242 results on '"Hemani G"'
Search Results
2. Within-sibship genome-wide association analyses decrease bias in estimates of direct genetic effects
- Author
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Howe, LJ, Nivard, MG, Morris, TT, Hansen, AF, Rasheed, H, Cho, Y, Chittoor, G, Ahlskog, R, Lind, PA, Palviainen, T, van der Zee, MD, Cheesman, R, Mangino, M, Wang, Y, Li, S, Klaric, L, Ratliff, SM, Bielak, LF, Nygaard, M, Giannelis, A, Willoughby, EA, Reynolds, CA, Balbona, JV, Andreassen, OA, Ask, H, Baras, A, Bauer, CR, Boomsma, DI, Campbell, A, Campbell, H, Chen, Z, Christofidou, P, Corfield, E, Dahm, CC, Dokuru, DR, Evans, LM, de Geus, EJC, Giddaluru, S, Gordon, SD, Harden, KP, Hill, WD, Hughes, A, Kerr, SM, Kim, Y, Kweon, H, Latvala, A, Lawlor, DA, Li, L, Lin, K, Magnus, P, Magnusson, PKE, Mallard, TT, Martikainen, P, Mills, MC, Njolstad, PR, Overton, JD, Pedersen, NL, Porteous, DJ, Reid, J, Silventoinen, K, Southey, MC, Stoltenberg, C, Tucker-Drob, EM, Wright, MJ, Hewitt, JK, Keller, MC, Stallings, MC, Lee, JJ, Christensen, K, Kardia, SLR, Peyser, PA, Smith, JA, Wilson, JF, Hopper, JL, Hagg, S, Spector, TD, Pingault, J-B, Plomin, R, Havdahl, A, Bartels, M, Martin, NG, Oskarsson, S, Justice, AE, Millwood, IY, Hveem, K, Naess, O, Willer, CJ, Asvold, BO, Koellinger, PD, Kaprio, J, Medland, SE, Walters, RG, Benjamin, DJ, Turley, P, Evans, DM, Smith, GD, Hayward, C, Brumpton, B, Hemani, G, Davies, NM, Howe, LJ, Nivard, MG, Morris, TT, Hansen, AF, Rasheed, H, Cho, Y, Chittoor, G, Ahlskog, R, Lind, PA, Palviainen, T, van der Zee, MD, Cheesman, R, Mangino, M, Wang, Y, Li, S, Klaric, L, Ratliff, SM, Bielak, LF, Nygaard, M, Giannelis, A, Willoughby, EA, Reynolds, CA, Balbona, JV, Andreassen, OA, Ask, H, Baras, A, Bauer, CR, Boomsma, DI, Campbell, A, Campbell, H, Chen, Z, Christofidou, P, Corfield, E, Dahm, CC, Dokuru, DR, Evans, LM, de Geus, EJC, Giddaluru, S, Gordon, SD, Harden, KP, Hill, WD, Hughes, A, Kerr, SM, Kim, Y, Kweon, H, Latvala, A, Lawlor, DA, Li, L, Lin, K, Magnus, P, Magnusson, PKE, Mallard, TT, Martikainen, P, Mills, MC, Njolstad, PR, Overton, JD, Pedersen, NL, Porteous, DJ, Reid, J, Silventoinen, K, Southey, MC, Stoltenberg, C, Tucker-Drob, EM, Wright, MJ, Hewitt, JK, Keller, MC, Stallings, MC, Lee, JJ, Christensen, K, Kardia, SLR, Peyser, PA, Smith, JA, Wilson, JF, Hopper, JL, Hagg, S, Spector, TD, Pingault, J-B, Plomin, R, Havdahl, A, Bartels, M, Martin, NG, Oskarsson, S, Justice, AE, Millwood, IY, Hveem, K, Naess, O, Willer, CJ, Asvold, BO, Koellinger, PD, Kaprio, J, Medland, SE, Walters, RG, Benjamin, DJ, Turley, P, Evans, DM, Smith, GD, Hayward, C, Brumpton, B, Hemani, G, and Davies, NM
- Abstract
Estimates from genome-wide association studies (GWAS) of unrelated individuals capture effects of inherited variation (direct effects), demography (population stratification, assortative mating) and relatives (indirect genetic effects). Family-based GWAS designs can control for demographic and indirect genetic effects, but large-scale family datasets have been lacking. We combined data from 178,086 siblings from 19 cohorts to generate population (between-family) and within-sibship (within-family) GWAS estimates for 25 phenotypes. Within-sibship GWAS estimates were smaller than population estimates for height, educational attainment, age at first birth, number of children, cognitive ability, depressive symptoms and smoking. Some differences were observed in downstream SNP heritability, genetic correlations and Mendelian randomization analyses. For example, the within-sibship genetic correlation between educational attainment and body mass index attenuated towards zero. In contrast, analyses of most molecular phenotypes (for example, low-density lipoprotein-cholesterol) were generally consistent. We also found within-sibship evidence of polygenic adaptation on taller height. Here, we illustrate the importance of family-based GWAS data for phenotypes influenced by demographic and indirect genetic effects.
- Published
- 2022
3. The association between lower educational attainment and depression owing to shared genetic effects? Results in ~25 000 subjects
- Author
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Peyrot, W J, Lee, S H, Milaneschi, Y, Abdellaoui, A, Byrne, E M, Esko, T, de Geus, E J C, Hemani, G, Hottenga, J J, Kloiber, S, Levinson, D F, Lucae, S, Martin, N G, Medland, S E, Metspalu, A, Milani, L, Noethen, M M, Potash, J B, Rietschel, M, Rietveld, C A, Ripke, S, Shi, J, Willemsen, G, Zhu, Z, Boomsma, D I, Wray, N R, and Penninx, B W J H
- Published
- 2015
- Full Text
- View/download PDF
4. The association between lower educational attainment and depression owing to shared genetic effects? Results in ~ 25 000 subjects
- Author
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Peyrot, W J, Lee, S H, Milaneschi, Y, Abdellaoui, A, Byrne, E M, Esko, T, de Geus, E JC, Hemani, G, Hottenga, J J, Kloiber, S, Levinson, D F, Lucae, S, Martin, N G, Medland, S E, Metspalu, A, Milani, L, Noethen, M M, Potash, J B, Rietschel, M, Rietveld, C A, Ripke, S, Shi, J, Willemsen, G, Zhu, Z, Boomsma, D I, Wray, N R, and Penninx, B WJH
- Published
- 2015
- Full Text
- View/download PDF
5. Large-scale cis- and trans-eQTL analyses identify thousands of genetic loci and polygenic scores that regulate blood gene expression
- Author
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Vosa, U. (Urmo), Claringbould, A. (Annique), Westra, H.-J. (Harm-Jan), Bonder, M. J. (Marc Jan), Deelen, P. (Patrick), Zeng, B. (Biao), Kirsten, H. (Holger), Saha, A. (Ashis), Kreuzhuber, R. (Roman), Yazar, S. (Seyhan), Brugge, H. (Harm), Oelen, R. (Roy), de Vries, D. H. (Dylan H.), van der Wijst, M. G. (Monique G. P.), Kasela, S. (Silva), Pervjakova, N. (Natalia), Alves, I. (Isabel), Fave, M.-J. (Marie-Julie), Agbessi, M. (Mawusse), Christiansen, M. W. (Mark W.), Jansen, R. (Rick), Seppala, I. (Ilkka), Tong, L. (Lin), Teumer, A. (Alexander), Schramm, K. (Katharina), Hemani, G. (Gibran), Verlouw, J. (Joost), Yaghootkar, H. (Hanieh), Flitman, R. S. (Reyhan Sonmez), Brown, A. (Andrew), Kukushkina, V. (Viktorija), Kalnapenkis, A. (Anette), Rueger, S. (Sina), Porcu, E. (Eleonora), Kronberg, J. (Jaanika), Kettunen, J. (Johannes), Lee, B. (Bernett), Zhang, F. (Futao), Qi, T. (Ting), Hernandez, J. A. (Jose Alquicira), Arindrarto, W. (Wibowo), Beutner, F. (Frank), Dmitrieva, J. (Julia), Elansary, M. (Mahmoud), Fairfax, B. P. (Benjamin P.), Georges, M. (Michel), Heijmans, B. T. (Bastiaan T.), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Kim, Y. (Yungil), Knight, J. C. (Julian C.), Kovacs, P. (Peter), Krohn, K. (Knut), Li, S. (Shuang), Loeffler, M. (Markus), Marigorta, U. M. (Urko M.), Mei, H. (Hailang), Momozawa, Y. (Yukihide), Mueller-Nurasyid, M. (Martina), Nauck, M. (Matthias), Nivard, M. G. (Michel G.), Penninx, B. W. (Brenda W. J. H.), Pritchard, J. K. (Jonathan K.), Raitakari, O. T. (Olli T.), Rotzschke, O. (Olaf), Slagboom, E. P. (Eline P.), Stehouwer, C. D. (Coen D. A.), Stumvoll, M. (Michael), Sullivan, P. (Patrick), Thiery, J. (Joachim), Tonjes, A. (Anke), van Dongen, J. (Jenny), van Iterson, M. (Maarten), Veldink, J. H. (Jan H.), Voelker, U. (Uwe), Warmerdam, R. (Robert), Wijmenga, C. (Cisca), Swertz, M. (Morris), Andiappan, A. (Anand), Montgomery, G. W. (Grant W.), Ripatti, S. (Samuli), Perola, M. (Markus), Kutalik, Z. (Zoltan), Dermitzakis, E. (Emmanouil), Bergmann, S. (Sven), Frayling, T. (Timothy), van Meurs, J. (Joyce), Prokisch, H. (Holger), Ahsan, H. (Habibul), Pierce, B. L. (Brandon L.), Lehtimaki, T. (Terho), Boomsma, D. I. (Dorret, I), Psaty, B. M. (Bruce M.), Gharib, S. A. (Sina A.), Awadalla, P. (Philip), Milani, L. (Lili), Ouwehand, W. H. (Willem H.), Downes, K. (Kate), Stegle, O. (Oliver), Battle, A. (Alexis), Visscher, P. M. (Peter M.), Yang, J. (Jian), Scholz, M. (Markus), Powell, J. (Joseph), Gibson, G. (Greg), Esko, T. (Tonu), and Franke, L. (Lude)
- Abstract
Trait-associated genetic variants affect complex phenotypes primarily via regulatory mechanisms on the transcriptome. To investigate the genetics of gene expression, we performed cis- and trans-expression quantitative trait locus (eQTL) analyses using blood-derived expression from 31,684 individuals through the eQTLGen Consortium. We detected cis-eQTL for 88% of genes, and these were replicable in numerous tissues. Distal trans-eQTL (detected for 37% of 10,317 trait-associated variants tested) showed lower replication rates, partially due to low replication power and confounding by cell type composition. However, replication analyses in single-cell RNA-seq data prioritized intracellular trans-eQTL. Trans-eQTL exerted their effects via several mechanisms, primarily through regulation by transcription factors. Expression of 13% of the genes correlated with polygenic scores for 1,263 phenotypes, pinpointing potential drivers for those traits. In summary, this work represents a large eQTL resource, and its results serve as a starting point for in-depth interpretation of complex phenotypes.
- Published
- 2021
6. Genome-wide association study in almost 195,000 individuals identifies 50 previously unidentified genetic loci for eye color
- Author
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Simcoe, M., Valdes, A.M., Liu, Fan, Furlotte, N.A., Evans, David M., Hemani, G., Klaver, C.C.W., Kayser, Manfred, Hysi, P.G., Simcoe, M., Valdes, A.M., Liu, Fan, Furlotte, N.A., Evans, David M., Hemani, G., Klaver, C.C.W., Kayser, Manfred, and Hysi, P.G.
- Abstract
Contains fulltext : 231602.pdf (publisher's version ) (Open Access)
- Published
- 2021
7. Genome-wide association studies identify 137 genetic loci for DNA methylation biomarkers of aging.
- Author
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McCartney D.L., Min J.L., Richmond R.C., Lu A.T., Sobczyk M.K., Davies G., Broer L., Guo X., Jeong A., Jung J., Kasela S., Katrinli S., Kuo P.-L., Matias-Garcia P.R., Mishra P.P., Nygaard M., Palviainen T., Patki A., Raffield L.M., Ratliff S.M., Richardson T.G., Robinson O., Soerensen M., Sun D., Tsai P.-C., van der Zee M.D., Walker R.M., Wang X., Wang Y., Xia R., Xu Z., Yao J., Zhao W., Correa A., Boerwinkle E., Dugue P.-A., Durda P., Elliott H.R., Gieger C., de Geus E.J.C., Harris S.E., Hemani G., Imboden M., Kahonen M., Kardia S.L.R., Kresovich J.K., Li S., Lunetta K.L., Mangino M., Mason D., McIntosh A.M., Mengel-From J., Moore A.Z., Murabito J.M., Ollikainen M., Pankow J.S., Pedersen N.L., Peters A., Polidoro S., Porteous D.J., Raitakari O., Rich S.S., Sandler D.P., Sillanpaa E., Smith A.K., Southey M.C., Strauch K., Tiwari H., Tanaka T., Tillin T., Uitterlinden A.G., Van Den Berg D.J., van Dongen J., Wilson J.G., Wright J., Yet I., Arnett D., Bandinelli S., Bell J.T., Binder A.M., Boomsma D.I., Chen W., Christensen K., Conneely K.N., Elliott P., Ferrucci L., Fornage M., Hagg S., Hayward C., Irvin M., Kaprio J., Lawlor D.A., Lehtimaki T., Lohoff F.W., Milani L., Milne R.L., Probst-Hensch N., Reiner A.P., Ritz B., Rotter J.I., Smith J.A., Taylor J.A., van Meurs J.B.J., Vineis P., Waldenberger M., Deary I.J., Relton C.L., Horvath S., Marioni R.E., McCartney D.L., Min J.L., Richmond R.C., Lu A.T., Sobczyk M.K., Davies G., Broer L., Guo X., Jeong A., Jung J., Kasela S., Katrinli S., Kuo P.-L., Matias-Garcia P.R., Mishra P.P., Nygaard M., Palviainen T., Patki A., Raffield L.M., Ratliff S.M., Richardson T.G., Robinson O., Soerensen M., Sun D., Tsai P.-C., van der Zee M.D., Walker R.M., Wang X., Wang Y., Xia R., Xu Z., Yao J., Zhao W., Correa A., Boerwinkle E., Dugue P.-A., Durda P., Elliott H.R., Gieger C., de Geus E.J.C., Harris S.E., Hemani G., Imboden M., Kahonen M., Kardia S.L.R., Kresovich J.K., Li S., Lunetta K.L., Mangino M., Mason D., McIntosh A.M., Mengel-From J., Moore A.Z., Murabito J.M., Ollikainen M., Pankow J.S., Pedersen N.L., Peters A., Polidoro S., Porteous D.J., Raitakari O., Rich S.S., Sandler D.P., Sillanpaa E., Smith A.K., Southey M.C., Strauch K., Tiwari H., Tanaka T., Tillin T., Uitterlinden A.G., Van Den Berg D.J., van Dongen J., Wilson J.G., Wright J., Yet I., Arnett D., Bandinelli S., Bell J.T., Binder A.M., Boomsma D.I., Chen W., Christensen K., Conneely K.N., Elliott P., Ferrucci L., Fornage M., Hagg S., Hayward C., Irvin M., Kaprio J., Lawlor D.A., Lehtimaki T., Lohoff F.W., Milani L., Milne R.L., Probst-Hensch N., Reiner A.P., Ritz B., Rotter J.I., Smith J.A., Taylor J.A., van Meurs J.B.J., Vineis P., Waldenberger M., Deary I.J., Relton C.L., Horvath S., and Marioni R.E.
- Abstract
Background: Biological aging estimators derived from DNA methylation data are heritable and correlate with morbidity and mortality. Consequently, identification of genetic and environmental contributors to the variation in these measures in populations has become a major goal in the field. Result(s): Leveraging DNA methylation and SNP data from more than 40,000 individuals, we identify 137 genome-wide significant loci, of which 113 are novel, from genome-wide association study (GWAS) meta-analyses of four epigenetic clocks and epigenetic surrogate markers for granulocyte proportions and plasminogen activator inhibitor 1 levels, respectively. We find evidence for shared genetic loci associated with the Horvath clock and expression of transcripts encoding genes linked to lipid metabolism and immune function. Notably, these loci are independent of those reported to regulate DNA methylation levels at constituent clock CpGs. A polygenic score for GrimAge acceleration showed strong associations with adiposity-related traits, educational attainment, parental longevity, and C-reactive protein levels. Conclusion(s): This study illuminates the genetic architecture underlying epigenetic aging and its shared genetic contributions with lifestyle factors and longevity.Copyright © 2021, The Author(s).
- Published
- 2021
8. Phantom epistasis between unlinked loci.
- Author
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Hemani, G, Powell, JE, Wang, H, Shakhbazov, K, Westra, H-J, Esko, T, Henders, AK, McRae, AF, Martin, NG, Metspalu, A, Franke, L, Montgomery, GW, Goddard, ME, Gibson, G, Yang, J, Visscher, PM, Hemani, G, Powell, JE, Wang, H, Shakhbazov, K, Westra, H-J, Esko, T, Henders, AK, McRae, AF, Martin, NG, Metspalu, A, Franke, L, Montgomery, GW, Goddard, ME, Gibson, G, Yang, J, and Visscher, PM
- Published
- 2021
9. Genome-wide association study in almost 195,000 individuals identifies 50 previously unidentified genetic loci for eye color
- Author
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Simcoe, M, Valdes, A, Liu, F, Furlotte, NA, Evans, DM, Hemani, G, Ring, SM, Smith, GD, Duffy, DL, Zhu, G, Gordon, SD, Medland, SE, Vuckovic, D, Girotto, G, Sala, C, Catamo, E, Concas, MP, Brumat, M, Gasparini, P, Toniolo, D, Cocca, M, Robino, A, Yazar, S, Hewitt, A, Wu, W, Kraft, P, Hammond, CJ, Shi, Y, Chen, Y, Zeng, C, Klaver, CCW, Uitterlinden, AG, Ikram, MA, Hamer, MA, van Duijn, CM, Nijsten, T, Han, J, Mackey, DA, Martin, NG, Cheng, C-Y, Hinds, DA, Spector, TD, Kayser, M, Hysi, PG, Simcoe, M, Valdes, A, Liu, F, Furlotte, NA, Evans, DM, Hemani, G, Ring, SM, Smith, GD, Duffy, DL, Zhu, G, Gordon, SD, Medland, SE, Vuckovic, D, Girotto, G, Sala, C, Catamo, E, Concas, MP, Brumat, M, Gasparini, P, Toniolo, D, Cocca, M, Robino, A, Yazar, S, Hewitt, A, Wu, W, Kraft, P, Hammond, CJ, Shi, Y, Chen, Y, Zeng, C, Klaver, CCW, Uitterlinden, AG, Ikram, MA, Hamer, MA, van Duijn, CM, Nijsten, T, Han, J, Mackey, DA, Martin, NG, Cheng, C-Y, Hinds, DA, Spector, TD, Kayser, M, and Hysi, PG
- Abstract
Human eye color is highly heritable, but its genetic architecture is not yet fully understood. We report the results of the largest genome-wide association study for eye color to date, involving up to 192,986 European participants from 10 populations. We identify 124 independent associations arising from 61 discrete genomic regions, including 50 previously unidentified. We find evidence for genes involved in melanin pigmentation, but we also find associations with genes involved in iris morphology and structure. Further analyses in 1636 Asian participants from two populations suggest that iris pigmentation variation in Asians is genetically similar to Europeans, albeit with smaller effect sizes. Our findings collectively explain 53.2% (95% confidence interval, 45.4 to 61.0%) of eye color variation using common single-nucleotide polymorphisms. Overall, our study outcomes demonstrate that the genetic complexity of human eye color considerably exceeds previous knowledge and expectations, highlighting eye color as a genetically highly complex human trait.
- Published
- 2021
10. Genome-wide association studies identify 137 genetic loci for DNA methylation biomarkers of aging
- Author
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McCartney, DL, Min, JL, Richmond, RC, Lu, AT, Sobczyk, MK, Davies, G, Broer, L, Guo, X, Jeong, A, Jung, J, Kasela, S, Katrinli, S, Kuo, P-L, Matias-Garcia, PR, Mishra, PP, Nygaard, M, Palviainen, T, Patki, A, Raffield, LM, Ratliff, SM, Richardson, TG, Robinson, O, Soerensen, M, Sun, D, Tsai, P-C, van der Zee, MD, Walker, RM, Wang, X, Wang, Y, Xia, R, Xu, Z, Yao, J, Zhao, W, Correa, A, Boerwinkle, E, Dugue, P-A, Durda, P, Elliott, HR, Gieger, C, de Geus, EJC, Harris, SE, Hemani, G, Imboden, M, Kahonen, M, Kardia, SLR, Kresovich, JK, Li, S, Lunetta, KL, Mangino, M, Mason, D, McIntosh, AM, Mengel-From, J, Moore, AZ, Murabito, JM, Ollikainen, M, Pankow, JS, Pedersen, NL, Peters, A, Polidoro, S, Porteous, DJ, Raitakari, O, Rich, SS, Sandler, DP, Sillanpaa, E, Smith, AK, Southey, MC, Strauch, K, Tiwari, H, Tanaka, T, Tillin, T, Uitterlinden, AG, van den Berg, DJ, van Dongen, J, Wilson, JG, Wright, J, Yet, I, Arnett, D, Bandinelli, S, Bell, JT, Binder, AM, Boomsma, DI, Chen, W, Christensen, K, Conneely, KN, Elliott, P, Ferrucci, L, Fornage, M, Hagg, S, Hayward, C, Irvin, M, Kaprio, J, Lawlor, DA, Lehtimaki, T, Lohoff, FW, Milani, L, Milne, RL, Probst-Hensch, N, Reiner, AP, Ritz, B, Rotter, JI, Smith, JA, Taylor, JA, van Meurs, JBJ, Vineis, P, Waldenberger, M, Deary, IJ, Relton, CL, Horvath, S, Marioni, RE, McCartney, DL, Min, JL, Richmond, RC, Lu, AT, Sobczyk, MK, Davies, G, Broer, L, Guo, X, Jeong, A, Jung, J, Kasela, S, Katrinli, S, Kuo, P-L, Matias-Garcia, PR, Mishra, PP, Nygaard, M, Palviainen, T, Patki, A, Raffield, LM, Ratliff, SM, Richardson, TG, Robinson, O, Soerensen, M, Sun, D, Tsai, P-C, van der Zee, MD, Walker, RM, Wang, X, Wang, Y, Xia, R, Xu, Z, Yao, J, Zhao, W, Correa, A, Boerwinkle, E, Dugue, P-A, Durda, P, Elliott, HR, Gieger, C, de Geus, EJC, Harris, SE, Hemani, G, Imboden, M, Kahonen, M, Kardia, SLR, Kresovich, JK, Li, S, Lunetta, KL, Mangino, M, Mason, D, McIntosh, AM, Mengel-From, J, Moore, AZ, Murabito, JM, Ollikainen, M, Pankow, JS, Pedersen, NL, Peters, A, Polidoro, S, Porteous, DJ, Raitakari, O, Rich, SS, Sandler, DP, Sillanpaa, E, Smith, AK, Southey, MC, Strauch, K, Tiwari, H, Tanaka, T, Tillin, T, Uitterlinden, AG, van den Berg, DJ, van Dongen, J, Wilson, JG, Wright, J, Yet, I, Arnett, D, Bandinelli, S, Bell, JT, Binder, AM, Boomsma, DI, Chen, W, Christensen, K, Conneely, KN, Elliott, P, Ferrucci, L, Fornage, M, Hagg, S, Hayward, C, Irvin, M, Kaprio, J, Lawlor, DA, Lehtimaki, T, Lohoff, FW, Milani, L, Milne, RL, Probst-Hensch, N, Reiner, AP, Ritz, B, Rotter, JI, Smith, JA, Taylor, JA, van Meurs, JBJ, Vineis, P, Waldenberger, M, Deary, IJ, Relton, CL, Horvath, S, and Marioni, RE
- Abstract
BACKGROUND: Biological aging estimators derived from DNA methylation data are heritable and correlate with morbidity and mortality. Consequently, identification of genetic and environmental contributors to the variation in these measures in populations has become a major goal in the field. RESULTS: Leveraging DNA methylation and SNP data from more than 40,000 individuals, we identify 137 genome-wide significant loci, of which 113 are novel, from genome-wide association study (GWAS) meta-analyses of four epigenetic clocks and epigenetic surrogate markers for granulocyte proportions and plasminogen activator inhibitor 1 levels, respectively. We find evidence for shared genetic loci associated with the Horvath clock and expression of transcripts encoding genes linked to lipid metabolism and immune function. Notably, these loci are independent of those reported to regulate DNA methylation levels at constituent clock CpGs. A polygenic score for GrimAge acceleration showed strong associations with adiposity-related traits, educational attainment, parental longevity, and C-reactive protein levels. CONCLUSION: This study illuminates the genetic architecture underlying epigenetic aging and its shared genetic contributions with lifestyle factors and longevity.
- Published
- 2021
11. 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.
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- 2021
12. Publisher Correction: Genome-wide association meta-analysis of individuals of European ancestry identifies new loci explaining a substantial fraction of hair color variation and heritability (Nature Genetics, (2018), 50, 5, (652-656), 10.1038/s41588-018-0100-5)
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Hysi P. G., Valdes A. M., Liu F., Furlotte N. A., Evans D. M., Bataille V., Visconti A., Hemani G., McMahon G., Ring S. M., Smith G. D., Duffy D. L., Zhu G., Gordon S. D., Medland S. E., Lin B. D., Willemsen G., Jan Hottenga J., Vuckovic D., Girotto G., Gandin I., Sala C., Concas M. P., Brumat M., Gasparini P., Toniolo D., Cocca M., Robino A., Yazar S., Hewitt A. W., Chen Y., Zeng C., Uitterlinden A. G., Ikram M. A., Hamer M. A., van Duijn C. M., Nijsten T., Mackey D. A., Falchi M., Boomsma D. I., Martin N. G., Hinds D. A., Kayser M., Spector T. D., Hysi, P. G., Valdes, A. M., Liu, F., Furlotte, N. A., Evans, D. M., Bataille, V., Visconti, A., Hemani, G., Mcmahon, G., Ring, S. M., Smith, G. D., Duffy, D. L., Zhu, G., Gordon, S. D., Medland, S. E., Lin, B. D., Willemsen, G., Jan Hottenga, J., Vuckovic, D., Girotto, G., Gandin, I., Sala, C., Concas, M. P., Brumat, M., Gasparini, P., Toniolo, D., Cocca, M., Robino, A., Yazar, S., Hewitt, A. W., Chen, Y., Zeng, C., Uitterlinden, A. G., Ikram, M. A., Hamer, M. A., van Duijn, C. M., Nijsten, T., Mackey, D. A., Falchi, M., Boomsma, D. I., Martin, N. G., Hinds, D. A., Kayser, M., and Spector, T. D.
