger, Rf, Lee, Jj, Benjamin, Dj, Cesarini, D, Koellinger, Pd, den Hoed, M, Snieder, H, Mills, Mc, Sociology/ICS, Life Course Epidemiology (LCE), Isotope Research, Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Barban, Nicola, Jansen, Rick, De Vlaming, Ronald, Vaez, Ahmad, Hyppönen, Elina, Mills, Melinda C, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, EMGO - Mental health, Applied Economics, Public Health, Internal Medicine, Erasmus MC other, Epidemiology, Econometrics, Pediatrics, EMGO+ - Lifestyle, Overweight and Diabetes, Complex Trait Genetics, and Biological Psychology
Subjects: 0301 basic medicine, Netherlands Twin Register (NTR), PROTEIN, WASS, Genome-wide association study, Reproductive Behavior, MOUSE, Genome-wide association studies, GWAS, reproductive behavior, fertility, 0302 clinical medicine, G1 PHASE, Pregnancy, Genetics & Heredity, Genetics, HUMAN-DISEASES, Reproduction, Human Reproduction, 11 Medical And Health Sciences, ASSOCIATION, Genome-Wide, POLYCYSTIC-OVARY-SYNDROME, Sociologie van Consumptie en Huishoudens, Parity, Phenotype, Behavioural genetics, Medical genetics, Female, BIOS Consortium, FOS: Medical biotechnology, Life Sciences & Biomedicine, Maternal Age, Infertility, medicine.medical_specialty, GENE PRIORITIZATION, Quantitative Trait Loci, Sociology of Consumption and Households, Quantitative trait locus, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, AGE, QUALITY-CONTROL, medicine, Journal Article, Life Science, SNP, Humans, gene, reproductive, behaviour, Science & Technology, ta1184, 06 Biological Sciences, medicine.disease, Genetic architecture, human reproductive behavior, 030104 developmental biology, Fertility, Human genome, Birth Order, 030217 neurology & neurosurgery, LifeLines Cohort Study, Developmental Biology, genome-wide analysis, Genome-Wide Association Study
Abstract: Barban N, Jansen R, de Vlaming R, Vaez A, Mandemakers JJ, Tropf FC, Shen X, Wilson JF, Chasman DI, Nolte IM, Tragante V, van der Laan SW, Perry JR, Kong A; BIOS Consortium, Ahluwalia TS, Albrecht E, Yerges-Armstrong L, Atzmon G, Auro K, Ayers K, Bakshi A, Ben-Avraham D, Berger K, Bergman A, Bertram L, Bielak LF, Bjornsdottir G, Bonder MJ, Broer L, Bui M, Barbieri C, Cavadino A, Chavarro JE, Turman C, Concas MP, Cordell HJ, Davies G, Eibich P, Eriksson N, Esko T, Eriksson J, Falahi F, Felix JF, Fontana MA, Franke L, Gandin I, Gaskins AJ, Gieger C, Gunderson EP, Guo X, Hayward C, He C, Hofer E, Huang H, Joshi PK, Kanoni S, Karlsson R, Kiechl S, Kifley A, Kluttig A, Kraft P, Lagou V, Lecoeur C, Lahti J, Li-Gao R, Lind PA, Liu T, Makalic E, Mamasoula C, Matteson L, Mbarek H, McArdle PF, McMahon G, Meddens SF, Mihailov E, Miller M, Missmer SA, Monnereau C, van der Most PJ, Myhre R, Nalls MA, Nutile T, Kalafati IP, Porcu E, Prokopenko I, Rajan KB, Rich-Edwards J, Rietveld CA, Robino A, Rose LM, Rueedi R, Ryan KA, Saba Y, Schmidt D, Smith JA, Stolk L, Streeten E, Tönjes A, Thorleifsson G, Ulivi S, Wedenoja J, Wellmann J, Willeit P, Yao J, Yengo L, Zhao JH, Zhao W, Zhernakova DV, Amin N, Andrews H, Balkau B, Barzilai N, Bergmann S, Biino G, Bisgaard H, Bønnelykke K, Boomsma DI, Buring JE, Campbell H, Cappellani S, Ciullo M, Cox SR, Cucca F, Toniolo D, Davey-Smith G, Deary IJ, Dedoussis G, Deloukas P, van Duijn CM, de Geus EJ, Eriksson JG, Evans DA, Faul JD, Sala CF, Froguel P, Gasparini P, Girotto G, Grabe HJ, Greiser KH, Groenen PJ, de Haan HG, Haerting J, Harris TB, Heath AC, Heikkilä K, Hofman A, Homuth G, Holliday EG, Hopper J, Hyppönen E, Jacobsson B, Jaddoe VW, Johannesson M, Jugessur A, Kähönen M, Kajantie E, Kardia SL, Keavney B, Kolcic I, Koponen P, Kovacs P, Kronenberg F, Kutalik Z, La Bianca M, Lachance G, Iacono WG, Lai S, Lehtimäki T, Liewald DC; LifeLines Cohort Study, Lindgren CM, Liu Y, Luben R, Lucht M, Luoto R, Magnus P, Magnusson PK, Martin NG, McGue M, McQuillan R, Medland SE, Meisinger C, Mellström D, Metspalu A, Traglia M, Milani L, Mitchell P, Montgomery GW, Mook-Kanamori D, de Mutsert R, Nohr EA, Ohlsson C, Olsen J, Ong KK, Paternoster L, Pattie A, Penninx BW, Perola M, Peyser PA, Pirastu M, Polasek O, Power C, Kaprio J, Raffel LJ, Räikkönen K, Raitakari O, Ridker PM, Ring SM, Roll K, Rudan I, Ruggiero D, Rujescu D, Salomaa V, Schlessinger D, Schmidt H, Schmidt R, Schupf N, Smit J, Sorice R, Spector TD, Starr JM, Stöckl D, Strauch K, Stumvoll M, Swertz MA, Thorsteinsdottir U, Thurik AR, Timpson NJ, Tung JY, Uitterlinden AG, Vaccargiu S, Viikari J, Vitart V, Völzke H, Vollenweider P, Vuckovic D, Waage J, Wagner GG, Wang JJ, Wareham NJ, Weir DR, Willemsen G, Willeit J, Wright AF, Zondervan KT, Stefansson K, Krueger RF, Lee JJ, Benjamin DJ, Cesarini D, Koellinger PD, den Hoed M, Snieder H, Mills MC.
Published: 2016

32. Genetic insights into resting heart rate and its role in cardiovascular disease.

Author: van de Vegte YJ, Eppinga RN, van der Ende MY, Hagemeijer YP, Mahendran Y, Salfati E, Smith AV, Tan VY, Arking DE, Ntalla I, Appel EV, Schurmann C, Brody JA, Rueedi R, Polasek O, Sveinbjornsson G, Lecoeur C, Ladenvall C, Zhao JH, Isaacs A, Wang L, Luan J, Hwang SJ, Mononen N, Auro K, Jackson AU, Bielak LF, Zeng L, Shah N, Nethander M, Campbell A, Rankinen T, Pechlivanis S, Qi L, Zhao W, Rizzi F, Tanaka T, Robino A, Cocca M, Lange L, Müller-Nurasyid M, Roselli C, Zhang W, Kleber ME, Guo X, Lin HJ, Pavani F, Galesloot TE, Noordam R, Milaneschi Y, Schraut KE, den Hoed M, Degenhardt F, Trompet S, van den Berg ME, Pistis G, Tham YC, Weiss S, Sim XS, Li HL, van der Most PJ, Nolte IM, Lyytikäinen LP, Said MA, Witte DR, Iribarren C, Launer L, Ring SM, de Vries PS, Sever P, Linneberg A, Bottinger EP, Padmanabhan S, Psaty BM, Sotoodehnia N, Kolcic I, Arnar DO, Gudbjartsson DF, Holm H, Balkau B, Silva CT, Newton-Cheh CH, Nikus K, Salo P, Mohlke KL, Peyser PA, Schunkert H, Lorentzon M, Lahti J, Rao DC, Cornelis MC, Faul JD, Smith JA, Stolarz-Skrzypek K, Bandinelli S, Concas MP, Sinagra G, Meitinger T, Waldenberger M, Sinner MF, Strauch K, Delgado GE, Taylor KD, Yao J, Foco L, Melander O, de Graaf J, de Mutsert R, de Geus EJC, Johansson Å, Joshi PK, Lind L, Franke A, Macfarlane PW, Tarasov KV, Tan N, Felix SB, Tai ES, Quek DQ, Snieder H, Ormel J, Ingelsson M, Lindgren C, Morris AP, Raitakari OT, Hansen T, Assimes T, Gudnason V, Timpson NJ, Morrison AC, Munroe PB, Strachan DP, Grarup N, Loos RJF, Heckbert SR, Vollenweider P, Hayward C, Stefansson K, Froguel P, Groop L, Wareham NJ, van Duijn CM, Feitosa MF, O'Donnell CJ, Kähönen M, Perola M, Boehnke M, Kardia SLR, Erdmann J, Palmer CNA, Ohlsson C, Porteous DJ, Eriksson JG, Bouchard C, Moebus S, Kraft P, Weir DR, Cusi D, Ferrucci L, Ulivi S, Girotto G, Correa A, Kääb S, Peters A, Chambers JC, Kooner JS, März W, Rotter JI, Hicks AA, Smith JG, Kiemeney LALM, Mook-Kanamori DO, Penninx BWJH, Gyllensten U, Wilson JF, Burgess S, Sundström J, Lieb W, Jukema JW, Eijgelsheim M, Lakatta ELM, Cheng CY, Dörr M, Wong TY, Sabanayagam C, Oldehinkel AJ, Riese H, Lehtimäki T, Verweij N, and van der Harst P
Subjects: Humans, Risk Factors, Heart Rate genetics, Genetic Predisposition to Disease, Mendelian Randomization Analysis methods, Genome-Wide Association Study methods, Polymorphism, Single Nucleotide, Cardiovascular Diseases genetics, Atrial Fibrillation
Abstract: Resting heart rate is associated with cardiovascular diseases and mortality in observational and Mendelian randomization studies. The aims of this study are to extend the number of resting heart rate associated genetic variants and to obtain further insights in resting heart rate biology and its clinical consequences. A genome-wide meta-analysis of 100 studies in up to 835,465 individuals reveals 493 independent genetic variants in 352 loci, including 68 genetic variants outside previously identified resting heart rate associated loci. We prioritize 670 genes and in silico annotations point to their enrichment in cardiomyocytes and provide insights in their ECG signature. Two-sample Mendelian randomization analyses indicate that higher genetically predicted resting heart rate increases risk of dilated cardiomyopathy, but decreases risk of developing atrial fibrillation, ischemic stroke, and cardio-embolic stroke. We do not find evidence for a linear or non-linear genetic association between resting heart rate and all-cause mortality in contrast to our previous Mendelian randomization study. Systematic alteration of key differences between the current and previous Mendelian randomization study indicates that the most likely cause of the discrepancy between these studies arises from false positive findings in previous one-sample MR analyses caused by weak-instrument bias at lower P-value thresholds. The results extend our understanding of resting heart rate biology and give additional insights in its role in cardiovascular disease development., (© 2023. The Author(s).)
Published: 2023
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33. Genome-wide analysis identifies genetic effects on reproductive success and ongoing natural selection at the FADS locus.

