125 results on '"Wielscher, M."'
Search Results
2. The phageome in normal and inflamed human skin
- Author
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Wielscher, M., primary, Pfisterer, K., additional, Samardzic, D., additional, Balsini, P., additional, Bangert, C., additional, Jäger, K., additional, Buchberger, M., additional, Selitsch, B., additional, Pjevak, P., additional, Willinger, B., additional, and Weninger, W., additional
- Published
- 2023
- Full Text
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3. Early life exposures contributing to accelerated lung function decline in adulthood - a follow-up study of 11,000 adults from the general population
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Kirkeleit, J, Riise, T, Wielscher, M, Accordini, S, Carsin, A-E, Dratva, J, Franklin, KA, Garcia-Aymerich, J, Jarvis, D, Leynaert, B, Lodge, CJ, Real, FG, Schlunssen, V, Corsico, AG, Heinrich, J, Holm, M, Janson, C, Benediktsdottir, B, Jogi, R, Dharmage, SC, Jarvelin, M-R, Svanes, C, Kirkeleit, J, Riise, T, Wielscher, M, Accordini, S, Carsin, A-E, Dratva, J, Franklin, KA, Garcia-Aymerich, J, Jarvis, D, Leynaert, B, Lodge, CJ, Real, FG, Schlunssen, V, Corsico, AG, Heinrich, J, Holm, M, Janson, C, Benediktsdottir, B, Jogi, R, Dharmage, SC, Jarvelin, M-R, and Svanes, C
- Abstract
BACKGROUND: We aimed to assess whether exposure to risk factors in early life from conception to puberty continue to contribute to lung function decline later in life by using a pooled cohort comprising approx. 11,000 adults followed for more than 20 years and with up to three lung function measurements. METHODS: Participants (20-68 years) in the ECRHS and NFBC1966 cohort studies followed in the periods 1991-2013 and 1997-2013, respectively, were included. Mean annual decline in maximum forced expired volume in 1 s (FEV1) and forced vital capacity (FVC) were main outcomes. Associations between early life risk factors and change in lung function were estimated using mixed effects linear models adjusted for sex, age, FEV1, FVC and height at baseline, accounting for personal smoking. FINDINGS: Decline in lung function was accelerated in participants with mothers that smoked during pregnancy (FEV1 2.3 ml/year; 95% CI: 0.7, 3.8) (FVC 2.2 ml/year; 0.2, 4.2), with asthmatic mothers (FEV1 2.6 ml/year; 0.9, 4.4) (FEV1/FVC 0.04 per year; 0.04, 0.7) and asthmatic fathers (FVC 2.7 ml/year; 0.5, 5.0), and in women with early menarche (FVC 2.4 ml/year; 0.4, 4.4). Personal smoking of 10 pack-years contributed to a decline of 2.1 ml/year for FEV1 (1.8, 2.4) and 1.7 ml/year for FVC (1.3, 2.1). Severe respiratory infections in early childhood were associated with accelerated decline among ever-smokers. No effect-modification by personal smoking, asthma symptoms, sex or cohort was found. INTERPRETATION: Mothers' smoking during pregnancy, parental asthma and early menarche may contribute to a decline of FEV1 and FVC later in life comparable to smoking 10 pack-years. FUNDING: European Union's Horizon 2020; Research Council of Norway; Academy of Finland; University Hospital Oulu; European Regional Development Fund; Spanish Ministry of Science and Innovation; Generalitat de Catalunya.
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- 2023
4. The interplay between inflammatory cytokines and cardiometabolic disease: bi-directional mendelian randomisation study
- Author
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Karhunen, V. (Ville), Gill, D. (Dipender), Huang, J. (Jian), Bouras, E. (Emmanouil), Malik, R. (Rainer), Ponsford, M. J. (Mark J.), Ahola-Olli, A. (Ari), Papadopoulou, A. (Areti), Palaniswamy, S. (Saranya), Sebert, S. (Sylvain), Wielscher, M. (Matthias), Auvinen, J. (Juha), Veijola, J. (Juha), Herzig, K.-H. (Karl-Heinz), Timonen, M. (Markku), Keinänen-Kiukaanniemi, S. (Sirkka), Dichgans, M. (Martin), Salmi, M. (Marko), Jalkanen, S. (Sirpa), Lehtimäki, T. (Terho), Salomaa, V. (Veikko), Raitakari, O. (Olli), Jones, S. A. (Simon A.), Hovingh, G. K. (G. Kees), Tsilidis, K. K. (Konstantinos K.), Järvelin, M.-R. (Marjo-Riitta), Dehghan, A. (Abbas), Karhunen, V. (Ville), Gill, D. (Dipender), Huang, J. (Jian), Bouras, E. (Emmanouil), Malik, R. (Rainer), Ponsford, M. J. (Mark J.), Ahola-Olli, A. (Ari), Papadopoulou, A. (Areti), Palaniswamy, S. (Saranya), Sebert, S. (Sylvain), Wielscher, M. (Matthias), Auvinen, J. (Juha), Veijola, J. (Juha), Herzig, K.-H. (Karl-Heinz), Timonen, M. (Markku), Keinänen-Kiukaanniemi, S. (Sirkka), Dichgans, M. (Martin), Salmi, M. (Marko), Jalkanen, S. (Sirpa), Lehtimäki, T. (Terho), Salomaa, V. (Veikko), Raitakari, O. (Olli), Jones, S. A. (Simon A.), Hovingh, G. K. (G. Kees), Tsilidis, K. K. (Konstantinos K.), Järvelin, M.-R. (Marjo-Riitta), and Dehghan, A. (Abbas)
- Abstract
Objective: To leverage large scale genetic association data to investigate the interplay between circulating cytokines and cardiometabolic traits, and thus identifying potential therapeutic targets. Design: Bi-directional Mendelian randomisation study. Setting: Genome-wide association studies from three Finnish cohorts (Northern Finland Birth Cohort 1966, Young Finns Study, or FINRISK study), and genetic association summary statistics pooled from observational studies for expression quantitative trait loci and cardiometabolic traits. Participants: Data for 47 circulating cytokines in 13 365 individuals from genome-wide association studies, summary statistic data for up to 21 735 individuals on circulating cytokines, summary statistic gene expression data across 49 tissues in 838 individuals, and summary statistic data for up to 1 320 016 individuals on cardiometabolic traits. Interventions: Relations between circulating cytokines and cardiovascular, anthropometric, lipid, or glycaemic traits (coronary artery disease, stroke, type 2 diabetes mellitus, body mass index, waist circumference, waist to hip ratio, systolic blood pressure, glycated haemoglobin, high density lipoprotein cholesterol, low density lipoprotein cholesterol, total cholesterol, triglycerides, C reactive protein, glucose, fasting insulin, and lifetime smoking). Main outcome methods: Genetic instrumental variables that are biologically plausible for the circulating cytokines were generated. The effects of cardiometabolic risk factors on concentrations of circulating cytokines, circulating cytokines on other circulating cytokines, and circulating cytokines on cardiometabolic outcomes were investigated. Results: Genetic evidence (mendelian randomisation P<0.0011) suggests that higher body mass index, waist circumference, smoking, higher concentrations of lipids, and systolic blood pressure increase circulating concentrations of several inflammatory cytokines and C reactive protein. Evidence
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- 2023
5. 590 Schwann cells – an unexpected key player in keloid formation
- Author
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Direder, M., primary, Weiss, T., additional, Copic, D., additional, Vorstandlechner, V., additional, Klas, K., additional, Laggner, M., additional, Wielscher, M., additional, Bormann, D., additional, Ankersmit, H.J., additional, and Mildner, M., additional
- Published
- 2022
- Full Text
- View/download PDF
6. A saturated map of common genetic variants associated with human height
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Yengo, L, Vedantam, S, Marouli, E, Sidorenko, J, Bartell, E, Sakaue, S, Graff, M, Eliasen, AU, Jiang, Y, Raghavan, S, Miao, J, Arias, JD, Graham, SE, Mukamel, RE, Spracklen, CN, Yin, X, Chen, S-H, Ferreira, T, Highland, HH, Ji, Y, Karaderi, T, Lin, K, Lull, K, Malden, DE, Medina-Gomez, C, Machado, M, Moore, A, Rueger, S, Sim, X, Vrieze, S, Ahluwalia, TS, Akiyama, M, Allison, MA, Alvarez, M, Andersen, MK, Ani, A, Appadurai, V, Arbeeva, L, Bhaskar, S, Bielak, LF, Bollepalli, S, Bonnycastle, LL, Bork-Jensen, J, Bradfield, JP, Bradford, Y, Braund, PS, Brody, JA, Burgdorf, KS, Cade, BE, Cai, H, Cai, Q, Campbell, A, Canadas-Garre, M, Catamo, E, Chai, J-F, Chai, X, Chang, L-C, Chang, Y-C, Chen, C-H, Chesi, A, Choi, SH, Chung, R-H, Cocca, M, Concas, MP, Couture, C, Cuellar-Partida, G, Danning, R, Daw, EW, Degenhard, F, Delgado, GE, Delitala, A, Demirkan, A, Deng, X, Devineni, P, Dietl, A, Dimitriou, M, Dimitrov, L, Dorajoo, R, Ekici, AB, Engmann, JE, Fairhurst-Hunter, Z, Farmaki, A-E, Faul, JD, Fernandez-Lopez, J-C, Forer, L, Francescatto, M, Freitag-Wolf, S, Fuchsberger, C, Galesloot, TE, Gao, Y, Gao, Z, Geller, F, Giannakopoulou, O, Giulianini, F, Gjesing, AP, Goel, A, Gordon, SD, Gorski, M, Grove, J, Guo, X, Gustafsson, S, Haessler, J, Hansen, TF, Havulinna, AS, Haworth, SJ, He, J, Heard-Costa, N, Hebbar, P, Hindy, G, Ho, Y-LA, Hofer, E, Holliday, E, Horn, K, Hornsby, WE, Hottenga, J-J, Huang, H, Huang, J, Huerta-Chagoya, A, Huffman, JE, Hung, Y-J, Huo, S, Hwang, MY, Iha, H, Ikeda, DD, Isono, M, Jackson, AU, Jager, S, Jansen, IE, Johansson, I, Jonas, JB, Jonsson, A, Jorgensen, T, Kalafati, I-P, Kanai, M, Kanoni, S, Karhus, LL, Kasturiratne, A, Katsuya, T, Kawaguchi, T, Kember, RL, Kentistou, KA, Kim, H-N, Kim, YJ, Kleber, ME, Knol, MJ, Kurbasic, A, Lauzon, M, Le, P, Lea, R, Lee, J-Y, Leonard, HL, Li, SA, Li, X, Liang, J, Lin, H, Lin, S-Y, Liu, J, Liu, X, Lo, KS, Long, J, Lores-Motta, L, Luan, J, Lyssenko, V, Lyytikainen, L-P, Mahajan, A, Mamakou, V, Mangino, M, Manichaikul, A, Marten, J, Mattheisen, M, Mavarani, L, McDaid, AF, Meidtner, K, Melendez, TL, Mercader, JM, Milaneschi, Y, Miller, JE, Millwood, IY, Mishra, PP, Mitchell, RE, Mollehave, LT, Morgan, A, Mucha, S, Munz, M, Nakatochi, M, Nelson, CP, Nethander, M, Nho, CW, Nielsen, AA, Nolte, IM, Nongmaithem, SS, Noordam, R, Ntalla, I, Nutile, T, Pandit, A, Christofidou, P, Parna, K, Pauper, M, Petersen, ERB, Petersen, L, Pitkanen, N, Polasek, O, Poveda, A, Preuss, MH, Pyarajan, S, Raffield, LM, Rakugi, H, Ramirez, J, Rasheed, A, Raven, D, Rayner, NW, Riveros, C, Rohde, R, Ruggiero, D, Ruotsalainen, SE, Ryan, KA, Sabater-Lleal, M, Saxena, R, Scholz, M, Sendamarai, A, Shen, B, Shi, J, Shin, JH, Sidore, C, Sitlani, CM, Slieker, RKC, Smit, RAJ, Smith, A, Smith, JA, Smyth, LJ, Southam, LE, Steinthorsdottir, V, Sun, L, Takeuchi, F, Tallapragada, D, Taylor, KD, Tayo, BO, Tcheandjieu, C, Terzikhan, N, Tesolin, P, Teumer, A, Theusch, E, Thompson, DJ, Thorleifsson, G, Timmers, PRHJ, Trompet, S, Turman, C, Vaccargiu, S, van der Laan, SW, van der Most, PJ, van Klinken, JB, van Setten, J, Verma, SS, Verweij, N, Veturi, Y, Wang, CA, Wang, C, Wang, L, Wang, Z, Warren, HR, Wei, WB, Wickremasinghe, AR, Wielscher, M, Wiggins, KL, Winsvold, BS, Wong, A, Wu, Y, Wuttke, M, Xia, R, Xie, T, Yamamoto, K, Yang, J, Yao, J, Young, H, Yousri, NA, Yu, L, Zeng, L, Zhang, W, Zhang, X, Zhao, J-H, Zhao, W, Zhou, W, Zimmermann, ME, Zoledziewska, M, Adair, LS, Adams, HHH, Aguilar-Salinas, CA, Al-Mulla, F, Arnett, DK, Asselbergs, FW, Asvold, BO, Attia, J, Banas, B, Bandinelli, S, Bennett, DA, Bergler, T, Bharadwaj, D, Biino, G, Bisgaard, H, Boerwinkle, E, Boger, CA, Bonnelykke, K, Boomsma, D, Borglum, AD, Borja, JB, Bouchard, C, Bowden, DW, Brandslund, I, Brumpton, B, Buring, JE, Caulfield, MJ, Chambers, JC, Chandak, GR, Chanock, SJ, Chaturvedi, N, Chen, Y-DI, Chen, Z, Cheng, C-Y, Christophersen, IE, Ciullo, M, Cole, JW, Collins, FS, Cooper, RS, Cruz, M, Cucca, F, Cupples, LA, Cutler, MJ, Damrauer, SM, Dantoft, TM, de Borst, GJ, de Groot, LCPGM, De Jager, PL, de Kleijn, DP, de Silva, HJ, Dedoussis, G, den Hollander, A, Du, S, Easton, DF, Elders, PJM, Eliassen, AH, Ellinor, PT, Elmstahl, S, Erdmann, J, Evans, MK, Fatkin, D, Feenstra, B, Feitosa, MF, Ferrucci, L, Ford, I, Fornage, M, Franke, A, Franks, PW, Freedman, B, Gasparini, P, Gieger, C, Girotto, G, Goddard, ME, Golightly, YM, Gonzalez-Villalpando, C, Gordon-Larsen, P, Grallert, H, Grant, SFA, Grarup, N, Griffiths, L, Gudnason, V, Haiman, C, Hakonarson, H, Hansen, T, Hartman, CA, Hattersley, AT, Hayward, C, Heckbert, SR, Heng, C-K, Hengstenberg, C, Hewitt, AW, Hishigaki, H, Hoyng, CB, Huang, PL, Huang, W, Hunt, SC, Hveem, K, Hypponen, E, Iacono, WG, Ichihara, S, Ikram, MA, Isasi, CR, Jackson, RD, Jarvelin, M-R, Jin, Z-B, Jockel, K-H, Joshi, PK, Jousilahti, P, Jukema, JW, Kahonen, M, Kamatani, Y, Kang, KD, Kaprio, J, Kardia, SLR, Karpe, F, Kato, N, Kee, F, Kessler, T, Khera, A, Khor, CC, Kiemeney, LALM, Kim, B-J, Kim, EK, Kim, H-L, Kirchhof, P, Kivimaki, M, Koh, W-P, Koistinen, HA, Kolovou, GD, Kooner, JS, Kooperberg, C, Kottgen, A, Kovacs, P, Kraaijeveld, A, Kraft, P, Krauss, RM, Kumari, M, Kutalik, Z, Laakso, M, Lange, LA, Langenberg, C, Launer, LJ, Le Marchand, L, Lee, H, Lee, NR, Lehtimaki, T, Li, H, Li, L, Lieb, W, Lin, X, Lind, L, Linneberg, A, Liu, C-T, Loeffler, M, London, B, Lubitz, SA, Lye, SJ, Mackey, DA, Magi, R, Magnusson, PKE, Marcus, GM, Vidal, PM, Martin, NG, Marz, W, Matsuda, F, McGarrah, RW, McGue, M, McKnight, AJ, Medland, SE, Mellstrom, D, Metspalu, A, Mitchell, BD, Mitchell, P, Mook-Kanamori, DO, Morris, AD, Mucci, LA, Munroe, PB, Nalls, MA, Nazarian, S, Nelson, AE, Neville, MJ, Newton-Cheh, C, Nielsen, CS, Nothen, MM, Ohlsson, C, Oldehinkel, AJ, Orozco, L, Pahkala, K, Pajukanta, P, Palmer, CNA, Parra, EJ, Pattaro, C, Pedersen, O, Pennell, CE, Penninx, BWJH, Perusse, L, Peters, A, Peyser, PA, Porteous, DJ, Posthuma, D, Power, C, Pramstaller, PP, Province, MA, Qi, Q, Qu, J, Rader, DJ, Raitakari, OT, Ralhan, S, Rallidis, LS, Rao, DC, Redline, S, Reilly, DF, Reiner, AP, Rhee, SY, Ridker, PM, Rienstra, M, Ripatti, S, Ritchie, MD, Roden, DM, Rosendaal, FR, Rotter, J, Rudan, I, Rutters, F, Sabanayagam, C, Saleheen, D, Salomaa, V, Samani, NJ, Sanghera, DK, Sattar, N, Schmidt, B, Schmidt, H, Schmidt, R, Schulze, MB, Schunkert, H, Scott, LJ, Scott, RJ, Sever, P, Shiroma, EJ, Shoemaker, MB, Shu, X-O, Simonsick, EM, Sims, M, Singh, JR, Singleton, AB, Sinner, MF, Smith, JG, Snieder, H, Spector, TD, Stampfer, MJ, Stark, KJ, Strachan, DP, t' Hart, LM, Tabara, Y, Tang, H, Tardif, J-C, Thanaraj, TA, Timpson, NJ, Tonjes, A, Tremblay, A, Tuomi, T, Tuomilehto, J, Tusie-Luna, M-T, Uitterlinden, AG, van Dam, RM, van der Harst, P, Van der Velde, N, van Duijn, CM, van Schoor, NM, Vitart, V, Volker, U, Vollenweider, P, Volzke, H, Wacher-Rodarte, NH, Walker, M, Wang, YX, Wareham, NJ, Watanabe, RM, Watkins, H, Weir, DR, Werge, TM, Widen, E, Wilkens, LR, Willemsen, G, Willett, WC, Wilson, JF, Wong, T-Y, Woo, J-T, Wright, AF, Wu, J-Y, Xu, H, Yajnik, CS, Yokota, M, Yuan, J-M, Zeggini, E, Zemel, BS, Zheng, W, Zhu, X, Zmuda, JM, Zonderman, AB, Zwart, J-A, Chasman, D, Cho, YS, Heid, IM, McCarthy, M, Ng, MCY, O'Donnell, CJ, Rivadeneira, F, Thorsteinsdottir, U, Sun, Y, Tai, ES, Boehnke, M, Deloukas, P, Justice, AE, Lindgren, CM, Loos, RJF, Mohlke, KL, North, KE, Stefansson, K, Walters, RG, Winkler, TW, Young, KL, Loh, P-R, Esko, T, Assimes, TL, Auton, A, Abecasis, GR, Willer, CJ, Locke, AE, Berndt, S, Lettre, G, Frayling, TM, Okada, Y, Wood, AR, Visscher, PM, Hirschhorn, JN, Yengo, L, Vedantam, S, Marouli, E, Sidorenko, J, Bartell, E, Sakaue, S, Graff, M, Eliasen, AU, Jiang, Y, Raghavan, S, Miao, J, Arias, JD, Graham, SE, Mukamel, RE, Spracklen, CN, Yin, X, Chen, S-H, Ferreira, T, Highland, HH, Ji, Y, Karaderi, T, Lin, K, Lull, K, Malden, DE, Medina-Gomez, C, Machado, M, Moore, A, Rueger, S, Sim, X, Vrieze, S, Ahluwalia, TS, Akiyama, M, Allison, MA, Alvarez, M, Andersen, MK, Ani, A, Appadurai, V, Arbeeva, L, Bhaskar, S, Bielak, LF, Bollepalli, S, Bonnycastle, LL, Bork-Jensen, J, Bradfield, JP, Bradford, Y, Braund, PS, Brody, JA, Burgdorf, KS, Cade, BE, Cai, H, Cai, Q, Campbell, A, Canadas-Garre, M, Catamo, E, Chai, J-F, Chai, X, Chang, L-C, Chang, Y-C, Chen, C-H, Chesi, A, Choi, SH, Chung, R-H, Cocca, M, Concas, MP, Couture, C, Cuellar-Partida, G, Danning, R, Daw, EW, Degenhard, F, Delgado, GE, Delitala, A, Demirkan, A, Deng, X, Devineni, P, Dietl, A, Dimitriou, M, Dimitrov, L, Dorajoo, R, Ekici, AB, Engmann, JE, Fairhurst-Hunter, Z, Farmaki, A-E, Faul, JD, Fernandez-Lopez, J-C, Forer, L, Francescatto, M, Freitag-Wolf, S, Fuchsberger, C, Galesloot, TE, Gao, Y, Gao, Z, Geller, F, Giannakopoulou, O, Giulianini, F, Gjesing, AP, Goel, A, Gordon, SD, Gorski, M, Grove, J, Guo, X, Gustafsson, S, Haessler, J, Hansen, TF, Havulinna, AS, Haworth, SJ, He, J, Heard-Costa, N, Hebbar, P, Hindy, G, Ho, Y-LA, Hofer, E, Holliday, E, Horn, K, Hornsby, WE, Hottenga, J-J, Huang, H, Huang, J, Huerta-Chagoya, A, Huffman, JE, Hung, Y-J, Huo, S, Hwang, MY, Iha, H, Ikeda, DD, Isono, M, Jackson, AU, Jager, S, Jansen, IE, Johansson, I, Jonas, JB, Jonsson, A, Jorgensen, T, Kalafati, I-P, Kanai, M, Kanoni, S, Karhus, LL, Kasturiratne, A, Katsuya, T, Kawaguchi, T, Kember, RL, Kentistou, KA, Kim, H-N, Kim, YJ, Kleber, ME, Knol, MJ, Kurbasic, A, Lauzon, M, Le, P, Lea, R, Lee, J-Y, Leonard, HL, Li, SA, Li, X, Liang, J, Lin, H, Lin, S-Y, Liu, J, Liu, X, Lo, KS, Long, J, Lores-Motta, L, Luan, J, Lyssenko, V, Lyytikainen, L-P, Mahajan, A, Mamakou, V, Mangino, M, Manichaikul, A, Marten, J, Mattheisen, M, Mavarani, L, McDaid, AF, Meidtner, K, Melendez, TL, Mercader, JM, Milaneschi, Y, Miller, JE, Millwood, IY, Mishra, PP, Mitchell, RE, Mollehave, LT, Morgan, A, Mucha, S, Munz, M, Nakatochi, M, Nelson, CP, Nethander, M, Nho, CW, Nielsen, AA, Nolte, IM, Nongmaithem, SS, Noordam, R, Ntalla, I, Nutile, T, Pandit, A, Christofidou, P, Parna, K, Pauper, M, Petersen, ERB, Petersen, L, Pitkanen, N, Polasek, O, Poveda, A, Preuss, MH, Pyarajan, S, Raffield, LM, Rakugi, H, Ramirez, J, Rasheed, A, Raven, D, Rayner, NW, Riveros, C, Rohde, R, Ruggiero, D, Ruotsalainen, SE, Ryan, KA, Sabater-Lleal, M, Saxena, R, Scholz, M, Sendamarai, A, Shen, B, Shi, J, Shin, JH, Sidore, C, Sitlani, CM, Slieker, RKC, Smit, RAJ, Smith, A, Smith, JA, Smyth, LJ, Southam, LE, Steinthorsdottir, V, Sun, L, Takeuchi, F, Tallapragada, D, Taylor, KD, Tayo, BO, Tcheandjieu, C, Terzikhan, N, Tesolin, P, Teumer, A, Theusch, E, Thompson, DJ, Thorleifsson, G, Timmers, PRHJ, Trompet, S, Turman, C, Vaccargiu, S, van der Laan, SW, van der Most, PJ, van Klinken, JB, van Setten, J, Verma, SS, Verweij, N, Veturi, Y, Wang, CA, Wang, C, Wang, L, Wang, Z, Warren, HR, Wei, WB, Wickremasinghe, AR, Wielscher, M, Wiggins, KL, Winsvold, BS, Wong, A, Wu, Y, Wuttke, M, Xia, R, Xie, T, Yamamoto, K, Yang, J, Yao, J, Young, H, Yousri, NA, Yu, L, Zeng, L, Zhang, W, Zhang, X, Zhao, J-H, Zhao, W, Zhou, W, Zimmermann, ME, Zoledziewska, M, Adair, LS, Adams, HHH, Aguilar-Salinas, CA, Al-Mulla, F, Arnett, DK, Asselbergs, FW, Asvold, BO, Attia, J, Banas, B, Bandinelli, S, Bennett, DA, Bergler, T, Bharadwaj, D, Biino, G, Bisgaard, H, Boerwinkle, E, Boger, CA, Bonnelykke, K, Boomsma, D, Borglum, AD, Borja, JB, Bouchard, C, Bowden, DW, Brandslund, I, Brumpton, B, Buring, JE, Caulfield, MJ, Chambers, JC, Chandak, GR, Chanock, SJ, Chaturvedi, N, Chen, Y-DI, Chen, Z, Cheng, C-Y, Christophersen, IE, Ciullo, M, Cole, JW, Collins, FS, Cooper, RS, Cruz, M, Cucca, F, Cupples, LA, Cutler, MJ, Damrauer, SM, Dantoft, TM, de Borst, GJ, de Groot, LCPGM, De Jager, PL, de Kleijn, DP, de Silva, HJ, Dedoussis, G, den Hollander, A, Du, S, Easton, DF, Elders, PJM, Eliassen, AH, Ellinor, PT, Elmstahl, S, Erdmann, J, Evans, MK, Fatkin, D, Feenstra, B, Feitosa, MF, Ferrucci, L, Ford, I, Fornage, M, Franke, A, Franks, PW, Freedman, B, Gasparini, P, Gieger, C, Girotto, G, Goddard, ME, Golightly, YM, Gonzalez-Villalpando, C, Gordon-Larsen, P, Grallert, H, Grant, SFA, Grarup, N, Griffiths, L, Gudnason, V, Haiman, C, Hakonarson, H, Hansen, T, Hartman, CA, Hattersley, AT, Hayward, C, Heckbert, SR, Heng, C-K, Hengstenberg, C, Hewitt, AW, Hishigaki, H, Hoyng, CB, Huang, PL, Huang, W, Hunt, SC, Hveem, K, Hypponen, E, Iacono, WG, Ichihara, S, Ikram, MA, Isasi, CR, Jackson, RD, Jarvelin, M-R, Jin, Z-B, Jockel, K-H, Joshi, PK, Jousilahti, P, Jukema, JW, Kahonen, M, Kamatani, Y, Kang, KD, Kaprio, J, Kardia, SLR, Karpe, F, Kato, N, Kee, F, Kessler, T, Khera, A, Khor, CC, Kiemeney, LALM, Kim, B-J, Kim, EK, Kim, H-L, Kirchhof, P, Kivimaki, M, Koh, W-P, Koistinen, HA, Kolovou, GD, Kooner, JS, Kooperberg, C, Kottgen, A, Kovacs, P, Kraaijeveld, A, Kraft, P, Krauss, RM, Kumari, M, Kutalik, Z, Laakso, M, Lange, LA, Langenberg, C, Launer, LJ, Le Marchand, L, Lee, H, Lee, NR, Lehtimaki, T, Li, H, Li, L, Lieb, W, Lin, X, Lind, L, Linneberg, A, Liu, C-T, Loeffler, M, London, B, Lubitz, SA, Lye, SJ, Mackey, DA, Magi, R, Magnusson, PKE, Marcus, GM, Vidal, PM, Martin, NG, Marz, W, Matsuda, F, McGarrah, RW, McGue, M, McKnight, AJ, Medland, SE, Mellstrom, D, Metspalu, A, Mitchell, BD, Mitchell, P, Mook-Kanamori, DO, Morris, AD, Mucci, LA, Munroe, PB, Nalls, MA, Nazarian, S, Nelson, AE, Neville, MJ, Newton-Cheh, C, Nielsen, CS, Nothen, MM, Ohlsson, C, Oldehinkel, AJ, Orozco, L, Pahkala, K, Pajukanta, P, Palmer, CNA, Parra, EJ, Pattaro, C, Pedersen, O, Pennell, CE, Penninx, BWJH, Perusse, L, Peters, A, Peyser, PA, Porteous, DJ, Posthuma, D, Power, C, Pramstaller, PP, Province, MA, Qi, Q, Qu, J, Rader, DJ, Raitakari, OT, Ralhan, S, Rallidis, LS, Rao, DC, Redline, S, Reilly, DF, Reiner, AP, Rhee, SY, Ridker, PM, Rienstra, M, Ripatti, S, Ritchie, MD, Roden, DM, Rosendaal, FR, Rotter, J, Rudan, I, Rutters, F, Sabanayagam, C, Saleheen, D, Salomaa, V, Samani, NJ, Sanghera, DK, Sattar, N, Schmidt, B, Schmidt, H, Schmidt, R, Schulze, MB, Schunkert, H, Scott, LJ, Scott, RJ, Sever, P, Shiroma, EJ, Shoemaker, MB, Shu, X-O, Simonsick, EM, Sims, M, Singh, JR, Singleton, AB, Sinner, MF, Smith, JG, Snieder, H, Spector, TD, Stampfer, MJ, Stark, KJ, Strachan, DP, t' Hart, LM, Tabara, Y, Tang, H, Tardif, J-C, Thanaraj, TA, Timpson, NJ, Tonjes, A, Tremblay, A, Tuomi, T, Tuomilehto, J, Tusie-Luna, M-T, Uitterlinden, AG, van Dam, RM, van der Harst, P, Van der Velde, N, van Duijn, CM, van Schoor, NM, Vitart, V, Volker, U, Vollenweider, P, Volzke, H, Wacher-Rodarte, NH, Walker, M, Wang, YX, Wareham, NJ, Watanabe, RM, Watkins, H, Weir, DR, Werge, TM, Widen, E, Wilkens, LR, Willemsen, G, Willett, WC, Wilson, JF, Wong, T-Y, Woo, J-T, Wright, AF, Wu, J-Y, Xu, H, Yajnik, CS, Yokota, M, Yuan, J-M, Zeggini, E, Zemel, BS, Zheng, W, Zhu, X, Zmuda, JM, Zonderman, AB, Zwart, J-A, Chasman, D, Cho, YS, Heid, IM, McCarthy, M, Ng, MCY, O'Donnell, CJ, Rivadeneira, F, Thorsteinsdottir, U, Sun, Y, Tai, ES, Boehnke, M, Deloukas, P, Justice, AE, Lindgren, CM, Loos, RJF, Mohlke, KL, North, KE, Stefansson, K, Walters, RG, Winkler, TW, Young, KL, Loh, P-R, Esko, T, Assimes, TL, Auton, A, Abecasis, GR, Willer, CJ, Locke, AE, Berndt, S, Lettre, G, Frayling, TM, Okada, Y, Wood, AR, Visscher, PM, and Hirschhorn, JN
- Abstract
Common single-nucleotide polymorphisms (SNPs) are predicted to collectively explain 40-50% of phenotypic variation in human height, but identifying the specific variants and associated regions requires huge sample sizes1. Here, using data from a genome-wide association study of 5.4 million individuals of diverse ancestries, we show that 12,111 independent SNPs that are significantly associated with height account for nearly all of the common SNP-based heritability. These SNPs are clustered within 7,209 non-overlapping genomic segments with a mean size of around 90 kb, covering about 21% of the genome. The density of independent associations varies across the genome and the regions of increased density are enriched for biologically relevant genes. In out-of-sample estimation and prediction, the 12,111 SNPs (or all SNPs in the HapMap 3 panel2) account for 40% (45%) of phenotypic variance in populations of European ancestry but only around 10-20% (14-24%) in populations of other ancestries. Effect sizes, associated regions and gene prioritization are similar across ancestries, indicating that reduced prediction accuracy is likely to be explained by linkage disequilibrium and differences in allele frequency within associated regions. Finally, we show that the relevant biological pathways are detectable with smaller sample sizes than are needed to implicate causal genes and variants. Overall, this study provides a comprehensive map of specific genomic regions that contain the vast majority of common height-associated variants. Although this map is saturated for populations of European ancestry, further research is needed to achieve equivalent saturation in other ancestries.