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Publisher correction - Abstract
N/A
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- 2019
13. Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis
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Bandres‐Ciga, S, Noyce, AJ, Hemani, G, Nicolas, A, Calvo, A, Mora, G, Arosio, A, Barberis, M, Bartolomei, I, Battistini, S, Benigni, M, Borghero, G, Brunetti, M, Cammarosano, S, Cannas, A, Canosa, A, Capasso, M, Caponnetto, C, Caredda, C, Carrera, P, Casale, F, Cavallaro, S, Chiò, A, Colletti, T, Conforti, FL, Conte, A, Corrado, L, Costantino, E, D'Alfonso, S, Fasano, A, Femiano, C, Ferrarese, C, Fini, N, Floris, G, Fuda, G, Giannini, F, Grassano, M, Ilardi, A, La Bella, V, Lattante, S, Logroscino, G, Logullo, FO, Loi, D, Lunetta, C, Mancardi, G, Mandich, P, Mandrioli, J, Manera, U, Marangi, G, Marinou, K, Marrali, G, Marrosu, MG, Mazzini, L, Melis, M, Messina, S, Moglia, C, Monsurro, MR, Mosca, L, Occhineri, P, Origone, P, Pani, C, Penco, S, Petrucci, A, Piccirillo, G, Pirisi, A, Pisano, F, Pugliatti, M, Restagno, G, Ricci, C, Rita Murru, M, Riva, N, Sabatelli, M, Salvi, F, Santarelli, M, Sideri, R, Simone, I, Spataro, R, Tanel, R, Tedeschi, G, Tranquilli, S, Tremolizzo, L, Trojsi, F, Volanti, P, Zollino, M, Abramzon, Y, Arepalli, S, Baloh, RH, Bowser, R, Brady, CB, Brice, A, Broach, J, Campbell, RH, Camu, W, Chia, R, Cooper‐Knock, J, Cusi, D, Ding, J, Drepper, C, Drory, VE, Dunckley, TL, Eicher, JD, Faghri, F, Feldman, E, Kay Floeter, M, Fratta, P, Geiger, JT, Gerhard, G, Gibbs, JR, Gibson, SB, Glass, JD, Hardy, J, Harms, MB, Heiman‐Patterson, TD, Hernandez, DG, Jansson, L, Kamel, F, Kirby, J, Kowall, NW, Laaksovirta, H, Landi, F, Le Ber, I, Lumbroso, S, MacGowan, DJL, Maragakis, NJ, Mouzat, K, Murphy, NA, Myllykangas, L, Nalls, MA, Orrell, RW, Ostrow, LW, Pamphlett, R, Pickering‐Brown, S, Pioro, E, Pliner, HA, Pulst, SM, Ravits, JM, Renton, AE, Rivera, A, Robbrecht, W, Rogaeva, E, Rollinson, S, Rothstein, JD, Salvi, E, Scholz, SW, Sendtner, M, Shaw, PJ, Sidle, KC, Simmons, Z, Singleton, AB, Stone, DC, Sulkava, R, Tienari, PJ, Traynor, BJ, Trojanowski, JQ, Troncoso, JC, Van Damme, P, Van Deerlin, VM, Van Den Bosch, L, Zinman, L, Stone, DJ, Bandres-Ciga, Sara, Noyce, Alastair J., Hemani, Gibran, Nicolas, Aude, Calvo, Andrea, Mora, Gabriele, Arosio, Alessandro, Barberis, Marco, Bartolomei, Ilaria, Battistini, Stefania, Benigni, Michele, Borghero, Giuseppe, Brunetti, Maura, Cammarosano, Stefania, Cannas, Antonino, Canosa, Antonio, Capasso, Margherita, Caponnetto, Claudia, Caredda, Carla, Carrera, Paola, Casale, Federico, Cavallaro, Sebastiano, Chiò, Adriano, Colletti, Tiziana, Conforti, Francesca L., Conte, Amelia, Corrado, Lucia, Costantino, Emanuela, D'Alfonso, Sandra, Fasano, Antonio, Femiano, Cinzia, Ferrarese, Carlo, Fini, Nicola, Floris, Gianluca, Fuda, Giuseppe, Giannini, Fabio, Grassano, Maurizio, Ilardi, Antonio, La Bella, Vincenzo, Lattante, Serena, Logroscino, Giancarlo, Logullo, Francesco O., Loi, Daniela, Lunetta, Christian, Mancardi, Gianluigi, Mandich, Paola, Mandrioli, Jessica, Manera, Umberto, Marangi, Giuseppe, Marinou, Kalliopi, Marrali, Giuseppe, Marrosu, Maria Giovanna, Mazzini, Letizia, Melis, Maurizio, Messina, Sonia, Moglia, Cristina, Monsurro, Maria Rosaria, Mosca, Lorena, Occhineri, Patrizia, Origone, Paola, Pani, Carla, Penco, Silvana, Petrucci, Antonio, Piccirillo, Giovanni, Pirisi, Angelo, Pisano, Fabrizio, Pugliatti, Maura, Restagno, Gabriella, Ricci, Claudia, Rita Murru, Maria, Riva, Nilo, Sabatelli, Mario, Salvi, Fabrizio, Santarelli, Marialuisa, Sideri, Riccardo, Simone, Isabella, Spataro, Rossella, Tanel, Raffaella, Tedeschi, Gioacchino, Tranquilli, Stefania, Tremolizzo, Lucio, Trojsi, Francesca, Volanti, Paolo, Zollino, Marcella, Abramzon, Yevgeniya, Arepalli, Sampath, Baloh, Robert H., Bowser, Robert, Brady, Christopher B., Brice, Alexi, Broach, Jame, Campbell, Roy H., Camu, William, Chia, Ruth, Cooper-Knock, John, Cusi, Daniele, Ding, Jinhui, Drepper, Carsten, Drory, Vivian E., Dunckley, Travis L., Eicher, John D., Faghri, Faraz, Feldman, Eva, Kay Floeter, Mary, Fratta, Pietro, Geiger, Joshua T., Gerhard, Glenn, Gibbs, J. Raphael, Gibson, Summer B., Glass, Jonathan D., Hardy, John, Harms, Matthew B., Heiman-Patterson, Terry D., Hernandez, Dena G., Jansson, Lilja, Kamel, Freya, Kirby, Janine, Kowall, Neil W., Laaksovirta, Hannu, Landi, Francesco, Le Ber, Isabelle, Lumbroso, Serge, Macgowan, Daniel J. L., Maragakis, Nicholas J., Mouzat, Kevin, Murphy, Natalie A., Myllykangas, Liisa, Nalls, Mike A., Orrell, Richard W., Ostrow, Lyle W., Pamphlett, Roger, Pickering-Brown, Stuart, Pioro, Erik, Pliner, Hannah A., Pulst, Stefan M., Ravits, John M., Renton, Alan E., Rivera, Alberto, Robbrecht, Wim, Rogaeva, Ekaterina, Rollinson, Sara, Rothstein, Jeffrey D., Salvi, Erika, Scholz, Sonja W., Sendtner, Michael, Shaw, Pamela J., Sidle, Katie C., Simmons, Zachary, Singleton, Andrew B., Stone, David C., Sulkava, Raimo, Tienari, Pentti J., Traynor, Bryan J., Trojanowski, John Q., Troncoso, Juan C., Van Damme, Philip, Van Deerlin, Vivianna M., Van Den Bosch, Ludo, Zinman, Lorne, Stone, David J., Van Damme, P, Bandres-Ciga, S, Noyce, A, Hemani, G, Nicolas, A, Calvo, A, Mora, G, Tienari, P, Stone, D, Nalls, M, Singleton, A, Chiò, A, Traynor, Bryan, J, Tremolizzo, L, Department of Neurosciences, Neurologian yksikkö, Clinicum, HUS Neurocenter, Translational neuroradiology unit [Bethesda], National Institute of Neurological Disorders and Stroke [Bethesda] (NINDS), National Institutes of Health [Bethesda] (NIH)-National Institutes of Health [Bethesda] (NIH), Univ Granada, Hosp Univ Granada, Inst Invest Biosanitaria Ibs GRANADA, Escuela Andaluza Salud Publ, Granada, Spain, Partenaires INRAE, Queen Mary University of London (QMUL), University College of London [London] (UCL), University of Bristol [Bristol], Département de Physique, Université de Genève, Université de Genève (UNIGE), Università degli studi di Torino (UNITO), University G. d'Annunzio, Chieti, Università degli studi 'G. d'Annunzio' Chieti-Pescara [Chieti-Pescara] (Ud'A), Department of Neurology, A.O.U. Maggiore della Carità, and IRCAD, Novara, Department of Health Sciences, UPO University, UPO University, Dipartimento di Matematica 'Ulisse Dini', Università degli Studi di Firenze = University of Florence [Firenze] (UNIFI), Department of Neurology, Università degli Studi di Milano-Bicocca [Milano] (UNIMIB), Department of Neuroscience, University of Siena, Siena, Università cattolica del Sacro Cuore [Roma] (Unicatt), Università degli studi di Bari Aldo Moro (UNIBA), Istituto di Genetica Medica, Centro Sclerosi Multipla, Ospedale Binaghi, Via Is Guadazzonis 2, Cagliari, Italy, University of Novara, IRCCS-Istituti Clinici Scientifici Maugeri, University of Milan, Milan, Italy, Department of Biomedical and Specialty Surgical Sciences, Università degli Studi di Ferrara (UniFE), S. Anna Hospital, Department of Neuroscience, Catholic University, Roma, Alma Mater Studiorum Università di Bologna [Bologna] (UNIBO), Institute of Medical Genetics, Catholic University, Rome, Italy, Department of Clinical Genetics, Department of Pathology University of Pittsburgh School of Medicine, Centre de Recherche de l'Institut du Cerveau et de la Moelle épinière (CRICM), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), Princeton University, University of Illinois at Urbana-Champaign [Urbana], University of Illinois System, Centre référent Sclérose Latérale Amyotrophique [CHRU Montpellier] (SLA CHRU Montpellier), Université Montpellier 1 (UM1)-Centre Hospitalier Régional Universitaire [Montpellier] (CHRU Montpellier), Università degli Studi di Milano [Milano] (UNIMI), Laboratory of Neurogenetics, National Institute of Aging, Tel Aviv Sourasky Medical Center [Te Aviv], University of New Haven [Connecticut], Emory University [Atlanta, GA], UCL Institute of neurology, UCL Institute of Neurology, Cardiovascular, Renal and Metabolism, IMED Biotech Unit, AstraZeneca, Genomic Research Laboratory, Service of Infectious Disease, Hôpitaux Universitaires de Genève (HUG), Boston University [Boston] (BU), Institut du Cerveau et de la Moëlle Epinière = Brain and Spine Institute (ICM), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Laboratoire de Biochimie [CHRU Nîmes], Centre Hospitalier Universitaire de Nîmes (CHU Nîmes), Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, University of California [Davis] (UC Davis), University of California-University of California, Tanz Center Research in Neurodegenerative Diseases [Toronto], University of Toronto, Johns Hopkins University, School of Medicine, Department of Medicine, Surgery, and Dentistry, University of Milano, Institute for Clinical Neurobiology, Julius-Maximilians-Universität Würzburg [Wurtzbourg, Allemagne] (JMU), Penn State Hershey Medical Center, Penn State Health Milton S. Hershey Medical Center, Pennsylvania Commonwealth System of Higher Education (PCSHE)-Penn State System-Pennsylvania Commonwealth System of Higher Education (PCSHE)-Penn State System, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Perelman School of Medicine, University of Pennsylvania [Philadelphia], Metacohorts Consortium, Catholic University of Leuven - Katholieke Universiteit Leuven (KU Leuven), University of Helsinki, Merck Research Laboratories, National Institutes of Health [Bethesda] (NIH), Center for Neuroscience and Regenerative Medicine [Bethesda] (CNRM), and Henry M. Jackson Foundation for the Advancement of Military Medicine (HJM)
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0301 basic medicine ,Linkage disequilibrium ,Multifactorial Inheritance ,Multivariate analysis ,LD SCORE REGRESSION ,DYSLIPIDEMIA ,Genome-wide association study ,3124 Neurology and psychiatry ,0302 clinical medicine ,PROTECTIVE FACTOR ,Mendelian Randomization Analysis ,3. Good health ,ALZHEIMERS-DISEASE ,Settore MED/26 - NEUROLOGIA ,risk factor ,BIAS ,Neurology ,CARDIOVASCULAR-DISEASE ,MENDELIAN RANDOMIZATION ,Amyotrophic lateral Sclerosis ,LD score regression ,Mendelian randomization ,amyotrophic lateral sclerosis ,public resource ,Life Sciences & Biomedicine ,Clinical psychology ,Human ,Clinical Neurology ,Biology ,NO ,03 medical and health sciences ,Humans ,Genetic Predisposition to Disease ,Mendelian Randomization Analysi ,MESH: Amyotrophic Lateral Sclerosis ,Genetic Predisposition to Disease / genetics ,Genome-Wide Association Study / methods ,Mendolian Randomization Analysis / methods ,Exercise ,Genetic association ,Science & Technology ,[SCCO.NEUR]Cognitive science/Neuroscience ,Amyotrophic Lateral Sclerosis ,3112 Neurosciences ,Neurosciences ,030104 developmental biology ,[SDV.GEN.GH]Life Sciences [q-bio]/Genetics/Human genetics ,CHOLESTEROL HOMEOSTASIS ,Causal inference ,[SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie ,Neurosciences & Neurology ,Neurology (clinical) ,Genome-Wide Association Study ,ALS ,030217 neurology & neurosurgery ,Amyotrophic Lateral Sclerosi - Abstract
OBJECTIVE: To identify shared polygenic risk and causal associations in amyotrophic lateral sclerosis (ALS). METHODS: Linkage disequilibrium score regression and Mendelian randomization were applied in a large-scale, data-driven manner to explore genetic correlations and causal relationships between >700 phenotypic traits and ALS. Exposures consisted of publicly available genome-wide association studies (GWASes) summary statistics from MR Base and LD-hub. The outcome data came from the recently published ALS GWAS involving 20,806 cases and 59,804 controls. Multivariate analyses, genetic risk profiling, and Bayesian colocalization analyses were also performed. RESULTS: We have shown, by linkage disequilibrium score regression, that ALS shares polygenic risk genetic factors with a number of traits and conditions, including positive correlations with smoking status and moderate levels of physical activity, and negative correlations with higher cognitive performance, higher educational attainment, and light levels of physical activity. Using Mendelian randomization, we found evidence that hyperlipidemia is a causal risk factor for ALS and localized putative functional signals within loci of interest. INTERPRETATION: Here, we have developed a public resource (https://lng-nia.shinyapps.io/mrshiny) which we hope will become a valuable tool for the ALS community, and that will be expanded and updated as new data become available. Shared polygenic risk exists between ALS and educational attainment, physical activity, smoking, and tenseness/restlessness. We also found evidence that elevated low-desnity lipoprotein cholesterol is a causal risk factor for ALS. Future randomized controlled trials should be considered as a proof of causality. Ann Neurol 2019;85:470-481. ispartof: ANNALS OF NEUROLOGY vol:85 issue:4 pages:470-481 ispartof: location:United States status: published
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- 2019
14. Avoiding dynastic, assortative mating, and population stratification biases in Mendelian randomization through within-family analyses
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Brumpton, B, Sanderson, E, Heilbron, K, Hartwig, FP, Harrison, S, Vie, GA, Cho, Y, Howe, LD, Hughes, A, Boomsma, DI, Havdahl, A, Hopper, J, Neale, M, Nivard, MG, Pedersen, NL, Reynolds, CA, Tucker-Drob, EM, Grotzinger, A, Howe, L, Morris, T, Li, S, Auton, A, Windmeijer, F, Chen, W-M, Bjorngaard, JH, Hveem, K, Willer, C, Evans, DM, Kaprio, J, Smith, GD, Asvold, BO, Hemani, G, Davies, NM, Brumpton, B, Sanderson, E, Heilbron, K, Hartwig, FP, Harrison, S, Vie, GA, Cho, Y, Howe, LD, Hughes, A, Boomsma, DI, Havdahl, A, Hopper, J, Neale, M, Nivard, MG, Pedersen, NL, Reynolds, CA, Tucker-Drob, EM, Grotzinger, A, Howe, L, Morris, T, Li, S, Auton, A, Windmeijer, F, Chen, W-M, Bjorngaard, JH, Hveem, K, Willer, C, Evans, DM, Kaprio, J, Smith, GD, Asvold, BO, Hemani, G, and Davies, NM
- Abstract
Estimates from Mendelian randomization studies of unrelated individuals can be biased due to uncontrolled confounding from familial effects. Here we describe methods for within-family Mendelian randomization analyses and use simulation studies to show that family-based analyses can reduce such biases. We illustrate empirically how familial effects can affect estimates using data from 61,008 siblings from the Nord-Trøndelag Health Study and UK Biobank and replicated our findings using 222,368 siblings from 23andMe. Both Mendelian randomization estimates using unrelated individuals and within family methods reproduced established effects of lower BMI reducing risk of diabetes and high blood pressure. However, while Mendelian randomization estimates from samples of unrelated individuals suggested that taller height and lower BMI increase educational attainment, these effects were strongly attenuated in within-family Mendelian randomization analyses. Our findings indicate the necessity of controlling for population structure and familial effects in Mendelian randomization studies.
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- 2020
15. Defining the role of common variation in the genomic and biological architecture of adult human height
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Wood, Ar, Esko, T, Yang, J, Vedantam, S, Pers, Th, Gustafsson, S, Chu, Ay, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, Ml, Croteau Chonka DC, Day, Fr, Duan, Y, Fall, T, Fehrmann, R, Ferreira, T, Jackson, Au, Karjalainen, J, Lo, Ks, Locke, Ae, Mägi, R, Mihailov, E, Porcu, E, Randall, Jc, Scherag, A, Vinkhuyzen, Aa, Westra, Hj, Winkler, Tw, Workalemahu, T, Zhao, Jh, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, Gb, Feenstra, B, Feitosa, Mf, Fischer, K, Fraser, Rm, Goel, A, Gong, J, Justice, Ae, Kanoni, S, Kleber, Me, Kristiansson, K, Lim, U, Lotay, V, Lui, Jc, Mangino, M, Mateo Leach, I, Medina Gomez, C, Nalls, Ma, Nyholt, Dr, Palmer, Cd, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, Js, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, Rj, Sung, Yj, Tanaka, T, Teumer, A, Trompet, S, van der Laan SW, van Setten, J, Van Vliet Ostaptchouk JV, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Arnlöv, J, Arscott, Gm, Bandinelli, S, Barrett, A, Bellis, C, Bennett, Aj, Berne, C, Blüher, M, Bolton, Jl, Böttcher, Y, Boyd, Ha, Bruinenberg, M, Buckley, Bm, Buyske, S, Caspersen, Ih, Chines, Ps, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, Ew, De Jong PA, Deelen, J, Delgado, G, Denny, Jc, Dhonukshe Rutten, R, Dimitriou, M, Doney, As, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, Me, Geller, F, Giedraitis, V, Go, As, Grallert, H, Grammer, Tb, Gräßler, J, Grönberg, H, de Groot LC, Groves, Cj, Haessler, J, Hall, P, Haller, T, Hallmans, G, Hannemann, A, Hartman, Ca, Hassinen, M, Hayward, C, Heard Costa NL, Helmer, Q, Hemani, G, Henders, Ak, Hillege, Hl, Hlatky, Ma, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat JJ, Illig, T, Isaacs, A, James, Al, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, An, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, Pk, Mahajan, A, Maillard, M, Mcardle, Wl, Mckenzie, Ca, Mclachlan, S, Mclaren, Pj, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, Kl, Morken, Ma, Müller, G, Müller Nurasyid, M, Musk, Aw, Narisu, N, Nauck, M, Nolte, Im, Nöthen, Mm, Oozageer, L, Pilz, S, Rayner, Nw, Renstrom, F, Robertson, Nr, Rose, Lm, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, Fr, Schunkert, H, Scott, Ra, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, Jh, Smith, Av, Smolonska, J, Stanton, Av, Stirrups, K, Stott, Dj, Stringham, Hm, Sundström, J, Swertz, Ma, Syvänen, Ac, Tayo, Bo, Thorleifsson, G, Tyrer, Jp, van Dijk, S, van Schoor NM, van der Velde, N, van Heemst, D, van Oort FV, Vermeulen, Sh, Verweij, N, Vonk, Jm, Waite, Ll, Waldenberger, M, Wennauer, R, Wilkens, Lr, Willenborg, C, Wilsgaard, T, Wojczynski, Mk, Wong, A, Wright, Af, Zhang, Q, Arveiler, D, Bakker, Sj, Beilby, J, Bergman, Rn, Bergmann, S, Biffar, R, Blangero, J, Boomsma, Di, Bornstein, Sr, Bovet, P, Brambilla, P, Brown, Mj, Campbell, H, Caulfield, Mj, Chakravarti, A, Collins, R, Collins, Fs, Crawford, Dc, Cupples, La, Danesh, J, de Faire, U, den Ruijter HM, Erbel, R, Erdmann, J, Eriksson, Jg, Farrall, M, Ferrannini, Eleuterio, Ferrières, J, Ford, I, Forouhi, Ng, Forrester, T, Gansevoort, Rt, Gejman, Pv, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, Dw, Hall, As, Harris, Tb, Hattersley, At, Heath, Ac, Hengstenberg, C, Hicks, Aa, Hindorff, La, Hingorani, Ad, Hofman, A, Hovingh, Gk, Humphries, Se, Hunt, Sc, Hypponen, E, Jacobs, Kb, Jarvelin, Mr, Jousilahti, P, Jula, Am, Kaprio, J, Kastelein, Jj, Kayser, M, Kee, F, Keinanen Kiukaanniemi SM, Kiemeney, La, Kooner, Js, Kooperberg, C, Koskinen, S, Kovacs, P, Kraja, At, Kumari, M, Kuusisto, J, Lakka, Ta, Langenberg, C, Le Marchand, L, Lehtimäki, T, Lupoli, S, Madden, Pa, Männistö, S, Manunta, P, Marette, A, Matise, Tc, Mcknight, B, Meitinger, T, Moll, Fl, Montgomery, Gw, Morris, Ad, Morris, Ap, Murray, Jc, Nelis, M, Ohlsson, C, Oldehinkel, Aj, Ong, Kk, Ouwehand, Wh, Pasterkamp, G, Peters, A, Pramstaller, Pp, Price, Jf, Qi, L, Raitakari, Ot, Rankinen, T, Rao, Dc, Rice, Tk, Ritchie, M, Rudan, I, Salomaa, V, Samani, Nj, Saramies, J, Sarzynski, Ma, Schwarz, Pe, Sebert, S, Sever, P, Shuldiner, Ar, Sinisalo, J, Steinthorsdottir, V, Stolk, Rp, Tardif, Jc, Tönjes, A, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, Mc, Electronic Medical Records, Genomics, Consortium, Migen, Consortium, Pagege, Consortium, LifeLines Cohort Study, Amouyel, P, Asselbergs, Fw, Assimes, Tl, Bochud, M, Boehm, Bo, Boerwinkle, E, Bottinger, Ep, Bouchard, C, Cauchi, S, Chambers, Jc, Chanock, Sj, Cooper, Rs, de Bakker PI, Dedoussis, G, Ferrucci, L, Franks, Pw, Froguel, P, Groop, Lc, Haiman, Ca, Hamsten, A, Hayes, Mg, Hui, J, Hunter, Dj, Hveem, K, Jukema, Jw, Kaplan, Rc, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, Ng, März, W, Melbye, M, Moebus, S, Munroe, Pb, Njølstad, I, Oostra, Ba, Palmer, Cn, Pedersen, Nl, Perola, M, Pérusse, L, Peters, U, Powell, Je, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, Pm, Rivadeneira, F, Rotter, Ji, Saaristo, Te, Saleheen, D, Schlessinger, D, Slagboom, Pe, Snieder, H, Spector, Td, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, van der Harst, P, Völzke, H, Walker, M, Wareham, Nj, Watkins, H, Wichmann, He, Wilson, Jf, Zanen, P, Deloukas, P, Heid, Im, Lindgren, Cm, Mohlke, Kl, Speliotes, Ek, Thorsteinsdottir, U, Barroso, I, Fox, Cs, North, Ke, Strachan, Dp, Beckmann, Js, Berndt, Si, Boehnke, M, Borecki, Ib, Mccarthy, Mi, Metspalu, A, Stefansson, K, Uitterlinden, Ag, van Duijn CM, Franke, L, Willer, Cj, Price, Al, Lettre, G, Loos, Rj, Weedon, Mn, Ingelsson, E, O'Connell, Jr, Abecasis, Gr, Chasman, Di, Goddard, Me, Visscher, Pm, Hirschhorn, Jn, Frayling, T. M., Isotope Research, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Damage and Repair in Cancer Development and Cancer Treatment (DARE), Guided Treatment in Optimal Selected Cancer Patients (GUTS), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Groningen Research Institute for Asthma and COPD (GRIAC), Center for Liver, Digestive and Metabolic Diseases (CLDM), Stem Cell Aging Leukemia and Lymphoma (SALL), Ehret, Georg Benedikt, Wood, A, Esko, T, Yang, J, Vedantam, S, Pers, T, Gustafsson, S, Chu, A, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, M, Croteau Chonka, D, Day, F, Duan, Y, Fall, T, Fehrmann, R, Ferreira, T, Jackson, A, Karjalainen, J, Lo, K, Locke, A, Mägi, R, Mihailov, E, Porcu, E, Randall, J, Scherag, A, Vinkhuyzen, A, Westra, H, Winkler, T, Workalemahu, T, Zhao, J, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, G, Feenstra, B, Feitosa, M, Fischer, K, Fraser, R, Goel, A, Gong, J, Justice, A, Kanoni, S, Kleber, M, Kristiansson, K, Lim, U, Lotay, V, Lui, J, Mangino, M, Leach, I, Medina Gomez, C, Nalls, M, Nyholt, D, Palmer, C, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, J, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, R, Sung, Y, Tanaka, T, Teumer, A, Trompet, S, Van Der Laan, S, Van Setten, J, Van Vliet Ostaptchouk, J, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Ärnlöv, J, Arscott, G, Bandinelli, S, Barrett, A, Bellis, C, Bennett, A, Berne, C, Blüher, M, Bolton, J, Böttcher, Y, Boyd, H, Bruinenberg, M, Buckley, B, Buyske, S, Caspersen, I, Chines, P, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, E, De Jong, P, Deelen, J, Delgado, G, Denny, J, Dhonukshe Rutten, R, Dimitriou, M, Doney, A, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, M, Geller, F, Giedraitis, V, Go, A, Grallert, H, Grammer, T, Gräßler, J, Grönberg, H, De Groot, L, Groves, C, Haessler, J, Hall, P, Haller, T, Hallmans, G, Hannemann, A, Hartman, C, Hassinen, M, Hayward, C, Heard Costa, N, Helmer, Q, Hemani, G, Henders, A, Hillege, H, Hlatky, M, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat, J, Illig, T, Isaacs, A, James, A, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, A, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, P, Mahajan, A, Maillard, M, Mcardle, W, Mckenzie, C, Mclachlan, S, Mclaren, P, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, K, Morken, M, Müller, G, Müller Nurasyid, M, Musk, A, Narisu, N, Nauck, M, Nolte, I, Nöthen, M, Oozageer, L, Pilz, S, Rayner, N, Renstrom, F, Robertson, N, Rose, L, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, F, Schunkert, H, Scott, R, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, J, Smith, A, Smolonska, J, Stanton, A, Stirrups, K, Stott, D, Stringham, H, Sundström, J, Swertz, M, Syvänen, A, Tayo, B, Thorleifsson, G, Tyrer, J, Van Dijk, S, Van Schoor, N, Van Der Velde, N, Van Heemst, D, Van Oort, F, Vermeulen, S, Verweij, N, Vonk, J, Waite, L, Waldenberger, M, Wennauer, R, Wilkens, L, Willenborg, C, Wilsgaard, T, Wojczynski, M, Wong, A, Wright, A, Zhang, Q, Arveiler, D, Bakker, S, Beilby, J, Bergman, R, Bergmann, S, Biffar, R, Blangero, J, Boomsma, D, Bornstein, S, Bovet, P, Brambilla, P, Brown, M, Campbell, H, Caulfield, M, Chakravarti, A, Collins, R, Collins, F, Crawford, D, Cupples, L, Danesh, J, De Faire, U, Den Ruijter, H, Erbel, R, Erdmann, J, Eriksson, J, Farrall, M, Ferrannini, E, Ferrières, J, Ford, I, Forouhi, N, Forrester, T, Gansevoort, R, Gejman, P, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, D, Hall, A, Harris, T, Hattersley, A, Heath, A, Hengstenberg, C, Hicks, A, Hindorff, L, Hingorani, A, Hofman, A, Hovingh, G, Humphries, S, Hunt, S, Hypponen, E, Jacobs, K, Jarvelin, M, Jousilahti, P, Jula, A, Kaprio, J, Kastelein, J, Kayser, M, Kee, F, Keinanen Kiukaanniemi, S, Kiemeney, L, Kooner, J, Kooperberg, C, Koskinen, S, Kovacs, P, Kraja, A, Kumari, M, Kuusisto, J, Lakka, T, Langenberg, C, Le Marchand, L, Lehtimäki, T, Lupoli, S, Madden, P, Männistö, S, Manunta, P, Marette, A, Matise, T, Mcknight, B, Meitinger, T, Moll, F, Montgomery, G, Morris, A, Murray, J, Nelis, M, Ohlsson, C, Oldehinkel, A, Ong, K, Ouwehand, W, Pasterkamp, G, Peters, A, Pramstaller, P, Price, J, Qi, L, Raitakari, O, Rankinen, T, Rao, D, Rice, T, Ritchie, M, Rudan, I, Salomaa, V, Samani, N, Saramies, J, Sarzynski, M, Schwarz, P, Sebert, S, Sever, P, Shuldiner, A, Sinisalo, J, Steinthorsdottir, V, Stolk, R, Tardif, J, Tönjes, A, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, M, Amouyel, P, Asselbergs, F, Assimes, T, Bochud, M, Boehm, B, Boerwinkle, E, Bottinger, E, Bouchard, C, Cauchi, S, Chambers, J, Chanock, S, Cooper, R, De Bakker, P, Dedoussis, G, Ferrucci, L, Franks, P, Froguel, P, Groop, L, Haiman, C, Hamsten, A, Hayes, M, Hui, J, Hunter, D, Hveem, K, Jukema, J, Kaplan, R, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, N, März, W, Melbye, M, Moebus, S, Munroe, P, Njølstad, I, Oostra, B, Pedersen, N, Perola, M, Pérusse, L, Peters, U, Powell, J, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, P, Rivadeneira, F, Rotter, J, Saaristo, T, Saleheen, D, Schlessinger, D, Slagboom, P, Snieder, H, Spector, T, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, Van Der Harst, P, Völzke, H, Walker, M, Wareham, N, Watkins, H, Wichmann, H, Wilson, J, Zanen, P, Deloukas, P, Heid, I, Lindgren, C, Mohlke, K, Speliotes, E, Thorsteinsdottir, U, Barroso, I, Fox, C, North, K, Strachan, D, Beckmann, J, Berndt, S, Boehnke, M, Borecki, I, Mccarthy, M, Metspalu, A, Stefansson, K, Uitterlinden, A, Van Duijn, C, Franke, L, Willer, C, Price, A, Lettre, G, Loos, R, Weedon, M, Ingelsson, E, O'Connell, J, Abecasis, G, Chasman, D, Goddard, M, Visscher, P, Hirschhorn, J, Frayling, T, Medical Research Council (MRC), APH - Amsterdam Public Health, AMS - Amsterdam Movement Sciences, Geriatrics, Other departments, ACS - Amsterdam Cardiovascular Sciences, Vascular Medicine, Genomics (eMEMERGEGE) Consortium, MIGen Consortium, PAGEGE Consortium, LifeLines Cohort Study, Electronic