Author: Mathieson I, Day FR, Barban N, Tropf FC, Brazel DM, Vaez A, van Zuydam N, Bitarello BD, Gardner EJ, Akimova ET, Azad A, Bergmann S, Bielak LF, Boomsma DI, Bosak K, Brumat M, Buring JE, Cesarini D, Chasman DI, Chavarro JE, Cocca M, Concas MP, Davey Smith G, Davies G, Deary IJ, Esko T, Faul JD, Franco O, Ganna A, Gaskins AJ, Gelemanovic A, de Geus EJC, Gieger C, Girotto G, Gopinath B, Grabe HJ, Gunderson EP, Hayward C, He C, van Heemst D, Hill WD, Hoffmann ER, Homuth G, Hottenga JJ, Huang H, Hyppӧnen E, Ikram MA, Jansen R, Johannesson M, Kamali Z, Kardia SLR, Kavousi M, Kifley A, Kiiskinen T, Kraft P, Kühnel B, Langenberg C, Liew G, Lind PA, Luan J, Mägi R, Magnusson PKE, Mahajan A, Martin NG, Mbarek H, McCarthy MI, McMahon G, Medland SE, Meitinger T, Metspalu A, Mihailov E, Milani L, Missmer SA, Mitchell P, Møllegaard S, Mook-Kanamori DO, Morgan A, van der Most PJ, de Mutsert R, Nauck M, Nolte IM, Noordam R, Penninx BWJH, Peters A, Peyser PA, Polašek O, Power C, Pribisalic A, Redmond P, Rich-Edwards JW, Ridker PM, Rietveld CA, Ring SM, Rose LM, Rueedi R, Shukla V, Smith JA, Stankovic S, Stefánsson K, Stöckl D, Strauch K, Swertz MA, Teumer A, Thorleifsson G, Thorsteinsdottir U, Thurik AR, Timpson NJ, Turman C, Uitterlinden AG, Waldenberger M, Wareham NJ, Weir DR, Willemsen G, Zhao JH, Zhao W, Zhao Y, Snieder H, den Hoed M, Ong KK, Mills MC, and Perry JRB
Subjects: Child, Female, Humans, Aging physiology, Menopause genetics, Selection, Genetic, Fertility genetics, Reproduction genetics
Abstract: Identifying genetic determinants of reproductive success may highlight mechanisms underlying fertility and identify alleles under present-day selection. Using data in 785,604 individuals of European ancestry, we identified 43 genomic loci associated with either number of children ever born (NEB) or childlessness. These loci span diverse aspects of reproductive biology, including puberty timing, age at first birth, sex hormone regulation, endometriosis and age at menopause. Missense variants in ARHGAP27 were associated with higher NEB but shorter reproductive lifespan, suggesting a trade-off at this locus between reproductive ageing and intensity. Other genes implicated by coding variants include PIK3IP1, ZFP82 and LRP4, and our results suggest a new role for the melanocortin 1 receptor (MC1R) in reproductive biology. As NEB is one component of evolutionary fitness, our identified associations indicate loci under present-day natural selection. Integration with data from historical selection scans highlighted an allele in the FADS1/2 gene locus that has been under selection for thousands of years and remains so today. Collectively, our findings demonstrate that a broad range of biological mechanisms contribute to reproductive success., (© 2023. The Author(s), under exclusive licence to Springer Nature Limited.)
Published: 2023
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34. Differential and shared genetic effects on kidney function between diabetic and non-diabetic individuals.

Author: Winkler TW, Rasheed H, Teumer A, Gorski M, Rowan BX, Stanzick KJ, Thomas LF, Tin A, Hoppmann A, Chu AY, Tayo B, Thio CHL, Cusi D, Chai JF, Sieber KB, Horn K, Li M, Scholz M, Cocca M, Wuttke M, van der Most PJ, Yang Q, Ghasemi S, Nutile T, Li Y, Pontali G, Günther F, Dehghan A, Correa A, Parsa A, Feresin A, de Vries APJ, Zonderman AB, Smith AV, Oldehinkel AJ, De Grandi A, Rosenkranz AR, Franke A, Teren A, Metspalu A, Hicks AA, Morris AP, Tönjes A, Morgan A, Podgornaia AI, Peters A, Körner A, Mahajan A, Campbell A, Freedman BI, Spedicati B, Ponte B, Schöttker B, Brumpton B, Banas B, Krämer BK, Jung B, Åsvold BO, Smith BH, Ning B, Penninx BWJH, Vanderwerff BR, Psaty BM, Kammerer CM, Langefeld CD, Hayward C, Spracklen CN, Robinson-Cohen C, Hartman CA, Lindgren CM, Wang C, Sabanayagam C, Heng CK, Lanzani C, Khor CC, Cheng CY, Fuchsberger C, Gieger C, Shaffer CM, Schulz CA, Willer CJ, Chasman DI, Gudbjartsson DF, Ruggiero D, Toniolo D, Czamara D, Porteous DJ, Waterworth DM, Mascalzoni D, Mook-Kanamori DO, Reilly DF, Daw EW, Hofer E, Boerwinkle E, Salvi E, Bottinger EP, Tai ES, Catamo E, Rizzi F, Guo F, Rivadeneira F, Guilianini F, Sveinbjornsson G, Ehret G, Waeber G, Biino G, Girotto G, Pistis G, Nadkarni GN, Delgado GE, Montgomery GW, Snieder H, Campbell H, White HD, Gao H, Stringham HM, Schmidt H, Li H, Brenner H, Holm H, Kirsten H, Kramer H, Rudan I, Nolte IM, Tzoulaki I, Olafsson I, Martins J, Cook JP, Wilson JF, Halbritter J, Felix JF, Divers J, Kooner JS, Lee JJ, O'Connell J, Rotter JI, Liu J, Xu J, Thiery J, Ärnlöv J, Kuusisto J, Jakobsdottir J, Tremblay J, Chambers JC, Whitfield JB, Gaziano JM, Marten J, Coresh J, Jonas JB, Mychaleckyj JC, Christensen K, Eckardt KU, Mohlke KL, Endlich K, Dittrich K, Ryan KA, Rice KM, Taylor KD, Ho K, Nikus K, Matsuda K, Strauch K, Miliku K, Hveem K, Lind L, Wallentin L, Yerges-Armstrong LM, Raffield LM, Phillips LS, Launer LJ, Lyytikäinen LP, Lange LA, Citterio L, Klaric L, Ikram MA, Ising M, Kleber ME, Francescatto M, Concas MP, Ciullo M, Piratsu M, Orho-Melander M, Laakso M, Loeffler M, Perola M, de Borst MH, Gögele M, Bianca M, Lukas MA, Feitosa MF, Biggs ML, Wojczynski MK, Kavousi M, Kanai M, Akiyama M, Yasuda M, Nauck M, Waldenberger M, Chee ML, Chee ML, Boehnke M, Preuss MH, Stumvoll M, Province MA, Evans MK, O'Donoghue ML, Kubo M, Kähönen M, Kastarinen M, Nalls MA, Kuokkanen M, Ghanbari M, Bochud M, Josyula NS, Martin NG, Tan NYQ, Palmer ND, Pirastu N, Schupf N, Verweij N, Hutri-Kähönen N, Mononen N, Bansal N, Devuyst O, Melander O, Raitakari OT, Polasek O, Manunta P, Gasparini P, Mishra PP, Sulem P, Magnusson PKE, Elliott P, Ridker PM, Hamet P, Svensson PO, Joshi PK, Kovacs P, Pramstaller PP, Rossing P, Vollenweider P, van der Harst P, Dorajoo R, Sim RZH, Burkhardt R, Tao R, Noordam R, Mägi R, Schmidt R, de Mutsert R, Rueedi R, van Dam RM, Carroll RJ, Gansevoort RT, Loos RJF, Felicita SC, Sedaghat S, Padmanabhan S, Freitag-Wolf S, Pendergrass SA, Graham SE, Gordon SD, Hwang SJ, Kerr SM, Vaccargiu S, Patil SB, Hallan S, Bakker SJL, Lim SC, Lucae S, Vogelezang S, Bergmann S, Corre T, Ahluwalia TS, Lehtimäki T, Boutin TS, Meitinger T, Wong TY, Bergler T, Rabelink TJ, Esko T, Haller T, Thorsteinsdottir U, Völker U, Foo VHX, Salomaa V, Vitart V, Giedraitis V, Gudnason V, Jaddoe VWV, Huang W, Zhang W, Wei WB, Kiess W, März W, Koenig W, Lieb W, Gao X, Sim X, Wang YX, Friedlander Y, Tham YC, Kamatani Y, Okada Y, Milaneschi Y, Yu Z, Stark KJ, Stefansson K, Böger CA, Hung AM, Kronenberg F, Köttgen A, Pattaro C, and Heid IM
Subjects: Creatinine, Genome-Wide Association Study, Glomerular Filtration Rate genetics, Humans, Kidney, Diabetes Mellitus, Diabetic Nephropathies genetics
Abstract: Reduced glomerular filtration rate (GFR) can progress to kidney failure. Risk factors include genetics and diabetes mellitus (DM), but little is known about their interaction. We conducted genome-wide association meta-analyses for estimated GFR based on serum creatinine (eGFR), separately for individuals with or without DM (n DM = 178,691, n noDM = 1,296,113). Our genome-wide searches identified (i) seven eGFR loci with significant DM/noDM-difference, (ii) four additional novel loci with suggestive difference and (iii) 28 further novel loci (including CUBN) by allowing for potential difference. GWAS on eGFR among DM individuals identified 2 known and 27 potentially responsible loci for diabetic kidney disease. Gene prioritization highlighted 18 genes that may inform reno-protective drug development. We highlight the existence of DM-only and noDM-only effects, which can inform about the target group, if respective genes are advanced as drug targets. Largely shared effects suggest that most drug interventions to alter eGFR should be effective in DM and noDM., (© 2022. The Author(s).)
Published: 2022
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35. Untargeted Metabolome- and Transcriptome-Wide Association Study Suggests Causal Genes Modulating Metabolite Concentrations in Urine.

Author: Sönmez Flitman R, Khalili B, Kutalik Z, Rueedi R, Brümmer A, and Bergmann S
Subjects: Humans, Magnetic Resonance Spectroscopy methods, Metabolome genetics, Metabolomics methods, Body Fluids, Transcriptome
Abstract: Gene products can affect the concentrations of small molecules (aka "metabolites"), and conversely, some metabolites can modulate the concentrations of gene transcripts. While many specific instances of this interplay have been revealed, a global approach to systematically uncover human gene-metabolite interactions is still lacking. We performed a metabolome- and transcriptome-wide association study to identify genes influencing the human metabolome using untargeted metabolome features, extracted from 1 H nuclear magnetic resonance spectroscopy (NMR) of urine samples, and gene expression levels, quantified from RNA-Seq of lymphoblastoid cell lines (LCL) from 555 healthy individuals. We identified 20 study-wide significant associations corresponding to 15 genes, of which 5 associations (with 2 genes) were confirmed with follow-up NMR data. Using metabomatching, we identified the metabolites corresponding to metabolome features associated with the genes, namely, N-acetylated compounds with ALMS1 and trimethylamine (TMA) with HPS1 . Finally, Mendelian randomization analysis supported a potential causal link between the expression of genes in both the ALMS1 - and HPS1 -loci and their associated metabolite concentrations. In the case of HPS1 , we additionally observed that TMA concentration likely exhibits a reverse causal effect on HPS1 expression levels, indicating a negative feedback loop. Our study highlights how the integration of metabolomics, gene expression, and genetic data can pinpoint causal genes modulating metabolite concentrations.
Published: 2021
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36. Genetic insights into biological mechanisms governing human ovarian ageing.