- Published
- 2022
7. DNA methylation signature of chronic low-grade inflammation and its role in cardio-respiratory diseases
- Author
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Wielscher, M. (Matthias), Mandaviya, P. R. (Pooja R.), Kuehnel, B. (Brigitte), Joehanes, R. (Roby), Mustafa, R. (Rima), Robinson, O. (Oliver), Zhang, Y. (Yan), Bodinier, B. (Barbara), Walton, E. (Esther), Mishra, P. P. (Pashupati P.), Schlosser, P. (Pascal), Wilson, R. (Rory), Tsai, P.-C. (Pei-Chien), Palaniswamy, S. (Saranya), Marioni, R. E. (Riccardo E.), Fiorito, G. (Giovanni), Cugliari, G. (Giovanni), Karhunen, V. (Ville), Ghanbari, M. (Mohsen), Psaty, B. M. (Bruce M.), Loh, M. (Marie), Bis, J. C. (Joshua C.), Lehne, B. (Benjamin), Sotoodehnia, N. (Nona), Deary, I. J. (Ian J.), Chadeau-Hyam, M. (Marc), Brody, J. A. (Jennifer A.), Cardona, A. (Alexia), Selvin, E. (Elizabeth), Smith, A. K. (Alicia K.), Miller, A. H. (Andrew H.), Torres, M. A. (Mylin A.), Marouli, E. (Eirini), Gao, X. (Xin), van Meurs, J. B. (Joyce B. J.), Graf-Schindler, J. (Johanna), Rathmann, W. (Wolfgang), Koenig, W. (Wolfgang), Peters, A. (Annette), Weninger, W. (Wolfgang), Farlik, M. (Matthias), Zhang, T. (Tao), Chen, W. (Wei), Xia, Y. (Yujing), Teumer, A. (Alexander), Nauck, M. (Matthias), Grabe, H. J. (Hans J.), Doerr, M. (Macus), Lehtimaki, T. (Terho), Guan, W. (Weihua), Milani, L. (Lili), Tanaka, T. (Toshiko), Fisher, K. (Krista), Waite, L. L. (Lindsay L.), Kasela, S. (Silva), Vineis, P. (Paolo), Verweij, N. (Niek), van der Harst, P. (Pim), Iacoviello, L. (Licia), Sacerdote, C. (Carlotta), Panico, S. (Salvatore), Krogh, V. (Vittorio), Tumino, R. (Rosario), Tzala, E. (Evangelia), Matullo, G. (Giuseppe), Hurme, M. A. (Mikko A.), Raitakari, O. T. (Olli T.), Colicino, E. (Elena), Baccarelli, A. A. (Andrea A.), Kahonen, M. (Mika), Herzig, K.-H. (Karl-Heinz), Li, S. (Shengxu), BIOS consortium, Conneely, K. N. (Karen N.), Kooner, J. S. (Jaspal S.), Kottgen, A. (Anna), Heijmans, B. T. (Bastiaan T.), Deloukas, P. (Panos), Relton, C. (Caroline), Ong, K. K. (Ken K.), Bell, J. T. (Jordana T.), Boerwinkle, E. (Eric), Elliott, P. (Paul), Brenner, H. (Hermann), Beekman, M. (Marian), Levy, D. (Daniel), Waldenberger, M. (Melanie), Chambers, J. C. (John C.), Dehghan, A. (Abbas), Järvelin, M.-R. (Marjo-Riitta), Wielscher, M. (Matthias), Mandaviya, P. R. (Pooja R.), Kuehnel, B. (Brigitte), Joehanes, R. (Roby), Mustafa, R. (Rima), Robinson, O. (Oliver), Zhang, Y. (Yan), Bodinier, B. (Barbara), Walton, E. (Esther), Mishra, P. P. (Pashupati P.), Schlosser, P. (Pascal), Wilson, R. (Rory), Tsai, P.-C. (Pei-Chien), Palaniswamy, S. (Saranya), Marioni, R. E. (Riccardo E.), Fiorito, G. (Giovanni), Cugliari, G. (Giovanni), Karhunen, V. (Ville), Ghanbari, M. (Mohsen), Psaty, B. M. (Bruce M.), Loh, M. (Marie), Bis, J. C. (Joshua C.), Lehne, B. (Benjamin), Sotoodehnia, N. (Nona), Deary, I. J. (Ian J.), Chadeau-Hyam, M. (Marc), Brody, J. A. (Jennifer A.), Cardona, A. (Alexia), Selvin, E. (Elizabeth), Smith, A. K. (Alicia K.), Miller, A. H. (Andrew H.), Torres, M. A. (Mylin A.), Marouli, E. (Eirini), Gao, X. (Xin), van Meurs, J. B. (Joyce B. J.), Graf-Schindler, J. (Johanna), Rathmann, W. (Wolfgang), Koenig, W. (Wolfgang), Peters, A. (Annette), Weninger, W. (Wolfgang), Farlik, M. (Matthias), Zhang, T. (Tao), Chen, W. (Wei), Xia, Y. (Yujing), Teumer, A. (Alexander), Nauck, M. (Matthias), Grabe, H. J. (Hans J.), Doerr, M. (Macus), Lehtimaki, T. (Terho), Guan, W. (Weihua), Milani, L. (Lili), Tanaka, T. (Toshiko), Fisher, K. (Krista), Waite, L. L. (Lindsay L.), Kasela, S. (Silva), Vineis, P. (Paolo), Verweij, N. (Niek), van der Harst, P. (Pim), Iacoviello, L. (Licia), Sacerdote, C. (Carlotta), Panico, S. (Salvatore), Krogh, V. (Vittorio), Tumino, R. (Rosario), Tzala, E. (Evangelia), Matullo, G. (Giuseppe), Hurme, M. A. (Mikko A.), Raitakari, O. T. (Olli T.), Colicino, E. (Elena), Baccarelli, A. A. (Andrea A.), Kahonen, M. (Mika), Herzig, K.-H. (Karl-Heinz), Li, S. (Shengxu), BIOS consortium, Conneely, K. N. (Karen N.), Kooner, J. S. (Jaspal S.), Kottgen, A. (Anna), Heijmans, B. T. (Bastiaan T.), Deloukas, P. (Panos), Relton, C. (Caroline), Ong, K. K. (Ken K.), Bell, J. T. (Jordana T.), Boerwinkle, E. (Eric), Elliott, P. (Paul), Brenner, H. (Hermann), Beekman, M. (Marian), Levy, D. (Daniel), Waldenberger, M. (Melanie), Chambers, J. C. (John C.), Dehghan, A. (Abbas), and Järvelin, M.-R. (Marjo-Riitta)
- Abstract
We performed a multi-ethnic Epigenome Wide Association study on 22,774 individuals to describe the DNA methylation signature of chronic low-grade inflammation as measured by C-Reactive protein (CRP). We find 1,511 independent differentially methylated loci associated with CRP. These CpG sites show correlation structures across chromosomes, and are primarily situated in euchromatin, depleted in CpG islands. These genomic loci are predominantly situated in transcription factor binding sites and genomic enhancer regions. Mendelian randomization analysis suggests altered CpG methylation is a consequence of increased blood CRP levels. Mediation analysis reveals obesity and smoking as important underlying driving factors for changed CpG methylation. Finally, we find that an activated CpG signature significantly increases the risk for cardiometabolic diseases and COPD.
- Published
- 2022
8. 107 Single-cell transcriptomics of avian skin reveals evolutionarily ancient keratinocyte differentiation genes
- Author
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Lachner, J., primary, Ehrlich, F., additional, Wielscher, M., additional, Farlik, M., additional, Tschachler, E., additional, and Eckhart, L., additional
- Published
- 2021
- Full Text
- View/download PDF
9. Rare variant analysis in eczema identifies exonic variants in DUSP1, NOTCH4 and SLC9A4
- Author
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Grosche, S. (Sarah), Marenholz, I. (Ingo), Esparza-Gordillo, J. (Jorge), Arnau-Soler, A. (Aleix), Pairo-Castineira, E. (Erola), Rueschendorf, F. (Franz), Ahluwalia, T. S. (Tarunveer S.), Almqvist, C. (Catarina), Arnold, A. (Andreas), Baurecht, H. (Hansjoerg), Bisgaard, H. (Hans), Bonnelykke, K. (Klaus), Brown, S. J. (Sara J.), Bustamante, M. (Mariona), Curtin, J. A. (John A.), Custovic, A. (Adnan), Dharmage, S. C. (Shyamali C.), Esplugues, A. (Ana), Falchi, M. (Mario), Fernandez-Orth, D. (Dietmar), Ferreira, M. A. (Manuel A. R.), Franke, A. (Andre), Gerdes, S. (Sascha), Gieger, C. (Christian), Hakonarson, H. (Hakon), Holt, P. G. (Patrick G.), Homuth, G. (Georg), Hubner, N. (Norbert), Hysi, P. G. (Pirro G.), Järvelin, M.-R. (Marjo-Riitta), Karlsson, R. (Robert), Koppelman, G. H. (Gerard H.), Lau, S. (Susanne), Lutz, M. (Manuel), Magnusson, P. K. (Patrik K. E.), Marks, G. B. (Guy B.), Mueller-Nurasyid, M. (Martina), Noethen, M. M. (Markus M.), Paternoster, L. (Lavinia), Pennell, C. E. (Craig E.), Peters, A. (Annette), Rawlik, K. (Konrad), Robertson, C. F. (Colin F.), Rodriguez, E. (Elke), Sebert, S. (Sylvain), Simpson, A. (Angela), Sleiman, P. M. (Patrick M. A.), Standl, M. (Marie), Stoelzl, D. (Dora), Strauch, K. (Konstantin), Szwajda, A. (Agnieszka), Tenesa, A. (Albert), Thompson, P. J. (Philip J.), Ullemar, V. (Vilhelmina), Visconti, A. (Alessia), Vonk, J. M. (Judith M.), Wang, C. A. (Carol A.), Weidinger, S. (Stephan), Wielscher, M. (Matthias), Worth, C. L. (Catherine L.), Xu, C.-J. (Chen-Jian), Lee, Y.-A. (Young-Ae), and Groningen Research Institute for Asthma and COPD (GRIAC)
- Subjects
Sodium-Hydrogen Exchangers ,Genotype ,Eczema ,Gene Expression ,Genetic predisposition to disease ,Dual Specificity Phosphatase 1 ,Rare variants ,Matrix Attachment Region Binding Proteins ,Polymorphism, Single Nucleotide ,Genome-wide association studies ,Article ,Cytokine Receptor Common beta Subunit ,Skin diseases ,Rare Diseases ,Cardiovascular and Metabolic Diseases ,Humans ,Receptor, Notch4 ,Genome-Wide Association Study ,Atopic dermatitis - Abstract
Previous genome-wide association studies revealed multiple common variants involved in eczema but the role of rare variants remains to be elucidated. Here, we investigate the role of rare variants in eczema susceptibility. We meta-analyze 21 study populations including 20,016 eczema cases and 380,433 controls. Rare variants are imputed with high accuracy using large population-based reference panels. We identify rare exonic variants in DUSP1, NOTCH4, and SLC9A4 to be associated with eczema. In DUSP1 and NOTCH4 missense variants are predicted to impact conserved functional domains. In addition, five novel common variants at SATB1-AS1/KCNH8, TRIB1/LINC00861, ZBTB1, TBX21/OSBPL7, and CSF2RB are discovered. While genes prioritized based on rare variants are significantly up-regulated in the skin, common variants point to immune cell function. Over 20% of the single nucleotide variant-based heritability is attributable to rare and low-frequency variants. The identified rare/low-frequency variants located in functional protein domains point to promising targets for novel therapeutic approaches to eczema., Genetic studies of eczema to date have mostly explored common genetic variation. Here, the authors perform a large meta-analysis for common and rare variants and discover 8 loci associated with eczema. Over 20% of the heritability of the condition is attributable to rare variants.
- Published
- 2020
10. The power of genetic diversity in genome-wide association studies of lipids
- Author
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Graham, S.E., Clarke, S.L., Wu, K.H., Kanoni, S., Zajac, G.J.M., Ramdas, S., Surakka, I., Ntalla, I., Vedantam, S., Winkler, T.W., Locke, A.E., Marouli, E., Hwang, M.Y., Han, S., Narita, A., Choudhury, A., Bentley, A.R., Ekoru, K., Verma, A., Trivedi, B., Martin, H.C., Hunt, K.A., Hui, Q., Klarin, D., Zhu, X, Thorleifsson, G., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W., Brumpton, B.M., Rasheed, H., Ruotsalainen, S.E., Havulinna, A.S., Veturi, Y., Feng, Q., Rosenthal, E.A., Lingren, T., Pacheco, J.A., Pendergrass, S.A., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Hindy, G., Rasheed, A., Faul, J.D., Zhao, W., Weir, D.R., Turman, C., Huang, H., Graff, M, Mahajan, A., Brown, M.R., Zhang, W., Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J., Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Willemsen, G., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Mitchell, R.E., Chai, J.F., Aadahl, M., Yao, J., Manichaikul, A., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Sabater-Lleal, M., Noordam, R., Sidore, C., Fiorillo, E., McDaid, A.F., Marques-Vidal, P., Wielscher, M., Trompet, S., Sattar, N., Galesloot, T.E., Kiemeney, B., Graaf, J. de, Lores de Motta, L., Pauper, M., Hollander, A.I. den, Sun, Y.V., Willer, C.J., Graham, S.E., Clarke, S.L., Wu, K.H., Kanoni, S., Zajac, G.J.M., Ramdas, S., Surakka, I., Ntalla, I., Vedantam, S., Winkler, T.W., Locke, A.E., Marouli, E., Hwang, M.Y., Han, S., Narita, A., Choudhury, A., Bentley, A.R., Ekoru, K., Verma, A., Trivedi, B., Martin, H.C., Hunt, K.A., Hui, Q., Klarin, D., Zhu, X, Thorleifsson, G., Helgadottir, A., Gudbjartsson, D.F., Holm, H., Olafsson, I., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W., Brumpton, B.M., Rasheed, H., Ruotsalainen, S.E., Havulinna, A.S., Veturi, Y., Feng, Q., Rosenthal, E.A., Lingren, T., Pacheco, J.A., Pendergrass, S.A., Haessler, J., Giulianini, F., Bradford, Y., Miller, J.E., Campbell, A., Lin, K., Millwood, I.Y., Hindy, G., Rasheed, A., Faul, J.D., Zhao, W., Weir, D.R., Turman, C., Huang, H., Graff, M, Mahajan, A., Brown, M.R., Zhang, W., Yu, K., Schmidt, E.M., Pandit, A., Gustafsson, S., Yin, X., Luan, J., Zhao, J.H., Matsuda, F., Jang, H.M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J.J., Willemsen, G., Wood, A.R., Ji, Y., Gao, Z, Haworth, S., Mitchell, R.E., Chai, J.F., Aadahl, M., Yao, J., Manichaikul, A., Warren, H.R., Ramirez, J., Bork-Jensen, J., Kårhus, L.L., Goel, A., Sabater-Lleal, M., Noordam, R., Sidore, C., Fiorillo, E., McDaid, A.F., Marques-Vidal, P., Wielscher, M., Trompet, S., Sattar, N., Galesloot, T.E., Kiemeney, B., Graaf, J. de, Lores de Motta, L., Pauper, M., Hollander, A.I. den, Sun, Y.V., and Willer, C.J.
- Abstract
Item does not contain fulltext, Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use(1). Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels(2), heart disease remains the leading cause of death worldwide(3). Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS(4-23) have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns(24). Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine(25), we anticipate that increased diversity of participants will lead to more accurate and equitable(26) application of polygenic scores in clinical practice.
- Published
- 2021
11. Rare and low-frequency exonic variants and gene-by-smoking interactions in pulmonary function
- Author
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Yang, T, Jackson, VE, Smith, A, Chen, H, Bartz, TM, Sitlani, CM, Psaty, BM, Gharib, SA, O'Connor, GT, Dupuis, J, Xu, J, Lohman, K, Liu, Y, Kritchevsky, SB, Cassano, PA, Flexeder, C, Gieger, C, Karrasch, S, Peters, A, Schulz, H, Harris, SE, Starr, JM, Deary, IJ, Manichaikul, A, Oelsner, EC, Barr, RG, Taylor, KD, Rich, SS, Bonten, TN, Mook-Kanamori, DO, Noordam, R, Li-Gao, R, Jarvelin, M-R, Wielscher, M, Terzikhan, N, Lahousse, L, Brusselle, G, Weiss, S, Ewert, R, Glaeser, S, Homuth, G, Shrine, N, Hall, IP, Tobin, M, London, SJ, Wei, P, Morrison, AC, Yang, T, Jackson, VE, Smith, A, Chen, H, Bartz, TM, Sitlani, CM, Psaty, BM, Gharib, SA, O'Connor, GT, Dupuis, J, Xu, J, Lohman, K, Liu, Y, Kritchevsky, SB, Cassano, PA, Flexeder, C, Gieger, C, Karrasch, S, Peters, A, Schulz, H, Harris, SE, Starr, JM, Deary, IJ, Manichaikul, A, Oelsner, EC, Barr, RG, Taylor, KD, Rich, SS, Bonten, TN, Mook-Kanamori, DO, Noordam, R, Li-Gao, R, Jarvelin, M-R, Wielscher, M, Terzikhan, N, Lahousse, L, Brusselle, G, Weiss, S, Ewert, R, Glaeser, S, Homuth, G, Shrine, N, Hall, IP, Tobin, M, London, SJ, Wei, P, and Morrison, AC
- Abstract
Genome-wide association studies have identified numerous common genetic variants associated with spirometric measures of pulmonary function, including forced expiratory volume in one second (FEV1), forced vital capacity, and their ratio. However, variants with lower minor allele frequencies are less explored. We conducted a large-scale gene-smoking interaction meta-analysis on exonic rare and low-frequency variants involving 44,429 individuals of European ancestry in the discovery stage and sought replication in the UK BiLEVE study with 45,133 European ancestry samples and UK Biobank study with 59,478 samples. We leveraged data on cigarette smoking, the major environmental risk factor for reduced lung function, by testing gene-by-smoking interaction effects only and simultaneously testing the genetic main effects and interaction effects. The most statistically significant signal that replicated was a previously reported low-frequency signal in GPR126, distinct from common variant associations in this gene. Although only nominal replication was obtained for a top rare variant signal rs142935352 in one of the two studies, interaction and joint tests for current smoking and PDE3B were significantly associated with FEV1. This study investigates the utility of assessing gene-by-smoking interactions and underscores their effects on potential pulmonary function.
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- 2021
12. Rare variant analysis in eczema identifies exonic variants in DUSP1, NOTCH4 and SLC9A4
- Author
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Grosche, S, Marenholz, I, Esparza-Gordillo, J, Arnau-Soler, A, Pairo-Castineira, E, Rueschendorf, F, Ahluwalia, TS, Almqvist, C, Arnold, A, Baurecht, H, Bisgaard, H, Bonnelykke, K, Brown, SJ, Bustamante, M, Curtin, JA, Custovic, A, Dharmage, SC, Esplugues, A, Falchi, M, Fernandez-Orth, D, Ferreira, MAR, Franke, A, Gerdes, S, Gieger, C, Hakonarson, H, Holt, PG, Homuth, G, Hubner, N, Hysi, PG, Jarvelin, M-R, Karlsson, R, Koppelman, GH, Lau, S, Lutz, M, Magnusson, PKE, Marks, GB, Mueller-Nurasyid, M, Noethen, MM, Paternoster, L, Pennell, CE, Peters, A, Rawlik, K, Robertson, CF, Rodriguez, E, Sebert, S, Simpson, A, Sleiman, PMA, Standl, M, Stoelzl, D, Strauch, K, Szwajda, A, Tenesa, A, Thompson, PJ, Ullemar, V, Visconti, A, Vonk, JM, Wang, CA, Weidinger, S, Wielscher, M, Worth, CL, Xu, C-J, Lee, Y-A, Grosche, S, Marenholz, I, Esparza-Gordillo, J, Arnau-Soler, A, Pairo-Castineira, E, Rueschendorf, F, Ahluwalia, TS, Almqvist, C, Arnold, A, Baurecht, H, Bisgaard, H, Bonnelykke, K, Brown, SJ, Bustamante, M, Curtin, JA, Custovic, A, Dharmage, SC, Esplugues, A, Falchi, M, Fernandez-Orth, D, Ferreira, MAR, Franke, A, Gerdes, S, Gieger, C, Hakonarson, H, Holt, PG, Homuth, G, Hubner, N, Hysi, PG, Jarvelin, M-R, Karlsson, R, Koppelman, GH, Lau, S, Lutz, M, Magnusson, PKE, Marks, GB, Mueller-Nurasyid, M, Noethen, MM, Paternoster, L, Pennell, CE, Peters, A, Rawlik, K, Robertson, CF, Rodriguez, E, Sebert, S, Simpson, A, Sleiman, PMA, Standl, M, Stoelzl, D, Strauch, K, Szwajda, A, Tenesa, A, Thompson, PJ, Ullemar, V, Visconti, A, Vonk, JM, Wang, CA, Weidinger, S, Wielscher, M, Worth, CL, Xu, C-J, and Lee, Y-A
- Abstract
Previous genome-wide association studies revealed multiple common variants involved in eczema but the role of rare variants remains to be elucidated. Here, we investigate the role of rare variants in eczema susceptibility. We meta-analyze 21 study populations including 20,016 eczema cases and 380,433 controls. Rare variants are imputed with high accuracy using large population-based reference panels. We identify rare exonic variants in DUSP1, NOTCH4, and SLC9A4 to be associated with eczema. In DUSP1 and NOTCH4 missense variants are predicted to impact conserved functional domains. In addition, five novel common variants at SATB1-AS1/KCNH8, TRIB1/LINC00861, ZBTB1, TBX21/OSBPL7, and CSF2RB are discovered. While genes prioritized based on rare variants are significantly up-regulated in the skin, common variants point to immune cell function. Over 20% of the single nucleotide variant-based heritability is attributable to rare and low-frequency variants. The identified rare/low-frequency variants located in functional protein domains point to promising targets for novel therapeutic approaches to eczema.
- Published
- 2021
13. The power of genetic diversity in genome-wide association studies of lipids
- Author
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Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), Willer, C. J. (Cristen J.), Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), and Willer, C. J. (Cristen J.)
- Abstract
Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use1. Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels2, heart disease remains the leading cause of death worldwide3. Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS4‐23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns24. Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine25, we anticipate that increased diversity of participants will lead to more accurate and equitable26 application of polygenic scores in clinical practice.