Medical, Records, McCarty, CA., Starren, J., Peissig, P., Berg, R., Rasmussen, L., Linneman, J., Miller, A., Choudary, V., Chen, L., Waudby, C., Kitchner, T., Reeser, J., Fost, N., Ritchie, M., Wilke, RA., Chisholm, RL., Avila, PC., Greenland, P., Hayes, M., Kho, A., Kibbe, WA., Lemke, AA., Lowe, WL., Smith, ME., Wolf, WA., Pacheco, JA., Thompson, WK., Humowiecki, J., Law, M., Chute, C., Kullo, I., Koenig, B., de Andrade, M., Bielinski, S., Pathak, J., Savova, G., Wu, J., Henriksen, J., Ding, K., Hart, L., Palbicki, J., Larson, EB., Newton, K., Ludman, E., Spangler, L., Hart, G., Carrell, D., Jarvik, G., Crane, P., Burke, W., Fullerton, SM., Trinidad, SB., Carlson, C., Hutchinson, F., McDavid, A., Roden, DM., Clayton, E., Haines, JL., Masys, DR., Churchill, LR., Cornfield, D., Crawford, D., Darbar, D., Denny, JC., Malin, BA., Ritchie, MD., Schildcrout, JS., Xu, H., Ramirez, AH., Basford, M., Pulley, J., Alizadeh, B., de Boer RA., Boezen, HM., Bruinenberg, M., Franke, L., van der Harst, P., Hillege, HL., van der Klauw MM., Navis, G., Ormel, J., Postma, DS., Rosmalen, JG., Slaets, JP., Snieder, H., Stolk, RP., Wolffenbuttel, BH., Wijmenga, C., Kathiresan, S., Voight, BF., Purcell, S., Musunuru, K., Ardissino, D., Mannucci, PM., Anand, S., Engert, JC., Samani, NJ., Schunkert, H., Erdmann, J., Reilly, MP., Rader, DJ., Morgan, T., Spertus, JA., Stoll, M., Girelli, D., McKeown, PP., Patterson, CC., Siscovick, DS., O'Donnell, CJ., Elosua, R., Peltonen, L., Salomaa, V., Schwartz, SM., Melander, O., Altshuler, D., Merlini, PA., Berzuini, C., Bernardinelli, L., Peyvandi, F., Tubaro, M., Celli, P., Ferrario, M., Fetiveau, R., Marziliano, N., Casari, G., Galli, M., Ribichini, F., Rossi, M., Bernardi, F., Zonzin, P., Piazza, A., Yee, J., Friedlander, Y., Marrugat, J., Lucas, G., Subirana, I., Sala, J., Ramos, R., Meigs, JB., Williams, G., Nathan, DM., MacRae, CA., Havulinna, AS., Berglund, G., Voight, B., Hirschhorn, JN., Asselta, R., Duga, S., Spreafico, M., Daly, MJ., Nemesh, J., Korn, JM., McCarroll, SA., Surti, A., Guiducci, C., Gianniny, L., Mirel, D., Parkin, M., Burtt, N., Gabriel, SB., Thompson, JR., Braund, PS., Wright, BJ., Balmforth, AJ., Ball, SG., Hall, AS., Schunkert, I., Linsel-Nitschke, P., Lieb, W., Ziegler, A., König, IR., Hengstenberg, C., Fischer, M., Stark, K., Grosshennig, A., Preuss, M., Wichmann, HE., Schreiber, S., Ouwehand, W., Deloukas, P., Scholz, M., Cambien, F., Goodall, A., Li, M., Chen, Z., Wilensky, R., Matthai, W., Qasim, A., Hakonarson, HH., Devaney, J., Burnett, MS., Pichard, AD., Kent, KM., Satler, L., Lindsay, JM., Waksman, R., Knouff, CW., Waterworth, DM., Walker, MC., Mooser, V., Epstein, SE., Scheffold, T., Berger, K., Huge, A., Martinelli, N., Olivieri, O., Corrocher, R., König, I., Hólm, H., Thorleifsson, G., Thorsteinsdottir, U., Stefansson, K., Do, R., Xie, C., Siscovick, D., Matise, T., Buyske, S., Higashio, J., Williams, R., Nato, A., Ambite, JL., Deelman, E., Manolio, T., Hindorff, L., North, KE., Heiss, G., Taylor, K., Franceschini, N., Avery, C., Graff, M., Lin, D., Quibrera, M., Cochran, B., Kao, L., Umans, J., Cole, S., MacCluer, J., Person, S., Pankow, J., Gross, M., Boerwinkle, E., Fornage, M., Durda, P., Jenny, N., Patsy, B., Arnold, A., Buzkova, P., Haines, J., Murdock, D., Glenn, K., Brown-Gentry, K., Thornton-Wells, T., Dumitrescu, L., Jeff, J., Bush, WS., Mitchell, SL., Goodloe, R., Wilson, S., Boston, J., Malinowski, J., Restrepo, N., Oetjens, M., Fowke, J., Zheng, W., Spencer, K., Pendergrass, S., Le Marchand£££Loïc£££ L., Wilkens, L., Park, L., Tiirikainen, M., Kolonel, L., Lim, U., Cheng, I., Wang, H., Shohet, R., Haiman, C., Stram, D., Henderson, B., Monroe, K., Schumacher, F., Kooperberg, C., Peters, U., Anderson, G., Prentice, R., LaCroix, A., Wu, C., Carty, C., Gong, J., Rosse, S., Young, A., Haessler, J., Kocarnik, J., Lin, Y., Jackson, R., Duggan, D., Kuller, L., Psychiatry, Epidemiology and Data Science, EMGO - Lifestyle, overweight and diabetes, Wood, Ar, Pers, Th, Chu, Ay, Buchkovich, Ml, CROTEAU CHONKA, Dc, Day, Fr, Jackson, Au, Locke, Ae, Randall, Jc, Vinkhuyzen, Aa, Westra, Hj, Winkler, Tw, Zhao, Jh, Ehret, Gb, Feitosa, Mf, Fraser, Rm, Justice, Ae, Kleber, Me, Lui, Jc, MATEO LEACH, I, MEDINA GOMEZ, C, Nalls, Ma, Nyholt, Dr, Palmer, Cd, Strawbridge, Rj, Sung, Yj, VAN DER LAAN, Sw, VAN SETTEN, J, VAN VLIET OSTAPTCHOUK, Jv, Arnlöv, J, Arscott, Gm, Bennett, Aj, Bolton, Jl, Boyd, Ha, Buckley, Bm, Caspersen, Ih, CLAUDI BOEHM, S, Daw, Ew, DE JONG, Pa, Denny, Jc, DHONUKSHE RUTTEN, R, Garcia, Me, Grammer, Tb, DE GROOT, Lc, Groves, Cj, Hartman, Ca, HEARD COSTA, Nl, Henders, Ak, Hillege, Hl, Hlatky, Ma, HOUWING DUISTERMAAT, Jj, James, Al, Johansson, A, Kho, An, Magnusson, Pk, Mcardle, Wl, Mckenzie, Ca, Mclaren, Pj, Monda, Kl, Morken, Ma, MÜLLER NURASYID, M, Musk, Aw, Nolte, Im, Nöthen, Mm, Rayner, Nw, Robertson, Nr, Rose, Lm, Schumacher, Fr, Scott, Ra, Smit, Jh, Smith, Av, Stanton, Av, Stott, Dj, Stringham, Hm, Swertz, Ma, Syvänen, Ac, Tayo, Bo, Tyrer, Jp, VAN DIJK, S, VAN SCHOOR, Nm, VAN DER VELDE, N, VAN HEEMST, D, VAN OORT, Fv, Vermeulen, Sh, Vonk, Jm, Waite, Ll, Wilkens, Lr, Wojczynski, Mk, Wright, Af, Bakker, Sj, Bergman, Rn, Boomsma, Di, Bornstein, Sr, Brown, Mj, Caulfield, Mj, Crawford, Dc, Cupples, La, DE FAIRE, U, DEN RUIJTER, Hm, Eriksson, Jg, Forouhi, Ng, Gansevoort, Rt, Gejman, Pv, Haas, Dw, Harris, Tb, Hattersley, At, Heath, Ac, Hicks, Aa, Hindorff, La, Hingorani, Ad, Hovingh, Gk, Humphries, Se, Hunt, Sc, Jacobs, Kb, Jarvelin, Mr, Jula, Am, Kastelein, Jj, KEINANEN KIUKAANNIEMI, Sm, Kiemeney, La, Kraja, At, Lakka, Ta, LE MARCHAND, L, Madden, Pa, Manunta, Paolo, Matise, Tc, Moll, Fl, Montgomery, Gw, Morris, Ad, Morris, Ap, Murray, Jc, Oldehinkel, Aj, Ong, Kk, Ouwehand, Wh, Pramstaller, Pp, Price, Jf, Raitakari, Ot, Rao, Dc, Rice, Tk, Samani, Nj, Sarzynski, Ma, Schwarz, Pe, Shuldiner, Ar, Stolk, Rp, Tardif, Jc, Vohl, Mc, ELECTRONIC MEDICAL RECORDS AND GENOMICS, Consortium, Migen, Consortium, Page, Consortium, LIFELINES COHORT, Study, Asselbergs, Fw, Assimes, Tl, Boehm, Bo, Bottinger, Ep, Chambers, Jc, Chanock, Sj, DE BAKKER, Pi, Franks, Pw, Groop, Lc, Haiman, Ca, Hayes, Mg, Hunter, Dj, Jukema, Jw, Kaplan, Rc, Martin, Ng, Munroe, Pb, Oostra, Ba, Palmer, Cn, Pedersen, Nl, Powell, Je, Ridker, Pm, Rotter, Ji, Saaristo, Te, Slagboom, Pe, Spector, Td, VAN DER HARST, P, Wareham, Nj, Wichmann, He, Wilson, Jf, Heid, Im, Lindgren, Cm, Mohlke, Kl, Speliotes, Ek, North, Ke, Strachan, Dp, Berndt, Si, Borecki, Ib, Mccarthy, Mi, Uitterlinden, Ag, VAN DUIJN, Cm, Willer, Cj, Price, Al, Loos, Rj, Weedon, Mn, O'Connell, Jr, Abecasis, Gr, Chasman, Di, Goddard, Me, Visscher, Pm, Hirschhorn, Jn, Frayling, Tm, Epidemiology, Surgery, Public Health, Internal Medicine, Erasmus MC other, Genetic Identification, Child and Adolescent Psychiatry / Psychology, Clinical Genetics, Biological Psychology, AIMMS, Functional Genomics, EMGO+ - Lifestyle, Overweight and Diabetes, Wood, AR, Vadantam, S, Hypponen, Elina, Frayling, TM, Wood A.R., Esko T., Yang J., Vedantam S., Pers T.H., Gustafsson S., Chu A.Y., Estrada K., Luan J., Kutalik Z., Amin N., Buchkovich M.L., Croteau-Chonka D.C., Day F.R., Duan Y., Fall T., Fehrmann R., Ferreira T., Jackson A.U., Karjalainen J., Lo K.S., Locke A.E., Magi R., Mihailov E., Porcu E., Randall J.C., Scherag A., Vinkhuyzen A.A.E., Westra H.-J., Winkler T.W., Workalemahu T., Zhao J.H., Absher D., Albrecht E., Anderson D., Baron J., Beekman M., Demirkan A., Ehret G.B., Feenstra B., Feitosa M.F., Fischer K., Fraser R.M., Goel A., Gong J., Justice A.E., Kanoni S., Kleber M.E., Kristiansson K., Lim U., Lotay V., Lui J.C., Mangino M., Leach I.M., Medina-Gomez C., Nalls M.A., Nyholt D.R., Palmer C.D., Pasko D., Pechlivanis S., Prokopenko I., Ried J.S., Ripke S., Shungin D., Stancakova A., Strawbridge R.J., Sung Y.J., Tanaka T., Teumer A., Trompet S., Van Der Laan S.W., Van Setten J., Van Vliet-Ostaptchouk J.V., Wang Z., Yengo L., Zhang W., Afzal U., Arnlov J., Arscott G.M., Bandinelli S., Barrett A., Bellis C., Bennett A.J., Berne C., Bluher M., Bolton J.L., Bottcher Y., Boyd H.A., Bruinenberg M., Buckley B.M., Buyske S., Caspersen I.H., Chines P.S., Clarke R., Claudi-Boehm S., Cooper M., Daw E.W., De Jong P.A., Deelen J., Delgado G., Denny J.C., Dhonukshe-Rutten R., Dimitriou M., Doney A.S.F., Dorr M., Eklund N., Eury E., Folkersen L., Garcia M.E., Geller F., Giedraitis V., Go A.S., Grallert H., Grammer T.B., Grassler J., Gronberg H., De Groot L.C.P.G.M., Groves C.J., Haessler J., Hall P., Haller T., Hallmans G., Hannemann A., Hartman C.A., Hassinen M., Hayward C., Heard-Costa N.L., Helmer Q., Hemani G., Henders A.K., Hillege H.L., Hlatky M.A., Hoffmann W., Hoffmann P., Holmen O., Houwing-Duistermaat J.J., Illig T., Isaacs A., James A.L., Jeff J., Johansen B., Johansson A., Jolley J., Juliusdottir T., Junttila J., Kho A.N., Kinnunen L., Klopp N., Kocher T., Kratzer W., Lichtner P., Lind L., Lindstrom J., Lobbens S., Lorentzon M., Lu Y., Lyssenko V., Magnusson P.K.E., Mahajan A., Maillard M., McArdle W.L., McKenzie C.A., McLachlan S., McLaren P.J., Menni C., Merger S., Milani L., Moayyeri A., Monda K.L., Morken M.A., Muller G., Muller-Nurasyid M., Musk A.W., Narisu N., Nauck M., Nolte I.M., Nothen M.M., Oozageer L., Pilz S., Rayner N.W., Renstrom F., Robertson N.R., Rose L.M., Roussel R., Sanna S., Scharnagl H., Scholtens S., Schumacher F.R., Schunkert H., Scott R.A., Sehmi J., Seufferlein T., Shi J., Silventoinen K., Smit J.H., Smith A.V., Smolonska J., Stanton A.V., Stirrups K., Stott D.J., Stringham H.M., Sundstrom J., Swertz M.A., Syvanen A.-C., Tayo B.O., Thorleifsson G., Tyrer J.P., Van Dijk S., Van Schoor N.M., Van Der Velde N., Van Heemst D., Van Oort F.V.A., Vermeulen S.H., Verweij N., Vonk J.M., Waite L.L., Waldenberger M., Wennauer R., Wilkens L.R., Willenborg C., Wilsgaard T., Wojczynski M.K., Wong A., Wright A.F., Zhang Q., Arveiler D., Bakker S.J.L., Beilby J., Bergman R.N., Bergmann S., Biffar R., Blangero J., Boomsma D.I., Bornstein S.R., Bovet P., Brambilla P., Brown M.J., Campbell H., Caulfield M.J., Chakravarti A., Collins R., Collins F.S., Crawford D.C., Cupples L.A., Danesh J., De Faire U., Den Ruijter H.M., Erbel R., Erdmann J., Eriksson J.G., Farrall M., Ferrannini E., Ferrieres J., Ford I., Forouhi N.G., Forrester T., Gansevoort R.T., Gejman P.V., Gieger C., Golay A., Gottesman O., Gudnason V., Gyllensten U., Haas D.W., Hall A.S., Harris T.B., Hattersley A.T., Heath A.C., Hengstenberg C., Hicks A.A., Hindorff L.A., Hingorani A.D., Hofman A., Hovingh G.K., Humphries S.E., Hunt S.C., Hypponen E., Jacobs K.B., Jarvelin M.-R., Jousilahti P., Jula A.M., Kaprio J., Kastelein J.J.P., Kayser M., Kee F., Keinanen-Kiukaanniemi S.M., Kiemeney L.A., Kooner J.S., Kooperberg C., Koskinen S., Kovacs P., Kraja A.T., Kumari M., Kuusisto J., Lakka T.A., Langenberg C., Le Marchand L., Lehtimaki T., Lupoli S., Madden P.A.F., Mannisto S., Manunta P., Marette A., Matise T.C., McKnight B., Meitinger T., Moll F.L., Montgomery G.W., Morris A.D., Morris A.P., Murray J.C., Nelis M., Ohlsson C., Oldehinkel A.J., Ong K.K., Ouwehand W.H., Pasterkamp G., Peters A., Pramstaller P.P., Price J.F., Qi L., Raitakari O.T., Rankinen T., Rao D.C., Rice T.K., Ritchie M., Rudan I., Salomaa V., Samani N.J., Saramies J., Sarzynski M.A., Schwarz P.E.H., Sebert S., Sever P., Shuldiner A.R., Sinisalo J., Steinthorsdottir V., Stolk R.P., Tardif J.-C., Tonjes A., Tremblay A., Tremoli E., Virtamo J., Vohl M.-C., Amouyel P., Asselbergs F.W., Assimes T.L., Bochud M., Boehm B.O., Boerwinkle E., Bottinger E.P., Bouchard C., Cauchi S., Chambers J.C., Chanock S.J., Cooper R.S., De Bakker P.I.W., Dedoussis G., Ferrucci L., Franks P.W., Froguel P., Groop L.C., Haiman C.A., Hamsten A., Hayes M.G., Hui J., Hunter D.J., Hveem K., Jukema J.W., Kaplan R.C., Kivimaki M., Kuh D., Laakso M., Liu Y., Martin N.G., Marz W., Melbye M., Moebus S., Munroe P.B., Njolstad I., Oostra B.A., Palmer C.N.A., Pedersen N.L., Perola M., Perusse L., Peters U., Powell J.E., Power C., Quertermous T., Rauramaa R., Reinmaa E., Ridker P.M., Rivadeneira F., Rotter J.I., Saaristo T.E., Saleheen D., Schlessinger D., Slagboom P.E., Snieder H., Spector T.D., Strauch K., Stumvoll M., Tuomilehto J., Uusitupa M., Van Der Harst P., Volzke H., Walker M., Wareham N.J., Watkins H., Wichmann H.-E., Wilson J.F., Zanen P., Deloukas P., Heid I.M., Lindgren C.M., Mohlke K.L., Speliotes E.K., Thorsteinsdottir U., Barroso I., Fox C.S., North K.E., Strachan D.P., Beckmann J.S., Berndt S.I., Boehnke M., Borecki I.B., McCarthy M.I., Metspalu A., Stefansson K., Uitterlinden A.G., Van Duijn C.M., Franke L., Willer C.J., Price A.L., Lettre G., Loos R.J.F., Weedon M.N., Ingelsson E., O'Connell J.R., Abecasis G.R., Chasman D.I., Goddard M.E., Visscher P.M., Hirschhorn J.N., and Frayling T.M.
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Netherlands Twin Register (NTR) ,BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA ,Electronic Medical Records and Genomics (eMEMERGEGE) Consortium ,Medizin ,Genome-wide association study ,Adult ,Analysis of Variance ,Body Height/genetics ,European Continental Ancestry Group/genetics ,Genetic Variation/genetics ,Genetics, Population ,Genome-Wide Association Study/methods ,Humans ,Oligonucleotide Array Sequence Analysis ,Polymorphism, Single Nucleotide/genetics ,heritability ,0302 clinical medicine ,Genome-wide ,SNPS ,snps ,Genetics & Heredity ,ddc:616 ,Genetics ,Medical And Health Sciences ,0303 health sciences ,education.field_of_study ,variants ,GENETIC-VARIATION ,Biological Sciences ,Urological cancers Radboud Institute for Health Sciences [Radboudumc 15] ,body height ,genetic-variation ,Life Sciences & Biomedicine ,Single Nucleotide/genetics ,Human ,European Continental Ancestry Group ,Population ,Single-nucleotide polymorphism ,Biology ,Polymorphism, Single Nucleotide ,Article ,White People ,NO ,complex traits ,03 medical and health sciences ,Genetic variation ,heritability, adult, height ,Polymorphism ,Human height ,PAGEGE Consortium ,education ,Gene ,VLAG ,030304 developmental biology ,Global Nutrition ,Wereldvoeding ,genome-wide association study ,Science & Technology ,Whites ,Oligonucleotide Array Sequence Analysi ,MUTATIONS ,COMPLEX TRAITS ,ta1184 ,Klinisk medicin ,population genetics ,Genetic Variation ,Heritability ,ta3121 ,mutations ,Genetic architecture ,Body Height ,genetic variation ,MIGen Consortium ,Inflammatory diseases Radboud Institute for Health Sciences [Radboudumc 5] ,Clinical Medicine ,030217 neurology & neurosurgery ,height ,LifeLines Cohort Study ,Developmental Biology ,Genome-Wide Association Study - Abstract
Item does not contain fulltext Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated approximately 2,000, approximately 3,700 and approximately 9,500 SNPs explained approximately 21%, approximately 24% and approximately 29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/beta-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
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- 2014
16. Genomics of 1 million parent lifespans implicates novel pathways and common diseases and distinguishes survival chances
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Timmers, P.R., Mounier, N., Lall, K., Fischer, K., Ning, Z., Feng, X., Bretherick, A.D., Clark, D.W., Agbessi, M., Ahsan, H., Alves, I., Andiappan, A., Awadalla, P., Battle, A., Bonder, M.J., Boomsma, D., Christiansen, M., Claringbould, A., Deelen, P., van Dongen, J., Esko, T., Favé, M., Franke, L., Frayling, T., Gharib, S.A., Gibson, G., Hemani, G., Jansen, R., Kalnapenkis, A., Kasela, S., Kettunen, J., Kim, Y., Kirsten, H., Kovacs, P., Krohn, K., Kronberg-Guzman, J., Kukushkina, V., Kutalik, Z., Kähönen, M., Lee, B., Lehtimäki, T., Loeffler, M., Marigorta, U., Metspalu, A., van Meurs, J., Milani, L., Müller-Nurasyid, M., Nauck, M., Nivard, M., Penninx, B., Perola, M., Pervjakova, N., Pierce, B., Powell, J., Prokisch, H., Psaty, B.M., Raitakari, O., Ring, S., Ripatti, S., Rotzschke, O., Ruëger, S., Saha, A., Scholz, M., Schramm, K., Seppälä, I., Stumvoll, M., Sullivan, P., Teumer, A., Thiery, J., Tong, L., Tönjes, A., Verlouw, J., Visscher, P.M., Võsa, U., Völker, U., Yaghootkar, H., Yang, J., Zeng, B., Zhang, F., Shen, X., Wilson, J.F., Joshi, P.K., eQTLGen Consortium, Psychiatry, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, and APH - Digital Health
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Male ,Parents ,Multifactorial Inheritance ,QH301-705.5 ,Science ,Longevity ,Complex Trait ,Genetics ,Genomics ,Human ,Lifespan ,Age Factors ,Aged ,Bayes Theorem ,DNA Methylation/genetics ,Disease/genetics ,Female ,Genetic Loci ,Genome-Wide Association Study ,Humans ,Longevity/genetics ,Middle Aged ,Multifactorial Inheritance/genetics ,Polymorphism, Single Nucleotide/genetics ,Risk Factors ,Sex Characteristics ,Signal Transduction/genetics ,Survival Analysis ,complex trait ,genetics ,genomics ,human ,lifespan ,longevity ,Polymorphism, Single Nucleotide ,Research Communication ,Disease ,Biology (General) ,Genetics and Genomics ,DNA Methylation ,Medicine ,Signal Transduction - Abstract
We use a genome-wide association of 1 million parental lifespans of genotyped subjects and data on mortality risk factors to validate previously unreplicated findings near CDKN2B-AS1, ATXN2/BRAP, FURIN/FES, ZW10, PSORS1C3, and 13q21.31, and identify and replicate novel findings near ABO, ZC3HC1, and IGF2R. We also validate previous findings near 5q33.3/EBF1 and FOXO3, whilst finding contradictory evidence at other loci. Gene set and cell-specific analyses show that expression in foetal brain cells and adult dorsolateral prefrontal cortex is enriched for lifespan variation, as are gene pathways involving lipid proteins and homeostasis, vesicle-mediated transport, and synaptic function. Individual genetic variants that increase dementia, cardiovascular disease, and lung cancer – but not other cancers – explain the most variance. Resulting polygenic scores show a mean lifespan difference of around five years of life across the deciles. Editorial note: This article has been through an editorial process in which the authors decide how to respond to the issues raised during peer review. The Reviewing Editor's assessment is that all the issues have been addressed (see decision letter)., eLife digest Ageing happens to us all, and as the cabaret singer Maurice Chevalier pointed out, "old age is not that bad when you consider the alternative". Yet, the growing ageing population of most developed countries presents challenges to healthcare systems and government finances. For many older people, long periods of ill health are part of the end of life, and so a better understanding of ageing could offer the opportunity to prolong healthy living into old age. Ageing is complex and takes a long time to study – a lifetime in fact. This makes it difficult to discern its causes, among the countless possibilities based on an individual’s genes, behaviour or environment. While thousands of regions in an individual’s genetic makeup are known to influence their risk of different diseases, those that affect how long they will live have proved harder to disentangle. Timmers et al. sought to pinpoint such regions, and then use this information to predict, based on their DNA, whether someone had a better or worse chance of living longer than average. The DNA of over 500,000 people was read to reveal the specific ‘genetic fingerprints’ of each participant. Then, after asking each of the participants how long both of their parents had lived, Timmers et al. pinpointed 12 DNA regions that affect lifespan. Five of these regions were new and had not been linked to lifespan before. Across the twelve as a whole several were known to be involved in Alzheimer’s disease, smoking-related cancer or heart disease. Looking at the entire genome, Timmers et al. could then predict a lifespan score for each individual, and when they sorted participants into ten groups based on these scores they found that top group lived five years longer than the bottom, on average. Many factors beside genetics influence how long a person will live and our lifespan cannot be read from our DNA alone. Nevertheless, Timmers et al. had hoped to narrow down their search and discover specific genes that directly influence how quickly people age, beyond diseases. If such genes exist, their effects were too small to be detected in this study. The next step will be to expand the study to include more participants, which will hopefully pinpoint further genomic regions and help disentangle the biology of ageing and disease.
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- 2019
17. Mendelian randomization integrating GWAS and eQTL data reveals genetic determinants of complex and clinical traits
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Porcu, E. (Eleonora), Rueger, S. (Sina), Lepik, K. (Kaido), Agbessi, M. (Mawusse), Ahsan, H. (Habibul), Alves, I. (Isabel), Andiappan, A. (Anand), Arindrarto, W. (Wibowo), Awadalla, P. (Philip), Battle, A. (Alexis), Beutner, F. (Frank), Bonder, M. J. (Marc Jan), Boomsma, D. (Dorret), Christiansen, M. (Mark), Claringbould, A. (Annique), Deelen, P. (Patrick), Esko, T. (Tonu), Fave, M.-J. (Marie-Julie), Franke, L. (Lude), Frayling, T. (Timothy), Gharib, S. A. (Sina A.), Gibson, G. (Gregory), Heijmans, B. T. (Bastiaan T.), Hemani, G. (Gibran), Jansen, R. (Rick), Kahonen, M. (Mika), Kalnapenkis, A. (Anette), Kasela, S. (Silva), Kettunen, J. (Johannes), Kim, Y. (Yungil), Kirsten, H. (Holger), Kovacs, P. (Peter), Krohn, K. (Knut), Kronberg-Guzman, J. (Jaanika), Kukushkina, V. (Viktorija), Lee, B. (Bernett), Lehtimaki, T. (Terho), Loeffler, M. (Markus), Marigorta, U. M. (Urko M.), Mei, H. (Hailang), Milani, L. (Lili), Montgomery, G. W. (Grant W.), Mueler-Nurasyid, M. (Martina), Nauck, M. (Matthias), Nivard, M. (Michel), Penninx, B. (Brenda), Perola, M. (Markus), Pervjakova, N. (Natalia), Pierce, B. L. (Brandon L.), Powell, J. (Joseph), Prokisch, H. (Holger), Psaty, B. M. (Bruce M.), Raitakari, O. T. (Olli T.), Ripatti, S. (Samuli), Rotzschke, O. (Olaf), Saha, A. (Ashis), Scholz, M. (Markus), Schramm, K. (Katharina), Seppala, I. (Ilkka), Slagboom, E. P. (Eline P.), Stehouwer, C. D. (Coen D. A.), Stumvoll, M. (Michael), Sullivan, P. (Patrick), Teumer, A. (Alexander), Thiery, J. (Joachim), Tong, L. (Lin), Tonjes, A. (Anke), van Dongen, J. (Jenny), van Iterson, M. (Maarten), van Meurs, J. (Joyce), Veldink, J. H. (Jan H.), Verlouw, J. (Joost), Visscher, P. M. (Peter M.), Volker, U. (Uwe), Vosa, U. (Urmo), Westra, H.-J. (Harm-Jan), Wijmenga, C. (Cisca), Yaghootkar, H. (Hanieh), Yang, J. (Jian), Zeng, B. (Biao), Zhang, F. (Futao), Beekman, M. (Marian), Boomsma, D. I. (Dorret I.), Bot, J. (Jan), Deelen, J. (Joris), Hofman, B. A. (Bert A.), Hottenga, J. J. (Jouke J.), Isaacs, A. (Aaron), Jhamai, P. M. (P. Mila), Kielbasa, S. M. (Szymon M.), Lakenberg, N. (Nico), Luijk, R. (Rene), Mei, H. (Hailiang), Moed, M. (Matthijs), Nooren, I. (Irene), Pool, R. (Rene), Schalkwijk, C. G. (Casper G.), Slagboom, P. E. (P. Eline), Suchiman, H. E. (H. Eka D.), Swertz, M. A. (Morris A.), Tigchelaar, E. F. (Ettje F.), Uitterlinden, A. G. (Andre G.), van den Berg, L. H. (Leonard H.), van der Breggen, R. (Ruud), van der Kallen, C. J. (Carla J. H.), van Dijk, F. (Freerk), van Duijn, C. M. (Cornelia M.), van Galen, M. (Michiel), van Greevenbroek, M. M. (Marleen M. J.), van Heemst, D. (Diana), van Rooij, J. (Jeroen), Van't Hof, P. (Peter), van Zwet, E. W. (Erik. W.), Vermaat, M. (Martijn), Verbiest, M. (Michael), Verkerk, M. (Marijn), Zhernakova, D. V. (Dasha V.), Zhernakova, S. (Sasha), Santoni, F. A. (Federico A.), Reymond, A. (Alexandre), and Kutalik, Z. (Zoltan)
- Abstract
Genome-wide association studies (GWAS) have identified thousands of variants associated with complex traits, but their biological interpretation often remains unclear. Most of these variants overlap with expression QTLs, indicating their potential involvement in regulation of gene expression. Here, we propose a transcriptome-wide summary statistics-based Mendelian Randomization approach (TWMR) that uses multiple SNPs as instruments and multiple gene expression traits as exposures, simultaneously. Applied to 43 human phenotypes, it uncovers 3,913 putatively causal gene–trait associations, 36% of which have no genome-wide significant SNP nearby in previous GWAS. Using independent association summary statistics, we find that the majority of these loci were missed by GWAS due to power issues. Noteworthy among these links is educational attainment-associated BSCL2, known to carry mutations leading to a Mendelian form of encephalopathy. We also find pleiotropic causal effects suggestive of mechanistic connections. TWMR better accounts for pleiotropy and has the potential to identify biological mechanisms underlying complex traits.
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- 2019
18. Associations of Mitochondrial and Nuclear Mitochondrial Variants and Genes with Seven Metabolic Traits
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Harris, S.E., Corley, J., Wojczynski, M.K., Nauck, M., Levy, D., Gu, C., Sorensen, T.I.A., Noordam, R., Guo, X., Hill, W.D., Chen, Y.-D.I., Liu, C., Yao, J., Kraja, A.T., Daw, E.W., Irvin, M.R., Christensen, C., Newman, A.B., Hansen, T., Hudson, G., Zeng, D., Wu, H., Uitterlinden, A.G., Wareham, N.J., Perls, T.T., Grarup, N., Broeckel, U., Luan, J., Fu, M., Hemani, G., de Mutsert, R., Lin, S.J., Wilson, J.G., Jorgensen, M.E., Witte, D.R., Have, C.T., Ribel-Madsen, R., Wang, Y., Love-Gregory, L.D., Bowden, D.W., Province, M.A., Rotter, J.I., Taylor, A.M., Hunt, S.C., Thyagarajan, B., Goodarzi, M.O., Ridker, P.M., Torp-Pedersen, C., Ligthart, S., Starr, J.M., Feitosa, M.F., Arnett, D.K., de Haan, H.G., Jorgensen, T., Weeke, P.E., Graff, M., de las Fuentes, L., Justice, A.E., Hayward, C., Kerrison, N.D., Pedersen, O., Bonnelykke, K., Perry, J.A., Fetterman, J.L., Hai, Y., Malik, A.N., Vestergaard, H., Cropp, C.D., Ryan, K.A., Christensen, K., The Population Sciences Branch, NHLBI/NIH, Armasu, S.M., Langenberg, C., Forouhi, N.G., Yang, W., Teumer, A., Rodriguez, S., Kardia, S.L.R., Qi, Q., Becker, D.M., Baranski, T.J., Yanek, L.R., Rao, D.C., Fernandez, E.P., Lin, K.-H., Li-Gao, R., Sofer, T., Nohr, E.A., Larson, N.B., Sheu, W.H.-H., Elliott, P., An, P., Schnurr, T.M., Gu, Z., Taylor, K.D., Davies, G., Kilpelainen, T.O., Lee, W.-J., Patki, A., Barve, R.A., Brandslund, I., Sandow, K., Weiss, S., Wang, L., Stergiakouli, E., Mathias, R.A., Ghanbari, M., Tiwari, H.K., Rivadeneira, F., Davila-Roman, V.G., de Andrade, M., North, K.E., Richardson, T.G., Horta, B.L., Bielinski, S.J., Linneberg, A., Young, K., Argos, M., Dehghan, A., Chasman, D.I., Mook-Kanamori, D.O., Vaidya, D., Petersmann, A., Scott, R.A., Meigs, J.B., Ahluwalia, T.S., Gao, H., Rosendaal, F.R., Chakravarti, A., van Heemst, D., Cox, S.R., Williams, C., Pankow, J., Giulianini, F., Weir, B.S., Jonsson, A.E., Hartwig, F.P., Rohde, R., Ikram, M.A., Homuth, G., Lee, J.H., Deary, I.J., Erzurumluoglu, A.M., Chu, A.Y., Emery, L.S., Franco, O.H., Ong, K.K., Arking, D.E., Loos, R.J.F., Tzoulaki, I., Pattie, A., Timpson, N.J., and Turner, S.T.