Author: Ruth KS, Day FR, Hussain J, Martínez-Marchal A, Aiken CE, Azad A, Thompson DJ, Knoblochova L, Abe H, Tarry-Adkins JL, Gonzalez JM, Fontanillas P, Claringbould A, Bakker OB, Sulem P, Walters RG, Terao C, Turon S, Horikoshi M, Lin K, Onland-Moret NC, Sankar A, Hertz EPT, Timshel PN, Shukla V, Borup R, Olsen KW, Aguilera P, Ferrer-Roda M, Huang Y, Stankovic S, Timmers PRHJ, Ahearn TU, Alizadeh BZ, Naderi E, Andrulis IL, Arnold AM, Aronson KJ, Augustinsson A, Bandinelli S, Barbieri CM, Beaumont RN, Becher H, Beckmann MW, Benonisdottir S, Bergmann S, Bochud M, Boerwinkle E, Bojesen SE, Bolla MK, Boomsma DI, Bowker N, Brody JA, Broer L, Buring JE, Campbell A, Campbell H, Castelao JE, Catamo E, Chanock SJ, Chenevix-Trench G, Ciullo M, Corre T, Couch FJ, Cox A, Crisponi L, Cross SS, Cucca F, Czene K, Smith GD, de Geus EJCN, de Mutsert R, De Vivo I, Demerath EW, Dennis J, Dunning AM, Dwek M, Eriksson M, Esko T, Fasching PA, Faul JD, Ferrucci L, Franceschini N, Frayling TM, Gago-Dominguez M, Mezzavilla M, García-Closas M, Gieger C, Giles GG, Grallert H, Gudbjartsson DF, Gudnason V, Guénel P, Haiman CA, Håkansson N, Hall P, Hayward C, He C, He W, Heiss G, Høffding MK, Hopper JL, Hottenga JJ, Hu F, Hunter D, Ikram MA, Jackson RD, Joaquim MDR, John EM, Joshi PK, Karasik D, Kardia SLR, Kartsonaki C, Karlsson R, Kitahara CM, Kolcic I, Kooperberg C, Kraft P, Kurian AW, Kutalik Z, La Bianca M, LaChance G, Langenberg C, Launer LJ, Laven JSE, Lawlor DA, Le Marchand L, Li J, Lindblom A, Lindstrom S, Lindstrom T, Linet M, Liu Y, Liu S, Luan J, Mägi R, Magnusson PKE, Mangino M, Mannermaa A, Marco B, Marten J, Martin NG, Mbarek H, McKnight B, Medland SE, Meisinger C, Meitinger T, Menni C, Metspalu A, Milani L, Milne RL, Montgomery GW, Mook-Kanamori DO, Mulas A, Mulligan AM, Murray A, Nalls MA, Newman A, Noordam R, Nutile T, Nyholt DR, Olshan AF, Olsson H, Painter JN, Patel AV, Pedersen NL, Perjakova N, Peters A, Peters U, Pharoah PDP, Polasek O, Porcu E, Psaty BM, Rahman I, Rennert G, Rennert HS, Ridker PM, Ring SM, Robino A, Rose LM, Rosendaal FR, Rossouw J, Rudan I, Rueedi R, Ruggiero D, Sala CF, Saloustros E, Sandler DP, Sanna S, Sawyer EJ, Sarnowski C, Schlessinger D, Schmidt MK, Schoemaker MJ, Schraut KE, Scott C, Shekari S, Shrikhande A, Smith AV, Smith BH, Smith JA, Sorice R, Southey MC, Spector TD, Spinelli JJ, Stampfer M, Stöckl D, van Meurs JBJ, Strauch K, Styrkarsdottir U, Swerdlow AJ, Tanaka T, Teras LR, Teumer A, Þorsteinsdottir U, Timpson NJ, Toniolo D, Traglia M, Troester MA, Truong T, Tyrrell J, Uitterlinden AG, Ulivi S, Vachon CM, Vitart V, Völker U, Vollenweider P, Völzke H, Wang Q, Wareham NJ, Weinberg CR, Weir DR, Wilcox AN, van Dijk KW, Willemsen G, Wilson JF, Wolffenbuttel BHR, Wolk A, Wood AR, Zhao W, Zygmunt M, Chen Z, Li L, Franke L, Burgess S, Deelen P, Pers TH, Grøndahl ML, Andersen CY, Pujol A, Lopez-Contreras AJ, Daniel JA, Stefansson K, Chang-Claude J, van der Schouw YT, Lunetta KL, Chasman DI, Easton DF, Visser JA, Ozanne SE, Namekawa SH, Solc P, Murabito JM, Ong KK, Hoffmann ER, Murray A, Roig I, and Perry JRB
Subjects: Adult, Alleles, Animals, Bone and Bones metabolism, Checkpoint Kinase 1 genetics, Checkpoint Kinase 2 genetics, Diabetes Mellitus, Type 2, Diet, Europe ethnology, Asia, Eastern ethnology, Female, Fertility genetics, Fragile X Mental Retardation Protein genetics, Genetic Predisposition to Disease, Genome-Wide Association Study, Healthy Aging genetics, Humans, Longevity genetics, Menopause genetics, Menopause, Premature genetics, Mice, Mice, Inbred C57BL, Middle Aged, Primary Ovarian Insufficiency genetics, Uterus, Aging genetics, Ovary metabolism
Abstract: Reproductive longevity is essential for fertility and influences healthy ageing in women 1,2 , but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations 3 . The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease., (© 2021. The Author(s), under exclusive licence to Springer Nature Limited.)
Published: 2021
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37. Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci.

Author: de las Fuentes L, Sung YJ, Noordam R, Winkler T, Feitosa MF, Schwander K, Bentley AR, Brown MR, Guo X, Manning A, Chasman DI, Aschard H, Bartz TM, Bielak LF, Campbell A, Cheng CY, Dorajoo R, Hartwig FP, Horimoto ARVR, Li C, Li-Gao R, Liu Y, Marten J, Musani SK, Ntalla I, Rankinen T, Richard M, Sim X, Smith AV, Tajuddin SM, Tayo BO, Vojinovic D, Warren HR, Xuan D, Alver M, Boissel M, Chai JF, Chen X, Christensen K, Divers J, Evangelou E, Gao C, Girotto G, Harris SE, He M, Hsu FC, Kühnel B, Laguzzi F, Li X, Lyytikäinen LP, Nolte IM, Poveda A, Rauramaa R, Riaz M, Rueedi R, Shu XO, Snieder H, Sofer T, Takeuchi F, Verweij N, Ware EB, Weiss S, Yanek LR, Amin N, Arking DE, Arnett DK, Bergmann S, Boerwinkle E, Brody JA, Broeckel U, Brumat M, Burke G, Cabrera CP, Canouil M, Chee ML, Chen YI, Cocca M, Connell J, de Silva HJ, de Vries PS, Eiriksdottir G, Faul JD, Fisher V, Forrester T, Fox EF, Friedlander Y, Gao H, Gigante B, Giulianini F, Gu CC, Gu D, Harris TB, He J, Heikkinen S, Heng CK, Hunt S, Ikram MA, Irvin MR, Kähönen M, Kavousi M, Khor CC, Kilpeläinen TO, Koh WP, Komulainen P, Kraja AT, Krieger JE, Langefeld CD, Li Y, Liang J, Liewald DCM, Liu CT, Liu J, Lohman KK, Mägi R, McKenzie CA, Meitinger T, Metspalu A, Milaneschi Y, Milani L, Mook-Kanamori DO, Nalls MA, Nelson CP, Norris JM, O'Connell J, Ogunniyi A, Padmanabhan S, Palmer ND, Pedersen NL, Perls T, Peters A, Petersmann A, Peyser PA, Polasek O, Porteous DJ, Raffel LJ, Rice TK, Rotter JI, Rudan I, Rueda-Ochoa OL, Sabanayagam C, Salako BL, Schreiner PJ, Shikany JM, Sidney SS, Sims M, Sitlani CM, Smith JA, Starr JM, Strauch K, Swertz MA, Teumer A, Tham YC, Uitterlinden AG, Vaidya D, van der Ende MY, Waldenberger M, Wang L, Wang YX, Wei WB, Weir DR, Wen W, Yao J, Yu B, Yu C, Yuan JM, Zhao W, Zonderman AB, Becker DM, Bowden DW, Deary IJ, Dörr M, Esko T, Freedman BI, Froguel P, Gasparini P, Gieger C, Jonas JB, Kammerer CM, Kato N, Lakka TA, Leander K, Lehtimäki T, Magnusson PKE, Marques-Vidal P, Penninx BWJH, Samani NJ, van der Harst P, Wagenknecht LE, Wu T, Zheng W, Zhu X, Bouchard C, Cooper RS, Correa A, Evans MK, Gudnason V, Hayward C, Horta BL, Kelly TN, Kritchevsky SB, Levy D, Palmas WR, Pereira AC, Province MM, Psaty BM, Ridker PM, Rotimi CN, Tai ES, van Dam RM, van Duijn CM, Wong TY, Rice K, Gauderman WJ, Morrison AC, North KE, Kardia SLR, Caulfield MJ, Elliott P, Munroe PB, Franks PW, Rao DC, and Fornage M
Subjects: Blood Pressure genetics, Epistasis, Genetic, Genetic Loci, Humans, Polymorphism, Single Nucleotide, Genome-Wide Association Study, Hypertension genetics
Abstract: Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10 -8 ). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP., (© 2020. The Author(s), under exclusive licence to Springer Nature Limited.)
Published: 2021
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38. The trans-ancestral genomic architecture of glycemic traits.