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- 2021
14. Rare variant analysis in eczema identifies exonic variants in DUSP1, NOTCH4 and SLC9A4
- Author
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Grosche, S. (Sarah), Marenholz, I. (Ingo), Esparza-Gordillo, J. (Jorge), Arnau-Soler, A. (Aleix), Pairo-Castineira, E. (Erola), Rueschendorf, F. (Franz), Ahluwalia, T. S. (Tarunveer S.), Almqvist, C. (Catarina), Arnold, A. (Andreas), Baurecht, H. (Hansjoerg), Bisgaard, H. (Hans), Bonnelykke, K. (Klaus), Brown, S. J. (Sara J.), Bustamante, M. (Mariona), Curtin, J. A. (John A.), Custovic, A. (Adnan), Dharmage, S. C. (Shyamali C.), Esplugues, A. (Ana), Falchi, M. (Mario), Fernandez-Orth, D. (Dietmar), Ferreira, M. A. (Manuel A. R.), Franke, A. (Andre), Gerdes, S. (Sascha), Gieger, C. (Christian), Hakonarson, H. (Hakon), Holt, P. G. (Patrick G.), Homuth, G. (Georg), Hubner, N. (Norbert), Hysi, P. G. (Pirro G.), Järvelin, M.-R. (Marjo-Riitta), Karlsson, R. (Robert), Koppelman, G. H. (Gerard H.), Lau, S. (Susanne), Lutz, M. (Manuel), Magnusson, P. K. (Patrik K. E.), Marks, G. B. (Guy B.), Mueller-Nurasyid, M. (Martina), Noethen, M. M. (Markus M.), Paternoster, L. (Lavinia), Pennell, C. E. (Craig E.), Peters, A. (Annette), Rawlik, K. (Konrad), Robertson, C. F. (Colin F.), Rodriguez, E. (Elke), Sebert, S. (Sylvain), Simpson, A. (Angela), Sleiman, P. M. (Patrick M. A.), Standl, M. (Marie), Stoelzl, D. (Dora), Strauch, K. (Konstantin), Szwajda, A. (Agnieszka), Tenesa, A. (Albert), Thompson, P. J. (Philip J.), Ullemar, V. (Vilhelmina), Visconti, A. (Alessia), Vonk, J. M. (Judith M.), Wang, C. A. (Carol A.), Weidinger, S. (Stephan), Wielscher, M. (Matthias), Worth, C. L. (Catherine L.), Xu, C.-J. (Chen-Jian), Lee, Y.-A. (Young-Ae), Grosche, S. (Sarah), Marenholz, I. (Ingo), Esparza-Gordillo, J. (Jorge), Arnau-Soler, A. (Aleix), Pairo-Castineira, E. (Erola), Rueschendorf, F. (Franz), Ahluwalia, T. S. (Tarunveer S.), Almqvist, C. (Catarina), Arnold, A. (Andreas), Baurecht, H. (Hansjoerg), Bisgaard, H. (Hans), Bonnelykke, K. (Klaus), Brown, S. J. (Sara J.), Bustamante, M. (Mariona), Curtin, J. A. (John A.), Custovic, A. (Adnan), Dharmage, S. C. (Shyamali C.), Esplugues, A. (Ana), Falchi, M. (Mario), Fernandez-Orth, D. (Dietmar), Ferreira, M. A. (Manuel A. R.), Franke, A. (Andre), Gerdes, S. (Sascha), Gieger, C. (Christian), Hakonarson, H. (Hakon), Holt, P. G. (Patrick G.), Homuth, G. (Georg), Hubner, N. (Norbert), Hysi, P. G. (Pirro G.), Järvelin, M.-R. (Marjo-Riitta), Karlsson, R. (Robert), Koppelman, G. H. (Gerard H.), Lau, S. (Susanne), Lutz, M. (Manuel), Magnusson, P. K. (Patrik K. E.), Marks, G. B. (Guy B.), Mueller-Nurasyid, M. (Martina), Noethen, M. M. (Markus M.), Paternoster, L. (Lavinia), Pennell, C. E. (Craig E.), Peters, A. (Annette), Rawlik, K. (Konrad), Robertson, C. F. (Colin F.), Rodriguez, E. (Elke), Sebert, S. (Sylvain), Simpson, A. (Angela), Sleiman, P. M. (Patrick M. A.), Standl, M. (Marie), Stoelzl, D. (Dora), Strauch, K. (Konstantin), Szwajda, A. (Agnieszka), Tenesa, A. (Albert), Thompson, P. J. (Philip J.), Ullemar, V. (Vilhelmina), Visconti, A. (Alessia), Vonk, J. M. (Judith M.), Wang, C. A. (Carol A.), Weidinger, S. (Stephan), Wielscher, M. (Matthias), Worth, C. L. (Catherine L.), Xu, C.-J. (Chen-Jian), and Lee, Y.-A. (Young-Ae)
- Abstract
Previous genome-wide association studies revealed multiple common variants involved in eczema but the role of rare variants remains to be elucidated. Here, we investigate the role of rare variants in eczema susceptibility. We meta-analyze 21 study populations including 20,016 eczema cases and 380,433 controls. Rare variants are imputed with high accuracy using large population-based reference panels. We identify rare exonic variants in DUSP1, NOTCH4, and SLC9A4 to be associated with eczema. In DUSP1 and NOTCH4 missense variants are predicted to impact conserved functional domains. In addition, five novel common variants at SATB1-AS1/KCNH8, TRIB1/LINC00861, ZBTB1, TBX21/OSBPL7, and CSF2RB are discovered. While genes prioritized based on rare variants are significantly up-regulated in the skin, common variants point to immune cell function. Over 20% of the single nucleotide variant-based heritability is attributable to rare and low-frequency variants. The identified rare/low-frequency variants located in functional protein domains point to promising targets for novel therapeutic approaches to eczema.
- Published
- 2021
15. Meta-analyses identify DNA methylation associated with kidney function and damage
- Author
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Schlosser, P. (Pascal), Tin, A. (Adrienne), Matias-Garcia, P. R. (Pamela R.), Thio, C. H. (Chris H. L.), Joehanes, R. (Roby), Liu, H. (Hongbo), Weihs, A. (Antoine), Yu, Z. (Zhi), Hoppmann, A. (Anselm), Grundner-Culemann, F. (Franziska), Min, J. L. (Josine L.), Adeyemo, A. A. (Adebowale A.), Agyemang, C. (Charles), Arnlov, J. (Johan), Aziz, N. A. (Nasir A.), Baccarelli, A. (Andrea), Bochud, M. (Murielle), Brenner, H. (Hermann), Breteler, M. M. (Monique M. B.), Carmeli, C. (Cristian), Chaker, L. (Layal), Chambers, J. C. (John C.), Cole, S. A. (Shelley A.), Coresh, J. (Josef), Corre, T. (Tanguy), Correa, A. (Adolfo), Cox, S. R. (Simon R.), de Klein, N. (Niek), Delgado, G. E. (Graciela E.), Domingo-Relloso, A. (Arce), Eckardt, K.-U. (Kai-Uwe), Ekici, A. B. (Arif B.), Endlich, K. (Karlhans), Evans, K. L. (Kathryn L.), Floyd, J. S. (James S.), Fornage, M. (Myriam), Franke, L. (Lude), Fraszczyk, E. (Eliza), Gao, X. (Xu), Gao, X. (Xin), Ghanbari, M. (Mohsen), Ghasemi, S. (Sahar), Gieger, C. (Christian), Greenland, P. (Philip), Grove, M. L. (Megan L.), Harris, S. E. (Sarah E.), Hemani, G. (Gibran), Henneman, P. (Peter), Herder, C. (Christian), Horvath, S. (Steve), Hou, L. (Lifang), Hurme, M. A. (Mikko A.), Hwang, S.-J. (Shih-Jen), Järvelin, M.-R. (Marjo-Riitta), Kardia, S. L. (Sharon L. R.), Kasela, S. (Silva), Kleber, M. E. (Marcus E.), Koenig, W. (Wolfgang), Kooner, J. S. (Jaspal S.), Kramer, H. (Holly), Kronenberg, F. (Florian), Kuhnel, B. (Brigitte), Lehtimaki, T. (Terho), Lind, L. (Lars), Liu, D. (Dan), Liu, Y. (Yongmei), Lloyd-Jones, D. M. (Donald M.), Lohman, K. (Kurt), Lorkowski, S. (Stefan), Lu, A. T. (Ake T.), Marioni, R. E. (Riccardo E.), Marz, W. (Winfried), McCartney, D. L. (Daniel L.), Meeks, K. A. (Karlijn A. C.), Milani, L. (Lili), Mishra, P. P. (Pashupati P.), Nauck, M. (Matthias), Navas-Acien, A. (Ana), Nowak, C. (Christoph), Peters, A. (Annette), Prokisch, H. (Holger), Psaty, B. M. (Bruce M.), Raitakari, O. T. (Olli T.), Ratliff, S. M. (Scott M.), Reiner, A. P. (Alex P.), Rosas, S. E. (Sylvia E.), Schottker, B. (Ben), Schwartz, J. (Joel), Sedaghat, S. (Sanaz), Smith, J. A. (Jennifer A.), Sotoodehnia, N. (Nona), Stocker, H. R. (Hannah R.), Stringhini, S. (Silvia), Sundstrom, J. (Johan), Swenson, B. R. (Brenton R.), Tellez-Plaza, M. (Maria), van Meurs, J. B. (Joyce B. J.), van Vliet-Ostaptchouk, J. V. (Jana V.), Venema, A. (Andrea), Verweij, N. (Niek), Walker, R. M. (Rosie M.), Wielscher, M. (Matthias), Winkelmann, J. (Juliane), Wolffenbuttel, B. H. (Bruce H. R.), Zhao, W. (Wei), Zheng, Y. (Yinan), Loh, M. (Marie), Snieder, H. (Harold), Levy, D. (Daniel), Waldenberger, M. (Melanie), Susztak, K. (Katalin), Kottgen, A. (Anna), Teumer, A. (Alexander), Schlosser, P. (Pascal), Tin, A. (Adrienne), Matias-Garcia, P. R. (Pamela R.), Thio, C. H. (Chris H. L.), Joehanes, R. (Roby), Liu, H. (Hongbo), Weihs, A. (Antoine), Yu, Z. (Zhi), Hoppmann, A. (Anselm), Grundner-Culemann, F. (Franziska), Min, J. L. (Josine L.), Adeyemo, A. A. (Adebowale A.), Agyemang, C. (Charles), Arnlov, J. (Johan), Aziz, N. A. (Nasir A.), Baccarelli, A. (Andrea), Bochud, M. (Murielle), Brenner, H. (Hermann), Breteler, M. M. (Monique M. B.), Carmeli, C. (Cristian), Chaker, L. (Layal), Chambers, J. C. (John C.), Cole, S. A. (Shelley A.), Coresh, J. (Josef), Corre, T. (Tanguy), Correa, A. (Adolfo), Cox, S. R. (Simon R.), de Klein, N. (Niek), Delgado, G. E. (Graciela E.), Domingo-Relloso, A. (Arce), Eckardt, K.-U. (Kai-Uwe), Ekici, A. B. (Arif B.), Endlich, K. (Karlhans), Evans, K. L. (Kathryn L.), Floyd, J. S. (James S.), Fornage, M. (Myriam), Franke, L. (Lude), Fraszczyk, E. (Eliza), Gao, X. (Xu), Gao, X. (Xin), Ghanbari, M. (Mohsen), Ghasemi, S. (Sahar), Gieger, C. (Christian), Greenland, P. (Philip), Grove, M. L. (Megan L.), Harris, S. E. (Sarah E.), Hemani, G. (Gibran), Henneman, P. (Peter), Herder, C. (Christian), Horvath, S. (Steve), Hou, L. (Lifang), Hurme, M. A. (Mikko A.), Hwang, S.-J. (Shih-Jen), Järvelin, M.-R. (Marjo-Riitta), Kardia, S. L. (Sharon L. R.), Kasela, S. (Silva), Kleber, M. E. (Marcus E.), Koenig, W. (Wolfgang), Kooner, J. S. (Jaspal S.), Kramer, H. (Holly), Kronenberg, F. (Florian), Kuhnel, B. (Brigitte), Lehtimaki, T. (Terho), Lind, L. (Lars), Liu, D. (Dan), Liu, Y. (Yongmei), Lloyd-Jones, D. M. (Donald M.), Lohman, K. (Kurt), Lorkowski, S. (Stefan), Lu, A. T. (Ake T.), Marioni, R. E. (Riccardo E.), Marz, W. (Winfried), McCartney, D. L. (Daniel L.), Meeks, K. A. (Karlijn A. C.), Milani, L. (Lili), Mishra, P. P. (Pashupati P.), Nauck, M. (Matthias), Navas-Acien, A. (Ana), Nowak, C. (Christoph), Peters, A. (Annette), Prokisch, H. (Holger), Psaty, B. M. (Bruce M.), Raitakari, O. T. (Olli T.), Ratliff, S. M. (Scott M.), Reiner, A. P. (Alex P.), Rosas, S. E. (Sylvia E.), Schottker, B. (Ben), Schwartz, J. (Joel), Sedaghat, S. (Sanaz), Smith, J. A. (Jennifer A.), Sotoodehnia, N. (Nona), Stocker, H. R. (Hannah R.), Stringhini, S. (Silvia), Sundstrom, J. (Johan), Swenson, B. R. (Brenton R.), Tellez-Plaza, M. (Maria), van Meurs, J. B. (Joyce B. J.), van Vliet-Ostaptchouk, J. V. (Jana V.), Venema, A. (Andrea), Verweij, N. (Niek), Walker, R. M. (Rosie M.), Wielscher, M. (Matthias), Winkelmann, J. (Juliane), Wolffenbuttel, B. H. (Bruce H. R.), Zhao, W. (Wei), Zheng, Y. (Yinan), Loh, M. (Marie), Snieder, H. (Harold), Levy, D. (Daniel), Waldenberger, M. (Melanie), Susztak, K. (Katalin), Kottgen, A. (Anna), and Teumer, A. (Alexander)
- Abstract
Chronic kidney disease is a major public health burden. Elevated urinary albumin-to-creatinine ratio is a measure of kidney damage, and used to diagnose and stage chronic kidney disease. To extend the knowledge on regulatory mechanisms related to kidney function and disease, we conducted a blood-based epigenome-wide association study for estimated glomerular filtration rate (n = 33,605) and urinary albumin-to-creatinine ratio (n = 15,068) and detected 69 and seven CpG sites where DNA methylation was associated with the respective trait. The majority of these findings showed directionally consistent associations with the respective clinical outcomes chronic kidney disease and moderately increased albuminuria. Associations of DNA methylation with kidney function, such as CpGs at JAZF1, PELI1 and CHD2 were validated in kidney tissue. Methylation at PHRF1, LDB2, CSRNP1 and IRF5 indicated causal effects on kidney function. Enrichment analyses revealed pathways related to hemostasis and blood cell migration for estimated glomerular filtration rate, and immune cell activation and response for urinary albumin-to-creatinineratio-associated CpGs.
- Published
- 2021
16. Rare and low-frequency exonic variants and gene-by-smoking interactions in pulmonary function
- Author
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Yang, T. (Tianzhong), Jackson, V. E. (Victoria E.), Smith, A. V. (Albert V.), Chen, H. (Han), Bartz, T. M. (Traci M.), Sitlani, C. M. (Colleen M.), Psaty, B. M. (Bruce M.), Gharib, S. A. (Sina A.), O’Connor, G. T. (George T.), Dupuis, J. (Josée), Xu, J. (Jiayi), Lohman, K. (Kurt), Liu, Y. (Yongmei), Kritchevsky, S. B. (Stephen B.), Cassano, P. A. (Patricia A.), Flexeder, C. (Claudia), Gieger, C. (Christian), Karrasch, S. (Stefan), Peters, A. (Annette), Schulz, H. (Holger), Harris, S. E. (Sarah E.), Starr, J. M. (John M.), Deary, I. J. (Ian J.), Manichaikul, A. (Ani), Oelsner, E. C. (Elizabeth C.), Barr, R. G. (R. G.), Taylor, K. D. (Kent D.), Rich, S. S. (Stephen S.), Bonten, T. N. (Tobias N.), Mook-Kanamori, D. O. (Dennis O.), Noordam, R. (Raymond), Li-Gao, R. (Ruifang), Jarvelin, M.-R. (Marjo-Riitta), Wielscher, M. (Matthias), Terzikhan, N. (Natalie), Lahousse, L. (Lies), Brusselle, G. (Guy), Weiss, S. (Stefan), Ewert, R. (Ralf), Gläser, S. (Sven), Homuth, G. (Georg), Shrine, N. (Nick), Hall, I. P. (Ian P.), Tobin, M. (Martin), London, S. J. (Stephanie J.), Wei, P. (Peng), Morrison, A. C. (Alanna C.), Yang, T. (Tianzhong), Jackson, V. E. (Victoria E.), Smith, A. V. (Albert V.), Chen, H. (Han), Bartz, T. M. (Traci M.), Sitlani, C. M. (Colleen M.), Psaty, B. M. (Bruce M.), Gharib, S. A. (Sina A.), O’Connor, G. T. (George T.), Dupuis, J. (Josée), Xu, J. (Jiayi), Lohman, K. (Kurt), Liu, Y. (Yongmei), Kritchevsky, S. B. (Stephen B.), Cassano, P. A. (Patricia A.), Flexeder, C. (Claudia), Gieger, C. (Christian), Karrasch, S. (Stefan), Peters, A. (Annette), Schulz, H. (Holger), Harris, S. E. (Sarah E.), Starr, J. M. (John M.), Deary, I. J. (Ian J.), Manichaikul, A. (Ani), Oelsner, E. C. (Elizabeth C.), Barr, R. G. (R. G.), Taylor, K. D. (Kent D.), Rich, S. S. (Stephen S.), Bonten, T. N. (Tobias N.), Mook-Kanamori, D. O. (Dennis O.), Noordam, R. (Raymond), Li-Gao, R. (Ruifang), Jarvelin, M.-R. (Marjo-Riitta), Wielscher, M. (Matthias), Terzikhan, N. (Natalie), Lahousse, L. (Lies), Brusselle, G. (Guy), Weiss, S. (Stefan), Ewert, R. (Ralf), Gläser, S. (Sven), Homuth, G. (Georg), Shrine, N. (Nick), Hall, I. P. (Ian P.), Tobin, M. (Martin), London, S. J. (Stephanie J.), Wei, P. (Peng), and Morrison, A. C. (Alanna C.)
- Abstract
Genome-wide association studies have identified numerous common genetic variants associated with spirometric measures of pulmonary function, including forced expiratory volume in one second (FEV₁), forced vital capacity, and their ratio. However, variants with lower minor allele frequencies are less explored. We conducted a large-scale gene-smoking interaction meta-analysis on exonic rare and low-frequency variants involving 44,429 individuals of European ancestry in the discovery stage and sought replication in the UK BiLEVE study with 45,133 European ancestry samples and UK Biobank study with 59,478 samples. We leveraged data on cigarette smoking, the major environmental risk factor for reduced lung function, by testing gene-by-smoking interaction effects only and simultaneously testing the genetic main effects and interaction effects. The most statistically significant signal that replicated was a previously reported low-frequency signal in GPR126, distinct from common variant associations in this gene. Although only nominal replication was obtained for a top rare variant signal rs142935352 in one of the two studies, interaction and joint tests for current smoking and PDE3B were significantly associated with FEV₁. This study investigates the utility of assessing gene-by-smoking interactions and underscores their effects on potential pulmonary function.
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- 2021
17. Genetic correlation and causal relationships between cardio-metabolic traits and lung function impairment
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Wielscher, M. (Matthias), Amaral, A. F. (Andre F. S.), van der Plaat, D. (Diana), Wain, L. V. (Louise V.), Sebert, S. (Sylvain), Mosen-Ansorena, D. (David), Auvinen, J. (Juha), Herzig, K.-H. (Karl-Heinz), Dehghan, A. (Abbas), Jarvis, D. L. (Debbie L.), Järvelin, M.-R. (Marjo-Riitta), Wielscher, M. (Matthias), Amaral, A. F. (Andre F. S.), van der Plaat, D. (Diana), Wain, L. V. (Louise V.), Sebert, S. (Sylvain), Mosen-Ansorena, D. (David), Auvinen, J. (Juha), Herzig, K.-H. (Karl-Heinz), Dehghan, A. (Abbas), Jarvis, D. L. (Debbie L.), and Järvelin, M.-R. (Marjo-Riitta)
- Abstract
Background: Associations of low lung function with features of poor cardio-metabolic health have been reported. It is, however, unclear whether these co-morbidities reflect causal associations, shared genetic heritability or are confounded by environmental factors. Methods: We performed three analyses: (1) cardio-metabolic health to lung function association tests in Northern Finland Birth cohort 1966, (2) cross-trait linkage disequilibrium score regression (LDSC) to compare genetic backgrounds and (3) Mendelian randomisation (MR) analysis to assess the causal effect of cardio-metabolic traits and disease on lung function, and vice versa (bidirectional MR). Genetic associations were obtained from the UK Biobank data or published large-scale genome-wide association studies (N > 82,000). Results: We observed a negative genetic correlation between lung function and cardio-metabolic traits and diseases. In Mendelian Randomisation analysis (MR), we found associations between type 2 diabetes (T2D) instruments and forced vital capacity (FVC) as well as FEV1/FVC. Body mass index (BMI) instruments were associated to all lung function traits and C-reactive protein (CRP) instruments to FVC. These genetic associations provide evidence for a causal effect of cardio-metabolic traits on lung function. Multivariable MR suggested independence of these causal effects from other tested cardio-metabolic traits and diseases. Analysis of lung function specific SNPs revealed a potential causal effect of FEV1/FVC on blood pressure. Conclusions: The present study overcomes many limitations of observational studies by using Mendelian Randomisation. We provide evidence for an independent causal effect of T2D, CRP and BMI on lung function with some of the T2D effect on lung function being attributed to inflammatory mechanisms. Furthermore, this analysis suggests a potential causal effect of FEV1/FVC on blood pressure. Our detailed analysis of the interplay between cardio-metabolic
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- 2021
18. Genetic variation in cervical preinvasive and invasive disease:a genome-wide association study
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Bowden, S. J. (Sarah J.), Bodinier, B. (Barbara), Kalliala, I. (Ilkka), Zuber, V. (Verena), Vuckovic, D. (Dragana), Doulgeraki, T. (Triada), Whitaker, M. D. (Matthew D.), Wielscher, M. (Matthias), Cartwright, R. (Rufus), Tsilidis, K. K. (Konstantinos K.), Bennett, P. (Phillip), Jarvelin, M.-R. (Marjo-Riitta), Flanagan, J. M. (James M.), Chadeau-Hyam, M. (Marc), Kyrgiou, M. (Maria), F. c. (FinnGen consortium), Bowden, S. J. (Sarah J.), Bodinier, B. (Barbara), Kalliala, I. (Ilkka), Zuber, V. (Verena), Vuckovic, D. (Dragana), Doulgeraki, T. (Triada), Whitaker, M. D. (Matthew D.), Wielscher, M. (Matthias), Cartwright, R. (Rufus), Tsilidis, K. K. (Konstantinos K.), Bennett, P. (Phillip), Jarvelin, M.-R. (Marjo-Riitta), Flanagan, J. M. (James M.), Chadeau-Hyam, M. (Marc), Kyrgiou, M. (Maria), and F. c. (FinnGen consortium)
- Abstract
Summary Background: Most uterine cervical high-risk human papillomavirus (HPV) infections are transient, with only a small fraction developing into cervical cancer. Family aggregation studies and heritability estimates suggest a significant inherited genetic component. Candidate gene studies and previous genome-wide association studies (GWASs) report associations between the HLA region and cervical cancer. Adopting a genome-wide approach, we aimed to compare genetic variation in women with invasive cervical cancer and cervical intraepithelial neoplasia (CIN) grade 3 with that in healthy controls. Methods: We did a GWAS in a cohort of unrelated European individuals using data from UK Biobank, a population-based cohort including 273 377 women aged 40–69 years at recruitment between March 13, 2006, and Oct 1, 2010. We used an additive univariate logistic regression model to analyse genetic variants associated with invasive cervical cancer or CIN3. We sought replication of candidate associations in FinnGen, a large independent dataset of 128 123 individuals. We also did a two-sample mendelian randomisation approach to explore the role of risk factors in the genetic risk of cervical cancer. Findings: We included 4769 CIN3 and invasive cervical cancer case samples and 145 545 control samples in the GWAS. Of 9 600 464 assayed and imputed single-nucleotide polymorphisms (SNPs), six independent variants were associated with CIN3 and invasive cervical cancer. These included novel loci rs10175462 (PAX8; odds ratio [OR] 0·87, 95% CI 0·84–0·91; p=1·07 × 10⁻⁹) and rs27069 (CLPTM1L; 0·88, 0·84–0·92; p=2·51 × 10⁻⁹), and previously reported signals at rs9272050 (HLA-DQA1; 1·27, 1·21–1·32; p=2·51 × 10⁻²⁸), rs6938453 (MICA; 0·79, 0·75–0·83; p=1·97 × 10⁻¹⁷), rs55986091 (HLA-DQB1; 0·66, 0·60–0·72; p=6·42 × 10⁻²⁸), and rs9266183 (HLA-B; 0·73, 0·64–0·83; p=1·53 × 10⁻⁶). Three SNPs were replicated in the independent Finnish dataset of 1648 invasive cervical cancer cases: PAX8 (rs10175462
- Published
- 2021
19. 059 Single-cell RNA sequencing reveals tissue compartment-specific plasticity of mycosis fungoides tumor cells
- Author
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Rindler, K., primary, Bauer, W.M., additional, Jonak, C., additional, Wielscher, M., additional, Simonitsch-Klupp, I., additional, Rojahn, T.B., additional, Thaler, F., additional, Weninger, W., additional, Mayerhoefer, M.E., additional, Farlik, M., additional, and Brunner, P.M., additional
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- 2021
- Full Text
- View/download PDF
20. Exploring the role of genetic confounding in the association between maternal and offspring body mass index:evidence from three birth cohorts
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Tom A Bond, T. A. (Tom A.), Karhunen, V. (Ville), Wielscher, M. (Matthias), Auvinen, J. (Juha), Männikkö, M. (Minna), Keinänen-Kiukaanniemi, S. (Sirkka), Gunter, M. J. (Marc J.), Felix, J. F. (Janine F.), Prokopenko, I. (Inga), Yang, J. (Jian), Visscher, P. M. (Peter M.), Evans, D. M. (David M.), Sebert, S. (Sylvain), Lewin, A. (Alex), O’Reilly, P. F. (Paul F.), Lawlor, D. A. (Debbie A.), and Järvelin, M.-R. (Marjo-Riitta)
- Subjects
BMI ,Offspring ,Maternal ,ALSPAC ,NFBCs ,Genetic confounding - Abstract
Background: Maternal pre-pregnancy body mass index (BMI) is positively associated with offspring birth weight (BW) and BMI in childhood and adulthood. Each of these associations could be due to causal intrauterine effects, or confounding (genetic or environmental), or some combination of these. Here we estimate the extent to which the association between maternal BMI and offspring body size is explained by offspring genotype, as a first step towards establishing the importance of genetic confounding. Methods: We examined the associations of maternal pre-pregnancy BMI with offspring BW and BMI at 1, 5, 10 and 15 years, in three European birth cohorts (n ≤11 498). Bivariate Genomic-relatedness-based Restricted Maximum Likelihood implemented in the GCTA software (GCTA-GREML) was used to estimate the extent to which phenotypic covariance was explained by offspring genotype as captured by common imputed single nucleotide polymorphisms (SNPs). We merged individual participant data from all cohorts, enabling calculation of pooled estimates. Results: Phenotypic covariance (equivalent here to Pearson’s correlation coefficient) between maternal BMI and offspring phenotype was 0.15 [95% confidence interval (CI): 0.13, 0.17] for offspring BW, increasing to 0.29 (95% CI: 0.26, 0.31) for offspring 15 year BMI. Covariance explained by offspring genotype was negligible for BW [−0.04 (95% CI: −0.09, 0.01)], but increased to 0.12 (95% CI: 0.04, 0.21) at 15 years, which is equivalent to 43% (95% CI: 15%, 72%) of the phenotypic covariance. Sensitivity analyses using weight, BMI and ponderal index as the offspring phenotype at all ages showed similar results. Conclusions: Offspring genotype explains a substantial fraction of the covariance between maternal BMI and offspring adolescent BMI. This is consistent with a potentially important role for genetic confounding as a driver of the maternal BMI–offspring BMI association.