- Abstract
Mitochondria (MT), the major site of cellular energy production, are under dual genetic control by 37 mitochondrial DNA (mtDNA) genes and numerous nuclear genes (MT-nDNA). In the CHARGEmtDNA+ Consortium, we studied genetic associations of mtDNA and MT-nDNA associations with body mass index (BMI), waist-hip-ratio (WHR), glucose, insulin, HOMA-B, HOMA-IR, and HbA1c. This 45-cohort collaboration comprised 70,775 (insulin) to 170,202 (BMI) pan-ancestry individuals. Validation and imputation of mtDNA variants was followed by single-variant and gene-based association testing. We report two significant common variants, one in MT-ATP6 associated (p ≤ 5E−04) with WHR and one in the D-loop with glucose. Five rare variants in MT-ATP6, MT-ND5, and MT-ND6 associated with BMI, WHR, or insulin. Gene-based meta-analysis identified MT-ND3 associated with BMI (p ≤ 1E−03). We considered 2,282 MT-nDNA candidate gene associations compiled from online summary results for our traits (20 unique studies with 31 dataset consortia's genome-wide associations [GWASs]). Of these, 109 genes associated (p ≤ 1E−06) with at least 1 of our 7 traits. We assessed regulatory features of variants in the 109 genes, cis- and trans-gene expression regulation, and performed enrichment and protein-protein interactions analyses. Of the identified mtDNA and MT-nDNA genes, 79 associated with adipose measures, 49 with glucose/insulin, 13 with risk for type 2 diabetes, and 18 with cardiovascular disease, indicating for pleiotropic effects with health implications. Additionally, 21 genes related to cholesterol, suggesting additional important roles for the genes identified. Our results suggest that mtDNA and MT-nDNA genes and variants reported make important contributions to glucose and insulin metabolism, adipocyte regulation, diabetes, and cardiovascular disease.
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- 2019
- Full Text
- View/download PDF
19. Appraising the causal relevance of DNA methylation for risk of lung cancer
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Battram, T, Richmond, RC, Baglietto, L, Haycock, PC, Perduca, V, Bojesen, SE, Gaunt, TR, Hemani, G, Guida, F, Carreras-Torres, R, Hung, R, Amos, C, Freeman, JR, Sandanger, TM, Nost, TH, Nordestgaard, BG, Teschendorff, AE, Polidoro, S, Vineis, P, Severi, G, Hodge, AM, Giles, GG, Grankvist, K, Johansson, MB, Johansson, M, Smith, GD, Relton, CL, Battram, T, Richmond, RC, Baglietto, L, Haycock, PC, Perduca, V, Bojesen, SE, Gaunt, TR, Hemani, G, Guida, F, Carreras-Torres, R, Hung, R, Amos, C, Freeman, JR, Sandanger, TM, Nost, TH, Nordestgaard, BG, Teschendorff, AE, Polidoro, S, Vineis, P, Severi, G, Hodge, AM, Giles, GG, Grankvist, K, Johansson, MB, Johansson, M, Smith, GD, and Relton, CL
- Abstract
BACKGROUND: DNA methylation changes in peripheral blood have recently been identified in relation to lung cancer risk. Some of these changes have been suggested to mediate part of the effect of smoking on lung cancer. However, limitations with conventional mediation analyses mean that the causal nature of these methylation changes has yet to be fully elucidated. METHODS: We first performed a meta-analysis of four epigenome-wide association studies (EWAS) of lung cancer (918 cases, 918 controls). Next, we conducted a two-sample Mendelian randomization analysis, using genetic instruments for methylation at CpG sites identified in the EWAS meta-analysis, and 29 863 cases and 55 586 controls from the TRICL-ILCCO lung cancer consortium, to appraise the possible causal role of methylation at these sites on lung cancer. RESULTS: Sixteen CpG sites were identified from the EWAS meta-analysis [false discovery rate (FDR) < 0.05], for 14 of which we could identify genetic instruments. Mendelian randomization provided little evidence that DNA methylation in peripheral blood at the 14 CpG sites plays a causal role in lung cancer development (FDR > 0.05), including for cg05575921-AHRR where methylation is strongly associated with both smoke exposure and lung cancer risk. CONCLUSIONS: The results contrast with previous observational and mediation analysis, which have made strong claims regarding the causal role of DNA methylation. Thus, previous suggestions of a mediating role of methylation at sites identified in peripheral blood, such as cg05575921-AHRR, could be unfounded. However, this study does not preclude the possibility that differential DNA methylation at other sites is causally involved in lung cancer development, especially within lung tissue.
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- 2019
20. Trans-ethnic kidney function association study reveals putative causal genes and effects on kidney-specific disease aetiologies
- Author
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Morris, AP, Le, TH, Wu, H, Akbarov, A, van der Most, PJ, Hemani, G, Smith, GD, Mahajan, A, Gaulton, KJ, Nadkarni, GN, Valladares-Salgado, A, Wacher-Rodarte, N, Mychaleckyj, JC, Dueker, ND, Guo, X, Hai, Y, Haessler, J, Kamatani, Y, Stilp, AM, Zhu, G, Cook, JP, Arnlov, J, Blanton, SH, de Borst, MH, Bottinger, EP, Buchanan, TA, Cechova, S, Charchar, FJ, Chu, P-L, Damman, J, Eales, J, Gharavi, AG, Giedraitis, V, Heath, AC, Ipp, E, Kiryluk, K, Kramer, HJ, Kubo, M, Larsson, A, Lindgren, CM, Lu, Y, Madden, PAF, Montgomery, GW, Papanicolaou, GJ, Raffel, LJ, Sacco, RL, Sanchez, E, Stark, H, Sundstrom, J, Taylor, KD, Xiang, AH, Zivkovic, A, Lind, L, Ingelsson, E, Martin, NG, Whitfield, JB, Cai, J, Laurie, CC, Okada, Y, Matsuda, K, Kooperberg, C, Chen, Y-DI, Rundek, T, Rich, SS, Loos, RJF, Parra, EJ, Cruz, M, Rotter, J, Snieder, H, Tomaszewski, M, Humphreys, BD, Franceschini, N, Morris, AP, Le, TH, Wu, H, Akbarov, A, van der Most, PJ, Hemani, G, Smith, GD, Mahajan, A, Gaulton, KJ, Nadkarni, GN, Valladares-Salgado, A, Wacher-Rodarte, N, Mychaleckyj, JC, Dueker, ND, Guo, X, Hai, Y, Haessler, J, Kamatani, Y, Stilp, AM, Zhu, G, Cook, JP, Arnlov, J, Blanton, SH, de Borst, MH, Bottinger, EP, Buchanan, TA, Cechova, S, Charchar, FJ, Chu, P-L, Damman, J, Eales, J, Gharavi, AG, Giedraitis, V, Heath, AC, Ipp, E, Kiryluk, K, Kramer, HJ, Kubo, M, Larsson, A, Lindgren, CM, Lu, Y, Madden, PAF, Montgomery, GW, Papanicolaou, GJ, Raffel, LJ, Sacco, RL, Sanchez, E, Stark, H, Sundstrom, J, Taylor, KD, Xiang, AH, Zivkovic, A, Lind, L, Ingelsson, E, Martin, NG, Whitfield, JB, Cai, J, Laurie, CC, Okada, Y, Matsuda, K, Kooperberg, C, Chen, Y-DI, Rundek, T, Rich, SS, Loos, RJF, Parra, EJ, Cruz, M, Rotter, J, Snieder, H, Tomaszewski, M, Humphreys, BD, and Franceschini, N
- Abstract
Chronic kidney disease (CKD) affects ~10% of the global population, with considerable ethnic differences in prevalence and aetiology. We assemble genome-wide association studies of estimated glomerular filtration rate (eGFR), a measure of kidney function that defines CKD, in 312,468 individuals of diverse ancestry. We identify 127 distinct association signals with homogeneous effects on eGFR across ancestries and enrichment in genomic annotations including kidney-specific histone modifications. Fine-mapping reveals 40 high-confidence variants driving eGFR associations and highlights putative causal genes with cell-type specific expression in glomerulus, and in proximal and distal nephron. Mendelian randomisation supports causal effects of eGFR on overall and cause-specific CKD, kidney stone formation, diastolic blood pressure and hypertension. These results define novel molecular mechanisms and putative causal genes for eGFR, offering insight into clinical outcomes and routes to CKD treatment development.
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- 2019
21. Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis
- Author
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Bandres-Ciga, S, Noyce, A, Hemani, G, Nicolas, A, Calvo, A, Mora, G, Tienari, P, Stone, D, Nalls, M, Singleton, A, Chiò, A, Traynor, Bryan, J, Tremolizzo, L, Bandres-Ciga, Sara, Noyce, Alastair J, Hemani, Gibran, Nicolas, Aude, Calvo, Andrea, Mora, Gabriele, Tienari, Pentti J, Stone, David J, Nalls, Mike A, Singleton, Andrew B, Chiò, Adriano, Bryan J, Tremolizzo L, Bandres-Ciga, S, Noyce, A, Hemani, G, Nicolas, A, Calvo, A, Mora, G, Tienari, P, Stone, D, Nalls, M, Singleton, A, Chiò, A, Traynor, Bryan, J, Tremolizzo, L, Bandres-Ciga, Sara, Noyce, Alastair J, Hemani, Gibran, Nicolas, Aude, Calvo, Andrea, Mora, Gabriele, Tienari, Pentti J, Stone, David J, Nalls, Mike A, Singleton, Andrew B, Chiò, Adriano, Bryan J, and Tremolizzo L
- Abstract
Objective: To identify shared polygenic risk and causal associations in amyotrophic lateral sclerosis (ALS). Methods: Linkage disequilibrium score regression and Mendelian randomization were applied in a large-scale, data-driven manner to explore genetic correlations and causal relationships between >700 phenotypic traits and ALS. Exposures consisted of publicly available genome-wide association studies (GWASes) summary statistics from MR Base and LD-hub. The outcome data came from the recently published ALS GWAS involving 20,806 cases and 59,804 controls. Multivariate analyses, genetic risk profiling, and Bayesian colocalization analyses were also performed. Results: We have shown, by linkage disequilibrium score regression, that ALS shares polygenic risk genetic factors with a number of traits and conditions, including positive correlations with smoking status and moderate levels of physical activity, and negative correlations with higher cognitive performance, higher educational attainment, and light levels of physical activity. Using Mendelian randomization, we found evidence that hyperlipidemia is a causal risk factor for ALS and localized putative functional signals within loci of interest. Interpretation: Here, we have developed a public resource (https://lng-nia.shinyapps.io/mrshiny) which we hope will become a valuable tool for the ALS community, and that will be expanded and updated as new data become available. Shared polygenic risk exists between ALS and educational attainment, physical activity, smoking, and tenseness/restlessness. We also found evidence that elevated low-desnity lipoprotein cholesterol is a causal risk factor for ALS. Future randomized controlled trials should be considered as a proof of causality. Ann Neurol 2019;85:470–481.
- Published
- 2019
22. Shared polygenic risk and causal inferences in amyotrophic lateral sclerosis
- Author
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Bandres-Ciga, S., Noyce, A. J., Hemani, G., Nicolas, A., Calvo, A., Mora, G., Arosio, A., Barberis, M., Bartolomei, I., Battistini, S., Benigni, M., Borghero, G., Brunetti, M., Cammarosano, S., Cannas, A., Canosa, A., Capasso, Monica, Caponnetto, C., Caredda, C., Carrera, P., Casale, F., Cavallaro, S., Chio, A., Colletti, T., Conforti, F. L., Conte, Amelia, Corrado, L., Costantino, E., D'Alfonso, Sandra, Fasano, Alfonso, Femiano, C., Ferrarese, C., Fini, N., Floris, G., Fuda, G., Giannini, F., Grassano, M., Ilardi, A., La Bella, V., Lattante, Serena, Logroscino, Giandomenico, Logullo, F. O., Loi, D., Lunetta, C., Mancardi, G., Mandich, P., Mandrioli, J., Manera, U., Marangi, Giuseppe, Marinou, K., Marrali, G., Marrosu, M. G., Mazzini, L., Melis, M., Messina, S., Moglia, C., Monsurro, M. R., Mosca, Luigi, Occhineri, P., Origone, P., Pani, C., Penco, S., Petrucci, A., Piccirillo, G., Pirisi, A., Pisano, F., Pugliatti, M., Restagno, G., Ricci, C., Rita Murru, M., Riva, N., Sabatelli, Mario, Salvi, F., Santarelli, M., Sideri, R., De Simone, Idor, Spataro, R., Tanel, R., Tedeschi, G., Tranquilli, S., Tremolizzo, L., Trojsi, F., Volanti, P., Zollino, Marcella, Abramzon, Y., Arepalli, S., Baloh, R. H., Bowser, R., Brady, C. B., Brice, A., Broach, J., Campbell, R. H., Camu, W., Chia, R., Cooper-Knock, J., Cusi, D., Ding, J., Drepper, C., Drory, V. E., Dunckley, T. L., Eicher, J. D., Faghri, F., Feldman, E., Kay Floeter, M., Fratta, P., Geiger, J. T., Gerhard, G., Gibbs, J. R., Gibson, S. B., Glass, J. D., Hardy, J., Harms, M. B., Heiman-Patterson, T. D., Hernandez, D. G., Jansson, L., Kamel, F., Kirby, J., Kowall, N. W., Laaksovirta, H., Landi, Francesco, Le Ber, I., Lumbroso, S., Macgowan, D. J. L., Maragakis, N. J., Mouzat, K., Murphy, N. A., Myllykangas, L., Nalls, M. A., Orrell, R. W., Ostrow, L. W., Pamphlett, R., Pickering-Brown, S., Pioro, E., Pliner, H. A., Pulst, S. M., Ravits, J. M., Renton, A. E., Rivera, A., Robbrecht, W., Rogaeva, E., Rollinson, S., Rothstein, J. D., Salvi, E., Scholz, S. W., Sendtner, M., Shaw, P. J., Sidle, K. C., Simmons, Z., Singleton, A. B., Stone, D. C., Sulkava, R., Tienari, P. J., Traynor, B. J., Trojanowski, J. Q., Troncoso, J. C., Van Damme, P., Van Deerlin, V. M., Van Den Bosch, L., Zinman, L., Stone, D. J., Capasso M., Conte A., D'Alfonso S., Fasano A., Lattante S. (ORCID:0000-0003-2891-0340), Logroscino G. (ORCID:0000-0003-1301-5343), Marangi G. (ORCID:0000-0002-6898-8882), Mosca L. (ORCID:0000-0003-4641-0841), Sabatelli M. (ORCID:0000-0001-6635-4985), Zollino M. (ORCID:0000-0003-4871-9519), Landi F. (ORCID:0000-0002-3472-1389), Bandres-Ciga, S., Noyce, A. J., Hemani, G., Nicolas, A., Calvo, A., Mora, G., Arosio, A., Barberis, M., Bartolomei, I., Battistini, S., Benigni, M., Borghero, G., Brunetti, M., Cammarosano, S., Cannas, A., Canosa, A., Capasso, Monica, Caponnetto, C., Caredda, C., Carrera, P., Casale, F., Cavallaro, S., Chio, A., Colletti, T., Conforti, F. L., Conte, Amelia, Corrado, L., Costantino, E., D'Alfonso, Sandra, Fasano, Alfonso, Femiano, C., Ferrarese, C., Fini, N., Floris, G., Fuda, G., Giannini, F., Grassano, M., Ilardi, A., La Bella, V., Lattante, Serena, Logroscino, Giandomenico, Logullo, F. O., Loi, D., Lunetta, C., Mancardi, G., Mandich, P., Mandrioli, J., Manera, U., Marangi, Giuseppe, Marinou, K., Marrali, G., Marrosu, M. G., Mazzini, L., Melis, M., Messina, S., Moglia, C., Monsurro, M. R., Mosca, Luigi, Occhineri, P., Origone, P., Pani, C., Penco, S., Petrucci, A., Piccirillo, G., Pirisi, A., Pisano, F., Pugliatti, M., Restagno, G., Ricci, C., Rita Murru, M., Riva, N., Sabatelli, Mario, Salvi, F., Santarelli, M., Sideri, R., De Simone, Idor, Spataro, R., Tanel, R., Tedeschi, G., Tranquilli, S., Tremolizzo, L., Trojsi, F., Volanti, P., Zollino, Marcella, Abramzon, Y., Arepalli, S., Baloh, R. H., Bowser, R., Brady, C. B., Brice, A., Broach, J., Campbell, R. H., Camu, W., Chia, R., Cooper-Knock, J., Cusi, D., Ding, J., Drepper, C., Drory, V. E., Dunckley, T. L., Eicher, J. D., Faghri, F., Feldman, E., Kay Floeter, M., Fratta, P., Geiger, J. T., Gerhard, G., Gibbs, J. R., Gibson, S. B., Glass, J. D., Hardy, J., Harms, M. B., Heiman-Patterson, T. D., Hernandez, D. G., Jansson, L., Kamel, F., Kirby, J., Kowall, N. W., Laaksovirta, H., Landi, Francesco, Le Ber, I., Lumbroso, S., Macgowan, D. J. L., Maragakis, N. J., Mouzat, K., Murphy, N. A., Myllykangas, L., Nalls, M. A., Orrell, R. W., Ostrow, L. W., Pamphlett, R., Pickering-Brown, S., Pioro, E., Pliner, H. A., Pulst, S. M., Ravits, J. M., Renton, A. E., Rivera, A., Robbrecht, W., Rogaeva, E., Rollinson, S., Rothstein, J. D., Salvi, E., Scholz, S. W., Sendtner, M., Shaw, P. J., Sidle, K. C., Simmons, Z., Singleton, A. B., Stone, D. C., Sulkava, R., Tienari, P. J., Traynor, B. J., Trojanowski, J. Q., Troncoso, J. C., Van Damme, P., Van Deerlin, V. M., Van Den Bosch, L., Zinman, L., Stone, D. J., Capasso M., Conte A., D'Alfonso S., Fasano A., Lattante S. (ORCID:0000-0003-2891-0340), Logroscino G. (ORCID:0000-0003-1301-5343), Marangi G. (ORCID:0000-0002-6898-8882), Mosca L. (ORCID:0000-0003-4641-0841), Sabatelli M. (ORCID:0000-0001-6635-4985), Zollino M. (ORCID:0000-0003-4871-9519), and Landi F. (ORCID:0000-0002-3472-1389)
- Abstract
Objective: To identify shared polygenic risk and causal associations in amyotrophic lateral sclerosis (ALS). Methods: Linkage disequilibrium score regression and Mendelian randomization were applied in a large-scale, data-driven manner to explore genetic correlations and causal relationships between >700 phenotypic traits and ALS. Exposures consisted of publicly available genome-wide association studies (GWASes) summary statistics from MR Base and LD-hub. The outcome data came from the recently published ALS GWAS involving 20,806 cases and 59,804 controls. Multivariate analyses, genetic risk profiling, and Bayesian colocalization analyses were also performed. Results: We have shown, by linkage disequilibrium score regression, that ALS shares polygenic risk genetic factors with a number of traits and conditions, including positive correlations with smoking status and moderate levels of physical activity, and negative correlations with higher cognitive performance, higher educational attainment, and light levels of physical activity. Using Mendelian randomization, we found evidence that hyperlipidemia is a causal risk factor for ALS and localized putative functional signals within loci of interest. Interpretation: Here, we have developed a public resource (https://lng-nia.shinyapps.io/mrshiny) which we hope will become a valuable tool for the ALS community, and that will be expanded and updated as new data become available. Shared polygenic risk exists between ALS and educational attainment, physical activity, smoking, and tenseness/restlessness. We also found evidence that elevated low-desnity lipoprotein cholesterol is a causal risk factor for ALS. Future randomized controlled trials should be considered as a proof of causality. Ann Neurol 2019;85:470–481.
- Published
- 2019
23. Biological interpretation of genome-wide association studies using predicted gene functions
- Author
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Pers TH, Karjalainen JM, Chan Y, Westra HJ, Wood AR, Yang J, Lui JC, Vedantam S, Gustafsson S, Esko T, Frayling T, Speliotes EK, Boehnke M, Raychaudhuri S, Fehrmann RS, Hirschhorn JN, Franke L, Chu AY, Estrada K, Luan J, Kutalik Z, Amin N, Buchkovich ML, Croteau Chonka DC, Day FR, Duan Y, Fall T, Fehrmann R, Ferreira T, Jackson AU, Karjalainen J, Lo KS, Locke AE, Mägi R, Mihailov E, Porcu E, Randall JC, Scherag A, Vinkhuyzen AA, Winkler TW, Workalemahu T, Zhao JH, Absher D, Albrecht E, Anderson D, Baron J, Beekman M, Demirkan A, Ehret GB, Feenstra B, Feitosa MF, Fischer K, Fraser RM, Goel A, Gong J, Justice E, Kanoni S, Kleber ME, Kristiansson K, Lim U, Lotay V, Mangino M, Mateo Leach I, Medina Gomez C, Nalls MA, Nyholt DR, Palmer CD, Pasko D, Pechlivanis S, Prokopenko I, Ried JS, Ripke S, Shungin D, Stancáková A, Strawbridge RJ, Sung YJ, Tanaka T, Teumer A, Trompet S, van der Laan SW, van Setten J, Van Vliet Ostaptchouk JV, Wang Z, Yengo L, Zhang W, Afzal U, Ärnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Bolton JL, Böttcher Y, Boyd HA, Bruinenberg M, Buckley BM, Buyske S, Caspersen IH, Chines PS, Clarke R, Claudi Boehm S, Cooper M, Daw EW, De Jong A, Deelen J, Delgado G, Denny JC, Dhonukshe Rutten R, Dimitriou M, Doney AS, Dörr M, Eklund N, Eury E, Folkersen L, Garcia ME, Geller F, Giedraitis V, Go AS, Grallert H, Grammer TB, Gräßler J, Grönberg H, de Groot LC, Groves CJ, Haessler J, Haller T, Hallmans G, Hannemann A, Hartman CA, Hassinen M, Hayward C, Heard Costa NL, Helmer Q, Hemani G, Henders AK, Hillege HL, Hlatky MA, Hoffmann W, Hoffmann P, Holmen O, Houwing Duistermaat JJ, Illig T, Isaacs A, James AL, Jeff J, Johansen B, Johansson Å, Jolley J, Juliusdottir T, Junttila J, Kho AN, Kinnunen L, Klopp N, Kocher T, Kratzer W, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Lu Y, Lyssenko V, Magnusson PK, Mahajan A, Maillard M, McArdle WL, McKenzie CA, McLachlan S, McLaren PJ, Menni C, Merger S, Milani L, Moayyeri A, Monda KL, Morken MA, Müller G, Müller Nurasyid M, Musk AW, Narisu N, Nauck M, Nolte IM, Nöthen MM, Oozageer L, Pilz S, Rayner NW, Renstrom F, Robertson NR, Rose LM, Roussel R, Sanna S, Scharnagl H, Scholtens S, Schumacher FR, Schunkert H, Scott RA, Sehmi J, Seufferlein T, Shi J, Silventoinen K, Smit JH, Smith AV, Smolonska J, Stanton AV, Stirrups K, Stott DJ, Stringham HM, Sundström J, Swertz MA, Syvänen AC, Tayo BO, Thorleifsson G, Tyrer JP, van Dijk S, van Schoor NM, van der Velde N, van Heemst D, van Oort FV, Vermeulen SH, Verweij N, Vonk JM, Waite LL, Waldenberger M, Wennauer R, Wilkens LR, Willenborg C, Wilsgaard T, Wojczynski MK, Wong A, Wright AF, Zhang Q, Arveiler D, Bakker SJ, Beilby J, Bergman RN, Bergmann S, Biffar R, Blangero J, Boomsma I, Bornstein SR, Bovet P, BRAMBILLA, PAOLO, Brown MJ, Campbell H, Caulfield MJ, Chakravarti A, Collins R, Collins FS, Crawford DC, Cupples LA, Danesh J, de Faire U, den Ruijter HM, Erbel R, Erdmann J, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Ford I, Forouhi NG, Forrester T, Gansevoort RT, Gejman PV, Gieger C, Golay A, Gottesman O, Gudnason V, Gyllensten U, Haas DW, Hall AS, Harris TB, Hattersley AT, Heath AC, Hengstenberg C, Hicks AA, Hindorff LA, Hingorani AD, Hofman A, Hovingh GK, Humphries SE, Hunt SC, Hypponen E, Jacobs KB, Jarvelin MR, Jousilahti P, Jula AM, Kaprio J, Kastelein JJ, Kayser M, Kee F, Keinanen Kiukaanniemi SM, Kiemeney LA, Kooner JS, Kooperberg C, Koskinen S, Kovacs P, Kraja AT, Kumari M, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lupoli S, Madden PA, Männistö S, Manunta P, Marette A, Matise TC, McKnight B, Meitinger T, Moll FL, Montgomery GW, Morris AD, Morris AP, Murray JC, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Ouwehand WH, Pasterkamp G, Peters A, Pramstaller PP, Price JF, Qi L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ritchie M, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PE, Sebert S, Sever P, Shuldiner AR, Sinisalo J, Steinthorsdottir V, Stolk RP, Tardif JC, Tönjes A, Tremblay A, Tremoli E, Virtamo J, Vohl MC, Amouyel P, Asselbergs FW, Assimes TL, Bochud M, Boehm BO, Boerwinkle E, Bottinger EP, Bouchard C, Cauchi S, Chambers JC, Chanock SJ, Cooper RS, de Bakker PI, Dedoussis G, Ferrucci L, Franks PW, Froguel P, Groop LC, Haiman CA, Hamsten A, Hayes MG, Hui J, Hunter DJ, Hveem K, Jukema JW, Kaplan RC, Kivimaki M, Kuh D, Laakso M, Liu Y, Martin NG, März W, Melbye M, Moebus S, Munroe PB, Njølstad I, Oostra BA, Palmer CN, Pedersen NL, Perola M, Pérusse L, Peters U, Powell JE, Power C, Quertermous T, Rauramaa R, Reinmaa E, Ridker PM, Rivadeneira F, Rotter JI, Saaristo TE, Saleheen D, Schlessinger D, Slagboom PE, Snieder H, Spector TD, Strauch K, Stumvoll M, Tuomilehto J, Uusitupa M, van der Harst P, Völzke H, Walker M, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Zanen P, Deloukas P, Heid IM, Lindgren CM, Mohlke KL, Thorsteinsdottir U, Barroso I, Fox CS, North KE, Strachan DP, Beckmann JS, Berndt SI, Borecki IB, McCarthy MI, Metspalu A, Stefansson K, Uitterlinden AG, van Duijn CM, Willer CJ, Price AL, Lettre G, Loos RJ, Weedon MN, Ingelsson E, O'Connell JR, Abecasis GR, Chasman DI, Goddard ME, Visscher PM, Frayling T.M., Damage and Repair in Cancer Development and Cancer Treatment (DARE), Guided Treatment in Optimal Selected Cancer Patients (GUTS), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Stem Cell Aging Leukemia and Lymphoma (SALL), Genetic Investigation of ANthropometric Traits (GIANT) Consortium, Wood, AR., Esko, T., Yang, J., Vedantam, S., Pers, TH., Gustafsson, S., Chu, AY., Estrada, K., Luan£££Jian'an£££ J., Kutalik£££Zoltán£££ Z., Amin, N., Buchkovich, ML., Croteau-Chonka, DC., Day, FR., Duan, Y., Fall, T., Fehrmann, R., Ferreira, T., Jackson, AU., Karjalainen, J., Lo, KS., Locke, AE., Mägi, R., Mihailov, E., Porcu, E., Randall, JC., Scherag, A., Vinkhuyzen, AA., Westra, HJ., Winkler, TW., Workalemahu, T., Zhao, JH., Absher, D., Albrecht, E., Anderson, D., Baron, J., Beekman, M., Demirkan, A., Ehret, GB., Feenstra, B., Feitosa, MF., Fischer, K., Fraser, RM., Goel, A., Gong, J., Justice, E., Kanoni, S., Kleber, ME., Kristiansson, K., Lim, U., Lotay, V., Lui, JC., Mangino, M., Mateo Leach, I., Medina-Gomez, C., Nalls, MA., Nyholt, DR., Palmer, CD., Pasko, D., Pechlivanis, S., Prokopenko, I., Ried, JS., Ripke, S., Shungin, D., Stancáková, A., Strawbridge, RJ., Sung, YJ., Tanaka, T., Teumer, A., Trompet, S., van der Laan SW., van Setten, J., Van Vliet-Ostaptchouk JV., Wang, Z., Yengo£££Loïc£££ L., Zhang, W., Afzal, U., Ärnlöv, J., Arscott, GM., Bandinelli, S., Barrett, A., Bellis, C., Bennett, AJ., Berne, C., Blüher, M., Bolton, JL., Böttcher, Y., Boyd, HA., Bruinenberg, M., Buckley, BM., Buyske, S., Caspersen, IH., Chines, PS., Clarke, R., Claudi-Boehm, S., Cooper, M., Daw, EW., De Jong, A., Deelen, J., Delgado, G., Denny, JC., Dhonukshe-Rutten, R., Dimitriou, M., Doney, AS., Dörr, M., Eklund, N., Eury, E., Folkersen, L., Garcia, ME., Geller, F., Giedraitis, V., Go, AS., Grallert, H., Grammer, TB., Gräßler, J., Grönberg, H., de Groot LC., Groves, CJ., Haessler, J., Haller, T., Hallmans, G., Hannemann, A., Hartman, CA., Hassinen, M., Hayward, C., Heard-Costa, NL., Helmer, Q., Hemani, G., Henders, AK., Hillege, HL., Hlatky, MA., Hoffmann, W., Hoffmann, P., Holmen, O., Houwing-Duistermaat, JJ., Illig, T., Isaacs, A., James, AL., Jeff, J., Johansen, B., Johansson£££Åsa£££ Å., Jolley, J., Juliusdottir, T., Junttila, J., Kho, AN., Kinnunen, L., Klopp, N., Kocher, T., Kratzer, W., Lichtner, P., Lind, L., Lindström, J., Lobbens, S., Lorentzon, M., Lu, Y., Lyssenko, V., Magnusson, PK., Mahajan, A., Maillard, M., McArdle, WL., McKenzie, CA., McLachlan, S., McLaren, PJ., Menni, C., Merger, S., Milani, L., Moayyeri, A., Monda, KL., Morken, MA., Müller, G., Müller-Nurasyid, M., Musk, AW., Narisu, N., Nauck, M., Nolte, IM., Nöthen, MM., Oozageer, L., Pilz, S., Rayner, NW., Renstrom, F., Robertson, NR., Rose, LM., Roussel, R., Sanna, S., Scharnagl, H., Scholtens, S., Schumacher, FR., Schunkert, H., Scott, RA., Sehmi, J., Seufferlein, T., Shi, J., Silventoinen, K., Smit, JH., Smith, AV., Smolonska, J., Stanton, AV., Stirrups, K., Stott, DJ., Stringham, HM., Sundström, J., Swertz, MA., Syvänen, AC., Tayo, BO., Thorleifsson, G., Tyrer, JP., van Dijk, S., van Schoor NM., van der Velde, N., van Heemst, D., van Oort FV., Vermeulen, SH., Verweij, N., Vonk, JM., Waite, LL., Waldenberger, M., Wennauer, R., Wilkens, LR., Willenborg, C., Wilsgaard, T., Wojczynski, MK., Wong, A., Wright, AF., Zhang, Q., Arveiler, D., Bakker, SJ., Beilby, J., Bergman, RN., Bergmann, S., Biffar, R., Blangero, J., Boomsma, I., Bornstein, SR., Bovet, P., Brambilla, P., Brown, MJ., Campbell, H., Caulfield, MJ., Chakravarti, A., Collins, R., Collins, FS., Crawford, DC., Cupples, LA., Danesh, J., de Faire, U., den Ruijter HM., Erbel, R., Erdmann, J., Eriksson, JG., Farrall, M., Ferrannini, E., Ferrières, J., Ford, I., Forouhi, NG., Forrester, T., Gansevoort, RT., Gejman, PV., Gieger, C., Golay, A., Gottesman, O., Gudnason, V., Gyllensten, U., Haas, DW., Hall, AS., Harris, TB., Hattersley, AT., Heath, AC., Hengstenberg, C., Hicks, AA., Hindorff, LA., Hingorani, AD., Hofman, A., Hovingh, GK., Humphries, SE., Hunt, SC., Hypponen, E., Jacobs, KB., Jarvelin, MR., Jousilahti, P., Jula, AM., Kaprio, J., Kastelein, JJ., Kayser, M., Kee, F., Keinanen-Kiukaanniemi, SM., Kiemeney, LA., Kooner, JS., Kooperberg, C., Koskinen, S., Kovacs, P., Kraja, AT., Kumari, M., Kuusisto, J., Lakka, TA., Langenberg, C., Le Marchand, L., Lehtimäki, T., Lupoli, S., Madden, PA., Männistö, S., Manunta, P., Marette, A., Matise, TC., McKnight, B., Meitinger, T., Moll, FL., Montgomery, GW., Morris, AD., Morris, AP., Murray, JC., Nelis, M., Ohlsson, C., Oldehinkel, AJ., Ong, KK., Ouwehand, WH., Pasterkamp, G., Peters, A., Pramstaller, PP., Price, JF., Qi, L., Raitakari, OT., Rankinen, T., Rao, DC., Rice, TK., Ritchie, M., Rudan, I., Salomaa, V., Samani, NJ., Saramies, J., Sarzynski, MA., Schwarz, PE., Sebert, S., Sever, P., Shuldiner, AR., Sinisalo, J., Steinthorsdottir, V., Stolk, RP., Tardif, JC., Tönjes, A., Tremblay, A., Tremoli, E., Virtamo, J., Vohl, MC., Amouyel, P., Asselbergs, FW., Assimes, TL., Bochud, M., Boehm, BO., Boerwinkle, E., Bottinger, EP., Bouchard, C., Cauchi, S., Chambers, JC., Chanock, SJ., Cooper, RS., de Bakker PI., Dedoussis, G., Ferrucci, L., Franks, PW., Froguel, P., Groop, LC., Haiman, CA., Hamsten, A., Hayes, MG., Hui, J., Hunter, DJ., Hveem, K., Jukema, JW., Kaplan, RC., Kivimaki, M., Kuh, D., Laakso, M., Liu, Y., Martin, NG., März, W., Melbye, M., Moebus, S., Munroe, PB., Njølstad, I., Oostra, BA., Palmer, CN., Pedersen, NL., Perola, M., Pérusse, L., Peters, U., Powell, JE., Power, C., Quertermous, T., Rauramaa, R., Reinmaa, E., Ridker, PM., Rivadeneira, F., Rotter, JI., Saaristo, TE., Saleheen, D., Schlessinger, D., Slagboom, PE., Snieder, H., Spector, TD., Strauch, K., Stumvoll, M., Tuomilehto, J., Uusitupa, M., van der Harst, P., Völzke, H., Walker, M., Wareham, NJ., Watkins, H., Wichmann, HE., Wilson, JF., Zanen, P., Deloukas, P., Heid, IM., Lindgren, CM., Mohlke, KL., Speliotes, EK., Thorsteinsdottir, U., Barroso£££Inês£££ I., Fox, CS., North, KE., Strachan, DP., Beckmann, JS., Berndt, SI., Boehnke, M., Borecki, IB., McCarthy, MI., Metspalu, A., Stefansson, K., Uitterlinden, AG., van Duijn CM., Franke, L., Willer, CJ., Price, AL., Lettre, G., Loos, RJ., Weedon, MN., Ingelsson, E., O'Connell, JR., Abecasis, GR., Chasman, DI., Goddard, ME., Visscher, PM., Hirschhorn, JN., Frayling, TM., Clinicum, Jaakko Kaprio / Principal Investigator, Department of Public Health, Institute for Molecular Medicine Finland, Genetic Epidemiology, Pers, T, Karjalainen, J, Chan, Y, Westra, H, Wood, A, Yang, J, Lui, J, Vedantam, S, Gustafsson, S, Esko, T, Frayling, T, Speliotes, E, Boehnke, M, Raychaudhuri, S, Fehrmann, R, Hirschhorn, J, Franke, L, Chu, A, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, M, Croteau Chonka, D, Day, F, Duan, Y, Fall, T, Ferreira, T, Jackson, A, Lo, K, Locke, A, Mägi, R, Mihailov, E, Porcu, E, Randall, J, Scherag, A, Vinkhuyzen, A, Winkler, T, Workalemahu, T, Zhao, J, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, G, Feenstra, B, Feitosa, M, Fischer, K, Fraser, R, Goel, A, Gong, J, Justice, E, Kanoni, S, Kleber, M, Kristiansson, K, Lim, U, Lotay, V, Mangino, M, Mateo Leach, I, Medina Gomez, C, Nalls, M, Nyholt, D, Palmer, C, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, J, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, R, Sung, Y, Tanaka, T, Teumer, A, Trompet, S, van der Laan, S, van Setten, J, Van Vliet Ostaptchouk, J, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Ärnlöv, J, Arscott, G, Bandinelli, S, Barrett, A, Bellis, C, Bennett, A, Berne, C, Blüher, M, Bolton, J, Böttcher, Y, Boyd, H, Bruinenberg, M, Buckley, B, Buyske, S, Caspersen, I, Chines, P, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, E, De Jong, A, Deelen, J, Delgado, G, Denny, J, Dhonukshe Rutten, R, Dimitriou, M, Doney, A, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, M, Geller, F, Giedraitis, V, Go, A, Grallert, H, Grammer, T, Gräßler, J, Grönberg, H, de Groot, L, Groves, C, Haessler, J, Haller, T, Hallmans, G, Hannemann, A, Hartman, C, Hassinen, M, Hayward, C, Heard Costa, N, Helmer, Q, Hemani, G, Henders, A, Hillege, H, Hlatky, M, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat, J, Illig, T, Isaacs, A, James, A, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, A, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, P, Mahajan, A, Maillard, M, Mcardle, W, Mckenzie, C, Mclachlan, S, Mclaren, P, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, K, Morken, M, Müller, G, Müller Nurasyid, M, Musk, A, Narisu, N, Nauck, M, Nolte, I, Nöthen, M, Oozageer, L, Pilz, S, Rayner, N, Renstrom, F, Robertson, N, Rose, L, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, F, Schunkert, H, Scott, R, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, J, Smith, A, Smolonska, J, Stanton, A, Stirrups, K, Stott, D, Stringham, H, Sundström, J, Swertz, M, Syvänen, A, Tayo, B, Thorleifsson, G, Tyrer, J, van Dijk, S, van Schoor, N, van der Velde, N, van Heemst, D, van Oort, F, Vermeulen, S, Verweij, N, Vonk, J, Waite, L, Waldenberger, M, Wennauer, R, Wilkens, L, Willenborg, C, Wilsgaard, T, Wojczynski, M, Wong, A, Wright, A, Zhang, Q, Arveiler, D, Bakker, S, Beilby, J, Bergman, R, Bergmann, S, Biffar, R, Blangero, J, Boomsma, I, Bornstein, S, Bovet, P, Brambilla, P, Brown, M, Campbell, H, Caulfield, M, Chakravarti, A, Collins, R, Collins, F, Crawford, D, Cupples, L, Danesh, J, de Faire, U, den Ruijter, H, Erbel, R, Erdmann, J, Eriksson, J, Farrall, M, Ferrannini, E, Ferrières, J, Ford, I, Forouhi, N, Forrester, T, Gansevoort, R, Gejman, P, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, D, Hall, A, Harris, T, Hattersley, A, Heath, A, Hengstenberg, C, Hicks, A, Hindorff, L, Hingorani, A, Hofman, A, Hovingh, G, Humphries, S, Hunt, S, Hypponen, E, Jacobs, K, Jarvelin, M, Jousilahti, P, Jula, A, Kaprio, J, Kastelein, J, Kayser, M, Kee, F, Keinanen Kiukaanniemi, S, Kiemeney, L, Kooner, J, Kooperberg, C, Koskinen, S, Kovacs, P, Kraja, A, Kumari, M, Kuusisto, J, Lakka, T, Langenberg, C, Le Marchand, L, Lehtimäki, T, Lupoli, S, Madden, P, Männistö, S, Manunta, P, Marette, A, Matise, T, Mcknight, B, Meitinger, T, Moll, F, Montgomery, G, Morris, A, Murray, J, Nelis, M, Ohlsson, C, Oldehinkel, A, Ong, K, Ouwehand, W, Pasterkamp, G, Peters, A, Pramstaller, P, Price, J, Qi, L, Raitakari, O, Rankinen, T, Rao, D, Rice, T, Ritchie, M, Rudan, I, Salomaa, V, Samani, N, Saramies, J, Sarzynski, M, Schwarz, P, Sebert, S, Sever, P, Shuldiner, A, Sinisalo, J, Steinthorsdottir, V, Stolk, R, Tardif, J, Tönjes, A, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, M, Amouyel, P, Asselbergs, F, Assimes, T, Bochud, M, Boehm, B, Boerwinkle, E, Bottinger, E, Bouchard, C, Cauchi, S, Chambers, J, Chanock, S, Cooper, R, de Bakker, P, Dedoussis, G, Ferrucci, L, Franks, P, Froguel, P, Groop, L, Haiman, C, Hamsten, A, Hayes, M, Hui, J, Hunter, D, Hveem, K, Jukema, J, Kaplan, R, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, N, März, W, Melbye, M, Moebus, S, Munroe, P, Njølstad, I, Oostra, B, Pedersen, N, Perola, M, Pérusse, L, Peters, U, Powell, J, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, P, Rivadeneira, F, Rotter, J, Saaristo, T, Saleheen, D, Schlessinger, D, Slagboom, P, Snieder, H, Spector, T, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, van der Harst, P, Völzke, H, Walker, M, Wareham, N, Watkins, H, Wichmann, H, Wilson, J, Zanen, P, Deloukas, P, Heid, I, Lindgren, C, Mohlke, K, Thorsteinsdottir, U, Barroso, I, Fox, C, North, K, Strachan, D, Beckmann, J, Berndt, S, Borecki, I, Mccarthy, M, Metspalu, A, Stefansson, K, Uitterlinden, A, van Duijn, C, Willer, C, Price, A, Lettre, G, Loos, R, Weedon, M, Ingelsson, E, O'Connell, J, Abecasis, G, Chasman, D, Goddard, M, Visscher, P, APH - Amsterdam Public Health, AMS - Amsterdam Movement Sciences, Geriatrics, Other departments, ACS - Amsterdam Cardiovascular Sciences, Vascular Medicine, Pers, Th, Karjalainen, Jm, Westra, Hj, Wood, Ar, Lui, Jc, Speliotes, Ek, Hirschhorn, Jn, and Faculty of Health Sciences
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Cell type ,Candidate gene ,BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA ,LOCI ,General Physics and Astronomy ,Genome-wide association study ,Disease ,Computational biology ,Biology ,Research Support ,General Biochemistry, Genetics and Molecular Biology ,Article ,DISEASE ,N.I.H ,CANDIDATE GENES ,Genome-Wide Association Study/methods ,Software ,HEIGHT ,Research Support, N.I.H., Extramural ,Genetics ,Journal Article ,NETWORK ,Non-U.S. Gov't ,Gene ,COMMON ,Intramural ,ARCHITECTURE ,Biochemistry, Genetics and Molecular Biology (all) ,Multidisciplinary ,IDENTIFICATION ,ta1184 ,Research Support, Non-U.S. Gov't ,Gene sets ,Extramural ,General Chemistry ,ta3121 ,Research Support, N.I.H., Intramural ,Phenotype ,3142 Public health care science, environmental and occupational health ,Biological sciences ,DATA SETS ,Urological cancers Radboud Institute for Health Sciences [Radboudumc 15] ,Identification (biology) ,INTEGRATION ,Genome-Wide Association Study - Abstract
Article, The main challenge for gaining biological insights from genetic associations is identifying which genes and pathways explain the associations. Here we present DEPICT, an integrative tool that employs predicted gene functions to systematically prioritize the most likely causal genes at associated loci, highlight enriched pathways and identify tissues/cell types where genes from associated loci are highly expressed. DEPICT is not limited to genes with established functions and prioritizes relevant gene sets for many phenotypes., published version, http://purl.org/eprint/status/PeerReviewed
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- 2015
24. Genome-wide association analyses identify 143 risk variants and putative regulatory mechanisms for type 2 diabetes
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Xue, A., Wu, Y., Zhu, Z., Zhang, F., Kemper, K.E., Zheng, Z., Yengo, L., Lloyd-Jones, L.R., Sidorenko, J., Agbessi, M., Ahsan, H., Alves, I., Andiappan, A., Awadalla, P., Battle, A., Beutner, F., Bonder, M.J., Boomsma, D., Christiansen, M., Claringbould, A., Deelen, P., Esko, T., Favé, M.-J., Franke, L., Frayling, T., Gharib, S., Gibson, G., Hemani, G., Jansen, R., Kähönen, M., Kalnapenkis, A., Kasela, S., Kettunen, J., Kim, Y., Kirsten, H., Kovacs, P., Krohn, K., Kronberg-Guzman, J., Kukushkina, V., Kutalik, Z., Lee, B., Lehtimäki, T., Loeffler, M., Marigorta, U.M., Metspalu, A., Milani, L., Müller-Nurasyid, M., Nauck, M., Nivard, M., Penninx, B., Perola, M., Pervjakova, N., Pierce, B., Powell, J., Prokisch, H., Psaty, B., Raitakari, O., Ring, S., Ripatti, S., Rotzschke, O., Ruëger, S., Saha, A., Scholz, M., Schramm, K., Seppälä, I., Stumvoll, M., Sullivan, P., Teumer, A., Thiery, J., Tong, L., Tönjes, A., van Dongen, J., van Meurs, J., Verlouw, J., Völker, U., Võsa, U., Yaghootkar, H., Zeng, B., McRae, A.F., Visscher, P.M., Zeng, J., Yang, J., Biological Psychology, APH - Mental Health, APH - Methodology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Centre of Excellence in Complex Disease Genetics, Department of Public Health, Samuli Olli Ripatti / Principal Investigator, Biostatistics Helsinki, Clinicum, Complex Disease Genetics, Psychiatry, APH - Digital Health, and Internal Medicine
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0301 basic medicine ,Epigenomics ,Netherlands Twin Register (NTR) ,endocrine system diseases ,General Physics and Astronomy ,Genome-wide association study ,Epigenesis, Genetic ,Genotype ,lcsh:Science ,Heat-Shock Proteins ,Genetics ,Multidisciplinary ,Mitochondrial Proton-Translocating ATPases ,3. Good health ,DNA methylation ,Risk ,endocrine system ,Science ,education ,Biology ,General Biochemistry, Genetics and Molecular Biology ,Article ,White People ,03 medical and health sciences ,SDG 3 - Good Health and Well-being ,Genetic variation ,Humans ,Genetic Predisposition to Disease ,Epigenetics ,Gene ,Genetic association ,Genetic Variation ,nutritional and metabolic diseases ,General Chemistry ,DNA Methylation ,030104 developmental biology ,Calcium-Calmodulin-Dependent Protein Kinase Type 1 ,Diabetes Mellitus, Type 2 ,Gene Expression Regulation ,3121 General medicine, internal medicine and other clinical medicine ,lcsh:Q ,3111 Biomedicine ,Carrier Proteins ,human activities ,Genome-Wide Association Study - Abstract
Type 2 diabetes (T2D) is a very common disease in humans. Here we conduct a meta-analysis of genome-wide association studies (GWAS) with ~16 million genetic variants in 62,892 T2D cases and 596,424 controls of European ancestry. We identify 139 common and 4 rare variants associated with T2D, 42 of which (39 common and 3 rare variants) are independent of the known variants. Integration of the gene expression data from blood (n = 14,115 and 2765) with the GWAS results identifies 33 putative functional genes for T2D, 3 of which were targeted by approved drugs. A further integration of DNA methylation (n = 1980) and epigenomic annotation data highlight 3 genes (CAMK1D, TP53INP1, and ATP5G1) with plausible regulatory mechanisms, whereby a genetic variant exerts an effect on T2D through epigenetic regulation of gene expression. Our study uncovers additional loci, proposes putative genetic regulatory mechanisms for T2D, and provides evidence of purifying selection for T2D-associated variants., GWAS have so far identified 129 loci associated with type 2 diabetes (T2D). Here, the authors meta-analyse three large T2D GWA studies which uncovers 42 additional loci, further prioritize 33 functional genes using eQTL and mQTL data and propose regulatory mechanisms for three putative T2D genes.
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- 2018
25. Genome-wide association study identifies nine novel loci for 2D:4D finger ratio, a putative retrospective biomarker of testosterone exposure in utero
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Warrington, N. M., Shevroja, E., Hemani, G., Hysi, P. G., Jiang, Y., Auton, A., Boer, C. G., Mangino, M., Wang, C. A., Kemp, J. P., McMahon, G., Medina-Gomez, C., Hickey, M., Trajanoska, K., Wolke, Dieter, Ikram, M. Arfan, Montgomery, Grant W., Felix, Janine F., Wright, Margaret J., Mackey, David A., Jaddoe, Vincent W., Martin, Nicholas G., Tung, Joyce Y., Smith, George Davey, Pennell, Craig E., Spector, Tim D., Meurs, Joyce van, Rivadeneira, Fernando, Medland, Sarah E., Evans, David M., and HASH(0x5651c98ee3f8)
- Abstract
The ratio of the length of the index finger to that of the ring finger (2D:4D) is sexually dimorphic and is commonly used as a noninvasive biomarker of prenatal androgen exposure. Most association studies of 2D:4D ratio with a diverse range of sex-specific traits have typically involved small sample sizes and have been difficult to replicate, raising questions around the utility and precise meaning of the measure. In the largest genome-wide association meta-analysis of 2D:4D ratio to date (N=15,661, with replication N=75,821), we identified eleven loci (nine novel) explaining 3.8% of the variance in mean 2D:4D ratio. We also found weak evidence for association (β=0.06; P=0.02) between 2D:4D ratio and sensitivity to testosterone (length of the CAG microsatellite repeat in the androgen receptor gene) in females only. Furthermore, genetic variants associated with (adult) testosterone levels and/or sex hormone-binding globulin were not associated with 2D:4D ratio in our sample. Although we were unable to find strong evidence from our genetic study to support the hypothesis that 2D:4D ratio is a direct biomarker of prenatal exposure to androgens in healthy individuals, our findings do not explicitly exclude this possibility, and pathways involving testosterone may become apparent as the size of the discovery sample increases further. Our findings provide new insight into the underlying biology shaping 2D:4D variation in the general population.
- Published
- 2018
26. Genome-wide association study identifies nine novel loci for 2D:4D finger ratio, a putative retrospective biomarker of testosterone exposure in utero
- Author
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Warrington, N.M. (Nicole M.), Shevroja, E. (Enisa), Hemani, G., Hysi, P.G. (Pirro), Jiang, Y. (Yunxuan), Auton, A. (Adam), Boer, C.G. (Cindy), Mangino, M. (Massimo), Wang, C.A. (Carol A.), Kemp, J.P. (John), Mcmahon, G. (George), Medina-Gomez, M.C. (Carolina), Hickey, M. (Martha), Trajanoska, K. (Katerina), Wolke, D. (Dieter), Ikram, M.A. (Arfan), Montgomery, G.W. (Grant W.), Felix, J.F. (Janine F.), Wright, M.J. (Margaret J.), Mackey, D.A. (David), Jaddoe, V.W.V. (Vincent), Martin, N.G. (Nicholas), Tung, J.Y. (Joyce Y.), Smith, G.D. (George Davey), Pennell, C.E. (Craig), Spector, T.D. (Timothy), Meurs, J.B.J. (Joyce) van, Rivadeneira, F. (Fernando), Medland, S.E. (Sarah), Evans, D.M. (David M.), The 23and Me Research Team, (), Warrington, N.M. (Nicole M.), Shevroja, E. (Enisa), Hemani, G., Hysi, P.G. (Pirro), Jiang, Y. (Yunxuan), Auton, A. (Adam), Boer, C.G. (Cindy), Mangino, M. (Massimo), Wang, C.A. (Carol A.), Kemp, J.P. (John), Mcmahon, G. (George), Medina-Gomez, M.C. (Carolina), Hickey, M. (Martha), Trajanoska, K. (Katerina), Wolke, D. (Dieter), Ikram, M.A. (Arfan), Montgomery, G.W. (Grant W.), Felix, J.F. (Janine F.), Wright, M.J. (Margaret J.), Mackey, D.A. (David), Jaddoe, V.W.V. (Vincent), Martin, N.G. (Nicholas), Tung, J.Y. (Joyce Y.), Smith, G.D. (George Davey), Pennell, C.E. (Craig), Spector, T.D. (Timothy), Meurs, J.B.J. (Joyce) van, Rivadeneira, F. (Fernando), Medland, S.E. (Sarah), Evans, D.M. (David M.), and The 23and Me Research Team, ()
- Abstract
The ratio of the length of the index finger to that of the ring finger (2D:4D) is sexually dimorphic and is commonly used as a non-invasive biomarker of prenatal androgen exposure. Most association studies of 2D:4D ratio with a diverse range of sexspecific traits have typically involved small sample sizes and have been difficult to replicate, raising questions around the utility and precise meaning of the measure. In the largest genome-wide association meta-analysis of 2D:4D ratio to date (N=15 661, with replication N=75 821), we identified 11 loci (9 novel) explaining 3.8% of the variance in mean 2D:4D ratio. We also found weak evidence for association (b=0.06; P=0.02) between 2D:4D ratio and sensitivity to testosterone [length of the CAG microsatellite repeat in the androgen receptor (AR) gene] in females only. Furthermore, genetic variants associated with (adult) testosterone levels and/or sex hormone-binding globulin were not associated with 2D:4D ratio in our sample. Although we were unable to find strong evidence from our genetic study to support the hypothesis that 2D:4D ratio is a direct biomarker of prenatal exposure to androgens in healthy individuals, our findings do not explicitly exclude this possibility, and pathways involving testosterone may become apparent as the size of the discovery sample increases further. Our findings provide new insight into the underlying biology shaping 2D:4D variation in the general population.
- Published
- 2018
- Full Text
- View/download PDF
27. Genome-wide association analyses identify 143 risk variants and putative regulatory mechanisms for type 2 diabetes
- Author
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Xue, A. (Angli), Wu, Y. (Yang), Zhu, Z. (Zhihong), Zhang, F. (Futao), Kemper, K.E. (Kathryn E.), Zheng, Z. (Zhili), Yengo, L. (Loic), Lloyd-Jones, L.R. (Luke R.), Sidorenko, J. (Julia), Wu, Y. (Yeda), Agbessi, M. (Mawussé), Ahsan, H. (Habibul), Alves, I. (Isabel), Andiappan, A.K. (Anand Kumar), Awadalla, P. (Philip), Battle, A. (Alexis), Beutner, F. (Frank), Bonder, M.J. (Marc), Boomsma, D. (Dorret), Christiansen, M. (Mark), Claringbould, A. (Annique), Deelen, P. (Patrick), Esko, T. (Tõnu), Favé, M.-J. (Marie-Julie), Franke, L. (Lude), Frayling, T.M. (Timothy), Gharib, S.A. (Sina), Gibson, G. (Gregory), Hemani, G., Jansen, R. (Rick), Kähönen, M. (Mika), Kalnapenkis, A. (Anette), Kasela, S. (Silva), Kettunen, J. (Johannes), Kim, Y. (Yungil), Kirsten, H. (Holger), Kovacs, P. (Peter), Krohn, K. (Knut), Kronberg-Guzman, J. (Jaanika), Kukushkina, V. (Viktorija), Kutalik, Z. (Zoltán), Lee, B. (Bernett), Lehtimäki, T. (Terho), Loeffler, M. (Markus), Marigorta, U.M. (Urko), Metspalu, A. (Andres), Milani, L. (Lili), Müller-Nurasyid, M. (Martina), Nauck, M. (Matthias), Nivard, M. (Michel), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pervjakova, N. (Natalia), Pierce, A. (Andrew), Powell, J. (Joseph), Prokisch, H. (Holger), Psaty, B. (Bruce), Raitakari, O. (Olli), Ring, S.M. (Susan), Ripatti, S. (Samuli), Rotzschke, O. (Olaf), Ruëger, S. (Sina), Saha, A. (Ashis), Scholz, M. (Markus), Schramm, K. (Katharina), Seppälä, I. (Ilkka), Stumvoll, M. (Michael), Sullivan, P.F. (Patrick), Teumer, A. (Alexander), Thiery, J.P. (Joachim), Tong, L. (Lin), Tönjes, A. (Anke), Dongen, J. (Jenny) van, Meurs, J.B.J. (Joyce) van, Verlouw, J.A.M. (Joost), Völker, U. (Uwe), Võsa, U. (Urmo), Yaghootkar, H. (Hanieh), Zeng, B. (Biao), McRae, A.F. (Allan F.), Visscher, P.M. (Peter), Zeng, J. (Jian), Yang, J. (Jian), Xue, A. (Angli), Wu, Y. (Yang), Zhu, Z. (Zhihong), Zhang, F. (Futao), Kemper, K.E. (Kathryn E.), Zheng, Z. (Zhili), Yengo, L. (Loic), Lloyd-Jones, L.R. (Luke R.), Sidorenko, J. (Julia), Wu, Y. (Yeda), Agbessi, M. (Mawussé), Ahsan, H. (Habibul), Alves, I. (Isabel), Andiappan, A.K. (Anand Kumar), Awadalla, P. (Philip), Battle, A. (Alexis), Beutner, F. (Frank), Bonder, M.J. (Marc), Boomsma, D. (Dorret), Christiansen, M. (Mark), Claringbould, A. (Annique), Deelen, P. (Patrick), Esko, T. (Tõnu), Favé, M.-J. (Marie-Julie), Franke, L. (Lude), Frayling, T.M. (Timothy), Gharib, S.A. (Sina), Gibson, G. (Gregory), Hemani, G., Jansen, R. (Rick), Kähönen, M. (Mika), Kalnapenkis, A. (Anette), Kasela, S. (Silva), Kettunen, J. (Johannes), Kim, Y. (Yungil), Kirsten, H. (Holger), Kovacs, P. (Peter), Krohn, K. (Knut), Kronberg-Guzman, J. (Jaanika), Kukushkina, V. (Viktorija), Kutalik, Z. (Zoltán), Lee, B. (Bernett), Lehtimäki, T. (Terho), Loeffler, M. (Markus), Marigorta, U.M. (Urko), Metspalu, A. (Andres), Milani, L. (Lili), Müller-Nurasyid, M. (Martina), Nauck, M. (Matthias), Nivard, M. (Michel), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pervjakova, N. (Natalia), Pierce, A. (Andrew), Powell, J. (Joseph), Prokisch, H. (Holger), Psaty, B. (Bruce), Raitakari, O. (Olli), Ring, S.M. (Susan), Ripatti, S. (Samuli), Rotzschke, O. (Olaf), Ruëger, S. (Sina), Saha, A. (Ashis), Scholz, M. (Markus), Schramm, K. (Katharina), Seppälä, I. (Ilkka), Stumvoll, M. (Michael), Sullivan, P.F. (Patrick), Teumer, A. (Alexander), Thiery, J.P. (Joachim), Tong, L. (Lin), Tönjes, A. (Anke), Dongen, J. (Jenny) van, Meurs, J.B.J. (Joyce) van, Verlouw, J.A.M. (Joost), Völker, U. (Uwe), Võsa, U. (Urmo), Yaghootkar, H. (Hanieh), Zeng, B. (Biao), McRae, A.F. (Allan F.), Visscher, P.M. (Peter), Zeng, J. (Jian), and Yang, J. (Jian)
- Abstract
Type 2 diabetes (T2D) is a very common disease in humans. Here we conduct a meta-analysis of genome-wide association studies (GWAS) with ~16 million genetic variants in 62,892 T2D cases and 596,424 controls of European ancestry. We identify 139 common and 4 rare variants associated with T2D, 42 of which (39 common and 3 rare variants) are independent of the known variants. Integration of the gene expression data from blood (n = 14,115 and 2765) with the GWAS results identifies 33 putative functional genes for T2D, 3 of which were targeted by approved drugs. A further integration of DNA methylation (n = 1980) and epigenomic annotation data highlight 3 genes (CAMK1D, TP53INP1, and ATP5G1) with plausible regulatory mechanisms, whereby a genetic variant exerts an effect on T2D through epigenetic regulation of gene expression. Our study uncovers additional loci, proposes putative genetic regulatory mechanisms for T2D, and provides evidence of purifying selection for T2D-associated variants.