Author: Chen J, Spracklen CN, Marenne G, Varshney A, Corbin LJ, Luan J, Willems SM, Wu Y, Zhang X, Horikoshi M, Boutin TS, Mägi R, Waage J, Li-Gao R, Chan KHK, Yao J, Anasanti MD, Chu AY, Claringbould A, Heikkinen J, Hong J, Hottenga JJ, Huo S, Kaakinen MA, Louie T, März W, Moreno-Macias H, Ndungu A, Nelson SC, Nolte IM, North KE, Raulerson CK, Ray D, Rohde R, Rybin D, Schurmann C, Sim X, Southam L, Stewart ID, Wang CA, Wang Y, Wu P, Zhang W, Ahluwalia TS, Appel EVR, Bielak LF, Brody JA, Burtt NP, Cabrera CP, Cade BE, Chai JF, Chai X, Chang LC, Chen CH, Chen BH, Chitrala KN, Chiu YF, de Haan HG, Delgado GE, Demirkan A, Duan Q, Engmann J, Fatumo SA, Gayán J, Giulianini F, Gong JH, Gustafsson S, Hai Y, Hartwig FP, He J, Heianza Y, Huang T, Huerta-Chagoya A, Hwang MY, Jensen RA, Kawaguchi T, Kentistou KA, Kim YJ, Kleber ME, Kooner IK, Lai S, Lange LA, Langefeld CD, Lauzon M, Li M, Ligthart S, Liu J, Loh M, Long J, Lyssenko V, Mangino M, Marzi C, Montasser ME, Nag A, Nakatochi M, Noce D, Noordam R, Pistis G, Preuss M, Raffield L, Rasmussen-Torvik LJ, Rich SS, Robertson NR, Rueedi R, Ryan K, Sanna S, Saxena R, Schraut KE, Sennblad B, Setoh K, Smith AV, Sparsø T, Strawbridge RJ, Takeuchi F, Tan J, Trompet S, van den Akker E, van der Most PJ, Verweij N, Vogel M, Wang H, Wang C, Wang N, Warren HR, Wen W, Wilsgaard T, Wong A, Wood AR, Xie T, Zafarmand MH, Zhao JH, Zhao W, Amin N, Arzumanyan Z, Astrup A, Bakker SJL, Baldassarre D, Beekman M, Bergman RN, Bertoni A, Blüher M, Bonnycastle LL, Bornstein SR, Bowden DW, Cai Q, Campbell A, Campbell H, Chang YC, de Geus EJC, Dehghan A, Du S, Eiriksdottir G, Farmaki AE, Frånberg M, Fuchsberger C, Gao Y, Gjesing AP, Goel A, Han S, Hartman CA, Herder C, Hicks AA, Hsieh CH, Hsueh WA, Ichihara S, Igase M, Ikram MA, Johnson WC, Jørgensen ME, Joshi PK, Kalyani RR, Kandeel FR, Katsuya T, Khor CC, Kiess W, Kolcic I, Kuulasmaa T, Kuusisto J, Läll K, Lam K, Lawlor DA, Lee NR, Lemaitre RN, Li H, Lin SY, Lindström J, Linneberg A, Liu J, Lorenzo C, Matsubara T, Matsuda F, Mingrone G, Mooijaart S, Moon S, Nabika T, Nadkarni GN, Nadler JL, Nelis M, Neville MJ, Norris JM, Ohyagi Y, Peters A, Peyser PA, Polasek O, Qi Q, Raven D, Reilly DF, Reiner A, Rivideneira F, Roll K, Rudan I, Sabanayagam C, Sandow K, Sattar N, Schürmann A, Shi J, Stringham HM, Taylor KD, Teslovich TM, Thuesen B, Timmers PRHJ, Tremoli E, Tsai MY, Uitterlinden A, van Dam RM, van Heemst D, van Hylckama Vlieg A, van Vliet-Ostaptchouk JV, Vangipurapu J, Vestergaard H, Wang T, Willems van Dijk K, Zemunik T, Abecasis GR, Adair LS, Aguilar-Salinas CA, Alarcón-Riquelme ME, An P, Aviles-Santa L, Becker DM, Beilin LJ, Bergmann S, Bisgaard H, Black C, Boehnke M, Boerwinkle E, Böhm BO, Bønnelykke K, Boomsma DI, Bottinger EP, Buchanan TA, Canouil M, Caulfield MJ, Chambers JC, Chasman DI, Chen YI, Cheng CY, Collins FS, Correa A, Cucca F, de Silva HJ, Dedoussis G, Elmståhl S, Evans MK, Ferrannini E, Ferrucci L, Florez JC, Franks PW, Frayling TM, Froguel P, Gigante B, Goodarzi MO, Gordon-Larsen P, Grallert H, Grarup N, Grimsgaard S, Groop L, Gudnason V, Guo X, Hamsten A, Hansen T, Hayward C, Heckbert SR, Horta BL, Huang W, Ingelsson E, James PS, Jarvelin MR, Jonas JB, Jukema JW, Kaleebu P, Kaplan R, Kardia SLR, Kato N, Keinanen-Kiukaanniemi SM, Kim BJ, Kivimaki M, Koistinen HA, Kooner JS, Körner A, Kovacs P, Kuh D, Kumari M, Kutalik Z, Laakso M, Lakka TA, Launer LJ, Leander K, Li H, Lin X, Lind L, Lindgren C, Liu S, Loos RJF, Magnusson PKE, Mahajan A, Metspalu A, Mook-Kanamori DO, Mori TA, Munroe PB, Njølstad I, O'Connell JR, Oldehinkel AJ, Ong KK, Padmanabhan S, Palmer CNA, Palmer ND, Pedersen O, Pennell CE, Porteous DJ, Pramstaller PP, Province MA, Psaty BM, Qi L, Raffel LJ, Rauramaa R, Redline S, Ridker PM, Rosendaal FR, Saaristo TE, Sandhu M, Saramies J, Schneiderman N, Schwarz P, Scott LJ, Selvin E, Sever P, Shu XO, Slagboom PE, Small KS, Smith BH, Snieder H, Sofer T, Sørensen TIA, Spector TD, Stanton A, Steves CJ, Stumvoll M, Sun L, Tabara Y, Tai ES, Timpson NJ, Tönjes A, Tuomilehto J, Tusie T, Uusitupa M, van der Harst P, van Duijn C, Vitart V, Vollenweider P, Vrijkotte TGM, Wagenknecht LE, Walker M, Wang YX, Wareham NJ, Watanabe RM, Watkins H, Wei WB, Wickremasinghe AR, Willemsen G, Wilson JF, Wong TY, Wu JY, Xiang AH, Yanek LR, Yengo L, Yokota M, Zeggini E, Zheng W, Zonderman AB, Rotter JI, Gloyn AL, McCarthy MI, Dupuis J, Meigs JB, Scott RA, Prokopenko I, Leong A, Liu CT, Parker SCJ, Mohlke KL, Langenberg C, Wheeler E, Morris AP, and Barroso I
Subjects: Alleles, Epigenesis, Genetic, Gene Expression Profiling, Genome, Human, Genome-Wide Association Study, Glycated Hemoglobin metabolism, Humans, Multifactorial Inheritance genetics, Physical Chromosome Mapping, Quantitative Trait Loci genetics, Blood Glucose genetics, Quantitative Trait, Heritable, White People genetics
Abstract: Glycemic traits are used to diagnose and monitor type 2 diabetes and cardiometabolic health. To date, most genetic studies of glycemic traits have focused on individuals of European ancestry. Here we aggregated genome-wide association studies comprising up to 281,416 individuals without diabetes (30% non-European ancestry) for whom fasting glucose, 2-h glucose after an oral glucose challenge, glycated hemoglobin and fasting insulin data were available. Trans-ancestry and single-ancestry meta-analyses identified 242 loci (99 novel; P < 5 × 10 -8 ), 80% of which had no significant evidence of between-ancestry heterogeneity. Analyses restricted to individuals of European ancestry with equivalent sample size would have led to 24 fewer new loci. Compared with single-ancestry analyses, equivalent-sized trans-ancestry fine-mapping reduced the number of estimated variants in 99% credible sets by a median of 37.5%. Genomic-feature, gene-expression and gene-set analyses revealed distinct biological signatures for each trait, highlighting different underlying biological pathways. Our results increase our understanding of diabetes pathophysiology by using trans-ancestry studies for improved power and resolution.
Published: 2021
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39. Interoperable and scalable data analysis with microservices: applications in metabolomics.

Author: Emami Khoonsari P, Moreno P, Bergmann S, Burman J, Capuccini M, Carone M, Cascante M, de Atauri P, Foguet C, Gonzalez-Beltran AN, Hankemeier T, Haug K, He S, Herman S, Johnson D, Kale N, Larsson A, Neumann S, Peters K, Pireddu L, Rocca-Serra P, Roger P, Rueedi R, Ruttkies C, Sadawi N, Salek RM, Sansone SA, Schober D, Selivanov V, Thévenot EA, van Vliet M, Zanetti G, Steinbeck C, Kultima K, and Spjuth O
Subjects: Computational Biology, Software, Workflow, Data Analysis, Metabolomics
Abstract: Motivation: Developing a robust and performant data analysis workflow that integrates all necessary components whilst still being able to scale over multiple compute nodes is a challenging task. We introduce a generic method based on the microservice architecture, where software tools are encapsulated as Docker containers that can be connected into scientific workflows and executed using the Kubernetes container orchestrator., Results: We developed a Virtual Research Environment (VRE) which facilitates rapid integration of new tools and developing scalable and interoperable workflows for performing metabolomics data analysis. The environment can be launched on-demand on cloud resources and desktop computers. IT-expertise requirements on the user side are kept to a minimum, and workflows can be re-used effortlessly by any novice user. We validate our method in the field of metabolomics on two mass spectrometry, one nuclear magnetic resonance spectroscopy and one fluxomics study. We showed that the method scales dynamically with increasing availability of computational resources. We demonstrated that the method facilitates interoperability using integration of the major software suites resulting in a turn-key workflow encompassing all steps for mass-spectrometry-based metabolomics including preprocessing, statistics and identification. Microservices is a generic methodology that can serve any scientific discipline and opens up for new types of large-scale integrative science., Availability and Implementation: The PhenoMeNal consortium maintains a web portal (https://portal.phenomenal-h2020.eu) providing a GUI for launching the Virtual Research Environment. The GitHub repository https://github.com/phnmnl/ hosts the source code of all projects., Supplementary Information: Supplementary data are available at Bioinformatics online., (© The Author(s) 2019. Published by Oxford University Press.)
Published: 2019
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40. Target genes, variants, tissues and transcriptional pathways influencing human serum urate levels.

Author: Tin A, Marten J, Halperin Kuhns VL, Li Y, Wuttke M, Kirsten H, Sieber KB, Qiu C, Gorski M, Yu Z, Giri A, Sveinbjornsson G, Li M, Chu AY, Hoppmann A, O'Connor LJ, Prins B, Nutile T, Noce D, Akiyama M, Cocca M, Ghasemi S, van der Most PJ, Horn K, Xu Y, Fuchsberger C, Sedaghat S, Afaq S, Amin N, Ärnlöv J, Bakker SJL, Bansal N, Baptista D, Bergmann S, Biggs ML, Biino G, Boerwinkle E, Bottinger EP, Boutin TS, Brumat M, Burkhardt R, Campana E, Campbell A, Campbell H, Carroll RJ, Catamo E, Chambers JC, Ciullo M, Concas MP, Coresh J, Corre T, Cusi D, Felicita SC, de Borst MH, De Grandi A, de Mutsert R, de Vries APJ, Delgado G, Demirkan A, Devuyst O, Dittrich K, Eckardt KU, Ehret G, Endlich K, Evans MK, Gansevoort RT, Gasparini P, Giedraitis V, Gieger C, Girotto G, Gögele M, Gordon SD, Gudbjartsson DF, Gudnason V, Haller T, Hamet P, Harris TB, Hayward C, Hicks AA, Hofer E, Holm H, Huang W, Hutri-Kähönen N, Hwang SJ, Ikram MA, Lewis RM, Ingelsson E, Jakobsdottir J, Jonsdottir I, Jonsson H, Joshi PK, Josyula NS, Jung B, Kähönen M, Kamatani Y, Kanai M, Kerr SM, Kiess W, Kleber ME, Koenig W, Kooner JS, Körner A, Kovacs P, Krämer BK, Kronenberg F, Kubo M, Kühnel B, La Bianca M, Lange LA, Lehne B, Lehtimäki T, Liu J, Loeffler M, Loos RJF, Lyytikäinen LP, Magi R, Mahajan A, Martin NG, März W, Mascalzoni D, Matsuda K, Meisinger C, Meitinger T, Metspalu A, Milaneschi Y, O'Donnell CJ, Wilson OD, Gaziano JM, Mishra PP, Mohlke KL, Mononen N, Montgomery GW, Mook-Kanamori DO, Müller-Nurasyid M, Nadkarni GN, Nalls MA, Nauck M, Nikus K, Ning B, Nolte IM, Noordam R, O'Connell JR, Olafsson I, Padmanabhan S, Penninx BWJH, Perls T, Peters A, Pirastu M, Pirastu N, Pistis G, Polasek O, Ponte B, Porteous DJ, Poulain T, Preuss MH, Rabelink TJ, Raffield LM, Raitakari OT, Rettig R, Rheinberger M, Rice KM, Rizzi F, Robino A, Rudan I, Krajcoviechova A, Cifkova R, Rueedi R, Ruggiero D, Ryan KA, Saba Y, Salvi E, Schmidt H, Schmidt R, Shaffer CM, Smith AV, Smith BH, Spracklen CN, Strauch K, Stumvoll M, Sulem P, Tajuddin SM, Teren A, Thiery J, Thio CHL, Thorsteinsdottir U, Toniolo D, Tönjes A, Tremblay J, Uitterlinden AG, Vaccargiu S, van der Harst P, van Duijn CM, Verweij N, Völker U, Vollenweider P, Waeber G, Waldenberger M, Whitfield JB, Wild SH, Wilson JF, Yang Q, Zhang W, Zonderman AB, Bochud M, Wilson JG, Pendergrass SA, Ho K, Parsa A, Pramstaller PP, Psaty BM, Böger CA, Snieder H, Butterworth AS, Okada Y, Edwards TL, Stefansson K, Susztak K, Scholz M, Heid IM, Hung AM, Teumer A, Pattaro C, Woodward OM, Vitart V, and Köttgen A
Subjects: ATP Binding Cassette Transporter, Subfamily G, Member 2 genetics, Cardiovascular Diseases epidemiology, Cardiovascular Diseases genetics, Cohort Studies, Genetic Loci, Genetic Predisposition to Disease, Genome-Wide Association Study, Gout epidemiology, Gout genetics, Hepatocyte Nuclear Factor 1-alpha genetics, Hepatocyte Nuclear Factor 4 genetics, Humans, Kidney metabolism, Kidney pathology, Liver metabolism, Liver pathology, Metabolic Diseases epidemiology, Metabolic Diseases genetics, Neoplasm Proteins genetics, Organ Specificity, Cardiovascular Diseases blood, Genetic Markers, Gout blood, Metabolic Diseases blood, Polymorphism, Single Nucleotide, Signal Transduction, Uric Acid blood
Abstract: Elevated serum urate levels cause gout and correlate with cardiometabolic diseases via poorly understood mechanisms. We performed a trans-ancestry genome-wide association study of serum urate in 457,690 individuals, identifying 183 loci (147 previously unknown) that improve the prediction of gout in an independent cohort of 334,880 individuals. Serum urate showed significant genetic correlations with many cardiometabolic traits, with genetic causality analyses supporting a substantial role for pleiotropy. Enrichment analysis, fine-mapping of urate-associated loci and colocalization with gene expression in 47 tissues implicated the kidney and liver as the main target organs and prioritized potentially causal genes and variants, including the transcriptional master regulators in the liver and kidney, HNF1A and HNF4A. Experimental validation showed that HNF4A transactivated the promoter of ABCG2, encoding a major urate transporter, in kidney cells, and that HNF4A p.Thr139Ile is a functional variant. Transcriptional coregulation within and across organs may be a general mechanism underlying the observed pleiotropy between urate and cardiometabolic traits.
Published: 2019
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41. Automated Analysis of Large-Scale NMR Data Generates Metabolomic Signatures and Links Them to Candidate Metabolites.