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- 2020
21. Role of DNA methylation in the association of lung function with body mass index:a two-step epigenetic Mendelian randomisation study
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Amaral, A. F. (André F. S.), Imboden, M. (Medea), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Minelli, C. (Cosetta), Garcia-Aymerich, J. (Judith), Peralta, G. P. (Gabriela P.), Auvinen, J. (Juha), Jeong, A. (Ayoung), Schaffner, E. (Emmanuel), Beckmeyer-Borowko, A. (Anna), Holloway, J. W. (John W.), Jarvelin, M.-R. (Marjo-Riitta), Probst-Hensch, N. M. (Nicole M.), Jarvis, D. L. (Deborah L.), and f. t. (for the ALEC consortium)
- Subjects
DNA methylation ,Effect mediation ,Mendelian randomisation ,Body mass index ,Lung function - Abstract
Background: Low lung function has been associated with increased body mass index (BMI). The aim of this study was to investigate whether the effect of BMI on lung function is mediated by DNA methylation. Methods: We used individual data from 285,495 participants in four population-based cohorts: the European Community Respiratory Health Survey, the Northern Finland Birth Cohort 1966, the Swiss Study on Air Pollution and Lung Disease in Adults, and the UK Biobank. We carried out Mendelian randomisation (MR) analyses in two steps using a two-sample approach with SNPs as instrumental variables (IVs) in each step. In step 1 MR, we estimated the causal effect of BMI on peripheral blood DNA methylation (measured at genome-wide level) using 95 BMI-associated SNPs as IVs. In step 2 MR, we estimated the causal effect of DNA methylation on FEV₁, FVC, and FEV₁/FVC using two SNPs acting as methQTLs occurring close (in cis) to CpGs identified in the first step. These analyses were conducted after exclusion of weak IVs (F statistic
- Published
- 2020
22. Exploring the role of genetic confounding in the association between maternal and offspring body mass index: evidence from three birth cohorts
- Author
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Bond, T.A. (Tom A.), Karhunen, V. (Ville), Wielscher, M. (Matthias), Auvinen, J. (Juha), Männikkö, M. (Minna), Keinanen-Kiukaanniemi, S. (Sirkka), Gunter, M.J. (Marc J.), Felix, J.F. (Janine), Prokopenko, I. (Inga), Yang, J. (Jian), Visscher, P.M. (Peter M.), Evans, D.M. (David M.), Sebert, S. (Sylvain), Lewin, A. (Alex), O'Reilly, P.F. (Paul), Lawlor, D.A. (Debbie), Jarvelin, M.-R. (Marjo-Riitta), Bond, T.A. (Tom A.), Karhunen, V. (Ville), Wielscher, M. (Matthias), Auvinen, J. (Juha), Männikkö, M. (Minna), Keinanen-Kiukaanniemi, S. (Sirkka), Gunter, M.J. (Marc J.), Felix, J.F. (Janine), Prokopenko, I. (Inga), Yang, J. (Jian), Visscher, P.M. (Peter M.), Evans, D.M. (David M.), Sebert, S. (Sylvain), Lewin, A. (Alex), O'Reilly, P.F. (Paul), Lawlor, D.A. (Debbie), and Jarvelin, M.-R. (Marjo-Riitta)
- Abstract
BACKGROUND: Maternal pre-pregnancy body mass index (BMI) is positively associated with offspring birth weight (BW) and BMI in childhood and adulthood. Each of these associations could be due to causal intrauterine effects, or confounding (genetic or environmental), or some combination of these. Here we estimate the extent to which the association between maternal BMI and offspring body size is explained by offspring genotype, as a first step towards establishing the importance of genetic confounding. METHODS: We examined the associations of maternal pre-pregnancy BMI with offspring BW and BMI at 1, 5, 10 and 15 years, in three European birth cohorts (n ≤11 498). Bivariate Genomic-relatedness-based Restricted Maximum Likelihood implemented in the GCTA software (GCTA-GREML) was used to estimate the extent to which phenotypic covariance was explained by offspring genotype as captured by common imputed single nucleotide polymorphisms (SNPs). We merged individual participant data from all cohorts, enabling calculation of pooled estimates. RESULTS: Phenotypic covariance (equivalent here to Pearson's correlation coefficient) between maternal BMI and offspring phenotype was 0.15 [95% confidence interval (CI): 0.13, 0.17] for offspring BW, increasing to 0.29 (95% CI: 0.26, 0.31) for offspring 15 year BMI. Covariance explained by offspring genotype was negligible for BW [-0.04 (95% CI: -0.09, 0.01)], but increased to 0.12 (95% CI: 0.04, 0.21) at 15 years, which is equivalent to 43% (95% CI: 15%, 72%) of the phenotypic covariance. Sensitivity analyses using weight, BMI and ponderal index as the offspring phenotype at all ages showed similar results. CONCLUSIONS: Offspring genotype explains a substantial fraction of the covariance between maternal BMI and offspring adolescent BMI. This is consistent with a potentially important role for genetic confounding as a driver of the maternal BMI-offspring BMI association.
- Published
- 2020
- Full Text
- View/download PDF
23. Epigenome-wide meta-analysis of blood DNA methylation in newborns and children identifies numerous loci related to gestational age
- Author
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Merid, S.K. (Simon Kebede), Novoloaca, A. (Alexei), Sharp, G.C. (Gemma C.), Küpers, A.M. (Marlijn), Kho, A.T. (Alvin T.), Roy, R. (Ritu), Gao, L. (Lu), Annesi-Maesano, I. (Isabella), Jain, P. (Pooja), Plusquin, M. (Michelle), Kogevinas, M. (Manolis), Allard, C. (Catherine), Vehmeijer, F.O.L. (Florianne O.L.), Kazmi, N. (Nabila), Salas, L.A. (Lucas A.), Rezwan, F.I. (Faisal I.), Zhang, H. (Hongmei), Sebert, S. (Sylvain), Czamara, D. (Darina), Rifas-Shiman, S.L. (Sheryl), Melton, P.E. (Phillip E.), Lawlor, D.A. (Debbie A.), Pershagen, G. (Göran), Breton, C. (Carrie), Huen, K. (Karen), Baïz, N. (Nour), Gagliardi, L. (Luigi), Nawrot, T.S. (Tim S.), Corpeleijn, E. (Eva), Perron, P. (Patrice), Duijts, L. (Liesbeth), Nohr, C. (Christian), Bustamante, M. (Mariona), Ewart, S. (Susan), Karmaus, W. (Wilfried), Zhao, S. (Shanshan), Page, C.M. (Christian M.), Herceg, Z. (Zdenko), Jarvelin, M.-R. (Marjo-Riitta), Lahti, J. (Jari), Baccarelli, A.A. (Andrea), Anderson, D. (Denise), Kachroo, P. (Priyadarshini), Relton, C.L. (Caroline), Bergström, A. (Anna), Eskenazi, B. (B.), Soomro, M.H. (Munawar Hussain), Vineis, P. (Paolo), Snieder, H. (Harold), Bouchard, L. (Luigi), Jaddoe, V.W.V. (Vincent), Sørensen, T.I.A. (Thorkild), Vrijheid, M. (Martine), Arshad, S.H. (Syed), Holloway, J.W. (John W.), Håberg, S.E. (Siri E), Magnus, P. (Per), Dwyer, T. (Terence), Binder, E.B. (Elisabeth), Demeo, D.L. (Dawn), Vonk, J.M. (Judith), Newnham, J.P. (John), Tantisira, K.G. (Kelan G.), Kull, C.A. (Christian), Wiemels, J. (Joseph), Heude, B. (Barbara), Sunyer, J. (Jordi), Nystad, W. (Wenche), Munthe-Kaas, M.C. (Monica Cheng), Räikkönen, K. (Katri), Oken, E. (Emily), Huang, R.-C. (Rae-Chi), Weiss, S.T. (Scott T.), Antó, J.M. (Josep Maria), Bousquet, J. (Jean), Kumar, A. (Ashish), Söderhäll, C. (Cilla), Almqvist, C. (Catarina), Cardenas, A. (Andres), Gruzieva, O. (Olena), Xu, C.-J. (Cheng-Jian), Reese, S.E. (Sarah E.), Kere, J. (Juha), Brodin, P. (Petter), Solomon, O. (Olivia), Wielscher, M. (Matthias), Holland, N. (Nina), Ghantous, A. (Akram), Hivert, M.-F. (Marie-France), Felix, J.F. (Janine), Koppelman, G.H. (Gerard), London, S.J. (Stephanie J.), Melén, E. (Erik), Merid, S.K. (Simon Kebede), Novoloaca, A. (Alexei), Sharp, G.C. (Gemma C.), Küpers, A.M. (Marlijn), Kho, A.T. (Alvin T.), Roy, R. (Ritu), Gao, L. (Lu), Annesi-Maesano, I. (Isabella), Jain, P. (Pooja), Plusquin, M. (Michelle), Kogevinas, M. (Manolis), Allard, C. (Catherine), Vehmeijer, F.O.L. (Florianne O.L.), Kazmi, N. (Nabila), Salas, L.A. (Lucas A.), Rezwan, F.I. (Faisal I.), Zhang, H. (Hongmei), Sebert, S. (Sylvain), Czamara, D. (Darina), Rifas-Shiman, S.L. (Sheryl), Melton, P.E. (Phillip E.), Lawlor, D.A. (Debbie A.), Pershagen, G. (Göran), Breton, C. (Carrie), Huen, K. (Karen), Baïz, N. (Nour), Gagliardi, L. (Luigi), Nawrot, T.S. (Tim S.), Corpeleijn, E. (Eva), Perron, P. (Patrice), Duijts, L. (Liesbeth), Nohr, C. (Christian), Bustamante, M. (Mariona), Ewart, S. (Susan), Karmaus, W. (Wilfried), Zhao, S. (Shanshan), Page, C.M. (Christian M.), Herceg, Z. (Zdenko), Jarvelin, M.-R. (Marjo-Riitta), Lahti, J. (Jari), Baccarelli, A.A. (Andrea), Anderson, D. (Denise), Kachroo, P. (Priyadarshini), Relton, C.L. (Caroline), Bergström, A. (Anna), Eskenazi, B. (B.), Soomro, M.H. (Munawar Hussain), Vineis, P. (Paolo), Snieder, H. (Harold), Bouchard, L. (Luigi), Jaddoe, V.W.V. (Vincent), Sørensen, T.I.A. (Thorkild), Vrijheid, M. (Martine), Arshad, S.H. (Syed), Holloway, J.W. (John W.), Håberg, S.E. (Siri E), Magnus, P. (Per), Dwyer, T. (Terence), Binder, E.B. (Elisabeth), Demeo, D.L. (Dawn), Vonk, J.M. (Judith), Newnham, J.P. (John), Tantisira, K.G. (Kelan G.), Kull, C.A. (Christian), Wiemels, J. (Joseph), Heude, B. (Barbara), Sunyer, J. (Jordi), Nystad, W. (Wenche), Munthe-Kaas, M.C. (Monica Cheng), Räikkönen, K. (Katri), Oken, E. (Emily), Huang, R.-C. (Rae-Chi), Weiss, S.T. (Scott T.), Antó, J.M. (Josep Maria), Bousquet, J. (Jean), Kumar, A. (Ashish), Söderhäll, C. (Cilla), Almqvist, C. (Catarina), Cardenas, A. (Andres), Gruzieva, O. (Olena), Xu, C.-J. (Cheng-Jian), Reese, S.E. (Sarah E.), Kere, J. (Juha), Brodin, P. (Petter), Solomon, O. (Olivia), Wielscher, M. (Matthias), Holland, N. (Nina), Ghantous, A. (Akram), Hivert, M.-F. (Marie-France), Felix, J.F. (Janine), Koppelman, G.H. (Gerard), London, S.J. (Stephanie J.), and Melén, E. (Erik)
- Abstract
BACKGROUND: Preterm birth and shorter duration of pregnancy are associated with increased morbidity in neonatal and later life. As the epigenome is known to have an important role during fetal development, we investigated associations between gestational age and blood DNA methylation in children. METHODS: We performed meta-analysis of Illumina's HumanMethylation450-array associations between gestational age and cord blood DNA methylation in 3648 newborns from 17 cohorts without common pregnancy complications, induced delivery or caesarean section. We also explored associations of gestational age with DNA methylation measured at 4-18 years in additional pediatric cohorts. Follow-up analyses of DNA methylation and gene expression correlations were performed in cord blood. DNA methylation profiles were also explored in tissues relevant for gestational age health effects: fetal brain and lung. RESULTS: We identified 8899 CpGs in cord blood that were associated with gestational age (range 27-42 weeks), at Bonferroni significance, P < 1.06 × 10- 7, of which 3343 were novel. These were annotated to 4966 genes. After restricting findings to at least three significant adjacent CpGs, we identified 1276 CpGs annotated to 325 genes. Results were generally consistent when analyses were restricted to term births. Cord blood findings tended not to persist into childhood and adolescence. Pathway analyses identified enrichment for biological processes critical to embryonic development. Follow-up of identified genes showed correlations between gestational age and DNA methylation levels in fetal brain and lung tissue, as well as correlation with expression levels. CONCLUSIONS: We identified numerous CpGs differentially methylated in relation to gestational age at birth that appear to reflect fetal developmental processes across tissues. These findings may contribute to understanding mechanisms linking gestational age to health effects.
- Published
- 2020
- Full Text
- View/download PDF
24. Epigenome-wide meta-analysis of blood DNA methylation in newborns and children identifies numerous loci related to gestational age
- Author
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Merid, SK, Novoloaca, A, Sharp, GC, Kupers, LK, Kho, AT, Roy, R, Gao, L, Annesi-Maesano, I, Jain, P, Plusquin, M, Kogevinas, M, Allard, C, Vehmeijer, FO, Kazmi, N, Salas, LA, Rezwan, FI, Zhang, H, Sebert, S, Czamara, D, Rifas-Shiman, SL, Melton, PE, Lawlor, DA, Pershagen, G, Breton, CV, Huen, K, Baiz, N, Gagliardi, L, Nawrot, TS, Corpeleijn, E, Perron, P, Duijts, L, Nohr, EA, Bustamante, M, Ewart, SL, Karmaus, W, Zhao, S, Page, CM, Herceg, Z, Jarvelin, M-R, Lahti, J, Baccarelli, AA, Anderson, D, Kachroo, P, Relton, CL, Bergstrom, A, Eskenazi, B, Soomro, MH, Vineis, P, Snieder, H, Bouchard, L, Jaddoe, VW, Sorensen, TIA, Vrijheid, M, Arshad, SH, Holloway, JW, Haberg, SE, Magnus, P, Dwyer, T, Binder, EB, DeMeo, DL, Vonk, JM, Newnham, J, Tantisira, KG, Kull, I, Wiemels, JL, Heude, B, Sunyer, J, Nystad, W, Munthe-Kaas, MC, Raikkonen, K, Oken, E, Huang, R-C, Weiss, ST, Anto, JM, Bousquet, J, Kumar, A, Soderhall, C, Almqvist, C, Cardenas, A, Gruzieva, O, Xu, C-J, Reese, SE, Kere, J, Brodin, P, Solomon, O, Wielscher, M, Holland, N, Ghantous, A, Hivert, M-F, Felix, JF, Koppelman, GH, London, SJ, Melen, E, Merid, SK, Novoloaca, A, Sharp, GC, Kupers, LK, Kho, AT, Roy, R, Gao, L, Annesi-Maesano, I, Jain, P, Plusquin, M, Kogevinas, M, Allard, C, Vehmeijer, FO, Kazmi, N, Salas, LA, Rezwan, FI, Zhang, H, Sebert, S, Czamara, D, Rifas-Shiman, SL, Melton, PE, Lawlor, DA, Pershagen, G, Breton, CV, Huen, K, Baiz, N, Gagliardi, L, Nawrot, TS, Corpeleijn, E, Perron, P, Duijts, L, Nohr, EA, Bustamante, M, Ewart, SL, Karmaus, W, Zhao, S, Page, CM, Herceg, Z, Jarvelin, M-R, Lahti, J, Baccarelli, AA, Anderson, D, Kachroo, P, Relton, CL, Bergstrom, A, Eskenazi, B, Soomro, MH, Vineis, P, Snieder, H, Bouchard, L, Jaddoe, VW, Sorensen, TIA, Vrijheid, M, Arshad, SH, Holloway, JW, Haberg, SE, Magnus, P, Dwyer, T, Binder, EB, DeMeo, DL, Vonk, JM, Newnham, J, Tantisira, KG, Kull, I, Wiemels, JL, Heude, B, Sunyer, J, Nystad, W, Munthe-Kaas, MC, Raikkonen, K, Oken, E, Huang, R-C, Weiss, ST, Anto, JM, Bousquet, J, Kumar, A, Soderhall, C, Almqvist, C, Cardenas, A, Gruzieva, O, Xu, C-J, Reese, SE, Kere, J, Brodin, P, Solomon, O, Wielscher, M, Holland, N, Ghantous, A, Hivert, M-F, Felix, JF, Koppelman, GH, London, SJ, and Melen, E
- Abstract
BACKGROUND: Preterm birth and shorter duration of pregnancy are associated with increased morbidity in neonatal and later life. As the epigenome is known to have an important role during fetal development, we investigated associations between gestational age and blood DNA methylation in children. METHODS: We performed meta-analysis of Illumina's HumanMethylation450-array associations between gestational age and cord blood DNA methylation in 3648 newborns from 17 cohorts without common pregnancy complications, induced delivery or caesarean section. We also explored associations of gestational age with DNA methylation measured at 4-18 years in additional pediatric cohorts. Follow-up analyses of DNA methylation and gene expression correlations were performed in cord blood. DNA methylation profiles were also explored in tissues relevant for gestational age health effects: fetal brain and lung. RESULTS: We identified 8899 CpGs in cord blood that were associated with gestational age (range 27-42 weeks), at Bonferroni significance, P < 1.06 × 10- 7, of which 3343 were novel. These were annotated to 4966 genes. After restricting findings to at least three significant adjacent CpGs, we identified 1276 CpGs annotated to 325 genes. Results were generally consistent when analyses were restricted to term births. Cord blood findings tended not to persist into childhood and adolescence. Pathway analyses identified enrichment for biological processes critical to embryonic development. Follow-up of identified genes showed correlations between gestational age and DNA methylation levels in fetal brain and lung tissue, as well as correlation with expression levels. CONCLUSIONS: We identified numerous CpGs differentially methylated in relation to gestational age at birth that appear to reflect fetal developmental processes across tissues. These findings may contribute to understanding mechanisms linking gestational age to health effects.
- Published
- 2020
25. Epigenome-wide meta-analysis of blood DNA methylation in newborns and children identifies numerous loci related to gestational age
- Author
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Merid, S. K. (Simon Kebede), Novoloaca, A. (Alexei), Sharp, G. C. (Gemma C.), Kupers, L. K. (Leanne K.), Kho, A. T. (Alvin T.), Roy, R. (Ritu), Gao, L. (Lu), Annesi-Maesano, I. (Isabella), Jain, P. (Pooja), Plusquin, M. (Michelle), Kogevinas, M. (Manolis), Allard, C. (Catherine), Vehmeijer, F. O. (Florianne O.), Kazmi, N. (Nabila), Salas, L. A. (Lucas A.), Rezwan, F. I. (Faisal I.), Zhang, H. (Hongmei), Sebert, S. (Sylvain), Czamara, D. (Darina), Rifas-Shiman, S. L. (Sheryl L.), Melton, P. E. (Phillip E.), Lawlor, D. A. (Debbie A.), Pershagen, G. (Goran), Breton, C. V. (Carrie V.), Huen, K. (Karen), Baiz, N. (Nour), Gagliardi, L. (Luigi), Nawrot, T. S. (Tim S.), Corpeleijn, E. (Eva), Perron, P. (Patrice), Duijts, L. (Liesbeth), Nohr, E. A. (Ellen Aagaard), Bustamante, M. (Mariona), Ewart, S. L. (Susan L.), Karmaus, W. (Wilfried), Zhao, S. (Shanshan), Page, C. M. (Christian M.), Herceg, Z. (Zdenko), Jarvelin, M.-R. (Marjo-Riitta), Lahti, J. (Jari), Baccarelli, A. A. (Andrea A.), Anderson, D. (Denise), Kachroo, P. (Priyadarshini), Relton, C. L. (Caroline L.), Bergstrom, A. (Anna), Eskenazi, B. (Brenda), Soomro, M. H. (Munawar Hussain), Vineis, P. (Paolo), Snieder, H. (Harold), Bouchard, L. (Luigi), Jaddoe, V. W. (Vincent W.), Sorensen, T. I. (Thorkild I. A.), Vrijheid, M. (Martine), Arshad, S. H. (S. Hasan), Holloway, J. W. (John W.), Haberg, S. E. (Siri E.), Magnus, P. (Per), Dwyer, T. (Terence), Binder, E. B. (Elisabeth B.), DeMeo, D. L. (Dawn L.), Vonk, J. M. (Judith M.), Newnham, J. (John), Tantisira, K. G. (Kelan G.), Kull, I. (Inger), Wiemels, J. L. (Joseph L.), Heude, B. (Barbara), Sunyer, J. (Jordi), Nystad, W. (Wenche), Munthe-Kaas, M. C. (Monica C.), Raikkonen, K. (Katri), Oken, E. (Emily), Huang, R.-C. (Rae-Chi), Weiss, S. T. (Scott T.), Anto, J. M. (Josep Maria), Bousquet, J. (Jean), Kumar, A. (Ashish), Soderhall, C. (Cilla), Almqvist, C. (Catarina), Cardenas, A. (Andres), Gruzieva, O. (Olena), Xu, C.-J. (Cheng-Jian), Reese, S. E. (Sarah E.), Kere, J. (Juha), Brodin, P. (Petter), Solomon, O. (Olivia), Wielscher, M. (Matthias), Holland, N. (Nina), Ghantous, A. (Akram), Hivert, M.-F. (Marie-France), Felix, J. F. (Janine F.), Koppelman, G. H. (Gerard H.), London, S. J. (Stephanie J.), Melen, E. (Erik), Merid, S. K. (Simon Kebede), Novoloaca, A. (Alexei), Sharp, G. C. (Gemma C.), Kupers, L. K. (Leanne K.), Kho, A. T. (Alvin T.), Roy, R. (Ritu), Gao, L. (Lu), Annesi-Maesano, I. (Isabella), Jain, P. (Pooja), Plusquin, M. (Michelle), Kogevinas, M. (Manolis), Allard, C. (Catherine), Vehmeijer, F. O. (Florianne O.), Kazmi, N. (Nabila), Salas, L. A. (Lucas A.), Rezwan, F. I. (Faisal I.), Zhang, H. (Hongmei), Sebert, S. (Sylvain), Czamara, D. (Darina), Rifas-Shiman, S. L. (Sheryl L.), Melton, P. E. (Phillip E.), Lawlor, D. A. (Debbie A.), Pershagen, G. (Goran), Breton, C. V. (Carrie V.), Huen, K. (Karen), Baiz, N. (Nour), Gagliardi, L. (Luigi), Nawrot, T. S. (Tim S.), Corpeleijn, E. (Eva), Perron, P. (Patrice), Duijts, L. (Liesbeth), Nohr, E. A. (Ellen Aagaard), Bustamante, M. (Mariona), Ewart, S. L. (Susan L.), Karmaus, W. (Wilfried), Zhao, S. (Shanshan), Page, C. M. (Christian M.), Herceg, Z. (Zdenko), Jarvelin, M.-R. (Marjo-Riitta), Lahti, J. (Jari), Baccarelli, A. A. (Andrea A.), Anderson, D. (Denise), Kachroo, P. (Priyadarshini), Relton, C. L. (Caroline L.), Bergstrom, A. (Anna), Eskenazi, B. (Brenda), Soomro, M. H. (Munawar Hussain), Vineis, P. (Paolo), Snieder, H. (Harold), Bouchard, L. (Luigi), Jaddoe, V. W. (Vincent W.), Sorensen, T. I. (Thorkild I. A.), Vrijheid, M. (Martine), Arshad, S. H. (S. Hasan), Holloway, J. W. (John W.), Haberg, S. E. (Siri E.), Magnus, P. (Per), Dwyer, T. (Terence), Binder, E. B. (Elisabeth B.), DeMeo, D. L. (Dawn L.), Vonk, J. M. (Judith M.), Newnham, J. (John), Tantisira, K. G. (Kelan G.), Kull, I. (Inger), Wiemels, J. L. (Joseph L.), Heude, B. (Barbara), Sunyer, J. (Jordi), Nystad, W. (Wenche), Munthe-Kaas, M. C. (Monica C.), Raikkonen, K. (Katri), Oken, E. (Emily), Huang, R.-C. (Rae-Chi), Weiss, S. T. (Scott T.), Anto, J. M. (Josep Maria), Bousquet, J. (Jean), Kumar, A. (Ashish), Soderhall, C. (Cilla), Almqvist, C. (Catarina), Cardenas, A. (Andres), Gruzieva, O. (Olena), Xu, C.-J. (Cheng-Jian), Reese, S. E. (Sarah E.), Kere, J. (Juha), Brodin, P. (Petter), Solomon, O. (Olivia), Wielscher, M. (Matthias), Holland, N. (Nina), Ghantous, A. (Akram), Hivert, M.-F. (Marie-France), Felix, J. F. (Janine F.), Koppelman, G. H. (Gerard H.), London, S. J. (Stephanie J.), and Melen, E. (Erik)
- Abstract
Background: Preterm birth and shorter duration of pregnancy are associated with increased morbidity in neonatal and later life. As the epigenome is known to have an important role during fetal development, we investigated associations between gestational age and blood DNA methylation in children. Methods: We performed meta-analysis of Illumina’s HumanMethylation450-array associations between gestational age and cord blood DNA methylation in 3648 newborns from 17 cohorts without common pregnancy complications, induced delivery or caesarean section. We also explored associations of gestational age with DNA methylation measured at 4–18 years in additional pediatric cohorts. Follow-up analyses of DNA methylation and gene expression correlations were performed in cord blood. DNA methylation profiles were also explored in tissues relevant for gestational age health effects: fetal brain and lung. Results: We identified 8899 CpGs in cord blood that were associated with gestational age (range 27–42 weeks), at Bonferroni significance, P < 1.06 × 10⁻⁷, of which 3343 were novel. These were annotated to 4966 genes. After restricting findings to at least three significant adjacent CpGs, we identified 1276 CpGs annotated to 325 genes. Results were generally consistent when analyses were restricted to term births. Cord blood findings tended not to persist into childhood and adolescence. Pathway analyses identified enrichment for biological processes critical to embryonic development. Follow-up of identified genes showed correlations between gestational age and DNA methylation levels in fetal brain and lung tissue, as well as correlation with expression levels. Conclusions: We identified numerous CpGs differentially methylated in relation to gestational age at birth that appear to reflect fetal developmental processes across tissues. These findings may contribute to understanding mechanisms linking gestational age to health effects.
- Published
- 2020
26. Determinants of accelerated metabolomic and epigenetic aging in a UK cohort
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Robinson, O. (Oliver), Chadeau Hyam, M. (Marc), Karaman, I. (Ibrahim), Climaco Pinto, R. (Rui), Ala-Korpela, M. (Mika), Handakas, E. (Evangelos), Fiorito, G. (Giovanni), Gao, H. (He), Heard, A. (Andy), Jarvelin, M. (Marjo‐Riitta), Lewis, M. (Matthew), Pazoki, R. (Raha), Polidoro, S. (Silvia), Tzoulaki, I. (Ioanna), Wielscher, M. (Matthias), Elliott, P. (Paul), Vineis, P. (Paolo), Robinson, O. (Oliver), Chadeau Hyam, M. (Marc), Karaman, I. (Ibrahim), Climaco Pinto, R. (Rui), Ala-Korpela, M. (Mika), Handakas, E. (Evangelos), Fiorito, G. (Giovanni), Gao, H. (He), Heard, A. (Andy), Jarvelin, M. (Marjo‐Riitta), Lewis, M. (Matthew), Pazoki, R. (Raha), Polidoro, S. (Silvia), Tzoulaki, I. (Ioanna), Wielscher, M. (Matthias), Elliott, P. (Paul), and Vineis, P. (Paolo)
- Abstract
Markers of biological aging have potential utility in primary care and public health. We developed a model of age based on untargeted metabolic profiling across multiple platforms, including nuclear magnetic resonance spectroscopy and liquid chromatography–mass spectrometry in urine and serum, within a large sample (N = 2,239) from the UK Airwave cohort. We validated a subset of model predictors in a Finnish cohort including repeat measurements from 2,144 individuals. We investigated the determinants of accelerated aging, including lifestyle and psychological risk factors for premature mortality. The metabolomic age model was well correlated with chronological age (mean r = 0.86 across independent test sets). Increased metabolomic age acceleration (mAA) was associated after false discovery rate (FDR) correction with overweight/obesity, diabetes, heavy alcohol use and depression. DNA methylation age acceleration measures were uncorrelated with mAA. Increased DNA methylation phenotypic age acceleration (N = 1,110) was associated after FDR correction with heavy alcohol use, hypertension and low income. In conclusion, metabolomics is a promising approach for the assessment of biological age and appears complementary to established epigenetic clocks.