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- 2018
- Full Text
- View/download PDF
28. Identifying gene targets for brain-related traits using transcriptomic and methylomic data from blood
- Author
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Qi, T. (Ting), Wu, Y. (Yang), Zeng, J. (Jian), Zhang, F. (Futao), Xue, A. (Angli), Jiang, L. (Longda), Zhu, Z. (Zhihong), Kemper, K. (Kathryn), Yengo, L. (Loic), Zheng, Z. (Zhili), Agbessi, M. (Mawussé), Ahsan, H. (Habibul), Alves, I. (Isabel), Andiappan, A.K. (Anand Kumar), Awadalla, P. (Philip), Battle, A. (Alexis), Beutner, F. (Frank), Jan Bonder, M. (Marc), Boomsma, D.I. (Dorret), Christiansen, M. (Mark), Claringbould, A. (Annique), Deelen, P. (Patrick), Esko, T. (Tõnu), Favé, M.-J. (Marie-Julie), Franke, L. (Lude), Frayling, T.M. (Timothy), Gharib, S.A. (Sina), Gibson, G. (Gregory), Hemani, G., Jansen, R. (Rick), Kähönen, M. (Mika), Kalnapenkis, A. (Anette), Kasela, S. (Silva), Kettunen, J. (Johannes), Kim, Y. (Yungil), Kirsten, H. (Holger), Kovacs, P. (Peter), Krohn, K. (Knut), Kronberg-Guzman, J. (Jaanika), Kukushkina, V. (Viktorija), Kutalik, Z. (Zoltán), Lee, B. (Bernett), Lehtimäki, T. (Terho), Loeffler, M. (Markus), Marigorta, U.M. (Urko), Metspalu, A. (Andres), Milani, L. (Lili), Müller-Nurasyid, M. (Martina), Nauck, M. (Matthias), Nivard, M. (Michel), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pervjakova, N. (Natalia), Pierce, A. (Andrew), Powell, J. (Joseph), Prokisch, H. (Holger), Psaty, B. (Bruce), Raitakari, O. (Olli), Ring, S.M. (Susan), Ripatti, S. (Samuli), Rotzschke, O. (Olaf), Ruëger, S. (Sina), Saha, A. (Ashis), Scholz, M. (Markus), Schramm, K. (Katharina), Seppälä, I. (Ilkka), Stumvoll, M. (Michael), Sullivan, P.F. (Patrick), Teumer, A. (Alexander), Thiery, J.P. (Joachim), Tong, L. (Lin), Tönjes, A. (Anke), Dongen, J. (Jenny) van, Meurs, J.B.J. (Joyce) van, Verlouw, J.A.M. (Joost), Völker, U. (Uwe), Võsa, U. (Urmo), Yaghootkar, H. (Hanieh), Zeng, B. (Biao), Marioni, R.E. (Riccardo), Montgomery, G.W. (Grant W.), Deary, I.J. (Ian), Wray, N.R. (Naomi R.), Visscher, P.M. (Peter), McRae, A.F. (Allan F.), Yang, J. (Jian), Qi, T. (Ting), Wu, Y. (Yang), Zeng, J. (Jian), Zhang, F. (Futao), Xue, A. (Angli), Jiang, L. (Longda), Zhu, Z. (Zhihong), Kemper, K. (Kathryn), Yengo, L. (Loic), Zheng, Z. (Zhili), Agbessi, M. (Mawussé), Ahsan, H. (Habibul), Alves, I. (Isabel), Andiappan, A.K. (Anand Kumar), Awadalla, P. (Philip), Battle, A. (Alexis), Beutner, F. (Frank), Jan Bonder, M. (Marc), Boomsma, D.I. (Dorret), Christiansen, M. (Mark), Claringbould, A. (Annique), Deelen, P. (Patrick), Esko, T. (Tõnu), Favé, M.-J. (Marie-Julie), Franke, L. (Lude), Frayling, T.M. (Timothy), Gharib, S.A. (Sina), Gibson, G. (Gregory), Hemani, G., Jansen, R. (Rick), Kähönen, M. (Mika), Kalnapenkis, A. (Anette), Kasela, S. (Silva), Kettunen, J. (Johannes), Kim, Y. (Yungil), Kirsten, H. (Holger), Kovacs, P. (Peter), Krohn, K. (Knut), Kronberg-Guzman, J. (Jaanika), Kukushkina, V. (Viktorija), Kutalik, Z. (Zoltán), Lee, B. (Bernett), Lehtimäki, T. (Terho), Loeffler, M. (Markus), Marigorta, U.M. (Urko), Metspalu, A. (Andres), Milani, L. (Lili), Müller-Nurasyid, M. (Martina), Nauck, M. (Matthias), Nivard, M. (Michel), Penninx, B.W.J.H. (Brenda), Perola, M. (Markus), Pervjakova, N. (Natalia), Pierce, A. (Andrew), Powell, J. (Joseph), Prokisch, H. (Holger), Psaty, B. (Bruce), Raitakari, O. (Olli), Ring, S.M. (Susan), Ripatti, S. (Samuli), Rotzschke, O. (Olaf), Ruëger, S. (Sina), Saha, A. (Ashis), Scholz, M. (Markus), Schramm, K. (Katharina), Seppälä, I. (Ilkka), Stumvoll, M. (Michael), Sullivan, P.F. (Patrick), Teumer, A. (Alexander), Thiery, J.P. (Joachim), Tong, L. (Lin), Tönjes, A. (Anke), Dongen, J. (Jenny) van, Meurs, J.B.J. (Joyce) van, Verlouw, J.A.M. (Joost), Völker, U. (Uwe), Võsa, U. (Urmo), Yaghootkar, H. (Hanieh), Zeng, B. (Biao), Marioni, R.E. (Riccardo), Montgomery, G.W. (Grant W.), Deary, I.J. (Ian), Wray, N.R. (Naomi R.), Visscher, P.M. (Peter), McRae, A.F. (Allan F.), and Yang, J. (Jian)
- Abstract
Understanding the difference in genetic regulation of gene expression between brain and blood is important for discovering genes for brain-related traits and disorders. Here, we estimate the correlation of genetic effects at the top-associated cis-expression or -DNA methylation (DNAm) quantitative trait loci (cis-eQTLs or cis-mQTLs) between brain and blood (r b ). Using publicly available data, we find that genetic effects at the top cis-eQTLs or mQTLs are highly correlated between independent brain and blood samples (r b = 0.70 for cis-eQTLs and r ^ b = 0.78 for cis-mQTLs). Using meta-analyzed brain cis-eQTL/mQTL data (n = 526 to 1194), we identify 61 genes and 167 DNAm sites associated with four brain-related phenotypes, most of which are a subset of the discoveries (97 genes and 295 DNAm sites) using data from blood with larger sample sizes (n = 1980 to 14,115). Our results demonstrate the gain of power in gene discovery for brain-related phenotypes using blood cis-eQTL/mQTL data with large sample sizes.
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- 2018
- Full Text
- View/download PDF
29. Genome-wide association meta-analysis of individuals of European ancestry identifies new loci explaining a substantial fraction of hair color variation and heritability
- Author
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Hysi, PG, Valdes, AM, Liu, F, Furlotte, NA, Evans, DM, Bataille, V, Visconti, A, Hemani, G, McMahon, G, Ring, SM, Smith, GD, Duffy, DL, Zhu, G, Gordon, SD, Medland, SE, Lin, BD, Willemsen, G, Hottenga, JJ, Vuckovic, D, Girotto, G, Gandin, I, Sala, C, Concas, MP, Brumat, M, Gasparini, P, Toniolo, D, Cocca, M, Robino, A, Yazar, S, Hewitt, AW, Chen, Y, Zeng, C, Uitterlinden, AG, Ikram, MA, Hamer, MA, van Duijn, CM, Nijsten, T, Mackey, DA, Falchi, M, Boomsma, DI, Martin, NG, Hinds, DA, Kayser, M, Spector, TD, Hysi, PG, Valdes, AM, Liu, F, Furlotte, NA, Evans, DM, Bataille, V, Visconti, A, Hemani, G, McMahon, G, Ring, SM, Smith, GD, Duffy, DL, Zhu, G, Gordon, SD, Medland, SE, Lin, BD, Willemsen, G, Hottenga, JJ, Vuckovic, D, Girotto, G, Gandin, I, Sala, C, Concas, MP, Brumat, M, Gasparini, P, Toniolo, D, Cocca, M, Robino, A, Yazar, S, Hewitt, AW, Chen, Y, Zeng, C, Uitterlinden, AG, Ikram, MA, Hamer, MA, van Duijn, CM, Nijsten, T, Mackey, DA, Falchi, M, Boomsma, DI, Martin, NG, Hinds, DA, Kayser, M, and Spector, TD
- Abstract
Hair color is one of the most recognizable visual traits in European populations and is under strong genetic control. Here we report the results of a genome-wide association study meta-analysis of almost 300,000 participants of European descent. We identified 123 autosomal and one X-chromosome loci significantly associated with hair color; all but 13 are novel. Collectively, single-nucleotide polymorphisms associated with hair color within these loci explain 34.6% of red hair, 24.8% of blond hair, and 26.1% of black hair heritability in the study populations. These results confirm the polygenic nature of complex phenotypes and improve our understanding of melanin pigment metabolism in humans.
- Published
- 2018
30. Genome-wide association study identifies nine novel loci for 2D: 4D finger ratio, a putative retrospective biomarker of testosterone exposure in utero
- Author
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Warrington, NM, Shevroja, Enisa, Hemani, G, Hysi, PG, Jiang, YX, Auton, A, Boer, Cindy, Mangino, M, Wang, CA, Kemp, JP, McMahon, G, Medina Gomez, Maria, Hickey, M, Trajanoska, Katerina, Wolke, D, Ikram, Arfan, Montgomery, GW, Felix, Janine, Wright, MJ, Mackey, DA, Jaddoe, Vincent, Martin, NG, Tung, JY, Smith, GD, Pennell, CE, Spector, TD, van Meurs, Joyce, Rivadeneira, Fernando, Medland, SE, Evans, DM, Warrington, NM, Shevroja, Enisa, Hemani, G, Hysi, PG, Jiang, YX, Auton, A, Boer, Cindy, Mangino, M, Wang, CA, Kemp, JP, McMahon, G, Medina Gomez, Maria, Hickey, M, Trajanoska, Katerina, Wolke, D, Ikram, Arfan, Montgomery, GW, Felix, Janine, Wright, MJ, Mackey, DA, Jaddoe, Vincent, Martin, NG, Tung, JY, Smith, GD, Pennell, CE, Spector, TD, van Meurs, Joyce, Rivadeneira, Fernando, Medland, SE, and Evans, DM
- Published
- 2018
31. Biological interpretation of genome-wide association studies using predicted gene functions
- Author
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Pers, T, Karjalainen, J, Chan, Y, Westra, H, Wood, A, Yang, J, Lui, J, Vedantam, S, Gustafsson, S, Esko, T, Frayling, T, Speliotes, E, Boehnke, M, Raychaudhuri, S, Fehrmann, R, Hirschhorn, J, Franke, L, Chu, A, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, M, Croteau Chonka, D, Day, F, Duan, Y, Fall, T, Ferreira, T, Jackson, A, Lo, K, Locke, A, Mägi, R, Mihailov, E, Porcu, E, Randall, J, Scherag, A, Vinkhuyzen, A, Winkler, T, Workalemahu, T, Zhao, J, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, G, Feenstra, B, Feitosa, M, Fischer, K, Fraser, R, Goel, A, Gong, J, Justice, E, Kanoni, S, Kleber, M, Kristiansson, K, Lim, U, Lotay, V, Mangino, M, Mateo Leach, I, Medina Gomez, C, Nalls, M, Nyholt, D, Palmer, C, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, J, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, R, Sung, Y, Tanaka, T, Teumer, A, Trompet, S, van der Laan, S, van Setten, J, Van Vliet Ostaptchouk, J, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Ärnlöv, J, Arscott, G, Bandinelli, S, Barrett, A, Bellis, C, Bennett, A, Berne, C, Blüher, M, Bolton, J, Böttcher, Y, Boyd, H, Bruinenberg, M, Buckley, B, Buyske, S, Caspersen, I, Chines, P, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, E, De Jong, A, Deelen, J, Delgado, G, Denny, J, Dhonukshe Rutten, R, Dimitriou, M, Doney, A, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, M, Geller, F, Giedraitis, V, Go, A, Grallert, H, Grammer, T, Gräßler, J, Grönberg, H, de Groot, L, Groves, C, Haessler, J, Haller, T, Hallmans, G, Hannemann, A, Hartman, C, Hassinen, M, Hayward, C, Heard Costa, N, Helmer, Q, Hemani, G, Henders, A, Hillege, H, Hlatky, M, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat, J, Illig, T, Isaacs, A, James, A, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, A, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, P, Mahajan, A, Maillard, M, Mcardle, W, Mckenzie, C, Mclachlan, S, Mclaren, P, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, K, Morken, M, Müller, G, Müller Nurasyid, M, Musk, A, Narisu, N, Nauck, M, Nolte, I, Nöthen, M, Oozageer, L, Pilz, S, Rayner, N, Renstrom, F, Robertson, N, Rose, L, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, F, Schunkert, H, Scott, R, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, J, Smith, A, Smolonska, J, Stanton, A, Stirrups, K, Stott, D, Stringham, H, Sundström, J, Swertz, M, Syvänen, A, Tayo, B, Thorleifsson, G, Tyrer, J, van Dijk, S, van Schoor, N, van der Velde, N, van Heemst, D, van Oort, F, Vermeulen, S, Verweij, N, Vonk, J, Waite, L, Waldenberger, M, Wennauer, R, Wilkens, L, Willenborg, C, Wilsgaard, T, Wojczynski, M, Wong, A, Wright, A, Zhang, Q, Arveiler, D, Bakker, S, Beilby, J, Bergman, R, Bergmann, S, Biffar, R, Blangero, J, Boomsma, I, Bornstein, S, Bovet, P, Brambilla, P, Brown, M, Campbell, H, Caulfield, M, Chakravarti, A, Collins, R, Collins, F, Crawford, D, Cupples, L, Danesh, J, de Faire, U, den Ruijter, H, Erbel, R, Erdmann, J, Eriksson, J, Farrall, M, Ferrannini, E, Ferrières, J, Ford, I, Forouhi, N, Forrester, T, Gansevoort, R, Gejman, P, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, D, Hall, A, Harris, T, Hattersley, A, Heath, A, Hengstenberg, C, Hicks, A, Hindorff, L, Hingorani, A, Hofman, A, Hovingh, G, Humphries, S, Hunt, S, Hypponen, E, Jacobs, K, Jarvelin, M, Jousilahti, P, Jula, A, Kaprio, J, Kastelein, J, Kayser, M, Kee, F, Keinanen Kiukaanniemi, S, Kiemeney, L, Kooner, J, Kooperberg, C, Koskinen, S, Kovacs, P, Kraja, A, Kumari, M, Kuusisto, J, Lakka, T, Langenberg, C, Le Marchand, L, Lehtimäki, T, Lupoli, S, Madden, P, Männistö, S, Manunta, P, Marette, A, Matise, T, Mcknight, B, Meitinger, T, Moll, F, Montgomery, G, Morris, A, Murray, J, Nelis, M, Ohlsson, C, Oldehinkel, A, Ong, K, Ouwehand, W, Pasterkamp, G, Peters, A, Pramstaller, P, Price, J, Qi, L, Raitakari, O, Rankinen, T, Rao, D, Rice, T, Ritchie, M, Rudan, I, Salomaa, V, Samani, N, Saramies, J, Sarzynski, M, Schwarz, P, Sebert, S, Sever, P, Shuldiner, A, Sinisalo, J, Steinthorsdottir, V, Stolk, R, Tardif, J, Tönjes, A, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, M, Amouyel, P, Asselbergs, F, Assimes, T, Bochud, M, Boehm, B, Boerwinkle, E, Bottinger, E, Bouchard, C, Cauchi, S, Chambers, J, Chanock, S, Cooper, R, de Bakker, P, Dedoussis, G, Ferrucci, L, Franks, P, Froguel, P, Groop, L, Haiman, C, Hamsten, A, Hayes, M, Hui, J, Hunter, D, Hveem, K, Jukema, J, Kaplan, R, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, N, März, W, Melbye, M, Moebus, S, Munroe, P, Njølstad, I, Oostra, B, Pedersen, N, Perola, M, Pérusse, L, Peters, U, Powell, J, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, P, Rivadeneira, F, Rotter, J, Saaristo, T, Saleheen, D, Schlessinger, D, Slagboom, P, Snieder, H, Spector, T, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, van der Harst, P, Völzke, H, Walker, M, Wareham, N, Watkins, H, Wichmann, H, Wilson, J, Zanen, P, Deloukas, P, Heid, I, Lindgren, C, Mohlke, K, Thorsteinsdottir, U, Barroso, I, Fox, C, North, K, Strachan, D, Beckmann, J, Berndt, S, Borecki, I, Mccarthy, M, Metspalu, A, Stefansson, K, Uitterlinden, A, van Duijn, C, Willer, C, Price, A, Lettre, G, Loos, R, Weedon, M, Ingelsson, E, O'Connell, J, Abecasis, G, Chasman, D, Goddard, M, Visscher, P, Pers TH, Karjalainen JM, Chan Y, Westra HJ, Wood AR, Yang J, Lui JC, Vedantam S, Gustafsson S, Esko T, Frayling T, Speliotes EK, Boehnke M, Raychaudhuri S, Fehrmann RS, Hirschhorn JN, Franke L, Chu AY, Estrada K, Luan J, Kutalik Z, Amin N, Buchkovich ML, Croteau Chonka DC, Day FR, Duan Y, Fall T, Fehrmann R, Ferreira T, Jackson AU, Karjalainen J, Lo KS, Locke AE, Mägi R, Mihailov E, Porcu E, Randall JC, Scherag A, Vinkhuyzen AA, Winkler TW, Workalemahu T, Zhao JH, Absher D, Albrecht E, Anderson D, Baron J, Beekman M, Demirkan A, Ehret GB, Feenstra B, Feitosa MF, Fischer K, Fraser RM, Goel A, Gong J, Justice E, Kanoni S, Kleber ME, Kristiansson K, Lim U, Lotay V, Mangino M, Mateo Leach I, Medina Gomez C, Nalls MA, Nyholt DR, Palmer CD, Pasko D, Pechlivanis S, Prokopenko I, Ried JS, Ripke S, Shungin D, Stancáková A, Strawbridge RJ, Sung YJ, Tanaka T, Teumer A, Trompet S, van der Laan SW, van Setten J, Van Vliet Ostaptchouk JV, Wang Z, Yengo L, Zhang W, Afzal U, Ärnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Bolton JL, Böttcher Y, Boyd HA, Bruinenberg M, Buckley BM, Buyske S, Caspersen IH, Chines PS, Clarke R, Claudi Boehm S, Cooper M, Daw EW, De Jong A, Deelen J, Delgado G, Denny JC, Dhonukshe Rutten R, Dimitriou M, Doney AS, Dörr M, Eklund N, Eury E, Folkersen L, Garcia ME, Geller F, Giedraitis V, Go AS, Grallert H, Grammer TB, Gräßler J, Grönberg H, de Groot LC, Groves CJ, Haessler J, Haller T, Hallmans G, Hannemann A, Hartman CA, Hassinen M, Hayward C, Heard Costa NL, Helmer Q, Hemani G, Henders AK, Hillege HL, Hlatky MA, Hoffmann W, Hoffmann P, Holmen O, Houwing Duistermaat JJ, Illig T, Isaacs A, James AL, Jeff J, Johansen B, Johansson Å, Jolley J, Juliusdottir T, Junttila J, Kho AN, Kinnunen L, Klopp N, Kocher T, Kratzer W, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Lu Y, Lyssenko V, Magnusson PK, Mahajan A, Maillard M, McArdle WL, McKenzie CA, McLachlan S, McLaren PJ, Menni C, Merger S, Milani L, Moayyeri A, Monda KL, Morken MA, Müller G, Müller Nurasyid M, Musk AW, Narisu N, Nauck M, Nolte IM, Nöthen MM, Oozageer L, Pilz S, Rayner NW, Renstrom F, Robertson NR, Rose LM, Roussel R, Sanna S, Scharnagl H, Scholtens S, Schumacher FR, Schunkert H, Scott RA, Sehmi J, Seufferlein T, Shi J, Silventoinen K, Smit JH, Smith AV, Smolonska J, Stanton AV, Stirrups K, Stott DJ, Stringham HM, Sundström J, Swertz MA, Syvänen AC, Tayo BO, Thorleifsson G, Tyrer JP, van Dijk S, van Schoor NM, van der Velde N, van Heemst D, van Oort FV, Vermeulen SH, Verweij N, Vonk JM, Waite LL, Waldenberger M, Wennauer R, Wilkens LR, Willenborg C, Wilsgaard T, Wojczynski MK, Wong A, Wright AF, Zhang Q, Arveiler D, Bakker SJ, Beilby J, Bergman RN, Bergmann S, Biffar R, Blangero J, Boomsma I, Bornstein SR, Bovet P, BRAMBILLA, PAOLO, Brown MJ, Campbell H, Caulfield MJ, Chakravarti A, Collins R, Collins FS, Crawford DC, Cupples LA, Danesh J, de Faire U, den Ruijter HM, Erbel R, Erdmann J, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Ford I, Forouhi NG, Forrester T, Gansevoort RT, Gejman PV, Gieger C, Golay A, Gottesman O, Gudnason V, Gyllensten U, Haas DW, Hall AS, Harris TB, Hattersley AT, Heath AC, Hengstenberg C, Hicks AA, Hindorff LA, Hingorani AD, Hofman A, Hovingh GK, Humphries SE, Hunt SC, Hypponen E, Jacobs KB, Jarvelin MR, Jousilahti P, Jula AM, Kaprio J, Kastelein JJ, Kayser M, Kee F, Keinanen Kiukaanniemi SM, Kiemeney LA, Kooner JS, Kooperberg C, Koskinen S, Kovacs P, Kraja AT, Kumari M, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lupoli S, Madden PA, Männistö S, Manunta P, Marette A, Matise TC, McKnight B, Meitinger T, Moll FL, Montgomery GW, Morris AD, Morris AP, Murray JC, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Ouwehand WH, Pasterkamp G, Peters A, Pramstaller PP, Price JF, Qi L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ritchie M, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PE, Sebert S, Sever P, Shuldiner AR, Sinisalo J, Steinthorsdottir V, Stolk RP, Tardif JC, Tönjes A, Tremblay A, Tremoli E, Virtamo J, Vohl MC, Amouyel P, Asselbergs FW, Assimes TL, Bochud M, Boehm BO, Boerwinkle E, Bottinger EP, Bouchard C, Cauchi S, Chambers JC, Chanock SJ, Cooper RS, de Bakker PI, Dedoussis G, Ferrucci L, Franks PW, Froguel P, Groop LC, Haiman CA, Hamsten A, Hayes MG, Hui J, Hunter DJ, Hveem K, Jukema JW, Kaplan RC, Kivimaki M, Kuh D, Laakso M, Liu Y, Martin NG, März W, Melbye M, Moebus S, Munroe PB, Njølstad I, Oostra BA, Palmer CN, Pedersen NL, Perola M, Pérusse L, Peters U, Powell JE, Power C, Quertermous T, Rauramaa R, Reinmaa E, Ridker PM, Rivadeneira F, Rotter JI, Saaristo TE, Saleheen D, Schlessinger D, Slagboom PE, Snieder H, Spector TD, Strauch K, Stumvoll M, Tuomilehto J, Uusitupa M, van der Harst P, Völzke H, Walker M, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Zanen P, Deloukas P, Heid IM, Lindgren CM, Mohlke KL, Thorsteinsdottir U, Barroso I, Fox CS, North KE, Strachan DP, Beckmann JS, Berndt SI, Borecki IB, McCarthy MI, Metspalu A, Stefansson K, Uitterlinden AG, van Duijn CM, Willer CJ, Price AL, Lettre G, Loos RJ, Weedon MN, Ingelsson E, O'Connell JR, Abecasis GR, Chasman DI, Goddard ME, Visscher PM, Frayling T.M., Pers, T, Karjalainen, J, Chan, Y, Westra, H, Wood, A, Yang, J, Lui, J, Vedantam, S, Gustafsson, S, Esko, T, Frayling, T, Speliotes, E, Boehnke, M, Raychaudhuri, S, Fehrmann, R, Hirschhorn, J, Franke, L, Chu, A, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, M, Croteau Chonka, D, Day, F, Duan, Y, Fall, T, Ferreira, T, Jackson, A, Lo, K, Locke, A, Mägi, R, Mihailov, E, Porcu, E, Randall, J, Scherag, A, Vinkhuyzen, A, Winkler, T, Workalemahu, T, Zhao, J, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, G, Feenstra, B, Feitosa, M, Fischer, K, Fraser, R, Goel, A, Gong, J, Justice, E, Kanoni, S, Kleber, M, Kristiansson, K, Lim, U, Lotay, V, Mangino, M, Mateo Leach, I, Medina Gomez, C, Nalls, M, Nyholt, D, Palmer, C, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, J, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, R, Sung, Y, Tanaka, T, Teumer, A, Trompet, S, van der Laan, S, van Setten, J, Van Vliet Ostaptchouk, J, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Ärnlöv, J, Arscott, G, Bandinelli, S, Barrett, A, Bellis, C, Bennett, A, Berne, C, Blüher, M, Bolton, J, Böttcher, Y, Boyd, H, Bruinenberg, M, Buckley, B, Buyske, S, Caspersen, I, Chines, P, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, E, De Jong, A, Deelen, J, Delgado, G, Denny, J, Dhonukshe Rutten, R, Dimitriou, M, Doney, A, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, M, Geller, F, Giedraitis, V, Go, A, Grallert, H, Grammer, T, Gräßler, J, Grönberg, H, de Groot, L, Groves, C, Haessler, J, Haller, T, Hallmans, G, Hannemann, A, Hartman, C, Hassinen, M, Hayward, C, Heard Costa, N, Helmer, Q, Hemani, G, Henders, A, Hillege, H, Hlatky, M, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat, J, Illig, T, Isaacs, A, James, A, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, A, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, P, Mahajan, A, Maillard, M, Mcardle, W, Mckenzie, C, Mclachlan, S, Mclaren, P, Menni, C, Merger, S, Milani, L, Moayyeri, A, Monda, K, Morken, M, Müller, G, Müller Nurasyid, M, Musk, A, Narisu, N, Nauck, M, Nolte, I, Nöthen, M, Oozageer, L, Pilz, S, Rayner, N, Renstrom, F, Robertson, N, Rose, L, Roussel, R, Sanna, S, Scharnagl, H, Scholtens, S, Schumacher, F, Schunkert, H, Scott, R, Sehmi, J, Seufferlein, T, Shi, J, Silventoinen, K, Smit, J, Smith, A, Smolonska, J, Stanton, A, Stirrups, K, Stott, D, Stringham, H, Sundström, J, Swertz, M, Syvänen, A, Tayo, B, Thorleifsson, G, Tyrer, J, van Dijk, S, van Schoor, N, van der Velde, N, van Heemst, D, van Oort, F, Vermeulen, S, Verweij, N, Vonk, J, Waite, L, Waldenberger, M, Wennauer, R, Wilkens, L, Willenborg, C, Wilsgaard, T, Wojczynski, M, Wong, A, Wright, A, Zhang, Q, Arveiler, D, Bakker, S, Beilby, J, Bergman, R, Bergmann, S, Biffar, R, Blangero, J, Boomsma, I, Bornstein, S, Bovet, P, Brambilla, P, Brown, M, Campbell, H, Caulfield, M, Chakravarti, A, Collins, R, Collins, F, Crawford, D, Cupples, L, Danesh, J, de Faire, U, den Ruijter, H, Erbel, R, Erdmann, J, Eriksson, J, Farrall, M, Ferrannini, E, Ferrières, J, Ford, I, Forouhi, N, Forrester, T, Gansevoort, R, Gejman, P, Gieger, C, Golay, A, Gottesman, O, Gudnason, V, Gyllensten, U, Haas, D, Hall, A, Harris, T, Hattersley, A, Heath, A, Hengstenberg, C, Hicks, A, Hindorff, L, Hingorani, A, Hofman, A, Hovingh, G, Humphries, S, Hunt, S, Hypponen, E, Jacobs, K, Jarvelin, M, Jousilahti, P, Jula, A, Kaprio, J, Kastelein, J, Kayser, M, Kee, F, Keinanen Kiukaanniemi, S, Kiemeney, L, Kooner, J, Kooperberg, C, Koskinen, S, Kovacs, P, Kraja, A, Kumari, M, Kuusisto, J, Lakka, T, Langenberg, C, Le Marchand, L, Lehtimäki, T, Lupoli, S, Madden, P, Männistö, S, Manunta, P, Marette, A, Matise, T, Mcknight, B, Meitinger, T, Moll, F, Montgomery, G, Morris, A, Murray, J, Nelis, M, Ohlsson, C, Oldehinkel, A, Ong, K, Ouwehand, W, Pasterkamp, G, Peters, A, Pramstaller, P, Price, J, Qi, L, Raitakari, O, Rankinen, T, Rao, D, Rice, T, Ritchie, M, Rudan, I, Salomaa, V, Samani, N, Saramies, J, Sarzynski, M, Schwarz, P, Sebert, S, Sever, P, Shuldiner, A, Sinisalo, J, Steinthorsdottir, V, Stolk, R, Tardif, J, Tönjes, A, Tremblay, A, Tremoli, E, Virtamo, J, Vohl, M, Amouyel, P, Asselbergs, F, Assimes, T, Bochud, M, Boehm, B, Boerwinkle, E, Bottinger, E, Bouchard, C, Cauchi, S, Chambers, J, Chanock, S, Cooper, R, de Bakker, P, Dedoussis, G, Ferrucci, L, Franks, P, Froguel, P, Groop, L, Haiman, C, Hamsten, A, Hayes, M, Hui, J, Hunter, D, Hveem, K, Jukema, J, Kaplan, R, Kivimaki, M, Kuh, D, Laakso, M, Liu, Y, Martin, N, März, W, Melbye, M, Moebus, S, Munroe, P, Njølstad, I, Oostra, B, Pedersen, N, Perola, M, Pérusse, L, Peters, U, Powell, J, Power, C, Quertermous, T, Rauramaa, R, Reinmaa, E, Ridker, P, Rivadeneira, F, Rotter, J, Saaristo, T, Saleheen, D, Schlessinger, D, Slagboom, P, Snieder, H, Spector, T, Strauch, K, Stumvoll, M, Tuomilehto, J, Uusitupa, M, van der Harst, P, Völzke, H, Walker, M, Wareham, N, Watkins, H, Wichmann, H, Wilson, J, Zanen, P, Deloukas, P, Heid, I, Lindgren, C, Mohlke, K, Thorsteinsdottir, U, Barroso, I, Fox, C, North, K, Strachan, D, Beckmann, J, Berndt, S, Borecki, I, Mccarthy, M, Metspalu, A, Stefansson, K, Uitterlinden, A, van Duijn, C, Willer, C, Price, A, Lettre, G, Loos, R, Weedon, M, Ingelsson, E, O'Connell, J, Abecasis, G, Chasman, D, Goddard, M, Visscher, P, Pers TH, Karjalainen JM, Chan Y, Westra HJ, Wood AR, Yang J, Lui JC, Vedantam S, Gustafsson S, Esko T, Frayling T, Speliotes EK, Boehnke M, Raychaudhuri S, Fehrmann RS, Hirschhorn JN, Franke L, Chu AY, Estrada K, Luan J, Kutalik Z, Amin N, Buchkovich ML, Croteau Chonka DC, Day FR, Duan Y, Fall T, Fehrmann R, Ferreira T, Jackson AU, Karjalainen J, Lo KS, Locke AE, Mägi R, Mihailov E, Porcu E, Randall JC, Scherag A, Vinkhuyzen AA, Winkler TW, Workalemahu T, Zhao JH, Absher D, Albrecht E, Anderson D, Baron J, Beekman M, Demirkan A, Ehret GB, Feenstra B, Feitosa MF, Fischer K, Fraser RM, Goel A, Gong J, Justice E, Kanoni S, Kleber ME, Kristiansson K, Lim U, Lotay V, Mangino M, Mateo Leach I, Medina Gomez C, Nalls MA, Nyholt DR, Palmer CD, Pasko D, Pechlivanis S, Prokopenko I, Ried JS, Ripke S, Shungin D, Stancáková A, Strawbridge RJ, Sung YJ, Tanaka T, Teumer A, Trompet S, van der Laan SW, van Setten J, Van Vliet Ostaptchouk JV, Wang Z, Yengo L, Zhang W, Afzal U, Ärnlöv J, Arscott GM, Bandinelli S, Barrett A, Bellis C, Bennett AJ, Berne C, Blüher M, Bolton JL, Böttcher Y, Boyd HA, Bruinenberg M, Buckley BM, Buyske S, Caspersen IH, Chines PS, Clarke R, Claudi Boehm S, Cooper M, Daw EW, De Jong A, Deelen J, Delgado G, Denny JC, Dhonukshe Rutten R, Dimitriou M, Doney AS, Dörr M, Eklund N, Eury E, Folkersen L, Garcia ME, Geller F, Giedraitis V, Go AS, Grallert H, Grammer TB, Gräßler J, Grönberg H, de Groot LC, Groves CJ, Haessler J, Haller T, Hallmans G, Hannemann A, Hartman CA, Hassinen M, Hayward C, Heard Costa NL, Helmer Q, Hemani G, Henders AK, Hillege HL, Hlatky MA, Hoffmann W, Hoffmann P, Holmen O, Houwing Duistermaat JJ, Illig T, Isaacs A, James AL, Jeff J, Johansen B, Johansson Å, Jolley J, Juliusdottir T, Junttila J, Kho AN, Kinnunen L, Klopp N, Kocher T, Kratzer W, Lichtner P, Lind L, Lindström J, Lobbens S, Lorentzon M, Lu Y, Lyssenko V, Magnusson PK, Mahajan A, Maillard M, McArdle WL, McKenzie CA, McLachlan S, McLaren PJ, Menni C, Merger S, Milani L, Moayyeri A, Monda KL, Morken MA, Müller G, Müller Nurasyid M, Musk AW, Narisu N, Nauck M, Nolte IM, Nöthen MM, Oozageer L, Pilz S, Rayner NW, Renstrom F, Robertson NR, Rose LM, Roussel R, Sanna S, Scharnagl H, Scholtens S, Schumacher FR, Schunkert H, Scott RA, Sehmi J, Seufferlein T, Shi J, Silventoinen K, Smit JH, Smith AV, Smolonska J, Stanton AV, Stirrups K, Stott DJ, Stringham HM, Sundström J, Swertz MA, Syvänen AC, Tayo BO, Thorleifsson G, Tyrer JP, van Dijk S, van Schoor NM, van der Velde N, van Heemst D, van Oort FV, Vermeulen SH, Verweij N, Vonk JM, Waite LL, Waldenberger M, Wennauer R, Wilkens LR, Willenborg C, Wilsgaard T, Wojczynski MK, Wong A, Wright AF, Zhang Q, Arveiler D, Bakker SJ, Beilby J, Bergman RN, Bergmann S, Biffar R, Blangero J, Boomsma I, Bornstein SR, Bovet P, BRAMBILLA, PAOLO, Brown MJ, Campbell H, Caulfield MJ, Chakravarti A, Collins R, Collins FS, Crawford DC, Cupples LA, Danesh J, de Faire U, den Ruijter HM, Erbel R, Erdmann J, Eriksson JG, Farrall M, Ferrannini E, Ferrières J, Ford I, Forouhi NG, Forrester T, Gansevoort RT, Gejman PV, Gieger C, Golay A, Gottesman O, Gudnason V, Gyllensten U, Haas DW, Hall AS, Harris TB, Hattersley AT, Heath AC, Hengstenberg C, Hicks AA, Hindorff LA, Hingorani AD, Hofman A, Hovingh GK, Humphries SE, Hunt SC, Hypponen E, Jacobs KB, Jarvelin MR, Jousilahti P, Jula AM, Kaprio J, Kastelein JJ, Kayser M, Kee F, Keinanen Kiukaanniemi SM, Kiemeney LA, Kooner JS, Kooperberg C, Koskinen S, Kovacs P, Kraja AT, Kumari M, Kuusisto J, Lakka TA, Langenberg C, Le Marchand L, Lehtimäki T, Lupoli S, Madden PA, Männistö S, Manunta P, Marette A, Matise TC, McKnight B, Meitinger T, Moll FL, Montgomery GW, Morris AD, Morris AP, Murray JC, Nelis M, Ohlsson C, Oldehinkel AJ, Ong KK, Ouwehand WH, Pasterkamp G, Peters A, Pramstaller PP, Price JF, Qi L, Raitakari OT, Rankinen T, Rao DC, Rice TK, Ritchie M, Rudan I, Salomaa V, Samani NJ, Saramies J, Sarzynski MA, Schwarz PE, Sebert S, Sever P, Shuldiner AR, Sinisalo J, Steinthorsdottir V, Stolk RP, Tardif JC, Tönjes A, Tremblay A, Tremoli E, Virtamo J, Vohl MC, Amouyel P, Asselbergs FW, Assimes TL, Bochud M, Boehm BO, Boerwinkle E, Bottinger EP, Bouchard C, Cauchi S, Chambers JC, Chanock SJ, Cooper RS, de Bakker PI, Dedoussis G, Ferrucci L, Franks PW, Froguel P, Groop LC, Haiman CA, Hamsten A, Hayes MG, Hui J, Hunter DJ, Hveem K, Jukema JW, Kaplan RC, Kivimaki M, Kuh D, Laakso M, Liu Y, Martin NG, März W, Melbye M, Moebus S, Munroe PB, Njølstad I, Oostra BA, Palmer CN, Pedersen NL, Perola M, Pérusse L, Peters U, Powell JE, Power C, Quertermous T, Rauramaa R, Reinmaa E, Ridker PM, Rivadeneira F, Rotter JI, Saaristo TE, Saleheen D, Schlessinger D, Slagboom PE, Snieder H, Spector TD, Strauch K, Stumvoll M, Tuomilehto J, Uusitupa M, van der Harst P, Völzke H, Walker M, Wareham NJ, Watkins H, Wichmann HE, Wilson JF, Zanen P, Deloukas P, Heid IM, Lindgren CM, Mohlke KL, Thorsteinsdottir U, Barroso I, Fox CS, North KE, Strachan DP, Beckmann JS, Berndt SI, Borecki IB, McCarthy MI, Metspalu A, Stefansson K, Uitterlinden AG, van Duijn CM, Willer CJ, Price AL, Lettre G, Loos RJ, Weedon MN, Ingelsson E, O'Connell JR, Abecasis GR, Chasman DI, Goddard ME, Visscher PM, and Frayling T.M.