Author: Khalili B, Tomasoni M, Mattei M, Mallol Parera R, Sonmez R, Krefl D, Rueedi R, and Bergmann S
Subjects: Algorithms, Databases, Factual, Humans, Metabolome genetics, Principal Component Analysis, Proteins chemistry, Proteins classification, Body Fluids metabolism, Metabolomics statistics & numerical data, Nuclear Magnetic Resonance, Biomolecular methods, Proteins metabolism
Abstract: Identification of metabolites in large-scale 1 H NMR data from human biofluids remains challenging due to the complexity of the spectra and their sensitivity to pH and ionic concentrations. In this work, we tested the capacity of three analysis tools to extract metabolite signatures from 968 NMR profiles of human urine samples. Specifically, we studied sets of covarying features derived from principal component analysis (PCA), the iterative signature algorithm (ISA), and averaged correlation profiles (ACP), a new method we devised inspired by the STOCSY approach. We used our previously developed metabomatching method to match the sets generated by these algorithms to NMR spectra of individual metabolites available in public databases. On the basis of the number and quality of the matches, we concluded that ISA and ACP can robustly identify ten and nine metabolites, respectively, half of which were shared, while PCA did not produce any signatures with robust matches.
Published: 2019
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42. Genome-wide Association Study of Change in Fasting Glucose over time in 13,807 non-diabetic European Ancestry Individuals.

Author: Liu CT, Merino J, Rybin D, DiCorpo D, Benke KS, Bragg-Gresham JL, Canouil M, Corre T, Grallert H, Isaacs A, Kutalik Z, Lahti J, Marullo L, Marzi C, Rasmussen-Torvik LJ, Rocheleau G, Rueedi R, Scapoli C, Verweij N, Vogelzangs N, Willems SM, Yengo L, Bakker SJL, Beilby J, Hui J, Kajantie E, Müller-Nurasyid M, Rathmann W, Balkau B, Bergmann S, Eriksson JG, Florez JC, Froguel P, Harris T, Hung J, James AL, Kavousi M, Miljkovic I, Musk AW, Palmer LJ, Peters A, Roussel R, van der Harst P, van Duijn CM, Vollenweider P, Barroso I, Prokopenko I, Dupuis J, Meigs JB, and Bouatia-Naji N
Subjects: Blood Glucose analysis, Diabetes Mellitus, Type 2 genetics, Female, Genetic Variation, Genotype, Humans, Longitudinal Studies, Male, Middle Aged, Phenotype, Polymorphism, Single Nucleotide, Blood Glucose genetics, Genome-Wide Association Study, White People genetics
Abstract: Type 2 diabetes (T2D) affects the health of millions of people worldwide. The identification of genetic determinants associated with changes in glycemia over time might illuminate biological features that precede the development of T2D. Here we conducted a genome-wide association study of longitudinal fasting glucose changes in up to 13,807 non-diabetic individuals of European descent from nine cohorts. Fasting glucose change over time was defined as the slope of the line defined by multiple fasting glucose measurements obtained over up to 14 years of observation. We tested for associations of genetic variants with inverse-normal transformed fasting glucose change over time adjusting for age at baseline, sex, and principal components of genetic variation. We found no genome-wide significant association (P < 5 × 10 -8 ) with fasting glucose change over time. Seven loci previously associated with T2D, fasting glucose or HbA1c were nominally (P < 0.05) associated with fasting glucose change over time. Limited power influences unambiguous interpretation, but these data suggest that genetic effects on fasting glucose change over time are likely to be small. A public version of the data provides a genomic resource to combine with future studies to evaluate shared genetic links with T2D and other metabolic risk traits.
Published: 2019
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43. A catalog of genetic loci associated with kidney function from analyses of a million individuals.

Author: Wuttke M, Li Y, Li M, Sieber KB, Feitosa MF, Gorski M, Tin A, Wang L, Chu AY, Hoppmann A, Kirsten H, Giri A, Chai JF, Sveinbjornsson G, Tayo BO, Nutile T, Fuchsberger C, Marten J, Cocca M, Ghasemi S, Xu Y, Horn K, Noce D, van der Most PJ, Sedaghat S, Yu Z, Akiyama M, Afaq S, Ahluwalia TS, Almgren P, Amin N, Ärnlöv J, Bakker SJL, Bansal N, Baptista D, Bergmann S, Biggs ML, Biino G, Boehnke M, Boerwinkle E, Boissel M, Bottinger EP, Boutin TS, Brenner H, Brumat M, Burkhardt R, Butterworth AS, Campana E, Campbell A, Campbell H, Canouil M, Carroll RJ, Catamo E, Chambers JC, Chee ML, Chee ML, Chen X, Cheng CY, Cheng Y, Christensen K, Cifkova R, Ciullo M, Concas MP, Cook JP, Coresh J, Corre T, Sala CF, Cusi D, Danesh J, Daw EW, de Borst MH, De Grandi A, de Mutsert R, de Vries APJ, Degenhardt F, Delgado G, Demirkan A, Di Angelantonio E, Dittrich K, Divers J, Dorajoo R, Eckardt KU, Ehret G, Elliott P, Endlich K, Evans MK, Felix JF, Foo VHX, Franco OH, Franke A, Freedman BI, Freitag-Wolf S, Friedlander Y, Froguel P, Gansevoort RT, Gao H, Gasparini P, Gaziano JM, Giedraitis V, Gieger C, Girotto G, Giulianini F, Gögele M, Gordon SD, Gudbjartsson DF, Gudnason V, Haller T, Hamet P, Harris TB, Hartman CA, Hayward C, Hellwege JN, Heng CK, Hicks AA, Hofer E, Huang W, Hutri-Kähönen N, Hwang SJ, Ikram MA, Indridason OS, Ingelsson E, Ising M, Jaddoe VWV, Jakobsdottir J, Jonas JB, Joshi PK, Josyula NS, Jung B, Kähönen M, Kamatani Y, Kammerer CM, Kanai M, Kastarinen M, Kerr SM, Khor CC, Kiess W, Kleber ME, Koenig W, Kooner JS, Körner A, Kovacs P, Kraja AT, Krajcoviechova A, Kramer H, Krämer BK, Kronenberg F, Kubo M, Kühnel B, Kuokkanen M, Kuusisto J, La Bianca M, Laakso M, Lange LA, Langefeld CD, Lee JJ, Lehne B, Lehtimäki T, Lieb W, Lim SC, Lind L, Lindgren CM, Liu J, Liu J, Loeffler M, Loos RJF, Lucae S, Lukas MA, Lyytikäinen LP, Mägi R, Magnusson PKE, Mahajan A, Martin NG, Martins J, März W, Mascalzoni D, Matsuda K, Meisinger C, Meitinger T, Melander O, Metspalu A, Mikaelsdottir EK, Milaneschi Y, Miliku K, Mishra PP, Mohlke KL, Mononen N, Montgomery GW, Mook-Kanamori DO, Mychaleckyj JC, Nadkarni GN, Nalls MA, Nauck M, Nikus K, Ning B, Nolte IM, Noordam R, O'Connell J, O'Donoghue ML, Olafsson I, Oldehinkel AJ, Orho-Melander M, Ouwehand WH, Padmanabhan S, Palmer ND, Palsson R, Penninx BWJH, Perls T, Perola M, Pirastu M, Pirastu N, Pistis G, Podgornaia AI, Polasek O, Ponte B, Porteous DJ, Poulain T, Pramstaller PP, Preuss MH, Prins BP, Province MA, Rabelink TJ, Raffield LM, Raitakari OT, Reilly DF, Rettig R, Rheinberger M, Rice KM, Ridker PM, Rivadeneira F, Rizzi F, Roberts DJ, Robino A, Rossing P, Rudan I, Rueedi R, Ruggiero D, Ryan KA, Saba Y, Sabanayagam C, Salomaa V, Salvi E, Saum KU, Schmidt H, Schmidt R, Schöttker B, Schulz CA, Schupf N, Shaffer CM, Shi Y, Smith AV, Smith BH, Soranzo N, Spracklen CN, Strauch K, Stringham HM, Stumvoll M, Svensson PO, Szymczak S, Tai ES, Tajuddin SM, Tan NYQ, Taylor KD, Teren A, Tham YC, Thiery J, Thio CHL, Thomsen H, Thorleifsson G, Toniolo D, Tönjes A, Tremblay J, Tzoulaki I, Uitterlinden AG, Vaccargiu S, van Dam RM, van der Harst P, van Duijn CM, Velez Edward DR, Verweij N, Vogelezang S, Völker U, Vollenweider P, Waeber G, Waldenberger M, Wallentin L, Wang YX, Wang C, Waterworth DM, Bin Wei W, White H, Whitfield JB, Wild SH, Wilson JF, Wojczynski MK, Wong C, Wong TY, Xu L, Yang Q, Yasuda M, Yerges-Armstrong LM, Zhang W, Zonderman AB, Rotter JI, Bochud M, Psaty BM, Vitart V, Wilson JG, Dehghan A, Parsa A, Chasman DI, Ho K, Morris AP, Devuyst O, Akilesh S, Pendergrass SA, Sim X, Böger CA, Okada Y, Edwards TL, Snieder H, Stefansson K, Hung AM, Heid IM, Scholz M, Teumer A, Köttgen A, and Pattaro C
Subjects: Chromosome Mapping, Genome-Wide Association Study, Glomerular Filtration Rate, Humans, Inheritance Patterns, Kidney Function Tests, Phenotype, Polymorphism, Single Nucleotide, Renal Insufficiency, Chronic urine, Uromodulin urine, White People, Genetic Association Studies methods, Genetic Predisposition to Disease, Quantitative Trait Loci, Quantitative Trait, Heritable, Renal Insufficiency, Chronic genetics, Renal Insufficiency, Chronic physiopathology
Abstract: Chronic kidney disease (CKD) is responsible for a public health burden with multi-systemic complications. Through trans-ancestry meta-analysis of genome-wide association studies of estimated glomerular filtration rate (eGFR) and independent replication (n = 1,046,070), we identified 264 associated loci (166 new). Of these, 147 were likely to be relevant for kidney function on the basis of associations with the alternative kidney function marker blood urea nitrogen (n = 416,178). Pathway and enrichment analyses, including mouse models with renal phenotypes, support the kidney as the main target organ. A genetic risk score for lower eGFR was associated with clinically diagnosed CKD in 452,264 independent individuals. Colocalization analyses of associations with eGFR among 783,978 European-ancestry individuals and gene expression across 46 human tissues, including tubulo-interstitial and glomerular kidney compartments, identified 17 genes differentially expressed in kidney. Fine-mapping highlighted missense driver variants in 11 genes and kidney-specific regulatory variants. These results provide a comprehensive priority list of molecular targets for translational research.
Published: 2019
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44. Maternal and fetal genetic effects on birth weight and their relevance to cardio-metabolic risk factors.