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- 2020
27. Exploring the role of genetic confounding in the association between maternal and offspring body mass index: evidence from three birth cohorts
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Bond, TA, Karhunen, V, Wielscher, M, Auvinen, J, Mannikko, M, Keinanen-Kiukaanniemi, S, Gunter, MJ, Felix, Janine, Prokopenko, I, Yang, J, Visscher, PM, Evans, DM, Sebert, S, Lewin, A, O'Reilly, PF, Lawlor, DA, Jarvelin, M R R, Bond, TA, Karhunen, V, Wielscher, M, Auvinen, J, Mannikko, M, Keinanen-Kiukaanniemi, S, Gunter, MJ, Felix, Janine, Prokopenko, I, Yang, J, Visscher, PM, Evans, DM, Sebert, S, Lewin, A, O'Reilly, PF, Lawlor, DA, and Jarvelin, M R R
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- 2020
28. Epigenome-wide meta-analysis of DNA methylation and childhood asthma
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Reese, S. E. (Sarah E.), Xu, C.-J. (Cheng-Jian), den Dekker, H. T. (Herman T.), Lee, M. K. (Mi Kyeong), Sikdar, S. (Sinjini), Ruiz-Arenas, C. (Carlos), Merid, S. K. (Simon K.), Rezwan, F. I. (Faisal I.), Page, C. M. (Christian M.), Ullemar, V. (Vilhelmina), Melton, P. E. (Phillip E.), Oh, S. S. (Sam S.), Yang, I. V. (Ivana V.), Burrows, K. (Kimberley), Söderhäll, C. (Cilla), Jima, D. D. (Dereje D.), Gao, L. (Lu), Arathimos, R. (Ryan), Küpers, L. K. (Leanne K.), Wielscher, M. (Matthias), Rzehak, P. (Peter), Lahti, J. (Jari), Laprise, C. (Catherine), Madore, A.-M. (Anne-Marie), Ward, J. (James), Bennett, B. D. (Brian D.), Wang, T. (Tianyuan), Bell, D. A. (Douglas A.), T. B. (The BIOS consortium), Vonk, J. M. (Judith M.), Håberg, S. E. (Siri E.), Zhao, S. (Shanshan), Karlsson, R. (Robert), Hollams, E. (Elysia), Hu, D. (Donglei), Richards, A. J. (Adam J.), Bergström, A. (Anna), Sharp, G. C. (Gemma C.), Felix, J. F. (Janine F.), Bustamante, M. (Mariona), Gruzieva, O. (Olena), Maguire, R. L. (Rachel L.), Gilliland, F. (Frank), Baïz, N. (Nour), Nohr, E. A. (Ellen A.), Corpeleijn, E. (Eva), Sebert, S. (Sylvain), Karmaus, W. (Wilfried), Grote, V. (Veit), Kajantie, E. (Eero), Magnus, M. C. (Maria C.), Örtqvist, A. K. (Anne K.), Eng, C. (Celeste), Liu, A. H. (Andrew H.), Kull, I. (Inger), Jaddoe, V. W. (Vincent W.V.), Sunyer, J. (Jordi), Kere, J. (Juha), Hoyo, C. (Cathrine), Annesi-Maesano, I. (Isabella), Arshad, S. H. (Syed Hasan), Koletzko, B. (Berthold), Brunekreef, B. (Bert), Binder, E. B. (Elisabeth B.), Räikkönen, K. (Katri), Reischl, E. (Eva), Holloway, J. W. (John W.), Järvelin, M.-R. (Marjo-Riitta), Snieder, H. (Harold), Kazmi, N. (Nabila), Breton, C. V. (Carrie V.), Murphy, S. K. (Susan K.), Pershagen, G. (Göran), Anto, J. M. (Josep Maria), Relton, C. L. (Caroline L.), Schwartz, D. A. (David A.), Burchard, E. G. (Esteban G.), Huang, R.-C. (Rae-Chi), Nystad, W. (Wenche), Almqvist, C. (Catarina), Henderson, A. J. (A. John), Melén, E. (Erik), Duijts, L. (Liesbeth), Koppelman, G. H. (Gerard H.), and London, S. J. (Stephanie J.)
- Subjects
epigenetics ,newborn ,methylation ,asthma ,drug development ,childhood - Abstract
Background: Epigenetic mechanisms, including methylation, can contribute to childhood asthma. Identifying DNA methylation profiles in asthmatic patients can inform disease pathogenesis. Objective: We sought to identify differential DNA methylation in newborns and children related to childhood asthma. Methods: Within the Pregnancy And Childhood Epigenetics consortium, we performed epigenome-wide meta-analyses of school-age asthma in relation to CpG methylation (Illumina450K) in blood measured either in newborns, in prospective analyses, or cross-sectionally in school-aged children. We also identified differentially methylated regions. Results: In newborns (8 cohorts, 668 cases), 9 CpGs (and 35 regions) were differentially methylated (epigenome-wide significance, false discovery rate < 0.05) in relation to asthma development. In a cross-sectional meta-analysis of asthma and methylation in children (9 cohorts, 631 cases), we identified 179 CpGs (false discovery rate < 0.05) and 36 differentially methylated regions. In replication studies of methylation in other tissues, most of the 179 CpGs discovered in blood replicated, despite smaller sample sizes, in studies of nasal respiratory epithelium or eosinophils. Pathway analyses highlighted enrichment for asthma-relevant immune processes and overlap in pathways enriched both in newborns and children. Gene expression correlated with methylation at most loci. Functional annotation supports a regulatory effect on gene expression at many asthma-associated CpGs. Several implicated genes are targets for approved or experimental drugs, including IL5RA and KCNH2. Conclusion: Novel loci differentially methylated in newborns represent potential biomarkers of risk of asthma by school age. Cross-sectional associations in children can reflect both risk for and effects of disease. Asthma-related differential methylation in blood in children was substantially replicated in eosinophils and respiratory epithelium.
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- 2019
29. Multi-phenotype epigenome-wide association analysis of fasting glucose and insulin in 981 Finnish individuals
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Draisma, HHM, Wielscher, M, Hassan, S, Balkhiyarova, Z, Jarvelin, M-R, Kaakinen, M, and Prokopenko, I
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Genetics & Heredity ,0604 Genetics - Published
- 2018
30. P15 Cervical intraepithelial neoplasia and cervical cancer: a genome wide association study (GWAS) of the UK biobank cohort
- Author
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Bowden, S, primary, Kalliala, I, additional, Wielscher, M, additional, Bodinier, B, additional, Flanagan, J, additional, Chadeau-Hyam, M, additional, Jarvelin, M-R, additional, and Kyrgiou, M, additional
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- 2019
- Full Text
- View/download PDF
31. Epigenome-wide association study of lung function level and its change
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Imboden, M. (Medea), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Amaral, A. F. (André F.S.), Schaffner, E. (Emmanuel), Jeong, A. (Ayoung), Beckmeyer-Borowko, A. (Anna), Harris, S. E. (Sarah E.), Starr, J. M. (John M.), Deary, I. J. (Ian J.), Flexeder, C. (Claudia), Waldenberger, M. (Melanie), Peters, A. (Annette), Schulz, H. (Holger), Chen, S. (Su), Sunny, S. K. (Shadia Khan), Karmaus, W. J. (Wilfried J.J.), Jiang, Y. (Yu), Erhart, G. (Gertraud), Kronenberg, F. (Florian), Arathimos, R. (Ryan), Sharp, G. C. (Gemma C.), Henderson, A. J. (Alexander John), Fu, Y. (Yu), Piirilä, P. (Päivi), Pietiläinen, K. H. (Kirsi H.), Ollikainen, M. (Miina), Johansson, A. (Asa), Gyllensten, U. (Ulf), de Vries, M. (Maaike), van der Plaat, D. A. (Diana A.), de Jong, K. (Kim), Boezen, H. M. (H. Marike), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), Jarvelin, M.-R. (Marjo-Riitta), Holloway, J. W. (John W.), Jarvis, D. (Deborah), Probst-Hensch, N. M. (Nicole M.), Imboden, M. (Medea), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Amaral, A. F. (André F.S.), Schaffner, E. (Emmanuel), Jeong, A. (Ayoung), Beckmeyer-Borowko, A. (Anna), Harris, S. E. (Sarah E.), Starr, J. M. (John M.), Deary, I. J. (Ian J.), Flexeder, C. (Claudia), Waldenberger, M. (Melanie), Peters, A. (Annette), Schulz, H. (Holger), Chen, S. (Su), Sunny, S. K. (Shadia Khan), Karmaus, W. J. (Wilfried J.J.), Jiang, Y. (Yu), Erhart, G. (Gertraud), Kronenberg, F. (Florian), Arathimos, R. (Ryan), Sharp, G. C. (Gemma C.), Henderson, A. J. (Alexander John), Fu, Y. (Yu), Piirilä, P. (Päivi), Pietiläinen, K. H. (Kirsi H.), Ollikainen, M. (Miina), Johansson, A. (Asa), Gyllensten, U. (Ulf), de Vries, M. (Maaike), van der Plaat, D. A. (Diana A.), de Jong, K. (Kim), Boezen, H. M. (H. Marike), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), Jarvelin, M.-R. (Marjo-Riitta), Holloway, J. W. (John W.), Jarvis, D. (Deborah), and Probst-Hensch, N. M. (Nicole M.)
- Abstract
Previous reports link differential DNA methylation (DNAme) to environmental exposures that are associated with lung function. Direct evidence on lung function DNAme is, however, limited. We undertook an agnostic epigenome-wide association study (EWAS) on pre-bronchodilation lung function and its change in adults. In a discovery–replication EWAS design, DNAme in blood and spirometry were measured twice, 6—15 years apart, in the same participants of three adult population-based discovery cohorts (n=2043). Associated DNAme markers (p<5×10−7) were tested in seven replication cohorts (adult: n=3327; childhood: n=420). Technical bias-adjusted residuals of a regression of the normalised absolute β-values on control probe-derived principle components were regressed on level and change of forced expiratory volume in 1 s (FEV1), forced vital capacity (FVC) and their ratio (FEV1/FVC) in the covariate-adjusted discovery EWAS. Inverse-variance-weighted meta-analyses were performed on results from discovery and replication samples in all participants and never-smokers. EWAS signals were enriched for smoking-related DNAme. We replicated 57 lung function DNAme markers in adult, but not childhood samples, all previously associated with smoking. Markers not previously associated with smoking failed replication. cg05575921 (AHRR (aryl hydrocarbon receptor repressor)) showed the statistically most significant association with cross-sectional lung function (FEV1/FVC: pdiscovery=3.96×10−21 and pcombined=7.22×10−50). A score combining 10 DNAme markers previously reported to mediate the effect of smoking on lung function was associated with lung function (FEV1/FVC: p=2.65×10−20). Our results reveal that lung function-associated methylation signals in adults are predominantly smoking related, and possibly of clinical utility in identifying poor lung function and accelerated decline. Larger studies with more repeat time-points are needed to identify lung function DNAme in never-s
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- 2019
32. Variants in the fetal genome near pro-inflammatory cytokine genes on 2q13 associate with gestational duration
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Liu, X.P., Helenius, D., Skotte, L., Beaumont, RN, Wielscher, M., Geller, F. (Frank), Liu, X.P., Helenius, D., Skotte, L., Beaumont, RN, Wielscher, M., and Geller, F. (Frank)
- Abstract
The duration of pregnancy is influenced by fetal and maternal genetic and non-genetic factors. Here we report a fetal genome-wide association meta-analysis of gestational duration, and early preterm, preterm, and postterm birth in 84,689 infants. One locus on chromosome 2q13 is associated with gestational duration; the association is replicated in 9,291 additional infants (combined P = 3.96 × 10−14). Analysis of 15,588 mother-child pairs shows that the association is driven by fetal rather than maternal genotype. Functional experiments show that the lead SNP, rs7594852, alters the binding of the HIC1 transcriptional repressor. Genes at the locus include several interleukin 1 family members with roles in proinflammatory pathways that are central to the process of parturition. Further understanding of the underlying mechanisms will be of great public health importance, since giving birth either before or after the window of term gestation is associated with increased morbidity and mortality
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- 2019
- Full Text
- View/download PDF
33. Meta-analysis of epigenome-wide association studies in neonates reveals widespread differential DNA methylation associated with birthweight.
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Küpers, LK, Monnereau, C, Sharp, GC, Yousefi, P, Salas, LA, Ghantous, A, Page, CM, Reese, SE, Wilcox, AJ, Czamara, D, Starling, AP, Novoloaca, A, Lent, S, Roy, R, Hoyo, C, Breton, CV, Allard, C, Just, AC, Bakulski, KM, Holloway, JW, Everson, TM, Xu, C-J, Huang, R-C, van der Plaat, DA, Wielscher, M, Merid, SK, Ullemar, V, Rezwan, FI, Lahti, J, van Dongen, J, Langie, SAS, Richardson, TG, Magnus, MC, Nohr, EA, Xu, Z, Duijts, L, Zhao, S, Zhang, W, Plusquin, M, DeMeo, DL, Solomon, O, Heimovaara, JH, Jima, DD, Gao, L, Bustamante, M, Perron, P, Wright, RO, Hertz-Picciotto, I, Zhang, H, Karagas, MR, Gehring, U, Marsit, CJ, Beilin, LJ, Vonk, JM, Jarvelin, M-R, Bergström, A, Örtqvist, AK, Ewart, S, Villa, PM, Moore, SE, Willemsen, G, Standaert, ARL, Håberg, SE, Sørensen, TIA, Taylor, JA, Räikkönen, K, Yang, IV, Kechris, K, Nawrot, TS, Silver, MJ, Gong, YY, Richiardi, L, Kogevinas, M, Litonjua, AA, Eskenazi, B, Huen, K, Mbarek, H, Maguire, RL, Dwyer, T, Vrijheid, M, Bouchard, L, Baccarelli, AA, Croen, LA, Karmaus, W, Anderson, D, de Vries, M, Sebert, S, Kere, J, Karlsson, R, Arshad, SH, Hämäläinen, E, Routledge, MN, Boomsma, DI, Feinberg, AP, Newschaffer, CJ, Govarts, E, Moisse, M, Fallin, MD, Melén, E, Prentice, AM, Kajantie, E, Almqvist, C, Oken, E, Dabelea, D, Boezen, HM, Melton, PE, Wright, RJ, Koppelman, GH, Trevisi, L, Hivert, M-F, Sunyer, J, Munthe-Kaas, MC, Murphy, SK, Corpeleijn, E, Wiemels, J, Holland, N, Herceg, Z, Binder, EB, Davey Smith, G, Jaddoe, VWV, Lie, RT, Nystad, W, London, SJ, Lawlor, DA, Relton, CL, Snieder, H, Felix, JF, Küpers, LK, Monnereau, C, Sharp, GC, Yousefi, P, Salas, LA, Ghantous, A, Page, CM, Reese, SE, Wilcox, AJ, Czamara, D, Starling, AP, Novoloaca, A, Lent, S, Roy, R, Hoyo, C, Breton, CV, Allard, C, Just, AC, Bakulski, KM, Holloway, JW, Everson, TM, Xu, C-J, Huang, R-C, van der Plaat, DA, Wielscher, M, Merid, SK, Ullemar, V, Rezwan, FI, Lahti, J, van Dongen, J, Langie, SAS, Richardson, TG, Magnus, MC, Nohr, EA, Xu, Z, Duijts, L, Zhao, S, Zhang, W, Plusquin, M, DeMeo, DL, Solomon, O, Heimovaara, JH, Jima, DD, Gao, L, Bustamante, M, Perron, P, Wright, RO, Hertz-Picciotto, I, Zhang, H, Karagas, MR, Gehring, U, Marsit, CJ, Beilin, LJ, Vonk, JM, Jarvelin, M-R, Bergström, A, Örtqvist, AK, Ewart, S, Villa, PM, Moore, SE, Willemsen, G, Standaert, ARL, Håberg, SE, Sørensen, TIA, Taylor, JA, Räikkönen, K, Yang, IV, Kechris, K, Nawrot, TS, Silver, MJ, Gong, YY, Richiardi, L, Kogevinas, M, Litonjua, AA, Eskenazi, B, Huen, K, Mbarek, H, Maguire, RL, Dwyer, T, Vrijheid, M, Bouchard, L, Baccarelli, AA, Croen, LA, Karmaus, W, Anderson, D, de Vries, M, Sebert, S, Kere, J, Karlsson, R, Arshad, SH, Hämäläinen, E, Routledge, MN, Boomsma, DI, Feinberg, AP, Newschaffer, CJ, Govarts, E, Moisse, M, Fallin, MD, Melén, E, Prentice, AM, Kajantie, E, Almqvist, C, Oken, E, Dabelea, D, Boezen, HM, Melton, PE, Wright, RJ, Koppelman, GH, Trevisi, L, Hivert, M-F, Sunyer, J, Munthe-Kaas, MC, Murphy, SK, Corpeleijn, E, Wiemels, J, Holland, N, Herceg, Z, Binder, EB, Davey Smith, G, Jaddoe, VWV, Lie, RT, Nystad, W, London, SJ, Lawlor, DA, Relton, CL, Snieder, H, and Felix, JF
- Abstract
Birthweight is associated with health outcomes across the life course, DNA methylation may be an underlying mechanism. In this meta-analysis of epigenome-wide association studies of 8,825 neonates from 24 birth cohorts in the Pregnancy And Childhood Epigenetics Consortium, we find that DNA methylation in neonatal blood is associated with birthweight at 914 sites, with a difference in birthweight ranging from -183 to 178 grams per 10% increase in methylation (PBonferroni < 1.06 x 10-7). In additional analyses in 7,278 participants, <1.3% of birthweight-associated differential methylation is also observed in childhood and adolescence, but not adulthood. Birthweight-related CpGs overlap with some Bonferroni-significant CpGs that were previously reported to be related to maternal smoking (55/914, p = 6.12 x 10-74) and BMI in pregnancy (3/914, p = 1.13x10-3), but not with those related to folate levels in pregnancy. Whether the associations that we observe are causal or explained by confounding or fetal growth influencing DNA methylation (i.e. reverse causality) requires further research.
- Published
- 2019
34. Meta-analysis of epigenome-wide association studies in neonates reveals widespread differential DNA methylation associated with birthweight
- Author
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Kupers, L. K. (Leanne K.), Monnereau, C. (Claire), Sharp, G. C. (Gemma C.), Yousefi, P. (Paul), Salas, L. A. (Lucas A.), Ghantous, A. (Akram), Page, C. M. (Christian M.), Reese, S. E. (Sarah E.), Wilcox, A. J. (Allen J.), Czamara, D. (Darina), Starling, A. P. (Anne P.), Novoloaca, A. (Alexei), Lent, S. (Samantha), Roy, R. (Ritu), Hoyo, C. (Cathrine), Breton, C. V. (Carrie, V), Allard, C. (Catherine), Just, A. C. (Allan C.), Bakulski, K. M. (Kelly M.), Holloway, J. W. (John W.), Everson, T. M. (Todd M.), Xu, C.-J. (Cheng-Jian), Huang, R.-C. (Rae-Chi), van der Plaat, D. A. (Diana A.), Wielscher, M. (Matthias), Merid, S. K. (Simon Kebede), Ullemar, V. (Vilhelmina), Rezwan, F. I. (Faisal, I), Lahti, J. (Jari), van Dongen, J. (Jenny), Langie, S. A. (Sabine A. S.), Richardson, T. G. (Tom G.), Magnus, M. C. (Maria C.), Nohr, E. A. (Ellen A.), Xu, Z. (Zongli), Duijts, L. (Liesbeth), Zhao, S. (Shanshan), Zhang, W. (Weiming), Plusquin, M. (Michelle), DeMeo, D. L. (Dawn L.), Solomon, O. (Olivia), Heimovaara, J. H. (Joosje H.), Jima, D. D. (Dereje D.), Gao, L. (Lu), Bustamante, M. (Mariona), Perron, P. (Patrice), Wright, R. O. (Robert O.), Hertz-Picciotto, I. (Irva), Zhang, H. (Hongmei), Karagas, M. R. (Margaret R.), Gehring, U. (Ulrike), Marsit, C. J. (Carmen J.), Beilin, L. J. (Lawrence J.), Vonk, J. M. (Judith M.), Jarvelin, M.-R. (Marjo-Riitta), Bergstrom, A. (Anna), Ortqvist, A. K. (Anne K.), Ewart, S. (Susan), Villa, P. M. (Pia M.), Moore, S. E. (Sophie E.), Willemsen, G. (Gonneke), Standaert, A. R. (Arnout R. L.), Haberg, S. E. (Siri E.), Sorensen, T. I. (Thorkild I. A.), Taylor, J. A. (Jack A.), Raikkonen, K. (Katri), Yang, I. V. (Ivana, V), Kechris, K. (Katerina), Nawrot, T. S. (Tim S.), Silver, M. J. (Matt J.), Gong, Y. Y. (Yun Yun), Richiardi, L. (Lorenzo), Kogevinas, M. (Manolis), Litonjua, A. A. (Augusto A.), Eskenazi, B. (Brenda), Huen, K. (Karen), Mbarek, H. (Hamdi), Maguire, R. L. (Rachel L.), Dwyer, T. (Terence), Vrijheid, M. (Martine), Bouchard, L. (Luigi), Baccarelli, A. A. (Andrea A.), Croen, L. A. (Lisa A.), Karmaus, W. (Wilfried), Anderson, D. (Denise), de Vries, M. (Maaike), Sebert, S. (Sylvain), Kere, J. (Juha), Karlsson, R. (Robert), Arshad, S. H. (Syed Hasan), Hamalainen, E. (Esa), Routledge, M. N. (Michael N.), Boomsma, D. I. (Dorret, I), Feinberg, A. P. (Andrew P.), Newschaffer, C. J. (Craig J.), Govarts, E. (Eva), Moisse, M. (Matthieu), Fallin, M. D. (M. Daniele), Melen, E. (Erik), Prentice, A. M. (Andrew M.), Kajantie, E. (Eero), Almqvist, C. (Catarina), Oken, E. (Emily), Dabelea, D. (Dana), Boezen, H. M. (H. Marike), Melton, P. E. (Phillip E.), Wright, R. J. (Rosalind J.), Koppelman, G. H. (Gerard H.), Trevisi, L. (Letizia), Hivert, M.-F. (Marie-France), Sunyer, J. (Jordi), Munthe-Kaas, M. C. (Monica C.), Murphy, S. K. (Susan K.), Corpeleijn, E. (Eva), Wiemels, J. (Joseph), Holland, N. (Nina), Herceg, Z. (Zdenko), Binder, E. B. (Elisabeth B.), Smith, G. D. (George Davey), Jaddoe, V. W. (Vincent W. V.), Lie, R. T. (Rolv T.), Nystad, W. (Wenche), London, S. J. (Stephanie J.), Lawlor, D. A. (Debbie A.), Relton, C. L. (Caroline L.), Snieder, H. (Harold), Felix, J. F. (Janine F.), Kupers, L. K. (Leanne K.), Monnereau, C. (Claire), Sharp, G. C. (Gemma C.), Yousefi, P. (Paul), Salas, L. A. (Lucas A.), Ghantous, A. (Akram), Page, C. M. (Christian M.), Reese, S. E. (Sarah E.), Wilcox, A. J. (Allen J.), Czamara, D. (Darina), Starling, A. P. (Anne P.), Novoloaca, A. (Alexei), Lent, S. (Samantha), Roy, R. (Ritu), Hoyo, C. (Cathrine), Breton, C. V. (Carrie, V), Allard, C. (Catherine), Just, A. C. (Allan C.), Bakulski, K. M. (Kelly M.), Holloway, J. W. (John W.), Everson, T. M. (Todd M.), Xu, C.-J. (Cheng-Jian), Huang, R.-C. (Rae-Chi), van der Plaat, D. A. (Diana A.), Wielscher, M. (Matthias), Merid, S. K. (Simon Kebede), Ullemar, V. (Vilhelmina), Rezwan, F. I. (Faisal, I), Lahti, J. (Jari), van Dongen, J. (Jenny), Langie, S. A. (Sabine A. S.), Richardson, T. G. (Tom G.), Magnus, M. C. (Maria C.), Nohr, E. A. (Ellen A.), Xu, Z. (Zongli), Duijts, L. (Liesbeth), Zhao, S. (Shanshan), Zhang, W. (Weiming), Plusquin, M. (Michelle), DeMeo, D. L. (Dawn L.), Solomon, O. (Olivia), Heimovaara, J. H. (Joosje H.), Jima, D. D. (Dereje D.), Gao, L. (Lu), Bustamante, M. (Mariona), Perron, P. (Patrice), Wright, R. O. (Robert O.), Hertz-Picciotto, I. (Irva), Zhang, H. (Hongmei), Karagas, M. R. (Margaret R.), Gehring, U. (Ulrike), Marsit, C. J. (Carmen J.), Beilin, L. J. (Lawrence J.), Vonk, J. M. (Judith M.), Jarvelin, M.-R. (Marjo-Riitta), Bergstrom, A. (Anna), Ortqvist, A. K. (Anne K.), Ewart, S. (Susan), Villa, P. M. (Pia M.), Moore, S. E. (Sophie E.), Willemsen, G. (Gonneke), Standaert, A. R. (Arnout R. L.), Haberg, S. E. (Siri E.), Sorensen, T. I. (Thorkild I. A.), Taylor, J. A. (Jack A.), Raikkonen, K. (Katri), Yang, I. V. (Ivana, V), Kechris, K. (Katerina), Nawrot, T. S. (Tim S.), Silver, M. J. (Matt J.), Gong, Y. Y. (Yun Yun), Richiardi, L. (Lorenzo), Kogevinas, M. (Manolis), Litonjua, A. A. (Augusto A.), Eskenazi, B. (Brenda), Huen, K. (Karen), Mbarek, H. (Hamdi), Maguire, R. L. (Rachel L.), Dwyer, T. (Terence), Vrijheid, M. (Martine), Bouchard, L. (Luigi), Baccarelli, A. A. (Andrea A.), Croen, L. A. (Lisa A.), Karmaus, W. (Wilfried), Anderson, D. (Denise), de Vries, M. (Maaike), Sebert, S. (Sylvain), Kere, J. (Juha), Karlsson, R. (Robert), Arshad, S. H. (Syed Hasan), Hamalainen, E. (Esa), Routledge, M. N. (Michael N.), Boomsma, D. I. (Dorret, I), Feinberg, A. P. (Andrew P.), Newschaffer, C. J. (Craig J.), Govarts, E. (Eva), Moisse, M. (Matthieu), Fallin, M. D. (M. Daniele), Melen, E. (Erik), Prentice, A. M. (Andrew M.), Kajantie, E. (Eero), Almqvist, C. (Catarina), Oken, E. (Emily), Dabelea, D. (Dana), Boezen, H. M. (H. Marike), Melton, P. E. (Phillip E.), Wright, R. J. (Rosalind J.), Koppelman, G. H. (Gerard H.), Trevisi, L. (Letizia), Hivert, M.-F. (Marie-France), Sunyer, J. (Jordi), Munthe-Kaas, M. C. (Monica C.), Murphy, S. K. (Susan K.), Corpeleijn, E. (Eva), Wiemels, J. (Joseph), Holland, N. (Nina), Herceg, Z. (Zdenko), Binder, E. B. (Elisabeth B.), Smith, G. D. (George Davey), Jaddoe, V. W. (Vincent W. V.), Lie, R. T. (Rolv T.), Nystad, W. (Wenche), London, S. J. (Stephanie J.), Lawlor, D. A. (Debbie A.), Relton, C. L. (Caroline L.), Snieder, H. (Harold), and Felix, J. F. (Janine F.)