- Abstract
The main challenge for gaining biological insights from genetic associations is identifying which genes and pathways explain the associations. Here we present DEPICT, an integrative tool that employs predicted gene functions to systematically prioritize the most likely causal genes at associated loci, highlight enriched pathways and identify tissues/cell types where genes from associated loci are highly expressed. DEPICT is not limited to genes with established functions and prioritizes relevant gene sets for many phenotypes.
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- 2015
32. Estimating the causal influence of body mass index on risk of Parkinson disease: A Mendelian randomisation study
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Noyce, A J, Kia, D A, Hemani, G, Nicolas, A, Price, T R, De Pablo-Fernandez, E, Haycock, P C, Lewis, P A, Foltynie, T, Smith, G D, Schrag, A, Lees, A J, Hardy, J, Singleton, A, Nalls, M A, Pearce, N, Lawlor, D A, and Wood, N W
- Abstract
Both positive and negative associations between higher body mass index (BMI) and Parkinson disease (PD) have been reported in observational studies, but it has been difficult to establish causality because of the possibility of residual confounding or reverse causation. To our knowledge, Mendelian randomisation (MR)—the use of genetic instrumental variables (IVs) to explore causal effects—has not previously been used to test the effect of BMI on PD.
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- 2017
33. Association between telomere length and risk of cancer and non-neoplastic diseases: A Mendelian randomization study
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Collaboration, Telomeres Mendelian Randomization, Haycock, P, Burgess, S, Nounu, A, Zheng, J, Okoli, G, Bowden, J, Wade, K, Timpson, N, Evans, D, Willeit, P, Aviv, A, Gaunt, T, Hemani, G, Mangino, M, Ellis, H, Kurian, K, Pooley, K, Eeles, R, Lee, J, Fang, S, Chen, W, Law, M, Bowdler, L, Iles, M, Yang, Q, Worrall, B, Markus, H, Hung, R, Amos, C, Spurdle, A, Thompson, D, O'Mara, T, Wolpin, B, Amundadottir, L, Stolzenberg-Solomon, R, Trichopoulou, A, Onland-Moret, N, Lund, E, Duell, E, Canzian, F, Severi, G, Overvad, K, Gunter, M, Tumino, R, Svenson, U, van Rij, A, Baas, A, Bown, M, Samani, N, van t'Hof, F, Tromp, G, Jones, G, Kuivaniemi, H, Elmore, J, Johansson, M, Mckay, J, Scelo, G, Carreras-Torres, R, Gaborieau, V, Brennan, P, Bracci, P, Neale, R, Olson, S, Gallinger, S, Li, D, Petersen, G, Risch, H, Klein, A, Han, J, Abnet, C, Freedman, N, Taylor, P, Maris, J, Aben, K, Kiemeney, L, Vermeulen, S, Wiencke, J, Walsh, K, Wrensch, M, Rice, T, Turnbull, C, Litchfield, K, Paternoster, L, Standl, M, Abecasis, G, SanGiovanni, J, Li, Y, Mijatovic, V, Sapkota, Y, Low, S, Zondervan, K, Montgomery, G, Nyholt, D, van Heel, D, Hunt, K, Arking, D, Ashar, F, Sotoodehnia, N, Woo, D, Rosand, J, Comeau, M, Brown, W, Silverman, E, Hokanson, J, Cho, M, Hui, J, Ferreira, M, Thompson, P, Morrison, A, Felix, J, Smith, N, Christiano, A, Petukhova, L, Betz, R, Fan, X, Zhang, X, Zhu, C, Langefeld, C, Thompson, S, Wang, F, Lin, X, Schwartz, D, Fingerlin, T, Rotter, J, Cotch, M, Jensen, R, Munz, M, Dommisch, H, Schaefer, A, Han, F, Ollila, H, Hillary, R, Albagha, O, Ralston, S, Zeng, C, Zheng, W, Shu, X, Reis, A, Uebe, S, Hüffmeier, U, Kawamura, Y, Otowa, T, Sasaki, T, Hibberd, M, Davila, S, Xie, G, Siminovitch, K, Bei, J, Zeng, Y, Försti, A, Chen, B, Landi, S, Franke, A, Fischer, A, Ellinghaus, D, Flores, C, Noth, I, Ma, S, Foo, J, Liu, J, Kim, J, Cox, D, Delattre, O, Mirabeau, O, Skibola, C, Tang, C, Garcia-Barcelo, M, Chang, K, Su, W, Chang, Y, Martin, N, Gordon, S, Wade, T, Lee, C, Kubo, M, Cha, P, Nakamura, Y, Levy, D, Kimura, M, Hwang, S, Hunt, S, Spector, T, Soranzo, N, Manichaikul, A, Barr, R, Kahali, B, Speliotes, E, Yerges-Armstrong, L, Cheng, C, Jonas, J, Wong, T, Fogh, I, Lin, K, Powell, J, Rice, K, Relton, C, Martin, R, Davey Smith, G, Erasmus MC other, Epidemiology, and Pediatrics
- Subjects
0301 basic medicine ,Adult ,Male ,Cancer Research ,Single-nucleotide polymorphism ,Genome-wide association study ,Disease ,Bioinformatics ,Polymorphism, Single Nucleotide ,Risk Assessment ,Article ,03 medical and health sciences ,Telomere Homeostasis ,SDG 3 - Good Health and Well-being ,Neoplasms ,Mendelian randomization ,Journal Article ,medicine ,Humans ,Genetic Predisposition to Disease ,Càncer ,Germ-Line Mutation ,Aged ,Cancer ,Aged, 80 and over ,business.industry ,Nucleotides ,Odds ratio ,Mendelian Randomization Analysis ,Middle Aged ,Telomere ,medicine.disease ,Nucleòtids ,030104 developmental biology ,Stem cell division ,Oncology ,Cardiovascular Diseases ,Urological cancers Radboud Institute for Health Sciences [Radboudumc 15] ,Female ,ICEP ,business ,Genome-Wide Association Study ,Bristol Population Health Science Institute - Abstract
Importance The causal direction and magnitude of the association between telomere length and incidence of cancer and non-neoplastic diseases is uncertain owing to the susceptibility of observational studies to confounding and reverse causation. Objective To conduct a Mendelian randomization study, using germline genetic variants as instrumental variables, to appraise the causal relevance of telomere length for risk of cancer and non-neoplastic diseases. Data Sources Genomewide association studies (GWAS) published up to January 15, 2015. Study Selection GWAS of noncommunicable diseases that assayed germline genetic variation and did not select cohort or control participants on the basis of preexisting diseases. Of 163 GWAS of noncommunicable diseases identified, summary data from 103 were available. Data Extraction and Synthesis Summary association statistics for single nucleotide polymorphisms (SNPs) that are strongly associated with telomere length in the general population. Main Outcomes and Measures Odds ratios (ORs) and 95%confidence intervals (CIs) for disease per standard deviation (SD) higher telomere length due to germline genetic variation. Results Summary data were available for 35 cancers and 48 non-neoplastic diseases, corresponding to 420 081 cases (median cases, 2526 per disease) and 1 093 105 controls (median, 6789 per disease). Increased telomere length due to germline genetic variation was generally associated with increased risk for site-specific cancers. The strongest associations (ORs [95%CIs] per 1-SD change in genetically increased telomere length) were observed for glioma, 5.27 (3.15-8.81); serous low-malignant-potential ovarian cancer, 4.35 (2.39-7.94); lung adenocarcinoma, 3.19 (2.40-4.22); neuroblastoma, 2.98 (1.92-4.62); bladder cancer, 2.19 (1.32-3.66); melanoma, 1.87 (1.55-2.26); testicular cancer, 1.76 (1.02-3.04); kidney cancer, 1.55 (1.08-2.23); and endometrial cancer, 1.31 (1.07-1.61). Associations were stronger for rarer cancers and at tissue sites with lower rates of stem cell division. There was generally little evidence of association between genetically increased telomere length and risk of psychiatric, autoimmune, inflammatory, diabetic, and other non-neoplastic diseases, except for coronary heart disease (OR, 0.78 [95%CI, 0.67-0.90]), abdominal aortic aneurysm (OR, 0.63 [95%CI, 0.49-0.81]), celiac disease (OR, 0.42 [95%CI, 0.28-0.61]) and interstitial lung disease (OR, 0.09 [95%CI, 0.05-0.15]). Conclusions and Relevance It is likely that longer telomeres increase risk for several cancers but reduce risk for some non-neoplastic diseases, including cardiovascular diseases.
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- 2017
34. Association between telomere length and risk of cancer and non-neoplastic diseases a mendelian randomization study
- Author
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Haycock, PC, Burgess, S, Nounu, A, Zheng, J, Okoli, GN, Bowden, J, Wade, KH, Timpson, NJ, Evans, DM, Willeit, P, Aviv, A, Gaunt, TR, Hemani, G, Mangino, M, Ellis, HP, Kurian, KM, Pooley, KA, Eeles, RA, Lee, JE, Fang, S, Chen, WV, Law, MH, Bowdler, LM, Iles, MM, Yang, Q, Worrall, BB, Markus, HS, Hung, RJ, Amos, CI, Spurdle, AB, Thompson, DJ, O'Mara, TA, Wolpin, B, Amundadottir, L, Stolzenberg-Solomon, R, Trichopoulou, A, Onland-Moret, NC, Lund, E, Duell, EJ, Canzian, F, Severi, G, Overvad, K, Gunter, MJ, Tumino, R, Svenson, U, Van Rij, A, Baas, AF, Bown, MJ, Samani, NJ, Van t'Hof, FNG, Tromp, G, Jones, GT, Kuivaniemi, H, Elmore, JR, Johansson, M, Mckay, J, Scelo, G, Carreras-Torres, R, Gaborieau, V, Brennan, P, Bracci, PM, Neale, RE, Olson, SH, Gallinger, S, Li, D, Petersen, GM, Risch, HA, Klein, AP, Han, J, Abnet, CC, Freedman, ND, Taylor, PR, Maris, JM, Aben, KK, Kiemeney, LA, Vermeulen, SH, Wiencke, JK, and Walsh, KM
- Abstract
Copyright 2017 American Medical Association. All rights reserved. IMPORTANCE: The causal direction and magnitude of the association between telomere length and incidence of cancer and non-neoplastic diseases is uncertain owing to the susceptibility of observational studies to confounding and reverse causation. OBJECTIVE: To conduct a Mendelian randomization study, using germline genetic variants as instrumental variables, to appraise the causal relevance of telomere length for risk of cancer and non-neoplastic diseases. DATA SOURCES: Genomewide association studies (GWAS) published up to January 15, 2015. STUDY SELECTION: GWAS of noncommunicable diseases that assayed germline genetic variation and did not select cohort or control participants on the basis of preexisting diseases. Of 163 GWAS of noncommunicable diseases identified, summary data from 103 were available. DATA EXTRACTION AND SYNTHESIS: Summary association statistics for single nucleotide polymorphisms (SNPs) that are strongly associated with telomere length in the general population. MAIN OUTCOMES AND MEASURES: Odds ratios (ORs) and 95% confidence intervals (CIs) for disease per standard deviation (SD) higher telomere length due to germline genetic variation. RESULTS: Summary data were available for 35 cancers and 48 non-neoplastic diseases, corresponding to 420 081 cases (median cases, 2526 per disease) and 1 093 105 controls (median, 6789 per disease). Increased telomere length due to germline genetic variation was generally associated with increased risk for site-specific cancers. The strongest associations (ORs [95% CIs] per 1-SD change in genetically increased telomere length) were observed for glioma, 5.27 (3.15-8.81); serous low-malignant-potential ovarian cancer, 4.35 (2.39-7.94); lung adenocarcinoma, 3.19 (2.40-4.22); neuroblastoma, 2.98 (1.92-4.62); bladder cancer, 2.19 (1.32-3.66); melanoma, 1.87 (1.55-2.26); testicular cancer, 1.76 (1.02-3.04); kidney cancer, 1.55 (1.08-2.23); and endometrial cancer, 1.31 (1.07-1.61). Associations were stronger for rarer cancers and at tissue sites with lower rates of stem cell division. There was generally little evidence of association between genetically increased telomere length and risk of psychiatric, autoimmune, inflammatory, diabetic, and other non-neoplastic diseases, except for coronary heart disease (OR, 0.78 [95% CI, 0.67-0.90]), abdominal aortic aneurysm (OR, 0.63 [95% CI, 0.49-0.81]), celiac disease (OR, 0.42 [95% CI, 0.28-0.61]) and interstitial lung disease (OR, 0.09 [95% CI, 0.05-0.15]). CONCLUSIONS AND RELEVANCE: It is likely that longer telomeres increase risk for several cancers but reduce risk for some non-neoplastic diseases, including cardiovascular diseases.
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- 2017
35. Meffil: efficient normalization and analysis of very large DNA methylation datasets
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Min, J L, primary, Hemani, G, additional, Davey Smith, G, additional, Relton, C, additional, and Suderman, M, additional
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- 2018
- Full Text
- View/download PDF
36. Appraising the causal relevance of DNA methylation for risk of lung cancer
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Battram, T, primary, Richmond, RC, additional, Baglietto, L, additional, Haycock, P, additional, Perduca, V, additional, Bojesen, S, additional, Gaunt, TR, additional, Hemani, G, additional, Guida, F, additional, Carreras-Torres, R, additional, Hung, R, additional, Amos, CI, additional, Freeman, JR, additional, Sandanger, TM, additional, Nøst, TH, additional, Nordestgaard, B, additional, Teschendorff, AE, additional, Polidoro, S, additional, Vineis, P, additional, Severi, G, additional, Hodge, A, additional, Giles, G, additional, Grankvist, K, additional, Johansson, MB, additional, Johansson, M, additional, Davey Smith, G, additional, and Relton, CL, additional
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- 2018
- Full Text
- View/download PDF
37. Association Between Telomere Length and Risk of Cancer and Non-Neoplastic Diseases: A Mendelian Randomization Study
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Haycock, P.C., Burgess, S., Nounu, A., Zheng, J., Okoli, G.N., Bowden, J., Wade, K.H., Timpson, N.J., Evans, D.M., Willeit, P., Aviv, A., Gaunt, T.R., Hemani, G., Mangino, M., Ellis, H.P., Kurian, K.M., Pooley, K.A., Eeles, R.A., Lee, J.E., Fang, S., Chen, W.V., Law, M.H., Bowdler, L.M., Iles, M.M., Yang, Q., Worrall, B.B., Markus, H.S., Hung, R.J., Amos, C.I., Spurdle, A.B., Thompson, D.J., O'Mara, T.A., Wolpin, B., Amundadottir, L., Stolzenberg-Solomon, R., Trichopoulou, A., Onland-Moret, N.C., Lund, E., Duell, E.J., Canzian, F., Severi, G., Overvad, K., Gunter, M.J., Tumino, R., Svenson, U., Rij, A. van, Baas, A.F., Bown, M.J., Samani, N.J., t'Hof, F.N.G. van, Tromp, G., Jones, G.T., Kuivaniemi, H., Elmore, J.R., Johansson, M., McKay, J., Scelo, G., Carreras-Torres, R., Gaborieau, V., Brennan, P., Bracci, P.M., Neale, R.E., Olson, S.H., Gallinger, S., Li, D., Petersen, G.M., Risch, H.A., Klein, A.P., Han, J., Abnet, C.C., Freedman, N.D., Taylor, P.R., Maris, J.M., Aben, K.K.H., Kiemeney, L.A., Vermeulen, S.H., Wiencke, J.K., Walsh, K.M., Wrensch, M., Rice, T., Turnbull, C., Litchfield, K., Paternoster, L., Standl, M., Abecasis, G.R., SanGiovanni, J.P., Li, Y., Mijatovic, V., Sapkota, Y., Low, S.K., Zondervan, K.T., Montgomery, G.W., Nyholt, D.R., Heel, D.A. van, Hunt, K., Arking, D.E., Ashar, F.N., Sotoodehnia, N., Woo, D., et al., Haycock, P.C., Burgess, S., Nounu, A., Zheng, J., Okoli, G.N., Bowden, J., Wade, K.H., Timpson, N.J., Evans, D.M., Willeit, P., Aviv, A., Gaunt, T.R., Hemani, G., Mangino, M., Ellis, H.P., Kurian, K.M., Pooley, K.A., Eeles, R.A., Lee, J.E., Fang, S., Chen, W.V., Law, M.H., Bowdler, L.M., Iles, M.M., Yang, Q., Worrall, B.B., Markus, H.S., Hung, R.J., Amos, C.I., Spurdle, A.B., Thompson, D.J., O'Mara, T.A., Wolpin, B., Amundadottir, L., Stolzenberg-Solomon, R., Trichopoulou, A., Onland-Moret, N.C., Lund, E., Duell, E.J., Canzian, F., Severi, G., Overvad, K., Gunter, M.J., Tumino, R., Svenson, U., Rij, A. van, Baas, A.F., Bown, M.J., Samani, N.J., t'Hof, F.N.G. van, Tromp, G., Jones, G.T., Kuivaniemi, H., Elmore, J.R., Johansson, M., McKay, J., Scelo, G., Carreras-Torres, R., Gaborieau, V., Brennan, P., Bracci, P.M., Neale, R.E., Olson, S.H., Gallinger, S., Li, D., Petersen, G.M., Risch, H.A., Klein, A.P., Han, J., Abnet, C.C., Freedman, N.D., Taylor, P.R., Maris, J.M., Aben, K.K.H., Kiemeney, L.A., Vermeulen, S.H., Wiencke, J.K., Walsh, K.M., Wrensch, M., Rice, T., Turnbull, C., Litchfield, K., Paternoster, L., Standl, M., Abecasis, G.R., SanGiovanni, J.P., Li, Y., Mijatovic, V., Sapkota, Y., Low, S.K., Zondervan, K.T., Montgomery, G.W., Nyholt, D.R., Heel, D.A. van, Hunt, K., Arking, D.E., Ashar, F.N., Sotoodehnia, N., Woo, D., and et al.