Author: Warrington NM, Beaumont RN, Horikoshi M, Day FR, Helgeland Ø, Laurin C, Bacelis J, Peng S, Hao K, Feenstra B, Wood AR, Mahajan A, Tyrrell J, Robertson NR, Rayner NW, Qiao Z, Moen GH, Vaudel M, Marsit CJ, Chen J, Nodzenski M, Schnurr TM, Zafarmand MH, Bradfield JP, Grarup N, Kooijman MN, Li-Gao R, Geller F, Ahluwalia TS, Paternoster L, Rueedi R, Huikari V, Hottenga JJ, Lyytikäinen LP, Cavadino A, Metrustry S, Cousminer DL, Wu Y, Thiering E, Wang CA, Have CT, Vilor-Tejedor N, Joshi PK, Painter JN, Ntalla I, Myhre R, Pitkänen N, van Leeuwen EM, Joro R, Lagou V, Richmond RC, Espinosa A, Barton SJ, Inskip HM, Holloway JW, Santa-Marina L, Estivill X, Ang W, Marsh JA, Reichetzeder C, Marullo L, Hocher B, Lunetta KL, Murabito JM, Relton CL, Kogevinas M, Chatzi L, Allard C, Bouchard L, Hivert MF, Zhang G, Muglia LJ, Heikkinen J, Morgen CS, van Kampen AHC, van Schaik BDC, Mentch FD, Langenberg C, Luan J, Scott RA, Zhao JH, Hemani G, Ring SM, Bennett AJ, Gaulton KJ, Fernandez-Tajes J, van Zuydam NR, Medina-Gomez C, de Haan HG, Rosendaal FR, Kutalik Z, Marques-Vidal P, Das S, Willemsen G, Mbarek H, Müller-Nurasyid M, Standl M, Appel EVR, Fonvig CE, Trier C, van Beijsterveldt CEM, Murcia M, Bustamante M, Bonas-Guarch S, Hougaard DM, Mercader JM, Linneberg A, Schraut KE, Lind PA, Medland SE, Shields BM, Knight BA, Chai JF, Panoutsopoulou K, Bartels M, Sánchez F, Stokholm J, Torrents D, Vinding RK, Willems SM, Atalay M, Chawes BL, Kovacs P, Prokopenko I, Tuke MA, Yaghootkar H, Ruth KS, Jones SE, Loh PR, Murray A, Weedon MN, Tönjes A, Stumvoll M, Michaelsen KF, Eloranta AM, Lakka TA, van Duijn CM, Kiess W, Körner A, Niinikoski H, Pahkala K, Raitakari OT, Jacobsson B, Zeggini E, Dedoussis GV, Teo YY, Saw SM, Montgomery GW, Campbell H, Wilson JF, Vrijkotte TGM, Vrijheid M, de Geus EJCN, Hayes MG, Kadarmideen HN, Holm JC, Beilin LJ, Pennell CE, Heinrich J, Adair LS, Borja JB, Mohlke KL, Eriksson JG, Widén EE, Hattersley AT, Spector TD, Kähönen M, Viikari JS, Lehtimäki T, Boomsma DI, Sebert S, Vollenweider P, Sørensen TIA, Bisgaard H, Bønnelykke K, Murray JC, Melbye M, Nohr EA, Mook-Kanamori DO, Rivadeneira F, Hofman A, Felix JF, Jaddoe VWV, Hansen T, Pisinger C, Vaag AA, Pedersen O, Uitterlinden AG, Järvelin MR, Power C, Hyppönen E, Scholtens DM, Lowe WL Jr, Davey Smith G, Timpson NJ, Morris AP, Wareham NJ, Hakonarson H, Grant SFA, Frayling TM, Lawlor DA, Njølstad PR, Johansson S, Ong KK, McCarthy MI, Perry JRB, Evans DM, and Freathy RM
Subjects: Adult, Blood Pressure genetics, Body Height genetics, Diabetes Mellitus, Type 2 etiology, Diabetes Mellitus, Type 2 genetics, Female, Fetal Development genetics, Genetic Predisposition to Disease, Genome-Wide Association Study, Heart Diseases etiology, Heart Diseases genetics, Humans, Infant, Newborn, Male, Maternal Inheritance genetics, Maternal-Fetal Exchange genetics, Metabolic Diseases etiology, Metabolic Diseases genetics, Models, Genetic, Polymorphism, Single Nucleotide, Pregnancy, Risk Factors, Birth Weight genetics
Abstract: Birth weight variation is influenced by fetal and maternal genetic and non-genetic factors, and has been reproducibly associated with future cardio-metabolic health outcomes. In expanded genome-wide association analyses of own birth weight (n = 321,223) and offspring birth weight (n = 230,069 mothers), we identified 190 independent association signals (129 of which are novel). We used structural equation modeling to decompose the contributions of direct fetal and indirect maternal genetic effects, then applied Mendelian randomization to illuminate causal pathways. For example, both indirect maternal and direct fetal genetic effects drive the observational relationship between lower birth weight and higher later blood pressure: maternal blood pressure-raising alleles reduce offspring birth weight, but only direct fetal effects of these alleles, once inherited, increase later offspring blood pressure. Using maternal birth weight-lowering genotypes to proxy for an adverse intrauterine environment provided no evidence that it causally raises offspring blood pressure, indicating that the inverse birth weight-blood pressure association is attributable to genetic effects, and not to intrauterine programming.
Published: 2019
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45. PhenoMeNal: processing and analysis of metabolomics data in the cloud.

Author: Peters K, Bradbury J, Bergmann S, Capuccini M, Cascante M, de Atauri P, Ebbels TMD, Foguet C, Glen R, Gonzalez-Beltran A, Günther UL, Handakas E, Hankemeier T, Haug K, Herman S, Holub P, Izzo M, Jacob D, Johnson D, Jourdan F, Kale N, Karaman I, Khalili B, Emami Khonsari P, Kultima K, Lampa S, Larsson A, Ludwig C, Moreno P, Neumann S, Novella JA, O'Donovan C, Pearce JTM, Peluso A, Piras ME, Pireddu L, Reed MAC, Rocca-Serra P, Roger P, Rosato A, Rueedi R, Ruttkies C, Sadawi N, Salek RM, Sansone SA, Selivanov V, Spjuth O, Schober D, Thévenot EA, Tomasoni M, van Rijswijk M, van Vliet M, Viant MR, Weber RJM, Zanetti G, and Steinbeck C
Subjects: Cloud Computing, Humans, Workflow, Metabolomics methods, Software
Abstract: Background: Metabolomics is the comprehensive study of a multitude of small molecules to gain insight into an organism's metabolism. The research field is dynamic and expanding with applications across biomedical, biotechnological, and many other applied biological domains. Its computationally intensive nature has driven requirements for open data formats, data repositories, and data analysis tools. However, the rapid progress has resulted in a mosaic of independent, and sometimes incompatible, analysis methods that are difficult to connect into a useful and complete data analysis solution., Findings: PhenoMeNal (Phenome and Metabolome aNalysis) is an advanced and complete solution to set up Infrastructure-as-a-Service (IaaS) that brings workflow-oriented, interoperable metabolomics data analysis platforms into the cloud. PhenoMeNal seamlessly integrates a wide array of existing open-source tools that are tested and packaged as Docker containers through the project's continuous integration process and deployed based on a kubernetes orchestration framework. It also provides a number of standardized, automated, and published analysis workflows in the user interfaces Galaxy, Jupyter, Luigi, and Pachyderm., Conclusions: PhenoMeNal constitutes a keystone solution in cloud e-infrastructures available for metabolomics. PhenoMeNal is a unique and complete solution for setting up cloud e-infrastructures through easy-to-use web interfaces that can be scaled to any custom public and private cloud environment. By harmonizing and automating software installation and configuration and through ready-to-use scientific workflow user interfaces, PhenoMeNal has succeeded in providing scientists with workflow-driven, reproducible, and shareable metabolomics data analysis platforms that are interfaced through standard data formats, representative datasets, versioned, and have been tested for reproducibility and interoperability. The elastic implementation of PhenoMeNal further allows easy adaptation of the infrastructure to other application areas and 'omics research domains., (© The Author(s) 2018. Published by Oxford University Press.)
Published: 2019
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46. Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity.