- Abstract
Birthweight is associated with health outcomes across the life course, DNA methylation may be an underlying mechanism. In this meta-analysis of epigenome-wide association studies of 8,825 neonates from 24 birth cohorts in the Pregnancy And Childhood Epigenetics Consortium, we find that DNA methylation in neonatal blood is associated with birthweight at 914 sites, with a difference in birthweight ranging from −183 to 178 grams per 10% increase in methylation (PBonferroni < 1.06 x 10−7). In additional analyses in 7,278 participants, <1.3% of birthweight-associated differential methylation is also observed in childhood and adolescence, but not adulthood. Birthweight-related CpGs overlap with some Bonferroni-significant CpGs that were previously reported to be related to maternal smoking (55/914, p = 6.12 x 10−74) and BMI in pregnancy (3/914, p = 1.13x10−3), but not with those related to folate levels in pregnancy. Whether the associations that we observe are causal or explained by confounding or fetal growth influencing DNA methylation (i.e. reverse causality) requires further research.
- Published
- 2019
35. Variants in the fetal genome near pro-inflammatory cytokine genes on 2q13 associate with gestational duration
- Author
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Liu, X. (Xueping), Helenius, D. (Dorte), Skotte, L. (Line), Beaumont, R. N. (Robin N.), Wielscher, M. (Matthias), Geller, F. (Frank), Juodakis, J. (Julius), Mahajan, A. (Anubha), Bradfield, J. P. (Jonathan P.), Lin, F. T. (Frederick Tj), Vogelezang, S. (Suzanne), Bustamante, M. (Mariona), Ahluwalia, T. S. (Tarunveer S.), Pitkanen, N. (Niina), Wang, C. A. (Carol A.), Bacelis, J. (Jonas), Borges, M. C. (Maria C.), Zhang, G. (Ge), Bedell, B. A. (Bruce A.), Rossi, R. M. (Robert M.), Skogstrand, K. (Kristin), Peng, S. (Shouneng), Thompson, W. K. (Wesley K.), Appadurai, V. (Vivek), Lawlor, D. A. (Debbie A.), Kalliala, I. (Ilkka), Power, C. (Christine), McCarthy, M. I. (Mark, I), Boyd, H. A. (Heather A.), Marazita, M. L. (Mary L.), Hakonarson, H. (Hakon), Hayes, M. G. (M. Geoffrey), Scholtens, D. M. (Denise M.), Rivadeneira, F. (Fernando), Jaddoe, V. W. (Vincent W. V.), Vinding, R. K. (Rebecca K.), Bisgaard, H. (Hans), Knight, B. A. (Bridget A.), Pahkala, K. (Katja), Raitakari, O. (Olli), Helgeland, O. (Oyvind), Johansson, S. (Stefan), Njolstad, P. R. (Pal R.), Fadista, J. (Joao), Schork, A. J. (Andrew J.), Nudel, R. (Ron), Miller, D. E. (Daniel E.), Chen, X. (Xiaoting), Weirauch, M. T. (Matthew T.), Mortensen, P. B. (Preben Bo), Borglum, A. D. (Anders D.), Nordentoft, M. (Merete), Mors, O. (Ole), Hao, K. (Ke), Ryckman, K. K. (Kelli K.), Hougaard, D. M. (David M.), Kottyan, L. C. (Leah C.), Pennell, C. E. (Craig E.), Lyytikainen, L.-P. (Leo-Pekka), Bonnelykke, K. (Klaus), Vrijheid, M. (Martine), Felix, J. F. (Janine F.), Lowe, W. L. (William L., Jr.), Grant, S. F. (Struan Fa), Hypponen, E. (Elina), Jacobsson, B. (Bo), Järvelin, M.-R. (Marjo-Riitta), Muglia, L. J. (Louis J.), Murray, J. C. (Jeffrey C.), Freathy, R. M. (Rachel M.), Werge, T. M. (Thomas M.), Melbye, M. (Mads), Buil, A. (Alfonso), Feenstra, B. (Bjarke), Liu, X. (Xueping), Helenius, D. (Dorte), Skotte, L. (Line), Beaumont, R. N. (Robin N.), Wielscher, M. (Matthias), Geller, F. (Frank), Juodakis, J. (Julius), Mahajan, A. (Anubha), Bradfield, J. P. (Jonathan P.), Lin, F. T. (Frederick Tj), Vogelezang, S. (Suzanne), Bustamante, M. (Mariona), Ahluwalia, T. S. (Tarunveer S.), Pitkanen, N. (Niina), Wang, C. A. (Carol A.), Bacelis, J. (Jonas), Borges, M. C. (Maria C.), Zhang, G. (Ge), Bedell, B. A. (Bruce A.), Rossi, R. M. (Robert M.), Skogstrand, K. (Kristin), Peng, S. (Shouneng), Thompson, W. K. (Wesley K.), Appadurai, V. (Vivek), Lawlor, D. A. (Debbie A.), Kalliala, I. (Ilkka), Power, C. (Christine), McCarthy, M. I. (Mark, I), Boyd, H. A. (Heather A.), Marazita, M. L. (Mary L.), Hakonarson, H. (Hakon), Hayes, M. G. (M. Geoffrey), Scholtens, D. M. (Denise M.), Rivadeneira, F. (Fernando), Jaddoe, V. W. (Vincent W. V.), Vinding, R. K. (Rebecca K.), Bisgaard, H. (Hans), Knight, B. A. (Bridget A.), Pahkala, K. (Katja), Raitakari, O. (Olli), Helgeland, O. (Oyvind), Johansson, S. (Stefan), Njolstad, P. R. (Pal R.), Fadista, J. (Joao), Schork, A. J. (Andrew J.), Nudel, R. (Ron), Miller, D. E. (Daniel E.), Chen, X. (Xiaoting), Weirauch, M. T. (Matthew T.), Mortensen, P. B. (Preben Bo), Borglum, A. D. (Anders D.), Nordentoft, M. (Merete), Mors, O. (Ole), Hao, K. (Ke), Ryckman, K. K. (Kelli K.), Hougaard, D. M. (David M.), Kottyan, L. C. (Leah C.), Pennell, C. E. (Craig E.), Lyytikainen, L.-P. (Leo-Pekka), Bonnelykke, K. (Klaus), Vrijheid, M. (Martine), Felix, J. F. (Janine F.), Lowe, W. L. (William L., Jr.), Grant, S. F. (Struan Fa), Hypponen, E. (Elina), Jacobsson, B. (Bo), Järvelin, M.-R. (Marjo-Riitta), Muglia, L. J. (Louis J.), Murray, J. C. (Jeffrey C.), Freathy, R. M. (Rachel M.), Werge, T. M. (Thomas M.), Melbye, M. (Mads), Buil, A. (Alfonso), and Feenstra, B. (Bjarke)
- Abstract
The duration of pregnancy is influenced by fetal and maternal genetic and non-genetic factors. Here we report a fetal genome-wide association meta-analysis of gestational duration, and early preterm, preterm, and postterm birth in 84,689 infants. One locus on chromosome 2q13 is associated with gestational duration; the association is replicated in 9,291 additional infants (combined P = 3.96 × 10−14). Analysis of 15,588 mother-child pairs shows that the association is driven by fetal rather than maternal genotype. Functional experiments show that the lead SNP, rs7594852, alters the binding of the HIC1 transcriptional repressor. Genes at the locus include several interleukin 1 family members with roles in pro-inflammatory pathways that are central to the process of parturition. Further understanding of the underlying mechanisms will be of great public health importance, since giving birth either before or after the window of term gestation is associated with increased morbidity and mortality.
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- 2019
36. DNA methylation links prenatal smoking exposure to later life health outcomes in offspring
- Author
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Wiklund, P. (Petri), Karhunen, V. (Ville), Richmond, R. C. (Rebecca C.), Parmar, P. (Priyanka), Rodriguez, A. (Alina), De Silva, M. (Maneka), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Richardson, T. G. (Tom G.), Veijola, J. (Juha), Herzig, K.-H. (Karl-Heinz), Holloway, J. W. (John W.), Relton, C. L. (Caroline L.), Sebert, S. (Sylvain), Järvelin, M.-R. (Marjo-Riitta), Wiklund, P. (Petri), Karhunen, V. (Ville), Richmond, R. C. (Rebecca C.), Parmar, P. (Priyanka), Rodriguez, A. (Alina), De Silva, M. (Maneka), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Richardson, T. G. (Tom G.), Veijola, J. (Juha), Herzig, K.-H. (Karl-Heinz), Holloway, J. W. (John W.), Relton, C. L. (Caroline L.), Sebert, S. (Sylvain), and Järvelin, M.-R. (Marjo-Riitta)
- Abstract
Background: Maternal smoking during pregnancy is associated with adverse offspring health outcomes across their life course. We hypothesize that DNA methylation is a potential mediator of this relationship. Methods: We examined the association of prenatal maternal smoking with offspring blood DNA methylation in 2821 individuals (age 16 to 48 years) from five prospective birth cohort studies and perform Mendelian randomization and mediation analyses to assess whether methylation markers have causal effects on disease outcomes in the offspring. Results: We identify 69 differentially methylated CpGs in 36 genomic regions (P value < 1 × 10⁻⁷) associated with exposure to maternal smoking in adolescents and adults. Mendelian randomization analyses provided evidence for a causal role of four maternal smoking-related CpG sites on an increased risk of inflammatory bowel disease or schizophrenia. Further mediation analyses showed some evidence of cg25189904 in GNG12 gene mediating the effect of exposure to maternal smoking on schizophrenia-related outcomes. Conclusions: DNA methylation may represent a biological mechanism through which maternal smoking is associated with increased risk of psychiatric morbidity in the exposed offspring.
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- 2019
37. New genetic signals for lung function highlight pathways and chronic obstructive pulmonary disease associations across multiple ancestries
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Shrine, N. (Nick), Guyatt, A. L. (Anna L.), Erzurumluoglu, A. M. (A. Mesut), Jackson, V. E. (Victoria E.), Hobbs, B. D. (Brian D.), Melbourne, C. A. (Carl A.), Batini, C. (Chiara), Fawcett, K. A. (Katherine A.), Song, K. (Kijoung), Sakornsakolpat, P. (Phuwanat), Li, X. (Xingnan), Boxall, R. (Ruth), Reeve, N. F. (Nicola F.), Obeidat, M. (Ma'en), Zhao, J. H. (Jing Hua), Wielscher, M. (Matthias), Weiss, S. (Stefan), Kentistou, K. A. (Katherine A.), Cook, J. P. (James P.), Sun, B. B. (Benjamin B.), Zhou, J. (Jian), Hui, J. (Jennie), Karrasch, S. (Stefan), Imboden, M. (Medea), Harris, S. E. (Sarah E.), Marten, J. (Jonathan), Enroth, S. (Stefan), Kerr, S. M. (Shona M.), Surakka, I. (Ida), Vitart, V. (Veronique), Lehtimäki, T. (Terho), Allen, R. J. (Richard J.), Bakke, P. S. (Per S.), Beaty, T. H. (Terri H.), Bleecker, E. R. (Eugene R.), Bosse, Y. (Yohan), Brandsma, C.-A. (Corry-Anke), Chen, Z. (Zhengming), Crapo, J. D. (James D.), Danesh, J. (John), DeMeo, D. L. (Dawn L.), Dudbridge, F. (Frank), Ewert, R. (Ralf), Gieger, C. (Christian), Gulsvik, A. (Amund), Hansell, A. L. (Anna L.), Hao, K. (Ke), Hoffman, J. D. (Joshua D.), Hokanson, J. E. (John E.), Homuth, G. (Georg), Joshi, P. K. (Peter K.), Joubert, P. (Philippe), Langenberg, C. (Claudia), Li, X. (Xuan), Li, L. (Liming), Lin, K. (Kuang), Lind, L. (Lars), Locantore, N. (Nicholas), Luan, J. (Jian'an), Mahajan, A. (Anubha), Maranville, J. C. (Joseph C.), Murray, A. (Alison), Nickle, D. C. (David C.), Packer, R. (Richard), Parker, M. M. (Margaret M.), Paynton, M. L. (Megan L.), Porteous, D. J. (David J.), Prokopenko, D. (Dmitry), Qiao, D. (Dandi), Rawal, R. (Rajesh), Runz, H. (Heiko), Sayers, I. (Ian), Sin, D. D. (Don D.), Smith, B. H. (Blair H.), Artigas, M. S. (Maria Soler), Sparrow, D. (David), Tal-Singer, R. (Ruth), Timmers, P. R. (Paul R. H. J.), Van den Berge, M. (Maarten), Whittaker, J. C. (John C.), Woodruff, P. G. (Prescott G.), Verges-Armstrong, L. M. (Laura M.), Troyanskaya, O. G. (Olga G.), Raitakari, O. T. (Olli T.), Kähönen, M. (Mika), Polasek, O. (Ozren), Gyllensten, U. (Ulf), Rudan, I. (Igor), Deary, I. J. (Ian J.), Probst-Hensch, N. M. (Nicole M.), Schulz, H. (Holger), James, A. L. (Alan L.), Wilson, J. F. (James F.), Stubbe, B. (Beate), Zeggini, E. (Eleftheria), Järvelin, M.-R. (Marjo-Riitta), Wareham, N. (Nick), Silverman, E. K. (Edwin K.), Hayward, C. (Caroline), Morris, A. P. (Andrew P.), Butterworth, A. S. (Adam S.), Scott, R. A. (Robert A.), Walters, R. G. (Robin G.), Meyers, D. A. (Deborah A.), Cho, M. H. (Michael H.), Strachan, D. P. (David P.), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), Wain, L. V. (Louise, V), Shrine, N. (Nick), Guyatt, A. L. (Anna L.), Erzurumluoglu, A. M. (A. Mesut), Jackson, V. E. (Victoria E.), Hobbs, B. D. (Brian D.), Melbourne, C. A. (Carl A.), Batini, C. (Chiara), Fawcett, K. A. (Katherine A.), Song, K. (Kijoung), Sakornsakolpat, P. (Phuwanat), Li, X. (Xingnan), Boxall, R. (Ruth), Reeve, N. F. (Nicola F.), Obeidat, M. (Ma'en), Zhao, J. H. (Jing Hua), Wielscher, M. (Matthias), Weiss, S. (Stefan), Kentistou, K. A. (Katherine A.), Cook, J. P. (James P.), Sun, B. B. (Benjamin B.), Zhou, J. (Jian), Hui, J. (Jennie), Karrasch, S. (Stefan), Imboden, M. (Medea), Harris, S. E. (Sarah E.), Marten, J. (Jonathan), Enroth, S. (Stefan), Kerr, S. M. (Shona M.), Surakka, I. (Ida), Vitart, V. (Veronique), Lehtimäki, T. (Terho), Allen, R. J. (Richard J.), Bakke, P. S. (Per S.), Beaty, T. H. (Terri H.), Bleecker, E. R. (Eugene R.), Bosse, Y. (Yohan), Brandsma, C.-A. (Corry-Anke), Chen, Z. (Zhengming), Crapo, J. D. (James D.), Danesh, J. (John), DeMeo, D. L. (Dawn L.), Dudbridge, F. (Frank), Ewert, R. (Ralf), Gieger, C. (Christian), Gulsvik, A. (Amund), Hansell, A. L. (Anna L.), Hao, K. (Ke), Hoffman, J. D. (Joshua D.), Hokanson, J. E. (John E.), Homuth, G. (Georg), Joshi, P. K. (Peter K.), Joubert, P. (Philippe), Langenberg, C. (Claudia), Li, X. (Xuan), Li, L. (Liming), Lin, K. (Kuang), Lind, L. (Lars), Locantore, N. (Nicholas), Luan, J. (Jian'an), Mahajan, A. (Anubha), Maranville, J. C. (Joseph C.), Murray, A. (Alison), Nickle, D. C. (David C.), Packer, R. (Richard), Parker, M. M. (Margaret M.), Paynton, M. L. (Megan L.), Porteous, D. J. (David J.), Prokopenko, D. (Dmitry), Qiao, D. (Dandi), Rawal, R. (Rajesh), Runz, H. (Heiko), Sayers, I. (Ian), Sin, D. D. (Don D.), Smith, B. H. (Blair H.), Artigas, M. S. (Maria Soler), Sparrow, D. (David), Tal-Singer, R. (Ruth), Timmers, P. R. (Paul R. H. J.), Van den Berge, M. (Maarten), Whittaker, J. C. (John C.), Woodruff, P. G. (Prescott G.), Verges-Armstrong, L. M. (Laura M.), Troyanskaya, O. G. (Olga G.), Raitakari, O. T. (Olli T.), Kähönen, M. (Mika), Polasek, O. (Ozren), Gyllensten, U. (Ulf), Rudan, I. (Igor), Deary, I. J. (Ian J.), Probst-Hensch, N. M. (Nicole M.), Schulz, H. (Holger), James, A. L. (Alan L.), Wilson, J. F. (James F.), Stubbe, B. (Beate), Zeggini, E. (Eleftheria), Järvelin, M.-R. (Marjo-Riitta), Wareham, N. (Nick), Silverman, E. K. (Edwin K.), Hayward, C. (Caroline), Morris, A. P. (Andrew P.), Butterworth, A. S. (Adam S.), Scott, R. A. (Robert A.), Walters, R. G. (Robin G.), Meyers, D. A. (Deborah A.), Cho, M. H. (Michael H.), Strachan, D. P. (David P.), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), and Wain, L. V. (Louise, V)
- Abstract
Reduced lung function predicts mortality and is key to the diagnosis of chronic obstructive pulmonary disease (COPD). In a genome-wide association study in 400,102 individuals of European ancestry, we define 279 lung function signals, 139 of which are new. In combination, these variants strongly predict COPD in independent populations. Furthermore, the combined effect of these variants showed generalizability across smokers and never smokers, and across ancestral groups. We highlight biological pathways, known and potential drug targets for COPD and, in phenome-wide association studies, autoimmune-related and other pleiotropic effects of lung function–associated variants. This new genetic evidence has potential to improve future preventive and therapeutic strategies for COPD.
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- 2019
38. Variants in the fetal genome near pro-inflammatory cytokine genes on 2q13 associate with gestational duration
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Liu, XP, Helenius, D, Skotte, L, Beaumont, RN, Vogelezang, Suzanne, Rivadeneira, Fernando, Jaddoe, Vincent, Felix, Janine, Wielscher, M, Geller, F, Liu, XP, Helenius, D, Skotte, L, Beaumont, RN, Vogelezang, Suzanne, Rivadeneira, Fernando, Jaddoe, Vincent, Felix, Janine, Wielscher, M, and Geller, F
- Published
- 2019
39. Epigenome-wide meta-analysis of DNA methylation and childhood asthma
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Reese, S., Xu, C., den Dekker, H., Lee, M., Sikdar, S., Ruiz-Arenas, C., Merid, S., Rezwan, F., Page, C., Ullemar, V., Melton, Phillip, Oh, S., Yang, I., Burrows, K., Söderhäll, C., Jima, D., Gao, L., Arathimos, R., Küpers, L., Wielscher, M., Rzehak, P., Lahti, J., Laprise, C., Madore, A., Ward, J., Bennett, B., Wang, T., Bell, D., Vonk, J., Håberg, S., Zhao, S., Karlsson, R., Hollams, E., Hu, D., Richards, A., Bergström, A., Sharp, G., Felix, J., Bustamante, M., Gruzieva, O., Maguire, R., Gilliland, F., Baïz, N., Nohr, E., Corpeleijn, E., Sebert, S., Karmaus, W., Grote, V., Kajantie, E., Magnus, M., Örtqvist, A., Eng, C., Liu, A., Kull, I., Jaddoe, V., Sunyer, J., Kere, J., Hoyo, C., Annesi-Maesano, I., Reese, S., Xu, C., den Dekker, H., Lee, M., Sikdar, S., Ruiz-Arenas, C., Merid, S., Rezwan, F., Page, C., Ullemar, V., Melton, Phillip, Oh, S., Yang, I., Burrows, K., Söderhäll, C., Jima, D., Gao, L., Arathimos, R., Küpers, L., Wielscher, M., Rzehak, P., Lahti, J., Laprise, C., Madore, A., Ward, J., Bennett, B., Wang, T., Bell, D., Vonk, J., Håberg, S., Zhao, S., Karlsson, R., Hollams, E., Hu, D., Richards, A., Bergström, A., Sharp, G., Felix, J., Bustamante, M., Gruzieva, O., Maguire, R., Gilliland, F., Baïz, N., Nohr, E., Corpeleijn, E., Sebert, S., Karmaus, W., Grote, V., Kajantie, E., Magnus, M., Örtqvist, A., Eng, C., Liu, A., Kull, I., Jaddoe, V., Sunyer, J., Kere, J., Hoyo, C., and Annesi-Maesano, I.
- Abstract
Background: Epigenetic mechanisms, including methylation, can contribute to childhood asthma. Identifying DNA methylation profiles in asthmatic patients can inform disease pathogenesis. Objective: We sought to identify differential DNA methylation in newborns and children related to childhood asthma. Methods: Within the Pregnancy And Childhood Epigenetics consortium, we performed epigenome-wide meta-analyses of school-age asthma in relation to CpG methylation (Illumina450K) in blood measured either in newborns, in prospective analyses, or cross-sectionally in school-aged children. We also identified differentially methylated regions. Results: In newborns (8 cohorts, 668 cases), 9 CpGs (and 35 regions) were differentially methylated (epigenome-wide significance, false discovery rate < 0.05) in relation to asthma development. In a cross-sectional meta-analysis of asthma and methylation in children (9 cohorts, 631 cases), we identified 179 CpGs (false discovery rate < 0.05) and 36 differentially methylated regions. In replication studies of methylation in other tissues, most of the 179 CpGs discovered in blood replicated, despite smaller sample sizes, in studies of nasal respiratory epithelium or eosinophils. Pathway analyses highlighted enrichment for asthma-relevant immune processes and overlap in pathways enriched both in newborns and children. Gene expression correlated with methylation at most loci. Functional annotation supports a regulatory effect on gene expression at many asthma-associated CpGs. Several implicated genes are targets for approved or experimental drugs, including IL5RA and KCNH2. Conclusion: Novel loci differentially methylated in newborns represent potential biomarkers of risk of asthma by school age. Cross-sectional associations in children can reflect both risk for and effects of disease. Asthma-related differential methylation in blood in children was substantially replicated in eosinophils and respiratory epithelium.
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- 2019
40. Identification of seven novel loci associated with amino acid levels using single-variant and gene-based tests in 8545 Finnish men from the METSIM study
- Author
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The DIAbetes Genetics Replication And Meta-analysis (DIAGRAM), Teslovich, T.M., Naj, A., Genetics of Obesity-Related Liver Disease Consortium (GOLD), Ala-Korpela, M., Speliotes, E.K., Jarvelin, M.-R., Schellenberg, G.D., Boehnke, M., Musani, S.K., Jackson, A.U., Locke, A.E., Huyghe, J.R., Welch, R.P., Chines, P.S., Gudnason, V., Kuusisto, J., Narisu, N., Davis, J.P., The Alzheimer's Disease Genetics Consortium (ADGC), Stringham, H.M., Stan����kov��, A., Laakso, M., Soininen, P., Fuchsberger, C., Mohlke, K.L., Sim, X., Raulerson, C.K., Yin, X., Kim, D.S., Kangas, A.J., Wielscher, M., and Perry, J.R.B.
- Abstract
Comprehensivemetabolite profiling capturesmany highly heritable traits, including amino acid levels, which are potentially sensitive biomarkers for disease pathogenesis. To better understand the contribution of genetic variation to amino acid levels, we performed single variant and gene-based tests of association between nine serumamino acids (alanine, glutamine, glycine, histidine, isoleucine, leucine, phenylalanine, tyrosine, and valine) and 16.6million genotyped and imputed variants in 8545 nondiabetic Finnishmen fromtheMETabolic Syndrome In Men (METSIM) study with replication in Northern Finland Birth Cohort (NFBC1966).We identified five novel loci associated with amino acid levels (P = < 5��10-8): LOC157273/PPP1R3B with glycine (rs9987289, P = 2.3��10-26); ZFHX3 (chr16:73326579,minor allele frequency (MAF) = 0.42%, P = 3.6��10-9), LIPC (rs10468017, P = 1.5��10-8), and WWOX (rs9937914, P = 3.8��10-8) with alanine; and TRIB1 with tyrosine (rs28601761, P = 8��10-9). Gene-based tests identified two novel genes harboringmissense variants ofMAF < 1% that show aggregate association with amino acid levels: PYCR1 with glycine (Pgene = 1.5��10-6) and BCAT2 with valine (Pgene = 7.4��10-7); neither gene was implicated by single variant association tests. These findings are among the first applications of gene-based tests to identify new loci for amino acid levels. In addition to the seven novel gene associations, we identified five independent signals at established amino acid loci, including two rare variant signals at GLDC (rs138640017,MAF=0.95%, Pconditional = 5.8��10-40) with glycine levels and HAL (rs141635447,MAF = 0.46%, Pconditional = 9.4��10-11) with histidine levels. Examination of all single variant association results in our data revealed a strong inverse relationship between effect size and MAF (Ptrend < 0.001). These novel signals provide further insight into the molecularmechanisms of amino acidmetabolismand potentially, their perturbations in disease.
- Published
- 2018
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41. Multi–phenotype epigenome-wide association analysis of fasting glucose and insulin in 981 Finns
- Author
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Draisma, HHM, Wielscher, M, Hassan, S, Balkhiyarova, Z, Jarvelin, M-R, Kaakinen, M, and Prokopenko, I
- Published
- 2017
42. Association of methylation signals with incident coronary heart disease in an epigenome-wide assessment of circulating tumor necrosis factor α
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Aslibekyan, S. (Stella), Agha, G. (Golareh), Colicino, E. (Elena), Do, A. N. (Anh N.), Lahti, J. (Jari), Ligthart, S. (Symen), Marioni, R. E. (Riccardo E.), Marzi, C. (Carola), Mendelson, M. M. (Michael M.), Tanaka, T. (Toshiko), Wielscher, M. (Matthias), Absher, D. M. (Devin M.), Ferrucci, L. (Luigi), Franco, O. H. (Oscar H.), Gieger, C. (Christian), Grallert, H. (Harald), Hernandez, D. (Dena), Huan, T. (Tianxiao), Iurato, S. (Stella), Joehanes, R. (Roby), Just, A. C. (Allan C.), Kunze, S. (Sonja), Lin, H. (Honghuang), Liu, C. (Chunyu), Meigs, J. B. (James B.), van Meurs, J. B. (Joyce B.J.), Moore, A. Z. (Ann Zenobia), Peters, A. (Annette), Prokisch, H. (Holger), Räikkönen, K. (Katri), Rathmann, W. (Wolfgang), Roden, M. (Michael), Schramm, K. (Katharina), Schwartz, J. D. (Joel D.), Starr, J. M. (John M.), Uitterlinden, A. G. (André G.), Vokonas, P. (Pantel), Waldenberger, M. (Melanie), Yao, C. (Chen), Zhi, D. (Degui), Baccarelli, A. A. (Andrea A.), Bandinelli, S. (Stefania), Deary, I. J. (Ian J.), Dehghan, A. (Abbas), Eriksson, J. (Johan), Herder, C. (Christian), Järvelin, M.-R. (Marjo-Riitta), Levy, D. (Daniel), Arnett, D. K. (Donna K.), Aslibekyan, S. (Stella), Agha, G. (Golareh), Colicino, E. (Elena), Do, A. N. (Anh N.), Lahti, J. (Jari), Ligthart, S. (Symen), Marioni, R. E. (Riccardo E.), Marzi, C. (Carola), Mendelson, M. M. (Michael M.), Tanaka, T. (Toshiko), Wielscher, M. (Matthias), Absher, D. M. (Devin M.), Ferrucci, L. (Luigi), Franco, O. H. (Oscar H.), Gieger, C. (Christian), Grallert, H. (Harald), Hernandez, D. (Dena), Huan, T. (Tianxiao), Iurato, S. (Stella), Joehanes, R. (Roby), Just, A. C. (Allan C.), Kunze, S. (Sonja), Lin, H. (Honghuang), Liu, C. (Chunyu), Meigs, J. B. (James B.), van Meurs, J. B. (Joyce B.J.), Moore, A. Z. (Ann Zenobia), Peters, A. (Annette), Prokisch, H. (Holger), Räikkönen, K. (Katri), Rathmann, W. (Wolfgang), Roden, M. (Michael), Schramm, K. (Katharina), Schwartz, J. D. (Joel D.), Starr, J. M. (John M.), Uitterlinden, A. G. (André G.), Vokonas, P. (Pantel), Waldenberger, M. (Melanie), Yao, C. (Chen), Zhi, D. (Degui), Baccarelli, A. A. (Andrea A.), Bandinelli, S. (Stefania), Deary, I. J. (Ian J.), Dehghan, A. (Abbas), Eriksson, J. (Johan), Herder, C. (Christian), Järvelin, M.-R. (Marjo-Riitta), Levy, D. (Daniel), and Arnett, D. K. (Donna K.)
- Abstract
Importance: Tumor necrosis factor α (TNF-α) is a proinflammatory cytokine with manifold consequences for mammalian pathophysiology, including cardiovascular disease. A deeper understanding of TNF-α biology may enhance treatment precision. Objective: To conduct an epigenome-wide analysis of blood-derived DNA methylation and TNF-α levels and to assess the clinical relevance of findings. Design, Setting, and Participants: This meta-analysis assessed epigenome-wide associations in circulating TNF-α concentrations from 5 cohort studies and 1 interventional trial, with replication in 3 additional cohort studies. Follow-up analyses investigated associations of identified methylation loci with gene expression and incident coronary heart disease; this meta-analysis included 11 461 participants who experienced 1895 coronary events. Exposures: Circulating TNF-α concentration. Main Outcomes and Measures: DNA methylation at approximately 450 000 loci, neighboring DNA sequence variation, gene expression, and incident coronary heart disease. Results: The discovery cohort included 4794 participants, and the replication study included 816 participants (overall mean [SD] age, 60.7 [8.5] years). In the discovery stage, circulating TNF-α levels were associated with methylation of 7 cytosine-phosphate-guanine (CpG) sites, 3 of which were located in or near DTX3L-PARP9 at cg00959259 (β [SE] = −0.01 [0.003]; P = 7.36×10⁻⁸), cg08122652 (β [SE] = −0.008 [0.002]; P = 2.24×10⁻⁷), and cg22930808(β [SE] = −0.01 [0.002]; P = 6.92×10⁻⁸); NLRC5 at cg16411857 (β [SE] = −0.01 [0.002]; P = 2.14×10⁻¹³) and cg07839457 (β [SE] = −0.02 [0.003]; P = 6.31×10⁻¹⁰); or ABO, at cg13683939 (β [SE] = 0.04 [0.008]; P = 1.42×10⁻⁷) and cg24267699 (β [SE] = −0.009 [0.002]; P = 1.67 × 10⁻⁷), after accounting for multiple testing. Of these, negative associations between TNF-α concentration and methylation of 2 loci in NLRC5 and 1 in DTX3L-14 PARP9 were replicated. Replicated TNF-α–linked CpG sites were associ
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- 2018
43. Association of maternal prenatal smoking GFI1-locus and cardio-metabolic phenotypes in 18,212 adults
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Parmar, P. (Priyanka), Lowry, E. (Estelle), Cugliari, G. (Giovanni), Suderman, M.J. (Matthew J.), Wilson, R. (Rory), Karhunen, V. (Ville), Andrew, T. (Toby), Wiklund, P. (Petri), Wielscher, M. (Matthias), Guarrera, S. (Simonetta), Teumer, A. (Alexander), Lehne, B. (Benjamin), Milani, L. (Lili), de Klein, N. (Niek), Mishra, P.P. (Pashupati P.), Melton, P.E. (Phillip E.), Mandaviya, P.R. (Pooja), Kasela, S. (Silva), Nano, J. (Jana), Zhang, W. (Weihua), Zhang, Y. (Yan), Uitterlinden, A.G. (André), Peters, A. (Annette), Schöttker, B. (Ben), Gieger, C. (Christian), Anderson, D. (Denise), Boomsma, D.I. (Dorret I.), Grabe, H.J. (Hans Jörgen), Panico, S. (Salvatore), Veldink, J.H. (Jan), Meurs, J.B.J. (Joyce) van, Berg, L.H. (Leonard) van den, Beilin, L.J. (Lawrence), Franke, L. (Lude), Loh, M. (Marie), Greevenbroek, M.M. van, Nauck, M. (Matthias), Kähönen, M. (Mika), Hurme, M. (Mikko), Raitakari, O. (Olli), Franco, O.H. (Oscar), Slagboom, P.E. (Eline), van der Harst, P. (Pim), Kunze, S. (Sonja), Felix, S.B. (Stephan), Zhang, T. (Tao), Chen, W. (Wei), Mori, T.A. (Trevor A.), Bonnefond, A. (Amélie), Heijmans, B.T. (Bastiaan T.), Muka, T. (Taulant), Kooner, J.S. (Jaspal S.), Fischer, K. (Krista), Waldenberger, M. (Melanie), Froguel, P. (Philippe), Huang, R.-C. (Rae-Chi), Lehtimäki, T. (Terho), Rathmann, W. (Wolfgang), Relton, C.L. (Caroline), Matullo, G., Brenner, H. (Hermann), Verweij, N. (Niek), Li, S. (Shengxu), Chambers, J.C. (John C.), Järvelin, M.-R. (Marjo-Riitta), Sebert, S. (Sylvain), Parmar, P. (Priyanka), Lowry, E. (Estelle), Cugliari, G. (Giovanni), Suderman, M.J. (Matthew J.), Wilson, R. (Rory), Karhunen, V. (Ville), Andrew, T. (Toby), Wiklund, P. (Petri), Wielscher, M. (Matthias), Guarrera, S. (Simonetta), Teumer, A. (Alexander), Lehne, B. (Benjamin), Milani, L. (Lili), de Klein, N. (Niek), Mishra, P.P. (Pashupati P.), Melton, P.E. (Phillip E.), Mandaviya, P.R. (Pooja), Kasela, S. (Silva), Nano, J. (Jana), Zhang, W. (Weihua), Zhang, Y. (Yan), Uitterlinden, A.G. (André), Peters, A. (Annette), Schöttker, B. (Ben), Gieger, C. (Christian), Anderson, D. (Denise), Boomsma, D.I. (Dorret I.), Grabe, H.J. (Hans Jörgen), Panico, S. (Salvatore), Veldink, J.H. (Jan), Meurs, J.B.J. (Joyce) van, Berg, L.H. (Leonard) van den, Beilin, L.J. (Lawrence), Franke, L. (Lude), Loh, M. (Marie), Greevenbroek, M.M. van, Nauck, M. (Matthias), Kähönen, M. (Mika), Hurme, M. (Mikko), Raitakari, O. (Olli), Franco, O.H. (Oscar), Slagboom, P.E. (Eline), van der Harst, P. (Pim), Kunze, S. (Sonja), Felix, S.B. (Stephan), Zhang, T. (Tao), Chen, W. (Wei), Mori, T.A. (Trevor A.), Bonnefond, A. (Amélie), Heijmans, B.T. (Bastiaan T.), Muka, T. (Taulant), Kooner, J.S. (Jaspal S.), Fischer, K. (Krista), Waldenberger, M. (Melanie), Froguel, P. (Philippe), Huang, R.-C. (Rae-Chi), Lehtimäki, T. (Terho), Rathmann, W. (Wolfgang), Relton, C.L. (Caroline), Matullo, G., Brenner, H. (Hermann), Verweij, N. (Niek), Li, S. (Shengxu), Chambers, J.C. (John C.), Järvelin, M.-R. (Marjo-Riitta), and Sebert, S. (Sylvain)
- Abstract
Background: DNA methylation at the GFI1-locus has been repeatedly associated with exposure to smoking from the foetal period onwards. We explored whether DNA methylation may be a mechanism that links exposure to maternal prenatal smoking with offspring's adult cardio-metabolic health. Methods: We meta-analysed the association between DNA methylation at GFI1-locus with maternal prenatal smoking, adult own smoking, and cardio-metabolic phenotypes in 22 population-based studies from Europe, Australia, and USA (n = 18,212). DNA methylation at the GFI1-locus was measured in whole-blood. Multivariable regression models were fitted to examine its association with exposure to prenatal and own adult smoking. DNA methylation levels were analysed in relation to body mass index (BMI), waist circumference (WC), fasting glucose (FG), high-density lipoprotein cholesterol (HDL—C), triglycerides (TG), diastolic, and systolic blood pressure (BP). Findings: Lower DNA methylation at three out of eight GFI1-CpGs was associated with exposure to maternal prenatal smoking, whereas, all eight CpGs were associated with adult own smoking. Lower DNA methylation at cg14179389, the strongest maternal prenatal smoking locus, was associated with increased WC and BP when adjusted for sex, age, and adult smoking with Bonferroni-corrected P < 0·012. In contrast, lower DNA methylation at cg09935388, the strongest adult own smoking locus, was associated with decreased BMI, WC, and BP (adjusted 1 × 10−7 < P < 0.01). Similarly, lower DNA methylation at cg12876356, cg18316974, cg09662411, and cg18146737 was associated with decreased BMI and WC (5 × 10−8 < P < 0.001). Lower DNA methylation at all the CpGs was consistently associated with higher TG levels. Interpretation: Epigenetic changes at the GFI1 were linked to smoking exposure in-utero/in-adulthood and robustly associated with cardio-metabolic risk factors. Fund: European Union's Horizon 2020 research and innovation programme under grant agreement no
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- 2018
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44. Identification of seven novel loci associated with amino acid levels using single-variant and gene-based tests in 8545 Finnish men from the METSIM study
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Teslovich, T. M. (Tanya M), Kim, D. S. (Daniel Seung), Yin, X. (Xianyong), Stančáková, A. (Alena), Jackson, A. U. (Anne U.), Wielscher, M. (Matthias), Naj, A. (Adam), Perry, J. R. (John R.B.), Huyghe, J. R. (Jeroen R.), Stringham, H. M. (Heather M.), Davis, J. P. (James P.), Raulerson, C. K. (Chelsea K.), Welch, R. P. (Ryan P.), Fuchsberger, C. (Christian), Locke, A. E. (Adam E.), Sim, X. (Xueling), Chines, P. S. (Peter S.), Narisu, N. (Narisu), Kangas, A. J. (Antti J.), Soininen, P. (Pasi), G. o. (Genetics of Obesity-Related Liver Disease Consortium (GOLD)), T. A. (The Alzheimer’s Disease Genetics Consortium (ADGC)), T. D. (The DIAbetes Genetics Replication And Meta-analysis (DIAGRAM)), Ala-Korpela, M. (Mika), Gudnason, V. (Vilmundur), Musani, S. K. (Solomon K.), Järvelin, M.-R. (Marjo-Riitta), Schellenberg, G. D. (Gerard D.), Speliotes, E. K. (Elizabeth K.), Kuusisto, J. (Johanna), Collins, F. S. (Francis S.), Boehnke, M. (Michael), Laakso, M. (Markku), Mohlke, K. L. (Karen L.), Teslovich, T. M. (Tanya M), Kim, D. S. (Daniel Seung), Yin, X. (Xianyong), Stančáková, A. (Alena), Jackson, A. U. (Anne U.), Wielscher, M. (Matthias), Naj, A. (Adam), Perry, J. R. (John R.B.), Huyghe, J. R. (Jeroen R.), Stringham, H. M. (Heather M.), Davis, J. P. (James P.), Raulerson, C. K. (Chelsea K.), Welch, R. P. (Ryan P.), Fuchsberger, C. (Christian), Locke, A. E. (Adam E.), Sim, X. (Xueling), Chines, P. S. (Peter S.), Narisu, N. (Narisu), Kangas, A. J. (Antti J.), Soininen, P. (Pasi), G. o. (Genetics of Obesity-Related Liver Disease Consortium (GOLD)), T. A. (The Alzheimer’s Disease Genetics Consortium (ADGC)), T. D. (The DIAbetes Genetics Replication And Meta-analysis (DIAGRAM)), Ala-Korpela, M. (Mika), Gudnason, V. (Vilmundur), Musani, S. K. (Solomon K.), Järvelin, M.-R. (Marjo-Riitta), Schellenberg, G. D. (Gerard D.), Speliotes, E. K. (Elizabeth K.), Kuusisto, J. (Johanna), Collins, F. S. (Francis S.), Boehnke, M. (Michael), Laakso, M. (Markku), and Mohlke, K. L. (Karen L.)
- Abstract
Comprehensive metabolite profiling captures many highly heritable traits, including amino acid levels, which are potentially sensitive biomarkers for disease pathogenesis. To better understand the contribution of genetic variation to amino acid levels, we performed single variant and gene-based tests of association between nine serum amino acids (alanine, glutamine, glycine, histidine, isoleucine, leucine, phenylalanine, tyrosine, and valine) and 16.6 million genotyped and imputed variants in 8545 non-diabetic Finnish men from the METabolic Syndrome In Men (METSIM) study with replication in Northern Finland Birth Cohort (NFBC1966). We identified five novel loci associated with amino acid levels (P = < 5×10−8): LOC157273/PPP1R3B with glycine (rs9987289, P = 2.3×10−26); ZFHX3 (chr16:73326579, minor allele frequency (MAF) = 0.42%, P = 3.6×10−9), LIPC (rs10468017, P = 1.5×10−8), and WWOX (rs9937914, P = 3.8×10−8) with alanine; and TRIB1 with tyrosine (rs28601761, P = 8×10−9). Gene-based tests identified two novel genes harboring missense variants of MAF < 1% that show aggregate association with amino acid levels: PYCR1 with glycine (Pgene = 1.5×10−6) and BCAT2 with valine (Pgene = 7.4×10−7); neither gene was implicated by single variant association tests. These findings are among the first applications of gene-based tests to identify new loci for amino acid levels. In addition to the seven novel gene associations, we identified five independent signals at established amino acid loci, including two rare variant signals at GLDC (rs138640017, MAF=0.95%, Pconditional = 5.8×10−40) with glycine levels and HAL (rs141635447, MAF = 0.46%, Pconditional = 9.4×10−11) with histidine levels. Examination of all single variant association results in our data revealed a strong inverse relationship between effect size and MAF (Ptrend<0.001). These novel signals provide further insight into the molecular mechanisms of amino acid metabolism and potentially, their perturba
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- 2018
45. SERPINA1 methylation and lung function in tobacco-smoke exposed European children and adults:a meta-analysis of ALEC population-based cohorts
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Beckmeyer-Borowko, A. (Anna), Imboden, M. (Medea), Rezwan, F. I. (Faisal I.), Wielscher, M. (Matthias), Amaral, A. F. (Andre F. S.), Jeong, A. (Ayoung), Schaffner, E. (Emmanuel), Auvinen, J. (Juha), Sebert, S. (Sylvain), Karhunen, V. (Ville), Bettschart, R. (Robert), Turk, A. (Alexander), Pons, M. (Marco), Stolz, D. (Daiana), Kronenberg, F. (Florian), Arathimos, R. (Ryan), Sharp, G. C. (Gemma C.), Relton, C. (Caroline), Henderson, A. J. (Alexander J.), Järvelin, M.-R. (Marjo-Riitta), Jarvis, D. (Deborah), Holloway, J. W. (John W.), Probst-Hensch, N. M. (Nicole M.), Beckmeyer-Borowko, A. (Anna), Imboden, M. (Medea), Rezwan, F. I. (Faisal I.), Wielscher, M. (Matthias), Amaral, A. F. (Andre F. S.), Jeong, A. (Ayoung), Schaffner, E. (Emmanuel), Auvinen, J. (Juha), Sebert, S. (Sylvain), Karhunen, V. (Ville), Bettschart, R. (Robert), Turk, A. (Alexander), Pons, M. (Marco), Stolz, D. (Daiana), Kronenberg, F. (Florian), Arathimos, R. (Ryan), Sharp, G. C. (Gemma C.), Relton, C. (Caroline), Henderson, A. J. (Alexander J.), Järvelin, M.-R. (Marjo-Riitta), Jarvis, D. (Deborah), Holloway, J. W. (John W.), and Probst-Hensch, N. M. (Nicole M.)
- Abstract
Background: The pathophysiological role of SERPINA1 in respiratory health may be more strongly determined by the regulation of its expression than by common genetic variants. A family based study of predominantly smoking adults found methylation at two Cytosine-phosphate-Guanine sites (CpGs) in SERPINA1 gene to be associated with chronic obstructive pulmonary disease risk. The objective of this study was to confirm the association of lung function with SERPINA1 methylation in general population samples by testing a comprehensive set of CpGs in the SERPINA gene cluster. We considered lung function level and decline in adult smokers from three European population-based cohorts and lung function level and growth in tobacco-smoke exposed children from a birth cohort. Methods: DNA methylation using Illumina Infinium Human Methylation 450 k and EPIC beadchips and lung function were measured at two time points in 1076 SAPALDIA, ECRHS and NFBC adult cohort participants and 259 ALSPAC children. Associations of methylation at 119 CpG sites in the SERPINA gene cluster (PP4R4-SERPINA13P) with lung functions and circulating alpha-1-antitripsin (AAT) were assessed using multivariable cross-sectional and longitudinal regression models. Results: Methylation at cg08257009 in the SERPINA gene cluster, located 32 kb downstream of SERPINA1, not annotated to a gene, was associated with FEV1/FVC at the Bonferroni corrected level in adults, but not in children. None of the methylation signals in the SERPINA1 gene showed associations with lung function after correcting for multiple testing. Conclusions: The results do not support a role of SERPINA1 gene methylation as determinant of lung function across the life course in the tobacco smoke exposed general population exposed.
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- 2018
46. Association of maternal prenatal smoking GFI1-locus and cardiometabolic phenotypes in 18,212 adults
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Parmar, P, Lowry, E, Cugliari, G, Suderman, M, Wilson, R, Karhunen, V, Andrew, T, Wiklund, P, Wielscher, M, Guarrera, S, Teumer, A, Lehne, B, Milani, L, de Klein, N, Mishra, PP, Melton, PE, Mandaviya, Pooja, Kasela, S, Nano, Jana, Zhang, WH, Zhang, Y, Uitterlinden, André, Peters, A, Schottker, B, Gieger, C, Anderson, D, Boomsma, DI, Grabe, HJ, Panico, S, Veldink, JH, van Meurs, Joyce, Berg, L, Beilin, LJ, Franke, L, Loh, M, van Greevenbroek, MMJ, Nauck, M, Kahonen, M, Hurme, MA, Raitakari, OT, Franco Duran, OH, Slagboom, PE (Eline), van der Harst, P, Kunze, S, Felix, SB, Zhang, T, Chen, W, Mori, TA, Bonnefond, A, Heijmans, BT, Muka, Taulant, Kooner, JS, Fischer, K, Waldenberger, M, Froguel, P, Huang, RC, Lehtimaki, T, Rathmann, W, Relton, CL, Matullo, G, Brenner, H, Verweij, N, Li, SX, Chambers, JC, Jarvelin, MR, Sebert, S, Parmar, P, Lowry, E, Cugliari, G, Suderman, M, Wilson, R, Karhunen, V, Andrew, T, Wiklund, P, Wielscher, M, Guarrera, S, Teumer, A, Lehne, B, Milani, L, de Klein, N, Mishra, PP, Melton, PE, Mandaviya, Pooja, Kasela, S, Nano, Jana, Zhang, WH, Zhang, Y, Uitterlinden, André, Peters, A, Schottker, B, Gieger, C, Anderson, D, Boomsma, DI, Grabe, HJ, Panico, S, Veldink, JH, van Meurs, Joyce, Berg, L, Beilin, LJ, Franke, L, Loh, M, van Greevenbroek, MMJ, Nauck, M, Kahonen, M, Hurme, MA, Raitakari, OT, Franco Duran, OH, Slagboom, PE (Eline), van der Harst, P, Kunze, S, Felix, SB, Zhang, T, Chen, W, Mori, TA, Bonnefond, A, Heijmans, BT, Muka, Taulant, Kooner, JS, Fischer, K, Waldenberger, M, Froguel, P, Huang, RC, Lehtimaki, T, Rathmann, W, Relton, CL, Matullo, G, Brenner, H, Verweij, N, Li, SX, Chambers, JC, Jarvelin, MR, and Sebert, S
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- 2018
47. Age at menarche and lung function:a Mendelian randomization study
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Gill, D. (Dipender), Sheehan, N. A. (Nuala A.), Wielscher, M. (Matthias), Shrine, N. (Nick), Amaral, A. F. (Andre F. S.), Thompson, J. R. (John R.), Granell, R. (Raquel), Leynaert, B. (Bénédicte), Real, F. G. (Francisco Gómez), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), Auvinen, J. (Juha), Ring, S. M. (Susan M.), Järvelin, M.-R. (Marjo-Riitta), Wain, L. V. (Louise V.), Henderson, J. (John), Jarvis, D. (Deborah), Minelli, C. (Cosetta), Gill, D. (Dipender), Sheehan, N. A. (Nuala A.), Wielscher, M. (Matthias), Shrine, N. (Nick), Amaral, A. F. (Andre F. S.), Thompson, J. R. (John R.), Granell, R. (Raquel), Leynaert, B. (Bénédicte), Real, F. G. (Francisco Gómez), Hall, I. P. (Ian P.), Tobin, M. D. (Martin D.), Auvinen, J. (Juha), Ring, S. M. (Susan M.), Järvelin, M.-R. (Marjo-Riitta), Wain, L. V. (Louise V.), Henderson, J. (John), Jarvis, D. (Deborah), and Minelli, C. (Cosetta)
- Abstract
A trend towards earlier menarche in women has been associated with childhood factors (e.g. obesity) and hypothesised environmental exposures (e.g. endocrine disruptors present in household products). Observational evidence has shown detrimental effects of early menarche on various health outcomes including adult lung function, but these might represent spurious associations due to confounding. To address this we used Mendelian randomization where genetic variants are used as proxies for age at menarche, since genetic associations are not affected by classical confounding. We estimated the effects of age at menarche on forced vital capacity (FVC), a proxy for restrictive lung impairment, and ratio of forced expiratory volume in one second to FVC (FEV₁/FVC), a measure of airway obstruction, in both adulthood and adolescence. We derived SNP-age at menarche association estimates for 122 variants from a published genome-wide meta-analysis (N = 182,416), with SNP-lung function estimates obtained by meta-analysing three studies of adult women (N = 46,944) and two of adolescent girls (N = 3025). We investigated the impact of departures from the assumption of no pleiotropy through sensitivity analyses. In adult women, in line with previous evidence, we found an effect on restrictive lung impairment with a 24.8 mL increase in FVC per year increase in age at menarche (95% CI 1.8–47.9; p = 0.035); evidence was stronger after excluding potential pleiotropic variants (43.6 mL; 17.2–69.9; p = 0.001). In adolescent girls we found an opposite effect (−56.5 mL; −108.3 to −4.7; p = 0.033), suggesting that the detrimental effect in adulthood may be preceded by a short-term post-pubertal benefit. Our secondary analyses showing results in the same direction in men and boys, in whom age at menarche SNPs have also shown association with sexual development, suggest a role for pubertal timing in general rather than menarche specifically. We found no effect on airway obstruction (FEV
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- 2017
48. Systematic review of lung function and COPD with peripheral blood DNA methylation in population based studies
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Machin, M. (Matthew), Amaral, A. F. (André F. ), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Imboden, M. (Medea), Järvelin, M.-R. (Marjo-Riitta), Adcock, I. M. (Ian M.), Probst-Hensch, N. (Nicole), Holloway, J. W. (John W.), Jarvis, D. L. (Deborah L.), Machin, M. (Matthew), Amaral, A. F. (André F. ), Wielscher, M. (Matthias), Rezwan, F. I. (Faisal I.), Imboden, M. (Medea), Järvelin, M.-R. (Marjo-Riitta), Adcock, I. M. (Ian M.), Probst-Hensch, N. (Nicole), Holloway, J. W. (John W.), and Jarvis, D. L. (Deborah L.)
- Abstract
Background: Epigenetic variations in peripheral blood have potential as biomarkers for disease. This systematic review assesses the association of lung function and chronic obstructive pulmonary disease (COPD) with DNA methylation profiles in peripheral blood from population-based studies. Methods: Online databases Medline, Embase, and Web of Science were searched. Google Scholar was searched to identify grey literature. After removing duplicate articles, 1155 articles were independently screened by two investigators. Peer reviewed reports on population-based studies that examined peripheral blood DNA methylation in participants with measured lung function (FEV1, FEV1/FVC ratio) or known COPD status were selected for full-text review. Six articles were suitable for inclusion. Information regarding study characteristics, designs, methodologies and conclusions was extracted. A narrative synthesis was performed based on published results. Results: Three of the six articles assessed the association of COPD with DNA methylation, and two of these also included associations with lung function. Overall, five reports examined the association of lung function with DNA methylation profiles. Five of the six articles reported ‘significant’ results. However, no consistent CpG sites were identified across studies for COPD status or lung function values. Conclusions: DNA methylation patterns in peripheral blood from individuals with reduced lung function or COPD may be different to those in people with normal lung function. However, this systematic review did not find any consistent associations of lung function or COPD with differentially methylated CpG sites. Large studies with a longitudinal design to address reverse causality may prove a more fruitful area of research.
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- 2017
49. Genome-wide association analyses for lung function and chronic obstructive pulmonary disease identify new loci and potential druggable targets
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Wain, LV, Shrine, N, Artigas, MS, Erzurumluoglu, AM, Noyvert, B, Bossini-Castillo, L, Obeidat, M, Henry, AP, Portelli, MA, Hall, RJ, Billington, CK, Rimington, TL, Fenech, AG, John, C, Blake, T, Jackson, VE, Allen, RJ, Prins, BP, Understanding Society Scientific Group, Campbell, A, Porteous, DJ, Jarvelin, M-R, Wielscher, M, James, AL, Hui, J, Wareham, NJ, Zhao, JH, Wilson, JF, Joshi, PK, Stubbe, B, Rawal, R, Schulz, H, Imboden, M, Probst-Hensch, NM, Karrasch, S, Gieger, C, Deary, IJ, Harris, SE, Marten, J, Rudan, I, Enroth, S, Gyllensten, U, Kerr, SM, Polasek, O, Kähönen, M, Surakka, I, Vitart, V, Hayward, C, Lehtimäki, T, Raitakari, OT, Evans, DM, Henderson, AJ, Pennell, CE, Wang, CA, Sly, PD, Wan, ES, Busch, R, Hobbs, BD, Litonjua, AA, Sparrow, DW, Gulsvik, A, Bakke, PS, Crapo, JD, Beaty, TH, Hansel, NN, Mathias, RA, Ruczinski, I, Barnes, KC, Bossé, Y, Joubert, P, Van Den Berge, M, Brandsma, C-A, Paré, PD, Sin, DD, Nickle, DC, Hao, K, Gottesman, O, Dewey, FE, Bruse, SE, Carey, DJ, Kirchner, HL, Geisinger-Regeneron DiscovEHR Collaboration, Jonsson, S, Thorleifsson, G, Jonsdottir, I, Gislason, T, Stefansson, K, Schurmann, C, Nadkarni, G, Bottinger, EP, Loos, RJF, Walters, RG, Chen, Z, Millwood, IY, Vaucher, J, Kurmi, OP, Li, L, Hansell, AL, Brightling, C, Zeggini, E, Cho, MH, Silverman, EK, Sayers, I, Trynka, G, Morris, AP, Strachan, DP, Hall, IP, and Tobin, MD
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Adult ,Aged, 80 and over ,Male ,Middle Aged ,Polymorphism, Single Nucleotide ,Asthma ,respiratory tract diseases ,3. Good health ,Epigenesis, Genetic ,Pulmonary Disease, Chronic Obstructive ,Genetic Loci ,Risk Factors ,Humans ,Female ,Genetic Predisposition to Disease ,Lung ,Alleles ,Aged ,Genome-Wide Association Study - Abstract
Chronic obstructive pulmonary disease (COPD) is characterized by reduced lung function and is the third leading cause of death globally. Through genome-wide association discovery in 48,943 individuals, selected from extremes of the lung function distribution in UK Biobank, and follow-up in 95,375 individuals, we increased the yield of independent signals for lung function from 54 to 97. A genetic risk score was associated with COPD susceptibility (odds ratio per 1 s.d. of the risk score (∼6 alleles) (95% confidence interval) = 1.24 (1.20-1.27), P = 5.05 × 10‾⁴⁹), and we observed a 3.7-fold difference in COPD risk between individuals in the highest and lowest genetic risk score deciles in UK Biobank. The 97 signals show enrichment in genes for development, elastic fibers and epigenetic regulation pathways. We highlight targets for drugs and compounds in development for COPD and asthma (genes in the inositol phosphate metabolism pathway and CHRM3) and describe targets for potential drug repositioning from other clinical indications.