Author: Kilpeläinen TO, Bentley AR, Noordam R, Sung YJ, Schwander K, Winkler TW, Jakupović H, Chasman DI, Manning A, Ntalla I, Aschard H, Brown MR, de las Fuentes L, Franceschini N, Guo X, Vojinovic D, Aslibekyan S, Feitosa MF, Kho M, Musani SK, Richard M, Wang H, Wang Z, Bartz TM, Bielak LF, Campbell A, Dorajoo R, Fisher V, Hartwig FP, Horimoto ARVR, Li C, Lohman KK, Marten J, Sim X, Smith AV, Tajuddin SM, Alver M, Amini M, Boissel M, Chai JF, Chen X, Divers J, Evangelou E, Gao C, Graff M, Harris SE, He M, Hsu FC, Jackson AU, Zhao JH, Kraja AT, Kühnel B, Laguzzi F, Lyytikäinen LP, Nolte IM, Rauramaa R, Riaz M, Robino A, Rueedi R, Stringham HM, Takeuchi F, van der Most PJ, Varga TV, Verweij N, Ware EB, Wen W, Li X, Yanek LR, Amin N, Arnett DK, Boerwinkle E, Brumat M, Cade B, Canouil M, Chen YI, Concas MP, Connell J, de Mutsert R, de Silva HJ, de Vries PS, Demirkan A, Ding J, Eaton CB, Faul JD, Friedlander Y, Gabriel KP, Ghanbari M, Giulianini F, Gu CC, Gu D, Harris TB, He J, Heikkinen S, Heng CK, Hunt SC, Ikram MA, Jonas JB, Koh WP, Komulainen P, Krieger JE, Kritchevsky SB, Kutalik Z, Kuusisto J, Langefeld CD, Langenberg C, Launer LJ, Leander K, Lemaitre RN, Lewis CE, Liang J, Liu J, Mägi R, Manichaikul A, Meitinger T, Metspalu A, Milaneschi Y, Mohlke KL, Mosley TH Jr, Murray AD, Nalls MA, Nang EK, Nelson CP, Nona S, Norris JM, Nwuba CV, O'Connell J, Palmer ND, Papanicolau GJ, Pazoki R, Pedersen NL, Peters A, Peyser PA, Polasek O, Porteous DJ, Poveda A, Raitakari OT, Rich SS, Risch N, Robinson JG, Rose LM, Rudan I, Schreiner PJ, Scott RA, Sidney SS, Sims M, Smith JA, Snieder H, Sofer T, Starr JM, Sternfeld B, Strauch K, Tang H, Taylor KD, Tsai MY, Tuomilehto J, Uitterlinden AG, van der Ende MY, van Heemst D, Voortman T, Waldenberger M, Wennberg P, Wilson G, Xiang YB, Yao J, Yu C, Yuan JM, Zhao W, Zonderman AB, Becker DM, Boehnke M, Bowden DW, de Faire U, Deary IJ, Elliott P, Esko T, Freedman BI, Froguel P, Gasparini P, Gieger C, Kato N, Laakso M, Lakka TA, Lehtimäki T, Magnusson PKE, Oldehinkel AJ, Penninx BWJH, Samani NJ, Shu XO, van der Harst P, Van Vliet-Ostaptchouk JV, Vollenweider P, Wagenknecht LE, Wang YX, Wareham NJ, Weir DR, Wu T, Zheng W, Zhu X, Evans MK, Franks PW, Gudnason V, Hayward C, Horta BL, Kelly TN, Liu Y, North KE, Pereira AC, Ridker PM, Tai ES, van Dam RM, Fox ER, Kardia SLR, Liu CT, Mook-Kanamori DO, Province MA, Redline S, van Duijn CM, Rotter JI, Kooperberg CB, Gauderman WJ, Psaty BM, Rice K, Munroe PB, Fornage M, Cupples LA, Rotimi CN, Morrison AC, Rao DC, and Loos RJF
Subjects: Adolescent, Adult, Aged, Aged, 80 and over, Asian People genetics, Black People genetics, Brazil, Calcium-Binding Proteins genetics, Cholesterol blood, Cholesterol, HDL blood, Cholesterol, HDL genetics, Cholesterol, LDL blood, Cholesterol, LDL genetics, Female, Genome-Wide Association Study, Genotype, Hispanic or Latino genetics, Humans, LIM-Homeodomain Proteins genetics, Lipid Metabolism genetics, Male, Membrane Proteins genetics, Microtubule-Associated Proteins genetics, Middle Aged, Muscle Proteins genetics, Nerve Tissue Proteins genetics, Transcription Factors genetics, Triglycerides blood, Triglycerides genetics, White People genetics, Young Adult, Exercise, Genetic Loci genetics, Lipids blood, Lipids genetics
Abstract: Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.
Published: 2019
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47. Genome Analyses of >200,000 Individuals Identify 58 Loci for Chronic Inflammation and Highlight Pathways that Link Inflammation and Complex Disorders.

Author: Ligthart S, Vaez A, Võsa U, Stathopoulou MG, de Vries PS, Prins BP, Van der Most PJ, Tanaka T, Naderi E, Rose LM, Wu Y, Karlsson R, Barbalic M, Lin H, Pool R, Zhu G, Macé A, Sidore C, Trompet S, Mangino M, Sabater-Lleal M, Kemp JP, Abbasi A, Kacprowski T, Verweij N, Smith AV, Huang T, Marzi C, Feitosa MF, Lohman KK, Kleber ME, Milaneschi Y, Mueller C, Huq M, Vlachopoulou E, Lyytikäinen LP, Oldmeadow C, Deelen J, Perola M, Zhao JH, Feenstra B, Amini M, Lahti J, Schraut KE, Fornage M, Suktitipat B, Chen WM, Li X, Nutile T, Malerba G, Luan J, Bak T, Schork N, Del Greco M F, Thiering E, Mahajan A, Marioni RE, Mihailov E, Eriksson J, Ozel AB, Zhang W, Nethander M, Cheng YC, Aslibekyan S, Ang W, Gandin I, Yengo L, Portas L, Kooperberg C, Hofer E, Rajan KB, Schurmann C, den Hollander W, Ahluwalia TS, Zhao J, Draisma HHM, Ford I, Timpson N, Teumer A, Huang H, Wahl S, Liu Y, Huang J, Uh HW, Geller F, Joshi PK, Yanek LR, Trabetti E, Lehne B, Vozzi D, Verbanck M, Biino G, Saba Y, Meulenbelt I, O'Connell JR, Laakso M, Giulianini F, Magnusson PKE, Ballantyne CM, Hottenga JJ, Montgomery GW, Rivadineira F, Rueedi R, Steri M, Herzig KH, Stott DJ, Menni C, Frånberg M, St Pourcain B, Felix SB, Pers TH, Bakker SJL, Kraft P, Peters A, Vaidya D, Delgado G, Smit JH, Großmann V, Sinisalo J, Seppälä I, Williams SR, Holliday EG, Moed M, Langenberg C, Räikkönen K, Ding J, Campbell H, Sale MM, Chen YI, James AL, Ruggiero D, Soranzo N, Hartman CA, Smith EN, Berenson GS, Fuchsberger C, Hernandez D, Tiesler CMT, Giedraitis V, Liewald D, Fischer K, Mellström D, Larsson A, Wang Y, Scott WR, Lorentzon M, Beilby J, Ryan KA, Pennell CE, Vuckovic D, Balkau B, Concas MP, Schmidt R, Mendes de Leon CF, Bottinger EP, Kloppenburg M, Paternoster L, Boehnke M, Musk AW, Willemsen G, Evans DM, Madden PAF, Kähönen M, Kutalik Z, Zoledziewska M, Karhunen V, Kritchevsky SB, Sattar N, Lachance G, Clarke R, Harris TB, Raitakari OT, Attia JR, van Heemst D, Kajantie E, Sorice R, Gambaro G, Scott RA, Hicks AA, Ferrucci L, Standl M, Lindgren CM, Starr JM, Karlsson M, Lind L, Li JZ, Chambers JC, Mori TA, de Geus EJCN, Heath AC, Martin NG, Auvinen J, Buckley BM, de Craen AJM, Waldenberger M, Strauch K, Meitinger T, Scott RJ, McEvoy M, Beekman M, Bombieri C, Ridker PM, Mohlke KL, Pedersen NL, Morrison AC, Boomsma DI, Whitfield JB, Strachan DP, Hofman A, Vollenweider P, Cucca F, Jarvelin MR, Jukema JW, Spector TD, Hamsten A, Zeller T, Uitterlinden AG, Nauck M, Gudnason V, Qi L, Grallert H, Borecki IB, Rotter JI, März W, Wild PS, Lokki ML, Boyle M, Salomaa V, Melbye M, Eriksson JG, Wilson JF, Penninx BWJH, Becker DM, Worrall BB, Gibson G, Krauss RM, Ciullo M, Zaza G, Wareham NJ, Oldehinkel AJ, Palmer LJ, Murray SS, Pramstaller PP, Bandinelli S, Heinrich J, Ingelsson E, Deary IJ, Mägi R, Vandenput L, van der Harst P, Desch KC, Kooner JS, Ohlsson C, Hayward C, Lehtimäki T, Shuldiner AR, Arnett DK, Beilin LJ, Robino A, Froguel P, Pirastu M, Jess T, Koenig W, Loos RJF, Evans DA, Schmidt H, Smith GD, Slagboom PE, Eiriksdottir G, Morris AP, Psaty BM, Tracy RP, Nolte IM, Boerwinkle E, Visvikis-Siest S, Reiner AP, Gross M, Bis JC, Franke L, Franco OH, Benjamin EJ, Chasman DI, Dupuis J, Snieder H, Dehghan A, and Alizadeh BZ
Subjects: Adolescent, Adult, Aged, Aged, 80 and over, Biomarkers metabolism, Bipolar Disorder genetics, Bipolar Disorder metabolism, Body Mass Index, C-Reactive Protein genetics, Child, Female, Genome-Wide Association Study methods, Humans, Inflammation metabolism, Liver metabolism, Liver pathology, Male, Mendelian Randomization Analysis methods, Middle Aged, Schizophrenia genetics, Schizophrenia metabolism, Young Adult, Genetic Loci genetics, Inflammation genetics, Metabolic Networks and Pathways genetics
Abstract: C-reactive protein (CRP) is a sensitive biomarker of chronic low-grade inflammation and is associated with multiple complex diseases. The genetic determinants of chronic inflammation remain largely unknown, and the causal role of CRP in several clinical outcomes is debated. We performed two genome-wide association studies (GWASs), on HapMap and 1000 Genomes imputed data, of circulating amounts of CRP by using data from 88 studies comprising 204,402 European individuals. Additionally, we performed in silico functional analyses and Mendelian randomization analyses with several clinical outcomes. The GWAS meta-analyses of CRP revealed 58 distinct genetic loci (p < 5 × 10 -8 ). After adjustment for body mass index in the regression analysis, the associations at all except three loci remained. The lead variants at the distinct loci explained up to 7.0% of the variance in circulating amounts of CRP. We identified 66 gene sets that were organized in two substantially correlated clusters, one mainly composed of immune pathways and the other characterized by metabolic pathways in the liver. Mendelian randomization analyses revealed a causal protective effect of CRP on schizophrenia and a risk-increasing effect on bipolar disorder. Our findings provide further insights into the biology of inflammation and could lead to interventions for treating inflammation and its clinical consequences., (Copyright © 2018 American Society of Human Genetics. All rights reserved.)
Published: 2018
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48. Novel genetic associations for blood pressure identified via gene-alcohol interaction in up to 570K individuals across multiple ancestries.