50. The power of genetic diversity in genome-wide association studies of lipids
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Graham, Sarah E, Clarke, Shoa L, Wu, Kuan-Han H, Kanoni, Stavroula, Zajac, Greg JM, Ramdas, Shweta, Surakka, Ida, Ntalla, Ioanna, Vedantam, Sailaja, Winkler, Thomas W, Locke, Adam E, Marouli, Eirini, Hwang, Mi Yeong, Han, Sohee, Narita, Akira, Choudhury, Ananyo, Bentley, Amy R, Ekoru, Kenneth, Verma, Anurag, Trivedi, Bhavi, Martin, Hilary C, Hunt, Karen A, Hui, Qin, Klarin, Derek, Zhu, Xiang, Thorleifsson, Gudmar, Helgadottir, Anna, Gudbjartsson, Daniel F, Holm, Hilma, Olafsson, Isleifur, Akiyama, Masato, Sakaue, Saori, Terao, Chikashi, Kanai, Masahiro, Zhou, Wei, Brumpton, Ben M, Rasheed, Humaira, Ruotsalainen, Sanni E, Havulinna, Aki S, Veturi, Yogasudha, Feng, QiPing, Rosenthal, Elisabeth A, Lingren, Todd, Pacheco, Jennifer Allen, Pendergrass, Sarah A, Haessler, Jeffrey, Giulianini, Franco, Bradford, Yuki, Miller, Jason E, Campbell, Archie, Lin, Kuang, Millwood, Iona Y, Hindy, George, Rasheed, Asif, Faul, Jessica D, Zhao, Wei, Weir, David R, Turman, Constance, Huang, Hongyan, Graff, Mariaelisa, Mahajan, Anubha, Brown, Michael R, Zhang, Weihua, Yu, Ketian, Schmidt, Ellen M, Pandit, Anita, Gustafsson, Stefan, Yin, Xianyong, Luan, Jian’an, Zhao, Jing-Hua, Matsuda, Fumihiko, Jang, Hye-Mi, Yoon, Kyungheon, Medina-Gomez, Carolina, Pitsillides, Achilleas, Hottenga, Jouke Jan, Willemsen, Gonneke, Wood, Andrew R, Ji, Yingji, Gao, Zishan, Haworth, Simon, Mitchell, Ruth E, Chai, Jin Fang, Aadahl, Mette, Yao, Jie, Manichaikul, Ani, Warren, Helen R, Ramirez, Julia, Bork-Jensen, Jette, Kårhus, Line L, Goel, Anuj, Sabater-Lleal, Maria, Noordam, Raymond, Sidore, Carlo, Fiorillo, Edoardo, McDaid, Aaron F, Marques-Vidal, Pedro, Wielscher, Matthias, Trompet, Stella, Sattar, Naveed, Møllehave, Line T, Thuesen, Betina H, Munz, Matthias, Zeng, Lingyao, Huang, Jianfeng, Yang, Bin, Poveda, Alaitz, Kurbasic, Azra, Lamina, Claudia, Forer, Lukas, Scholz, Markus, Galesloot, Tessel E., Bradfield, Jonathan P., Daw, E Warwick, Zmuda, Joseph M, Mitchell, Jonathan S, Fuchsberger, Christian, Christensen, Henry, Brody, Jennifer A, Feitosa, Mary F, Wojczynski, Mary K, Preuss, Michael, Mangino, Massimo, Christofidou, Paraskevi, Verweij, Niek, Benjamins, Jan W, Engmann, Jorgen, Kember, Rachel L, Slieker, Roderick C, Lo, Ken Sin, Zilhao, Nuno R, Le, Phuong, Kleber, Marcus E, Delgado, Graciela E, Huo, Shaofeng, Ikeda, Daisuke D, Iha, Hiroyuki, Yang, Jian, Liu, Jun, Leonard, Hampton L, Marten, Jonathan, Schmidt, Börge, Arendt, Marina, Smyth, Laura J, Cañadas-Garre, Marisa, Wang, Chaolong, Nakatochi, Masahiro, Wong, Andrew, Hutri-Kähönen, Nina, Sim, Xueling, Xia, Rui, Huerta-Chagoya, Alicia, Fernandez-Lopez, Juan Carlos, Lyssenko, Valeriya, Ahmed, Meraj, Jackson, Anne U, Irvin, Marguerite R, Oldmeadow, Christopher, Kim, Han-Na, Ryu, Seungho, Timmers, Paul RHJ, Arbeeva, Liubov, Dorajoo, Rajkumar, Lange, Leslie A, Chai, Xiaoran, Prasad, Gauri, Lorés-Motta, Laura, Pauper, Marc, Long, Jirong, Li, Xiaohui, Theusch, Elizabeth, Takeuchi, Fumihiko, Spracklen, Cassandra N, Loukola, Anu, Bollepalli, Sailalitha, Warner, Sophie C, Wang, Ya Xing, Wei, Wen B., Nutile, Teresa, Ruggiero, Daniela, Sung, Yun Ju, Hung, Yi-Jen, Chen, Shufeng, Liu, Fangchao, Yang, Jingyun, Kentistou, Katherine A, Gorski, Mathias, Brumat, Marco, Meidtner, Karina, Bielak, Lawrence F, Smith, Jennifer A, Hebbar, Prashantha, Farmaki, Aliki-Eleni, Hofer, Edith, Lin, Maoxuan, Xue, Chao, Zhang, Jifeng, Concas, Maria Pina, Vaccargiu, Simona, van der Most, Peter J, Pitkänen, Niina, Cade, Brian E, Lee, Jiwon, van der Laan, Sander W., Chitrala, Kumaraswamy Naidu, Weiss, Stefan, Zimmermann, Martina E, Lee, Jong Young, Choi, Hyeok Sun, Nethander, Maria, Freitag-Wolf, Sandra, Southam, Lorraine, Rayner, Nigel W, Wang, Carol A, Lin, Shih-Yi, Wang, Jun-Sing, Couture, Christian, Lyytikäinen, Leo-Pekka, Nikus, Kjell, Cuellar-Partida, Gabriel, Vestergaard, Henrik, Hildalgo, Bertha, Giannakopoulou, Olga, Cai, Qiuyin, Obura, Morgan O, van Setten, Jessica, Li, Xiaoyin, Schwander, Karen, Terzikhan, Natalie, Shin, Jae Hun, Jackson, Rebecca D, Reiner, Alexander P, Martin, Lisa Warsinger, Chen, Zhengming, Li, Liming, Highland, Heather M, Young, Kristin L, Kawaguchi, Takahisa, Thiery, Joachim, Bis, Joshua C, Nadkarni, Girish N., Launer, Lenore J, Li, Huaixing, Nalls, Mike A, Raitakari, Olli T, Ichihara, Sahoko, Wild, Sarah H, Nelson, Christopher P, Campbell, Harry, Jäger, Susanne, Nabika, Toru, Al-Mulla, Fahd, Niinikoski, Harri, Braund, Peter S, Kolcic, Ivana, Kovacs, Peter, Giardoglou, Tota, Katsuya, Tomohiro, Bhatti, Konain Fatima, de Kleijn, Dominique, de Borst, Gert J., Kim, Eung Kweon, Adams, Hieab H.H., Ikram, M. Arfan, Zhu, Xiaofeng, Asselbergs, Folkert W, Kraaijeveld, Adriaan O, Beulens, Joline WJ, Shu, Xiao-Ou, Rallidis, Loukianos S, Pedersen, Oluf, Hansen, Torben, Mitchell, Paul, Hewitt, Alex W, Kähönen, Mika, Pérusse, Louis, Bouchard, Claude, Tönjes, Anke, Chen, Yii-Der Ida, Pennell, Craig E, Mori, Trevor A, Lieb, Wolfgang, Franke, Andre, Ohlsson, Claes, Mellström, Dan, Cho, Yoon Shin, Lee, Hyejin, Yuan, Jian-Min, Koh, Woon-Puay, Rhee, Sang Youl, Woo, Jeong-Taek, Heid, Iris M, Stark, Klaus J, Völzke, Henry, Homuth, Georg, Evans, Michele K, Zonderman, Alan B, Polasek, Ozren, Pasterkamp, Gerard, Hoefer, Imo E, Redline, Susan, Pahkala, Katja, Oldehinkel, Albertine J, Snieder, Harold, Biino, Ginevra, Schmidt, Reinhold, Schmidt, Helena, Chen, Y Eugene, Bandinelli, Stefania, Dedoussis, George, Thanaraj, Thangavel Alphonse, Kardia, Sharon LR, Kato, Norihiro, Schulze, Matthias B, Girotto, Giorgia, Jung, Bettina, Böger, Carsten A, Joshi, Peter K, Bennett, David A, De Jager, Philip L, Lu, Xiangfeng, Mamakou, Vasiliki, Brown, Morris, Caulfield, Mark J, Munroe, Patricia B, Guo, Xiuqing, Ciullo, Marina, Jonas, Jost B., Samani, Nilesh J, Chasman, Daniel I., Kaprio, Jaakko, Pajukanta, Päivi, Tusié-Luna, Teresa, Aguilar-Salinas, Carlos A, Adair, Linda S, Bechayda, Sonny Augustin, de Silva, H. Janaka, Wickremasinghe, Ananda R, Krauss, Ronald M, Wu, Jer-Yuarn, Zheng, Wei, den Hollander, Anneke I, Bharadwaj, Dwaipayan, Correa, Adolfo, Wilson, James G, Lind, Lars, Heng, Chew-Kiat, Nelson, Amanda E, Golightly, Yvonne M, Wilson, James F, Penninx, Brenda, Kim, Hyung-Lae, Attia, John, Scott, Rodney J, Rao, D C, Arnett, Donna K, Walker, Mark, Koistinen, Heikki A, Chandak, Giriraj R, Yajnik, Chittaranjan S, Mercader, Josep M, Tusie-Luna, Teresa, Aguilar-Salinas, Carlos, Villalpando, Clicerio Gonzalez, Orozco, Lorena, Fornage, Myriam, Tai, E Shyong, van Dam, Rob M, Lehtimäki, Terho, Chaturvedi, Nish, Yokota, Mitsuhiro, Liu, Jianjun, Reilly, Dermot F, McKnight, Amy Jayne, Kee, Frank, Jöckel, Karl-Heinz, McCarthy, Mark I, Palmer, Colin NA, Vitart, Veronique, Hayward, Caroline, Simonsick, Eleanor, van Duijn, Cornelia M, Lu, Fan, Qu, Jia, Hishigaki, Haretsugu, Lin, Xu, März, Winfried, Parra, Esteban J, Cruz, Miguel, Gudnason, Vilmundur, Tardif, Jean-Claude, Lettre, Guillaume, Hart, Leen M t, Elders, Petra JM, Rader, Daniel J, Damrauer, Scott M, Kumari, Meena, Kivimaki, Mika, van der Harst, Pim, Spector, Tim D, Loos, Ruth J.F., Province, Michael A, Psaty, Bruce M, Brandslund, Ivan, Pramstaller, Peter P, Christensen, Kaare, Ripatti, Samuli, Widén, Elisabeth, Hakonarson, Hakon, Grant, Struan F.A., Kiemeney, Lambertus ALM, de Graaf, Jacqueline, Loeffler, Markus, Kronenberg, Florian, Gu, Dongfeng, Erdmann, Jeanette, Schunkert, Heribert, Franks, Paul W, Linneberg, Allan, Jukema, J. Wouter, Khera, Amit V, Männikkö, Minna, Jarvelin, Marjo-Riitta, Kutalik, Zoltan, Cucca, Francesco, Mook-Kanamori, Dennis O, van Dijk, Ko Willems, Watkins, Hugh, Strachan, David P, Grarup, Niels, Sever, Peter, Poulter, Neil, Rotter, Jerome I, Dantoft, Thomas M, Karpe, Fredrik, Neville, Matt J, Timpson, Nicholas J, Cheng, Ching-Yu, Wong, Tien-Yin, Khor, Chiea Chuen, Sabanayagam, Charumathi, Peters, Annette, Gieger, Christian, Hattersley, Andrew T, Pedersen, Nancy L, Magnusson, Patrik KE, Boomsma, Dorret I, de Geus, Eco JC, Cupples, L Adrienne, van Meurs, Joyce B.J., Ghanbari, Mohsen, Gordon-Larsen, Penny, Huang, Wei, Kim, Young Jin, Tabara, Yasuharu, Wareham, Nicholas J, Langenberg, Claudia, Zeggini, Eleftheria, Kuusisto, Johanna, Laakso, Markku, Ingelsson, Erik, Abecasis, Goncalo, Chambers, John C, Kooner, Jaspal S, de Vries, Paul S, Morrison, Alanna C, North, Kari E., Daviglus, Martha, Kraft, Peter, Martin, Nicholas G, Whitfield, John B, Abbas, Shahid, Saleheen, Danish, Walters, Robin G, Holmes, Michael V, Black, Corri, Smith, Blair H, Justice, Anne E, Baras, Aris, Buring, Julie E, Ridker, Paul M, Chasman, Daniel I, Kooperberg, Charles, Wei, Wei-Qi, Jarvik, Gail P, Namjou, Bahram, Hayes, M. Geoffrey, Ritchie, Marylyn D, Jousilahti, Pekka, Salomaa, Veikko, Hveem, Kristian, Åsvold, Bjørn Olav, Kubo, Michiaki, Kamatani, Yoichiro, Okada, Yukinori, Murakami, Yoshinori, Thorsteinsdottir, Unnur, Stefansson, Kari, Ho, Yuk-Lam, Lynch, Julie A, Rader, Daniel, Tsao, Phil S, Chang, Kyong-Mi, Cho, Kelly, O’Donnell, Christopher J, Gaziano, John M, Wilson, Peter, Rotimi, Charles N, Hazelhurst, Scott, Ramsay, Michèle, Trembath, Richard C, van Heel, David A, Tamiya, Gen, Yamamoto, Masayuki, Kim, Bong-Jo, Mohlke, Karen L, Frayling, Timothy M, Hirschhorn, Joel N, Kathiresan, Sekar, Boehnke, Michael, Natarajan, Pradeep, Peloso, Gina M, Brown, Christopher D, Morris, Andrew P, Assimes, Themistocles L, Deloukas, Panos, Sun, Yan V, Willer, Cristen J, VA Million Veteran Program, Global Lipids Genetics Consortium, Internal Medicine, Epidemiology, Radiology & Nuclear Medicine, Graham, S. E., Clarke, S. L., Wu, K. -H. H., Kanoni, S., Zajac, G. J. M., Ramdas, S., Surakka, I., Ntalla, I., Vedantam, S., Winkler, T. W., Locke, A. E., Marouli, E., Hwang, M. Y., Han, S., Narita, A., Choudhury, A., Bentley, A. R., Ekoru, K., Verma, A., Trivedi, B., Martin, H. C., Hunt, K. A., Hui, Q., Klarin, D., Zhu, X., Thorleifsson, G., Helgadottir, A., Gudbjartsson, D. F., Holm, H., Olafsson, I., Akiyama, M., Sakaue, S., Terao, C., Kanai, M., Zhou, W., Brumpton, B. M., Rasheed, H., Ruotsalainen, S. E., Havulinna, A. S., Veturi, Y., Feng, Q. P., Rosenthal, E. A., Lingren, T., Pacheco, J. A., Pendergrass, S. A., Haessler, J., Giulianini, F., Bradford, Y., Miller, J. E., Campbell, A., Lin, K., Millwood, I. Y., Hindy, G., Rasheed, A., Faul, J. D., Zhao, W., Weir, D. R., Turman, C., Huang, H., Graff, M., Mahajan, A., Brown, M. R., Zhang, W., Yu, K., Schmidt, E. M., Pandit, A., Gustafsson, S., Yin, X., Luan, J., Zhao, J. -H., Matsuda, F., Jang, H. -M., Yoon, K., Medina-Gomez, C., Pitsillides, A., Hottenga, J. J., Willemsen, G., Wood, A. R., Ji, Y., Gao, Z., Haworth, S., Mitchell, R. E., Chai, J. F., Aadahl, M., Yao, J., Manichaikul, A., Warren, H. R., Ramirez, J., Bork-Jensen, J., Karhus, L. L., Goel, A., Sabater-Lleal, M., Noordam, R., Sidore, C., Fiorillo, E., Mcdaid, A. F., Marques-Vidal, P., Wielscher, M., Trompet, S., Sattar, N., Mollehave, L. T., Thuesen, B. H., Munz, M., Zeng, L., Huang, J., Yang, B., Poveda, A., Kurbasic, A., Lamina, C., Forer, L., Scholz, M., Galesloot, T. E., Bradfield, J. P., Daw, E. W., Zmuda, J. M., Mitchell, J. S., Fuchsberger, C., Christensen, H., Brody, J. A., Feitosa, M. F., Wojczynski, M. K., Preuss, M., Mangino, M., Christofidou, P., Verweij, N., Benjamins, J. W., Engmann, J., Kember, R. L., Slieker, R. C., Lo, K. S., Zilhao, N. R., Le, P., Kleber, M. E., Delgado, G. E., Huo, S., Ikeda, D. D., Iha, H., Yang, J., Liu, J., Leonard, H. L., Marten, J., Schmidt, B., Arendt, M., Smyth, L. J., Canadas-Garre, M., Wang, C., Nakatochi, M., Wong, A., Hutri-Kahonen, N., Sim, X., Xia, R., Huerta-Chagoya, A., Fernandez-Lopez, J. C., Lyssenko, V., Ahmed, M., Jackson, A. U., Irvin, M. R., Oldmeadow, C., Kim, H. -N., Ryu, S., Timmers, P. R. H. J., Arbeeva, L., Dorajoo, R., Lange, L. A., Chai, X., Prasad, G., Lores-Motta, L., Pauper, M., Long, J., Li, X., Theusch, E., Takeuchi, F., Spracklen, C. N., Loukola, A., Bollepalli, S., Warner, S. C., Wang, Y. X., Wei, W. B., Nutile, T., Ruggiero, D., Sung, Y. J., Hung, Y. -J., Chen, S., Liu, F., Kentistou, K. A., Gorski, M., Brumat, M., Meidtner, K., Bielak, L. F., Smith, J. A., Hebbar, P., Farmaki, A. -E., Hofer, E., Lin, M., Xue, C., Zhang, J., Concas, M. P., Vaccargiu, S., van der Most, P. J., Pitkanen, N., Cade, B. E., Lee, J., van der Laan, S. W., Chitrala, K. N., Weiss, S., Zimmermann, M. E., Lee, J. Y., Choi, H. S., Nethander, M., Freitag-Wolf, S., Southam, L., Rayner, N. W., Wang, C. A., Lin, S. -Y., Wang, J. -S., Couture, C., Lyytikainen, L. -P., Nikus, K., Cuellar-Partida, G., Vestergaard, H., Hildalgo, B., Giannakopoulou, O., Cai, Q., Obura, M. O., van Setten, J., Schwander, K., Terzikhan, N., Shin, J. H., Jackson, R. D., Reiner, A. P., Martin, L. W., Chen, Z., Li, L., Highland, H. M., Young, K. L., Kawaguchi, T., Thiery, J., Bis, J. C., Nadkarni, G. N., Launer, L. J., Li, H., Nalls, M. A., Raitakari, O. T., Ichihara, S., Wild, S. H., Nelson, C. P., Campbell, H., Jager, S., Nabika, T., Al-Mulla, F., Niinikoski, H., Braund, P. S., Kolcic, I., Kovacs, P., Giardoglou, T., Katsuya, T., Bhatti, K. F., de Kleijn, D., de Borst, G. J., Kim, E. K., Adams, H. H. H., Ikram, M. A., Asselbergs, F. W., Kraaijeveld, A. O., Beulens, J. W. J., Shu, X. -O., Rallidis, L. S., Pedersen, O., Hansen, T., Mitchell, P., Hewitt, A. W., Kahonen, M., Perusse, L., Bouchard, C., Tonjes, A., Chen, Y. -D. I., Pennell, C. E., Mori, T. A., Lieb, W., Franke, A., Ohlsson, C., Mellstrom, D., Cho, Y. S., Lee, H., Yuan, J. -M., Koh, W. -P., Rhee, S. Y., Woo, J. -T., Heid, I. M., Stark, K. J., Volzke, H., Homuth, G., Evans, M. K., Zonderman, A. B., Polasek, O., Pasterkamp, G., Hoefer, I. E., Redline, S., Pahkala, K., Oldehinkel, A. J., Snieder, H., Biino, G., Schmidt, R., Schmidt, H., Chen, Y. E., Bandinelli, S., Dedoussis, G., Thanaraj, T. A., Kardia, S. L. R., Kato, N., Schulze, M. B., Girotto, G., Jung, B., Boger, C. A., Joshi, P. K., Bennett, D. A., De Jager, P. L., Lu, X., Mamakou, V., Brown, M., Caulfield, M. J., Munroe, P. B., Guo, X., Ciullo, M., Jonas, J. B., Samani, N. J., Kaprio, J., Pajukanta, P., Adair, L. S., Bechayda, S. A., de Silva, H. J., Wickremasinghe, A. R., Krauss, R. M., Wu, J. -Y., Zheng, W., den Hollander, A. I., Bharadwaj, D., Correa, A., Wilson, J. G., Lind, L., Heng, C. -K., Nelson, A. E., Golightly, Y. M., Wilson, J. F., Penninx, B., Kim, H. -L., Attia, J., Scott, R. J., Rao, D. C., Arnett, D. K., Walker, M., Koistinen, H. A., Chandak, G. R., Yajnik, C. S., Mercader, J. M., Tusie-Luna, T., Aguilar-Salinas, C. A., Villalpando, C. G., Orozco, L., Fornage, M., Tai, E. S., van Dam, R. M., Lehtimaki, T., Chaturvedi, N., Yokota, M., Reilly, D. F., Mcknight, A. J., Kee, F., Jockel, K. -H., Mccarthy, M. I., Palmer, C. N. A., Vitart, V., Hayward, C., Simonsick, E., van Duijn, C. M., Lu, F., Qu, J., Hishigaki, H., Lin, X., Marz, W., Parra, E. J., Cruz, M., Gudnason, V., Tardif, J. -C., Lettre, G., 't Hart, L. M., Elders, P. J. M., Damrauer, S. M., Kumari, M., Kivimaki, M., van der Harst, P., Spector, T. D., Loos, R. J. F., Province, M. A., Psaty, B. M., Brandslund, I., Pramstaller, P. P., Christensen, K., Ripatti, S., Widen, E., Hakonarson, H., Grant, S. F. A., Kiemeney, L. A. L. M., de Graaf, J., Loeffler, M., Kronenberg, F., Gu, D., Erdmann, J., Schunkert, H., Franks, P. W., Linneberg, A., Jukema, J. W., Khera, A. V., Mannikko, M., Jarvelin, M. -R., Kutalik, Z., Cucca, F., Mook-Kanamori, D. O., van Dijk, K. W., Watkins, H., Strachan, D. P., Grarup, N., Sever, P., Poulter, N., Rotter, J. I., Dantoft, T. M., Karpe, F., Neville, M. J., Timpson, N. J., Cheng, C. -Y., Wong, T. -Y., Khor, C. C., Sabanayagam, C., Peters, A., Gieger, C., Hattersley, A. T., Pedersen, N. L., Magnusson, P. K. E., Boomsma, D. I., de Geus, E. J. C., Cupples, L. A., van Meurs, J. B. J., Ghanbari, M., Gordon-Larsen, P., Huang, W., Kim, Y. J., Tabara, Y., Wareham, N. J., Langenberg, C., Zeggini, E., Kuusisto, J., Laakso, M., Ingelsson, E., Abecasis, G., Chambers, J. C., Kooner, J. S., de Vries, P. S., Morrison, A. C., North, K. E., Daviglus, M., Kraft, P., Martin, N. G., Whitfield, J. B., Abbas, S., Saleheen, D., Walters, R. G., Holmes, M. V., Black, C., Smith, B. H., Justice, A. E., Baras, A., Buring, J. E., Ridker, P. M., Chasman, D. I., Kooperberg, C., Wei, W. -Q., Jarvik, G. P., Namjou, B., Hayes, M. G., Ritchie, M. D., Jousilahti, P., Salomaa, V., Hveem, K., Asvold, B. O., Kubo, M., Kamatani, Y., Okada, Y., Murakami, Y., Thorsteinsdottir, U., Stefansson, K., Ho, Y. -L., Lynch, J. A., Rader, D. J., Tsao, P. S., Chang, K. -M., Cho, K., O'Donnell, C. J., Gaziano, J. M., Wilson, P., Rotimi, C. N., Hazelhurst, S., Ramsay, M., Trembath, R. C., van Heel, D. A., Tamiya, G., Yamamoto, M., Kim, B. -J., Mohlke, K. L., Frayling, T. M., Hirschhorn, J. N., Kathiresan, S., Boehnke, M., Natarajan, P., Peloso, G. M., Brown, C. D., Morris, A. P., Assimes, T. L., Deloukas, P., Sun, Y. V., Willer, C. J., Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Cardiovascular Centre (CVC), Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, APH - Mental Health, APH - Methodology, AMS - Ageing & Vitality, and AMS - Sports
- Subjects
blood lipid level ,Multifactorial Inheritance ,GWAS ,blood lipid levels ,cardiovascular disease ,Vascular damage Radboud Institute for Health Sciences [Radboudumc 16] ,Medizin ,LOCI ,ANCESTRY ,VARIANTS ,Polymorphism, Single Nucleotide ,Linkage Disequilibrium ,Sensory disorders Donders Center for Medical Neuroscience [Radboudumc 12] ,Article ,Population Groups ,SDG 3 - Good Health and Well-being ,Humans ,Genetic Predisposition to Disease ,METAANALYSIS ,POLYMORPHISMS ,RISK ,Multidisciplinary ,Cardiovascular Diseases ,Genome-Wide Association Study ,Cardiovascular Diseases/genetics ,Genetic Predisposition to Disease/genetics ,Genome-Wide Association Study/methods ,Polymorphism, Single Nucleotide/genetics ,CHOLESTEROL ,Human Genetics ,INDIVIDUALS ,Urological cancers Radboud Institute for Health Sciences [Radboudumc 15] ,DISCOVERY ,LOW-FREQUENCY ,Delivery of Health Care - Abstract
Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use 1 . Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels 2 , heart disease remains the leading cause of death worldwide 3 . Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS 4-23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns 24 . Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine 25 , we anticipate that increased diversity of participants will lead to more accurate and equitable 26 application of polygenic scores in clinical practice.
- Published
- 2021
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