Author: Feitosa MF, Kraja AT, Chasman DI, Sung YJ, Winkler TW, Ntalla I, Guo X, Franceschini N, Cheng CY, Sim X, Vojinovic D, Marten J, Musani SK, Li C, Bentley AR, Brown MR, Schwander K, Richard MA, Noordam R, Aschard H, Bartz TM, Bielak LF, Dorajoo R, Fisher V, Hartwig FP, Horimoto ARVR, Lohman KK, Manning AK, Rankinen T, Smith AV, Tajuddin SM, Wojczynski MK, Alver M, Boissel M, Cai Q, Campbell A, Chai JF, Chen X, Divers J, Gao C, Goel A, Hagemeijer Y, Harris SE, He M, Hsu FC, Jackson AU, Kähönen M, Kasturiratne A, Komulainen P, Kühnel B, Laguzzi F, Luan J, Matoba N, Nolte IM, Padmanabhan S, Riaz M, Rueedi R, Robino A, Said MA, Scott RA, Sofer T, Stančáková A, Takeuchi F, Tayo BO, van der Most PJ, Varga TV, Vitart V, Wang Y, Ware EB, Warren HR, Weiss S, Wen W, Yanek LR, Zhang W, Zhao JH, Afaq S, Amin N, Amini M, Arking DE, Aung T, Boerwinkle E, Borecki I, Broeckel U, Brown M, Brumat M, Burke GL, Canouil M, Chakravarti A, Charumathi S, Ida Chen YD, Connell JM, Correa A, de las Fuentes L, de Mutsert R, de Silva HJ, Deng X, Ding J, Duan Q, Eaton CB, Ehret G, Eppinga RN, Evangelou E, Faul JD, Felix SB, Forouhi NG, Forrester T, Franco OH, Friedlander Y, Gandin I, Gao H, Ghanbari M, Gigante B, Gu CC, Gu D, Hagenaars SP, Hallmans G, Harris TB, He J, Heikkinen S, Heng CK, Hirata M, Howard BV, Ikram MA, John U, Katsuya T, Khor CC, Kilpeläinen TO, Koh WP, Krieger JE, Kritchevsky SB, Kubo M, Kuusisto J, Lakka TA, Langefeld CD, Langenberg C, Launer LJ, Lehne B, Lewis CE, Li Y, Lin S, Liu J, Liu J, Loh M, Louie T, Mägi R, McKenzie CA, Meitinger T, Metspalu A, Milaneschi Y, Milani L, Mohlke KL, Momozawa Y, Nalls MA, Nelson CP, Sotoodehnia N, Norris JM, O'Connell JR, Palmer ND, Perls T, Pedersen NL, Peters A, Peyser PA, Poulter N, Raffel LJ, Raitakari OT, Roll K, Rose LM, Rosendaal FR, Rotter JI, Schmidt CO, Schreiner PJ, Schupf N, Scott WR, Sever PS, Shi Y, Sidney S, Sims M, Sitlani CM, Smith JA, Snieder H, Starr JM, Strauch K, Stringham HM, Tan NYQ, Tang H, Taylor KD, Teo YY, Tham YC, Turner ST, Uitterlinden AG, Vollenweider P, Waldenberger M, Wang L, Wang YX, Wei WB, Williams C, Yao J, Yu C, Yuan JM, Zhao W, Zonderman AB, Becker DM, Boehnke M, Bowden DW, Chambers JC, Deary IJ, Esko T, Farrall M, Franks PW, Freedman BI, Froguel P, Gasparini P, Gieger C, Jonas JB, Kamatani Y, Kato N, Kooner JS, Kutalik Z, Laakso M, Laurie CC, Leander K, Lehtimäki T, Study LC, Magnusson PKE, Oldehinkel AJ, Penninx BWJH, Polasek O, Porteous DJ, Rauramaa R, Samani NJ, Scott J, Shu XO, van der Harst P, Wagenknecht LE, Wareham NJ, Watkins H, Weir DR, Wickremasinghe AR, Wu T, Zheng W, Bouchard C, Christensen K, Evans MK, Gudnason V, Horta BL, Kardia SLR, Liu Y, Pereira AC, Psaty BM, Ridker PM, van Dam RM, Gauderman WJ, Zhu X, Mook-Kanamori DO, Fornage M, Rotimi CN, Cupples LA, Kelly TN, Fox ER, Hayward C, van Duijn CM, Tai ES, Wong TY, Kooperberg C, Palmas W, Rice K, Morrison AC, Elliott P, Caulfield MJ, Munroe PB, Rao DC, Province MA, and Levy D
Subjects: Adolescent, Adult, Aged, Aged, 80 and over, Cohort Studies, Female, Gene-Environment Interaction, Genetic Predisposition to Disease epidemiology, Genetic Predisposition to Disease genetics, Genome-Wide Association Study, Humans, Male, Middle Aged, Pedigree, Young Adult, Alcohol Drinking epidemiology, Alcohol Drinking genetics, Blood Pressure genetics, Hypertension epidemiology, Hypertension genetics, Polymorphism, Single Nucleotide, Racial Groups genetics, Racial Groups statistics & numerical data
Abstract: Heavy alcohol consumption is an established risk factor for hypertension; the mechanism by which alcohol consumption impact blood pressure (BP) regulation remains unknown. We hypothesized that a genome-wide association study accounting for gene-alcohol consumption interaction for BP might identify additional BP loci and contribute to the understanding of alcohol-related BP regulation. We conducted a large two-stage investigation incorporating joint testing of main genetic effects and single nucleotide variant (SNV)-alcohol consumption interactions. In Stage 1, genome-wide discovery meta-analyses in ≈131K individuals across several ancestry groups yielded 3,514 SNVs (245 loci) with suggestive evidence of association (P < 1.0 x 10-5). In Stage 2, these SNVs were tested for independent external replication in ≈440K individuals across multiple ancestries. We identified and replicated (at Bonferroni correction threshold) five novel BP loci (380 SNVs in 21 genes) and 49 previously reported BP loci (2,159 SNVs in 109 genes) in European ancestry, and in multi-ancestry meta-analyses (P < 5.0 x 10-8). For African ancestry samples, we detected 18 potentially novel BP loci (P < 5.0 x 10-8) in Stage 1 that warrant further replication. Additionally, correlated meta-analysis identified eight novel BP loci (11 genes). Several genes in these loci (e.g., PINX1, GATA4, BLK, FTO and GABBR2) have been previously reported to be associated with alcohol consumption. These findings provide insights into the role of alcohol consumption in the genetic architecture of hypertension., Competing Interests: The authors have read the journal's policy and the authors of this manuscript have the following competing interests: Bruce M. Psaty (BMP) serves on the DSMB of a clinical trial funded by Zoll Lifecor and on the Steering Committee of the Yale Open Data Access Project funded by Johnson & Johnson. Barbara V. Howard (BVH) has a contract from National Heart, Lung, and Blood Institute (NHLBI). Brenda W.J.H. Penninx (BWJHP) has received research funding (non-related to the work reported here) from Jansen Research and Boehringer Ingelheim. Mike A. Nalls (MAN) is supported by a consulting contract between Data Tecnica International LLC and the National Institute on Aging (NIA), National Institutes of Health (NIH), Bethesda, MD, USA. MAN also consults for Illumina Inc., the Michael J. Fox Foundation, and the University of California Healthcare. MAN also has commercial affiliation with Data Tecnica International, Glen Echo, MD, USA. Mark J. Caulfield (MJC) has commercial affiliation and is Chief Scientist for Genomics England, a UK government company. OHF is supported by grants from Metagenics (on women's health and epigenetics) and from Nestlé (on child health). Peter S. Sever (PSS) is financial supported from several pharmaceutical companies which manufacture either blood pressure lowering or lipid lowering agents, or both, and consultancy fees. Paul W. Franks (PWF) has been a paid consultant in the design of a personalized nutrition trial (PREDICT) as part of a private-public partnership at Kings College London, UK, and has received research support from several pharmaceutical companies as part of European Union Innovative Medicines Initiative (IMI) projects. Terho Lehtimäki (TL) is employed by Fimlab Ltd. Ozren Polašek (OP) is employed by Gen‐info Ltd. There are no patents, products in development, or marked products to declare. All the other authors have declared no competing interests exist. This does not alter the authors' adherence to PLOS ONE policies on sharing data and materials.
Published: 2018
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49. Genome-Wide Meta-Analysis Unravels Interactions between Magnesium Homeostasis and Metabolic Phenotypes.

Author: Corre T, Arjona FJ, Hayward C, Youhanna S, de Baaij JHF, Belge H, Nägele N, Debaix H, Blanchard MG, Traglia M, Harris SE, Ulivi S, Rueedi R, Lamparter D, Macé A, Sala C, Lenarduzzi S, Ponte B, Pruijm M, Ackermann D, Ehret G, Baptista D, Polasek O, Rudan I, Hurd TW, Hastie ND, Vitart V, Waeber G, Kutalik Z, Bergmann S, Vargas-Poussou R, Konrad M, Gasparini P, Deary IJ, Starr JM, Toniolo D, Vollenweider P, Hoenderop JGJ, Bindels RJM, Bochud M, and Devuyst O
Subjects: Adiposity genetics, Animals, GTP-Binding Proteins genetics, Gene-Environment Interaction, Genome-Wide Association Study, Humans, Insulin blood, Insulin Resistance genetics, Magnesium administration & dosage, Mice, Obesity genetics, Phenotype, Polymorphism, Single Nucleotide, RNA, Messenger metabolism, Zebrafish, Zebrafish Proteins genetics, ADP-Ribosylation Factors genetics, Homeostasis genetics, Kidney metabolism, Magnesium blood, Magnesium urine, TRPM Cation Channels genetics
Abstract: Magnesium (Mg 2+ ) homeostasis is critical for metabolism. However, the genetic determinants of the renal handling of Mg 2+ , which is crucial for Mg 2+ homeostasis, and the potential influence on metabolic traits in the general population are unknown. We obtained plasma and urine parameters from 9099 individuals from seven cohorts, and conducted a genome-wide meta-analysis of Mg 2+ homeostasis. We identified two loci associated with urinary magnesium (uMg), rs3824347 ( P= 4.4×10 -13 ) near TRPM6 , which encodes an epithelial Mg 2+ channel, and rs35929 ( P= 2.1×10 -11 ), a variant of ARL15 , which encodes a GTP-binding protein. Together, these loci account for 2.3% of the variation in 24-hour uMg excretion. In human kidney cells, ARL15 regulated TRPM6-mediated currents. In zebrafish, dietary Mg 2+ regulated the expression of the highly conserved ARL15 ortholog arl15b , and arl15b knockdown resulted in renal Mg 2+ wasting and metabolic disturbances. Finally, ARL15 rs35929 modified the association of uMg with fasting insulin and fat mass in a general population. In conclusion, this combined observational and experimental approach uncovered a gene-environment interaction linking Mg 2+ deficiency to insulin resistance and obesity., (Copyright © 2018 by the American Society of Nephrology.)
Published: 2018
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50. Metabomatching: Using genetic association to identify metabolites in proton NMR spectroscopy.

Author: Rueedi R, Mallol R, Raffler J, Lamparter D, Friedrich N, Vollenweider P, Waeber G, Kastenmüller G, Kutalik Z, and Bergmann S
Subjects: Humans, Databases, Genetic, Genome-Wide Association Study methods, Magnetic Resonance Spectroscopy methods, Metabolomics methods
Abstract: A metabolome-wide genome-wide association study (mGWAS) aims to discover the effects of genetic variants on metabolome phenotypes. Most mGWASes use as phenotypes concentrations of limited sets of metabolites that can be identified and quantified from spectral information. In contrast, in an untargeted mGWAS both identification and quantification are forgone and, instead, all measured metabolome features are tested for association with genetic variants. While the untargeted approach does not discard data that may have eluded identification, the interpretation of associated features remains a challenge. To address this issue, we developed metabomatching to identify the metabolites underlying significant associations observed in untargeted mGWASes on proton NMR metabolome data. Metabomatching capitalizes on genetic spiking, the concept that because metabolome features associated with a genetic variant tend to correspond to the peaks of the NMR spectrum of the underlying metabolite, genetic association can allow for identification. Applied to the untargeted mGWASes in the SHIP and CoLaus cohorts and using 180 reference NMR spectra of the urine metabolome database, metabomatching successfully identified the underlying metabolite in 14 of 19, and 8 of 9 associations, respectively. The accuracy and efficiency of our method make it a strong contender for facilitating or complementing metabolomics analyses in large cohorts, where the availability of genetic, or other data, enables our approach, but targeted quantification is limited.
Published: 2017
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