- Abstract
Contains fulltext : 174181.pdf (publisher's version ) (Closed access), Importance: The causal direction and magnitude of the association between telomere length and incidence of cancer and non-neoplastic diseases is uncertain owing to the susceptibility of observational studies to confounding and reverse causation. Objective: To conduct a Mendelian randomization study, using germline genetic variants as instrumental variables, to appraise the causal relevance of telomere length for risk of cancer and non-neoplastic diseases. Data Sources: Genomewide association studies (GWAS) published up to January 15, 2015. Study Selection: GWAS of noncommunicable diseases that assayed germline genetic variation and did not select cohort or control participants on the basis of preexisting diseases. Of 163 GWAS of noncommunicable diseases identified, summary data from 103 were available. Data Extraction and Synthesis: Summary association statistics for single nucleotide polymorphisms (SNPs) that are strongly associated with telomere length in the general population. Main Outcomes and Measures: Odds ratios (ORs) and 95% confidence intervals (CIs) for disease per standard deviation (SD) higher telomere length due to germline genetic variation. Results: Summary data were available for 35 cancers and 48 non-neoplastic diseases, corresponding to 420081 cases (median cases, 2526 per disease) and 1093105 controls (median, 6789 per disease). Increased telomere length due to germline genetic variation was generally associated with increased risk for site-specific cancers. The strongest associations (ORs [95% CIs] per 1-SD change in genetically increased telomere length) were observed for glioma, 5.27 (3.15-8.81); serous low-malignant-potential ovarian cancer, 4.35 (2.39-7.94); lung adenocarcinoma, 3.19 (2.40-4.22); neuroblastoma, 2.98 (1.92-4.62); bladder cancer, 2.19 (1.32-3.66); melanoma, 1.87 (1.55-2.26); testicular cancer, 1.76 (1.02-3.04); kidney cancer, 1.55 (1.08-2.23); and endometrial cancer, 1.31 (1.07-1.61). Associations were stronger for rarer cance
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- 2017
38. Association between telomere length and risk of cancer and non-neoplastic diseases a mendelian randomization study
- Author
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Haycock, P. (Philip), Burgess, S. (Stephen), Nounu, A. (Aayah), Zheng, J. (Jie), Okoli, G.N. (George N.), Bowden, J., Wade, K.H. (Kaitlin Hazel), Timpson, N.J. (Nicholas J.), Evans, D.M. (David M.), Willeit, P. (Peter), Aviv, A. (Abraham), Gaunt, T.R. (Tom), Hemani, G., Mangino, M. (Massimo), Ellis, H.P. (Hayley Patricia), Kurian, K.M. (Kathreena M.), Pooley, K.A. (Karen A.), Eeles, R. (Rosalind), Lee, J.E. (Jeffrey E.), Fang, S. (Shenying), Chen, W.V. (Wei V.), Law, M.H. (Matthew H.), Bowdler, L.M. (Lisa M.), Iles, M.M. (Mark M.), Yang, Q. (Qiong Fang), Worrall, B.B. (Bradford B.), Markus, H.S. (Hugh), Hung, R.J. (Rayjean J.), Amos, W., Spurdle, A.B. (Amanda), Thompson, D. (Deborah), O'Mara, T.A. (Tracy A.), Wolpin, B. (Brian), Amundadottir, L. (Laufey), Stolzenberg-Solomon, R. (Rachael), Trichopoulou, A. (Antonia), Onland-Moret, N.C. (Charlotte), Lund, E. (Eiliv), Duell, E.J. (Eric), Canzian, F. (Federico), Severi, G. (Gianluca), Overvad, K. (Kim), Gunter, M.J. (Marc J.), Tumino, R. (Rosario), Svenson, U. (Ulrika), Rij, A.M. (Andre) van, Baas, A.F. (Annette), Bown, N., Samani, N.J. (Nilesh), Van t'Hof, F.N.G. (Femke N.G.), Tromp, G. (Gerard), Jones, G.T. (Gregory T.), Kuivaniemi, H. (Helena), Elmore, J.R. (James R.), Johansson, M. (Mattias), Mckay, J. (James), Scelo, G. (Ghislaine), Carreras-Torres, R. (Robert), Gaborieau, V. (Valerie), Brennan, P. (Paul), Bracci, P.M. (Paige M.), Neale, R.E. (Rachel E.), Olson, S.H. (Sara H.), Gallinger, S. (Steve), Li, D. (Donghui), Olson, S.H. (Sara), Risch, H. (Harvey), Klein, A.P. (Alison P.), Han, J., Abnet, C.C. (Christian C.), Freedman, N.D. (Neal D.), Taylor, P.R. (Phil R.), Maris, J.M. (John), Aben, K.K.H. (Katja), Kiemeney, L.A.L.M. (Bart), Vermeulen, S.H.H.M. (Sita), Wiencke, J.K. (John K.), Walsh, K.M. (Kyle M.), Wrensch, M. (Margaret), Rice, T. (Terri), Turnbull, C. (Clare), Litchfield, K. (Kevin), Paternoster, L. (Lavinia), Standl, M. (Marie), Abecasis, G.R. (Gonçalo), SanGiovanni, J.P. (John Paul), Li, Y. (Yong), Mijatovic, V. (Vladan), Sapkota, Y. (Yadav), Low, S.-K. (Siew-Kee), Zondervan, K.T. (Krina), Montgomery, G.W. (Grant W.), Nyholt, D.R. (Dale), Heel, D.A. (David) van, Hunt, K. (Karen), Arking, D.E. (Dan), Ashar, F.N. (Foram N.), Sotoodehnia, N. (Nona), Woo, D. (Daniel), Rosand, J. (Jonathan), Comeau, M.E. (Mary E.), Brown, W.M. (W. Mark), Silverman, E. (Edwin), Hokanson, J.E. (John E.), Cho, M.H. (Michael), Hui, J. (Jennie), Ferreira, M.A. (Manuel A.), Thompson, P.J. (Philip J.), Morrison, A.C. (Alanna), Felix, J.F. (Janine F.), Smith, N.L. (Nicholas L.), Christiano, A.M. (Angela), Petukhova, L. (Lynn), Betz, R.C. (Regina), Fan, X. (Xing), Zhang, X. (Xuejun), Zhu, C. (Caihong), Langefeld, C.D. (Carl), Thompson, S.D. (Susan D.), Wang, F. (Feijie), Lin, X. (Xu), Schwartz, D.A. (David A.), Fingerlin, T.E. (Tasha E.), Rotter, J.I. (Jerome I.), Cotch, M.F. (Mary Frances), Jensen, R.A. (Richard A.), Munz, M. (Matthias), Dommisch, H. (Henrik), Schaefer, A. (Antje), Han, F. (Fang), Ollila, H.M., Hillary, R.P. (Ryan P.), Albagha, O.M.E. (Omar M.), Ralston, S.H. (Stuart), Zeng, C. (Chenjie), Zheng, W. (Wei), Shu, X.-O. (Xiao-Ou), Reis, A. (André), Uebe, S. (Steffen), Hüffmeier, U. (Ulrike), Kawamura, Y. (Yoshiya), Otowa, T. (Takeshi), Sasaki, T. (Tsukasa), Hibberd, M.L. (Martin), Davila, S. (Sonia), Xie, G. (Gang), Siminovitch, K.A. (Katherine), Bei, J.-X. (Jin-Xin), Zeng, Y.X., Försti, A. (Asta), Chen, B. (Bowang), Landi, S. (Stefano), Franke, A. (Andre), Fischer, A. (Annegret), Ellinghaus, D. (David), Flores, C. (Carlos), Noth, I. (Imre), Ma, S.-F. (Shwu-Fan), Foo, J.-N. (Jia-Nee), Liu, J. (Jianjun), Kim, J.-W. (Jong-Won), Cox, D.G. (David), Delattre, O. (Olivier), Mirabeau, O. (Olivier), Skibola, C.F. (Christine F.), Tang, C.S. (Clara S.), Garcia-Barcelo, M., Chang, K.-P. (Kai-Ping), Su, W.-H. (Wen-Hui), Chang, Y.-S. (Yu-Sun), Martin, N.G. (Nicholas G.), Gordon, S.D. (Scott D.), Wade, T.D. (Tracey D.), Lee, C. (Chaeyoung), Kubo, M. (Michiaki), Cha, P.-C. (Pei-Chieng), Nakamura, Y. (Yusuke), Levy, D. (Daniel), Kimura, M. (Masayuki), Hwang, S.-J. (Shih-Jen), Hunt, S.C. (Steven), Spector, T.D. (Timothy), Soranzo, N. (Nicole), Manichaikul, A.W. (Ani W.), Barr, R.G. (Graham), Kahali, B. (Bratati), Speliotes, E.K. (Elizabeth), Yerges-Armstrong, L.M. (Laura), Cheng, C-Y. (Ching-Yu), Jonas, J.B. (Jost B.), Wong, T.Y. (Tien Yin), Fogh, I. (Isabella), Lin, K. (Kuang), Powell, J. (John), Rice, K. (Kenneth), Relton, C.L. (Caroline), Martin, R.M. (Richard M.), Smith, A.V. (Davey), Haycock, P. (Philip), Burgess, S. (Stephen), Nounu, A. (Aayah), Zheng, J. (Jie), Okoli, G.N. (George N.), Bowden, J., Wade, K.H. (Kaitlin Hazel), Timpson, N.J. (Nicholas J.), Evans, D.M. (David M.), Willeit, P. (Peter), Aviv, A. (Abraham), Gaunt, T.R. (Tom), Hemani, G., Mangino, M. (Massimo), Ellis, H.P. (Hayley Patricia), Kurian, K.M. (Kathreena M.), Pooley, K.A. (Karen A.), Eeles, R. (Rosalind), Lee, J.E. (Jeffrey E.), Fang, S. (Shenying), Chen, W.V. (Wei V.), Law, M.H. (Matthew H.), Bowdler, L.M. (Lisa M.), Iles, M.M. (Mark M.), Yang, Q. (Qiong Fang), Worrall, B.B. (Bradford B.), Markus, H.S. (Hugh), Hung, R.J. (Rayjean J.), Amos, W., Spurdle, A.B. (Amanda), Thompson, D. (Deborah), O'Mara, T.A. (Tracy A.), Wolpin, B. (Brian), Amundadottir, L. (Laufey), Stolzenberg-Solomon, R. (Rachael), Trichopoulou, A. (Antonia), Onland-Moret, N.C. (Charlotte), Lund, E. (Eiliv), Duell, E.J. (Eric), Canzian, F. (Federico), Severi, G. (Gianluca), Overvad, K. (Kim), Gunter, M.J. (Marc J.), Tumino, R. (Rosario), Svenson, U. (Ulrika), Rij, A.M. (Andre) van, Baas, A.F. (Annette), Bown, N., Samani, N.J. (Nilesh), Van t'Hof, F.N.G. (Femke N.G.), Tromp, G. (Gerard), Jones, G.T. (Gregory T.), Kuivaniemi, H. (Helena), Elmore, J.R. (James R.), Johansson, M. (Mattias), Mckay, J. (James), Scelo, G. (Ghislaine), Carreras-Torres, R. (Robert), Gaborieau, V. (Valerie), Brennan, P. (Paul), Bracci, P.M. (Paige M.), Neale, R.E. (Rachel E.), Olson, S.H. (Sara H.), Gallinger, S. (Steve), Li, D. (Donghui), Olson, S.H. (Sara), Risch, H. (Harvey), Klein, A.P. (Alison P.), Han, J., Abnet, C.C. (Christian C.), Freedman, N.D. (Neal D.), Taylor, P.R. (Phil R.), Maris, J.M. (John), Aben, K.K.H. (Katja), Kiemeney, L.A.L.M. (Bart), Vermeulen, S.H.H.M. (Sita), Wiencke, J.K. (John K.), Walsh, K.M. (Kyle M.), Wrensch, M. (Margaret), Rice, T. (Terri), Turnbull, C. (Clare), Litchfield, K. (Kevin), Paternoster, L. (Lavinia), Standl, M. (Marie), Abecasis, G.R. (Gonçalo), SanGiovanni, J.P. (John Paul), Li, Y. (Yong), Mijatovic, V. (Vladan), Sapkota, Y. (Yadav), Low, S.-K. (Siew-Kee), Zondervan, K.T. (Krina), Montgomery, G.W. (Grant W.), Nyholt, D.R. (Dale), Heel, D.A. (David) van, Hunt, K. (Karen), Arking, D.E. (Dan), Ashar, F.N. (Foram N.), Sotoodehnia, N. (Nona), Woo, D. (Daniel), Rosand, J. (Jonathan), Comeau, M.E. (Mary E.), Brown, W.M. (W. Mark), Silverman, E. (Edwin), Hokanson, J.E. (John E.), Cho, M.H. (Michael), Hui, J. (Jennie), Ferreira, M.A. (Manuel A.), Thompson, P.J. (Philip J.), Morrison, A.C. (Alanna), Felix, J.F. (Janine F.), Smith, N.L. (Nicholas L.), Christiano, A.M. (Angela), Petukhova, L. (Lynn), Betz, R.C. (Regina), Fan, X. (Xing), Zhang, X. (Xuejun), Zhu, C. (Caihong), Langefeld, C.D. (Carl), Thompson, S.D. (Susan D.), Wang, F. (Feijie), Lin, X. (Xu), Schwartz, D.A. (David A.), Fingerlin, T.E. (Tasha E.), Rotter, J.I. (Jerome I.), Cotch, M.F. (Mary Frances), Jensen, R.A. (Richard A.), Munz, M. (Matthias), Dommisch, H. (Henrik), Schaefer, A. (Antje), Han, F. (Fang), Ollila, H.M., Hillary, R.P. (Ryan P.), Albagha, O.M.E. (Omar M.), Ralston, S.H. (Stuart), Zeng, C. (Chenjie), Zheng, W. (Wei), Shu, X.-O. (Xiao-Ou), Reis, A. (André), Uebe, S. (Steffen), Hüffmeier, U. (Ulrike), Kawamura, Y. (Yoshiya), Otowa, T. (Takeshi), Sasaki, T. (Tsukasa), Hibberd, M.L. (Martin), Davila, S. (Sonia), Xie, G. (Gang), Siminovitch, K.A. (Katherine), Bei, J.-X. (Jin-Xin), Zeng, Y.X., Försti, A. (Asta), Chen, B. (Bowang), Landi, S. (Stefano), Franke, A. (Andre), Fischer, A. (Annegret), Ellinghaus, D. (David), Flores, C. (Carlos), Noth, I. (Imre), Ma, S.-F. (Shwu-Fan), Foo, J.-N. (Jia-Nee), Liu, J. (Jianjun), Kim, J.-W. (Jong-Won), Cox, D.G. (David), Delattre, O. (Olivier), Mirabeau, O. (Olivier), Skibola, C.F. (Christine F.), Tang, C.S. (Clara S.), Garcia-Barcelo, M., Chang, K.-P. (Kai-Ping), Su, W.-H. (Wen-Hui), Chang, Y.-S. (Yu-Sun), Martin, N.G. (Nicholas G.), Gordon, S.D. (Scott D.), Wade, T.D. (Tracey D.), Lee, C. (Chaeyoung), Kubo, M. (Michiaki), Cha, P.-C. (Pei-Chieng), Nakamura, Y. (Yusuke), Levy, D. (Daniel), Kimura, M. (Masayuki), Hwang, S.-J. (Shih-Jen), Hunt, S.C. (Steven), Spector, T.D. (Timothy), Soranzo, N. (Nicole), Manichaikul, A.W. (Ani W.), Barr, R.G. (Graham), Kahali, B. (Bratati), Speliotes, E.K. (Elizabeth), Yerges-Armstrong, L.M. (Laura), Cheng, C-Y. (Ching-Yu), Jonas, J.B. (Jost B.), Wong, T.Y. (Tien Yin), Fogh, I. (Isabella), Lin, K. (Kuang), Powell, J. (John), Rice, K. (Kenneth), Relton, C.L. (Caroline), Martin, R.M. (Richard M.), and Smith, A.V. (Davey)
- Abstract
IMPORTANCE: The causal direction and magnitude of the association between telomere length and incidence of cancer and non-neoplastic diseases is uncertain owing to the susceptibility of observational studies to confounding and reverse causation. OBJECTIVE: To conduct a Mendelian randomization study, using germline genetic variants as instrumental variables, to appraise the causal relevance of telomere length for risk of cancer and non-neoplastic diseases. DATA SOURCES: Genomewide association studies (GWAS) published up to January 15, 2015. STUDY SELECTION: GWAS of noncommunicable diseases that assayed germline genetic variation and did not select cohort or control participants on the basis of preexisting diseases. Of 163 GWAS of noncommunicable diseases identified, summary data from 103 were available. DATA EXTRACTION AND SYNTHESIS: Summary association statistics for single nucleotide polymorphisms (SNPs) that are strongly associated with telomere length in the general population. MAIN OUTCOMES AND MEASURES: Odds ratios (ORs) and 95% confidence intervals (CIs) for disease per standard deviation (SD) higher telomere length due to germline genetic variation. RESULTS: Summary data were available for 35 cancers and 48 non-neoplastic diseases, corresponding to 420 081 cases (median cases, 2526 per disease) and 1 093 105 controls (median, 6789 per disease). Increased telomere length due to germline genetic variation was generally associated with increased risk for site-specific cancers. The strongest associations (ORs [95% CIs] per 1-SD change in genetically increased telomere length) were observed for glioma, 5.27 (3.15-8.81); serous low-malignant-potential ovarian cancer, 4.35 (2.39-7.94); lung adenocarcinoma, 3.19 (2.40-4.22); neuroblastoma, 2.98 (1.92-4.62); bladder cancer, 2.19 (1.32-3.66); melanoma, 1.87 (1.55-2.26); testicular cancer, 1.76 (1.02-3.04); kidney cancer, 1.55 (1.08-2.23); and endometrial cancer, 1.31 (1.07-1.61). Associations were stronger for rarer ca
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- 2017
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39. Genetic Relationship between Schizophrenia and Nicotine Dependence
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Chen, Jingchun, Bacanu, S. A., Yu, H., Zhao, Z., Jia, P., Kendler, K. S., Kranzler, H. R., Gelernter, J., Farrer, L., Minica, C., Pool, R., Milaneschi, Y., Boomsma, D. I., Penninx, B. W., Tyndale, R. F., Ware, J. J., Vink, J. M., Kaprio, Jaakko, Munafo, M., Chen, X., Loukola, Anu, Mangino, M., Menni, C., Chen, J., Peterson, R., Auro, Kirsi, Lyytikäinen, Leo-Pekka, Wedenoja, Juho, Stiby, A. I., Hemani, G., Willemsen, G., Hottenga, J. J., Korhonen, Tellervo, Heliövaara, Markku, Perola, Markus, Rose, R., Paternoster, L., Timpson, N., Wassenaar, C. A., Zhu, A. Z., Smith, G. D., Raitakari, Olli, Lehtimäki, Terho, Kähönen, Mika, Koskinen, Seppo, Spector, T., Salomaa, Veikko, Taylor, M., Maes, H., Riley, B., Sherva, R., Maher, B., Vanyukov, M., Biological Psychology, EMGO+ - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Sociology and Social Gerontology, Psychiatry, EMGO - Mental health, Amsterdam Neuroscience - Complex Trait Genetics, Institute for Molecular Medicine Finland, Department of Public Health, and Genetic Epidemiology
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Male ,Netherlands Twin Register (NTR) ,0301 basic medicine ,Genome-wide association study ,Brain and Behaviour ,Bioinformatics ,chemistry.chemical_compound ,0302 clinical medicine ,Risk Factors ,Polymorphism (computer science) ,Gene Regulatory Networks ,Cotinine ,RISK ,Genetics ,Multidisciplinary ,Tobacco and Alcohol ,COMMON VARIANTS ,BIPOLAR DISORDER ,Tobacco Use Disorder ,3142 Public health care science, environmental and occupational health ,FALSE DISCOVERY RATE ,3. Good health ,Schizophrenia ,Female ,LONG-TERM POTENTIATION ,SMOKERS ,Signal Transduction ,Fagerstrom Test for Nicotine Dependence ,RBFOX1 ,Biology ,Polymorphism, Single Nucleotide ,Risk Assessment ,Article ,03 medical and health sciences ,SDG 3 - Good Health and Well-being ,mental disorders ,medicine ,Humans ,SMOKING-BEHAVIOR ,TOBACCO SMOKING ,Bipolar disorder ,GENOME-WIDE ASSOCIATION ,Gene ,RECEPTOR SUBUNIT GENE ,ta1184 ,medicine.disease ,ta3124 ,030104 developmental biology ,chemistry ,3111 Biomedicine ,Developmental Psychopathology ,030217 neurology & neurosurgery ,Genome-Wide Association Study - Abstract
It is well known that most schizophrenia patients smoke cigarettes. There are different hypotheses postulating the underlying mechanisms of this comorbidity. We used summary statistics from large meta-analyses of plasma cotinine concentration (COT), Fagerström test for nicotine dependence (FTND) and schizophrenia to examine the genetic relationship between these traits. We found that schizophrenia risk scores calculated at P-value thresholds of 5 × 10−3 and larger predicted FTND and cigarettes smoked per day (CPD), suggesting that genes most significantly associated with schizophrenia were not associated with FTND/CPD, consistent with the self-medication hypothesis. The COT risk scores predicted schizophrenia diagnosis at P-values of 5 × 10−3 and smaller, implying that genes most significantly associated with COT were associated with schizophrenia. These results implicated that schizophrenia and FTND/CPD/COT shared some genetic liability. Based on this shared liability, we identified multiple long non-coding RNAs and RNA binding protein genes (DA376252, BX089737, LOC101927273, LINC01029, LOC101928622, HY157071, DA902558, RBFOX1 and TINCR), protein modification genes (MANBA, UBE2D3, and RANGAP1) and energy production genes (XYLB, MTRF1 and ENOX1) that were associated with both conditions. Further analyses revealed that these shared genes were enriched in calcium signaling, long-term potentiation and neuroactive ligand-receptor interaction pathways that played a critical role in cognitive functions and neuronal plasticity.
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- 2016
40. Plasma urate concentration and risk of coronary heart disease: a Mendelian randomisation analysis
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White, J, Sofat, R, Hemani, G, Shah, T, Engmann, J, Dale, C, Shah, S, Kruger, FA, Giambartolomei, C, Swerdlow, DI, Palmer, T, McLachlan, S, Langenberg, C, Zabaneh, D, Lovering, R, Cavadino, A, Jefferis, B, Finan, C, Wong, A, Amuzu, A, Ong, K, Gaunt, TR, Warren, H, Davies, TL, Drenos, F, Cooper, J, Ebrahim, S, Lawlor, DA, Talmud, PJ, Humphries, SE, Power, C, Hypponen, E, Richards, M, Hardy, R, Kuh, D, Wareham, N, Ben-Shlomo, Y, Day, IN, Whincup, P, Morris, R, Strachan, MW, Price, J, Kumari, M, Kivimaki, M, Plagnol, V, Whittaker, JC, International Consortium for Blood Pressure (ICBP), Smith, GD, Dudbridge, F, Casas, JP, Holmes, MV, Hingorani, AD, and UCLEB (University College London-London School of Hygiene & Trop
- Abstract
BACKGROUND: Increased circulating plasma urate concentration is associated with an increased risk of coronary heart disease, but the extent of any causative effect of urate on risk of coronary heart disease is still unclear. In this study, we aimed to clarify any causal role of urate on coronary heart disease risk using Mendelian randomisation analysis. METHODS: We first did a fixed-effects meta-analysis of the observational association of plasma urate and risk of coronary heart disease. We then used a conventional Mendelian randomisation approach to investigate the causal relevance using a genetic instrument based on 31 urate-associated single nucleotide polymorphisms (SNPs). To account for potential pleiotropic associations of certain SNPs with risk factors other than urate, we additionally did both a multivariable Mendelian randomisation analysis, in which the genetic associations of SNPs with systolic and diastolic blood pressure, HDL cholesterol, and triglycerides were included as covariates, and an Egger Mendelian randomisation (MR-Egger) analysis to estimate a causal effect accounting for unmeasured pleiotropy. FINDINGS: In the meta-analysis of 17 prospective observational studies (166 486 individuals; 9784 coronary heart disease events) a 1 SD higher urate concentration was associated with an odds ratio (OR) for coronary heart disease of 1·07 (95% CI 1·04-1·10). The corresponding OR estimates from the conventional, multivariable adjusted, and Egger Mendelian randomisation analysis (58 studies; 198 598 individuals; 65 877 events) were 1·18 (95% CI 1·08-1·29), 1·10 (1·00-1·22), and 1·05 (0·92-1·20), respectively, per 1 SD increment in plasma urate. INTERPRETATION: Conventional and multivariate Mendelian randomisation analysis implicates a causal role for urate in the development of coronary heart disease, but these estimates might be inflated by hidden pleiotropy. Egger Mendelian randomisation analysis, which accounts for pleiotropy but has less statistical power, suggests there might be no causal effect. These results might help investigators to determine the priority of trials of urate lowering for the prevention of coronary heart disease compared with other potential interventions. FUNDING: UK National Institute for Health Research, British Heart Foundation, and UK Medical Research Council.
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- 2016
41. Investigating the role of insulin in increased adiposity: Bi-directional Mendelian randomization study
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Richmond, RC, primary, Wade, KH, additional, Corbin, L, additional, Bowden, J, additional, Hemani, G, additional, Timpson, NJ, additional, and Davey Smith, G, additional
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- 2017
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42. Directional dominance on stature and cognition in diverse human populations
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Joshi, PK, Esko, T, Mattsson, H, Eklund, N, Gandin, I, Nutile, T, Jackson, AU, Schurmann, C, Smith, AV, Zhang, W, Okada, Y, Stančáková, A, Faul, JD, Zhao, W, Bartz, TM, Concas, MP, Franceschini, N, Enroth, S, Vitart, V, Trompet, S, Guo, X, Chasman, DI, O'Connel, JR, Corre, T, Nongmaithem, SS, Chen, Y, Mangino, M, Ruggiero, D, Traglia, M, Farmaki, AE, Kacprowski, T, Bjonnes, A, Van Der Spek, A, Wu, Y, Giri, AK, Yanek, LR, Wang, L, Hofer, E, Rietveld, CA, McLeod, O, Cornelis, MC, Pattaro, C, Verweij, N, Baumbach, C, Abdellaoui, A, Warren, HR, Vuckovic, D, Mei, H, Bouchard, C, Perry, JRB, Cappellani, S, Mirza, SS, Benton, MC, Broeckel, U, Medland, SE, Lind, PA, Malerba, G, Drong, A, Yengo, L, Bielak, LF, Zhi, D, Van Der Most, PJ, Shriner, D, Mägi, R, Hemani, G, Karaderi, T, Wang, Z, Liu, T, Demuth, I, Zhao, JH, Meng, W, Lataniotis, L, Van Der Laan, SW, Bradfield, JP, Wood, AR, Bonnefond, A, Ahluwalia, TS, and Hall, LM
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BioBank Japan Project - Abstract
© 2015 Macmillan Publishers Limited. All rights reserved. Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10-300, 2.1 × 10-6, 2.5 × 10-10 and 1.8 × 10-10, respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolution, whereas many important risk factors for late-onset complex diseases may not have been.
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- 2015
43. The association between lower educational attainment and depression owing to shared genetic effects? Results in ∼25 000 subjects: Results in ~25,000 subjects
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Peyrot, W. J., Lee, S. H., Milaneschi, Y., Abdellaoui, A., Byrne, E. M., Esko, T., de Geus, E. J. C., Hemani, G., Hottenga, J. J., Kloiber, S., Levinson, D. F., Lucae, S., Martin, N. G., Medland, S. E., Metspalu, A., Milani, L., Noethen, M. M., Potash, J. B., Rietschel, M., Rietveld, C. A., Ripke, S., Shi, J., Willemsen, G., Zhu, Z., Boomsma, D. I., Wray, N. R., Penninx, B. W. J. H., Lewis, C. M., Hamilton, S. P., Weissman, M. M., Breen, G., Blackwood, D. H., Cichon, S., Heath, A. C., Holsboer, F., Madden, Pamela A., McGuffin, P., Muglia, P., Pergadia, M. L., Lin, D., Müller-Myhsok, B., Steinberg, S., Grabe, H. J., Lichtenstein, P., Magnusson, P., Perlis, R. H., Preisig, M., Smoller, J. W., Stefansson, K., Uher, R., Kutalik, Z., Tansey, K. E., Teumer, A., Viktorin, A., Barnes, M. R., Bettecken, T., Binder, E. B., Breuer, R., Castro, V. M., Churchill, S. E., Coryell, W. H., Craddock, N., Craig, I. W., Czamara, D., Degenhardt, F., Farmer, A. E., Fava, M., Frank, J., Gainer, V. S., Gallagher, P. J., Gordon, S. D., Goryachev, S., Gross, M., Guipponi, M., Henders, A. K., Herms, S., Hickie, I. B., Hoefels, S., Hoogendijk, W., Iosifescu, D. V., Ising, M., Jones, I., Jones, L., Jung-Ying, T., Knowles, J. A., Kohane, I. S., Kohli, M. A., Korszun, A., Landen, M., Lawson, W. B., Lewis, G., Macintyre, D., Maier, W., Mattheisen, M., McGrath, P. J., McIntosh, A., McLean, A., Middeldorp, C. M., Middleton, L., Montgomery, G. M., Murphy, S. N., Nauck, M., Nolen, W. A., Nyholt, Dale R., O'Donovan, M., Oskarsson, H., Pedersen, N., Scheftner, W. A., Schulz, A., Schulze, T. G., Shyn, S. I., Sigurdsson, E., Slager, S. L., Smit, J. H., Stefansson, H., Steffens, M., Thorgeirsson, T., Tozzi, F., Treutlein, J., Uhr, M., van den Oord, E. J., van Grootheest, G., Völzke, H., Weilburg, J. B., Zitman, F. G., Neale, B., Daly, M., Sullivan, P. F., Agrawal, Arpana, Albrecht, Eva, Z Alizadeh, Behrooz, Allik, J. ri, Amin, Najaf, Attia, John R., Bandinelli, Stefania, Barnard, John, Bastardot, Franois, e Baumeister, Sebastian, Beauchamp, Jonathan, Benjamin, Daniel J., Benke, Kelly S., Bennett, David A., Berger, Klaus, Bielak, Lawrence F., Bierut, Laura J., Boatman, Jeffrey A., Boyle, Patricia A., Bültmann, Ute, Campbell, Harry, Cesarini, David, Chabris, Christopher F., Cherkas, Lynn, Chung, Mina K., Conley, Dalton, Cucca, Francesco, Davey-Smith, George, Davies, Gail, de Andrade, Mariza, de Jager, Philip L., de Leeuw, Christiaan, de Neve, Jan-Emmanuel, Deary, Ian J., Dedoussis, George V., Deloukas, Panos, Derringer, Jaime, Dimitriou, Maria, Eiriksdottir, Gudny, Eklund, Niina, Elderson, Martin F., Eriksson, Johan G., Evans, Daniel S., Evans, David M., Faul, Jessica D., Fehrmann, Rudolf, Ferrucci, Luigi, Fischer, Krista, Franke, Lude, Garcia, Melissa E., Gieger, Christian, Gjessing, Hkon K., Groenen, Patrick J. F., Grönberg, Henrik, Gudnason, Vilmundur, Hägg, Sara, Hall, Per, Harris, Jennifer R., Harris, Juliette M., Harris, Tamara B., Hastie, Nicholas D., Hayward, Caroline, Hernandez, Dena G., Hoffmann, Wolgang, Hofman, Adriaan, Hofman, Albert, Holle, Rolf, Holliday, Elizabeth G., Holzapfel, Christina, Iacono, William G., Ibrahim-Verbaas, Carla A., Illig, Thomas, Ingelsson, Erik, Jacobsson, Bo, Järvelin, Marjo-Riitta, Jhun, Min A., Johannesson, Magnus, Joshi, Peter K., Jugessur, Astanand, Kaakinen, Marika, Kähönen, Mika, Kanoni, Stavroula, Kaprio, Jaakkko, Kardia, Sharon L. R., Karjalainen, Juha, Kirkpatrick, Robert M., Koellinger, Philipp D., Kolcic, Ivana, Kowgier, Matthew, Kristiansson, Kati, Krueger, Robert F., Kutalik, Z. ltan, Lahti, Jari, Laibson, David, Latvala, Antti, Launer, Lenore J., Lawlor, Debbie A., Lethimäki, Terho, Li, Jingmei, Lichtenstein, Paul, Lichtner, Peter K., Liewald, David C., Lin, Peng, Lind, Penelope A., Liu, Yongmei, Lohman, Kurt, Loitfelder, Marisa, Magnusson, Patrick K. E., Mäkinen, Tomi E., Vidal, Pedro Marques, Martin, Nicolas W., Masala, Marco, McGue, Matt, McMahon, George, Meirelles, Osorio, Meyer, Michelle N., Mielck, Andreas, Miller, Michael B., Montgomery, Grant W., Mukherjee, Sutapa, Myhre, Ronny, Nuotio, Marja-Liisa, J Oldmeadow, Christopher, Oostra, Ben A., Palmer, Lyle J., Palotie, Aarno, Perola, Markus, Petrovic, Katja E., Peyser, Patricia A., Polašek, Ozren, Posthuma, Danielle, Preisig, Martin, Quaye, Lydia, Räikkönen, Katri, Raitakari, Olli T., Realo, Anu, Reinmaa, Eva, Rice, John P., Ring, Susan M., Ripatti, Samuli, Rivadeneira, Fernando, Rizzi, Thais S., Rudan, Igor, Rustichini, Aldo, Salomaa, Veikko, Sarin, Antti-Pekka, Schlessinger, David, Schmidt, Helena, Schmidt, Reinhold, Scott, Rodney J., Shakhbazov, Konstantin, Smith, Albert V., Smith, Jennifer A., Snieder, Harold, St Pourcain, Beate, Starr, John M., Sul, Jae Hoon, Surakka, Ida, Svento, Rauli, Tanaka, Toshiko, Terracciano, Antonio, Teumer, Alexander, Thurik, A. Roy, Tiemeier, Henning, Timpson, Nicholas J., Uitterlinden, André G., van der Loos, Matthijs J. H. M., van Duijn, Cornelia M., van Rooij, Frank J. A., van Wagoner, David R., Vartiainen, Erkki, Viikari, Jorma, Visscher, Peter M., Vitart, Veronique, Vollenweider, Peter K., Völzke, Henry, Vonk, Judith M., Waeber, G. rard, Weir, David R., Wellmann, J. rgen, Westra, Harm-Jan, Wichmann, H. Erich, Widen, Elisabeth, Wilson, James F., Wright, Alan F., Yang, Jian, Yu, Lei, Zhao, Wei, and Academic Medical Center
- Subjects
Adult ,Male ,Psychiatric Status Rating Scales ,Likelihood Functions ,Genotype ,Estonia/epidemiology ,Netherlands/epidemiology ,Depressive Disorder, Major/epidemiology ,Middle Aged ,Polymorphism, Single Nucleotide/genetics ,Cohort Studies ,Odds Ratio ,Educational Status ,Humans ,Regression Analysis ,Female ,Gene-Environment Interaction ,Genetic Association Studies ,Aged - Abstract
An association between lower educational attainment (EA) and an increased risk for depression has been confirmed in various western countries. This study examines whether pleiotropic genetic effects contribute to this association. Therefore, data were analyzed from a total of 9662 major depressive disorder (MDD) cases and 14 949 controls (with no lifetime MDD diagnosis) from the Psychiatric Genomics Consortium with additional Dutch and Estonian data. The association of EA and MDD was assessed with logistic regression in 15 138 individuals indicating a significantly negative association in our sample with an odds ratio for MDD 0.78 (0.75-0.82) per standard deviation increase in EA. With data of 884 105 autosomal common single-nucleotide polymorphisms (SNPs), three methods were applied to test for pleiotropy between MDD and EA: (i) genetic profile risk scores (GPRS) derived from training data for EA (independent meta-analysis on ∼120 000 subjects) and MDD (using a 10-fold leave-one-out procedure in the current sample), (ii) bivariate genomic-relationship-matrix restricted maximum likelihood (GREML) and (iii) SNP effect concordance analysis (SECA). With these methods, we found (i) that the EA-GPRS did not predict MDD status, and MDD-GPRS did not predict EA, (ii) a weak negative genetic correlation with bivariate GREML analyses, but this correlation was not consistently significant, (iii) no evidence for concordance of MDD and EA SNP effects with SECA analysis. To conclude, our study confirms an association of lower EA and MDD risk, but this association was not because of measurable pleiotropic genetic effects, which suggests that environmental factors could be involved, for example, socioeconomic status.
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- 2015
44. Genome-wide associations for birth weight and correlations with adult disease
- Author
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Horikoshi, M. (Momoko), Beaumont, R.N. (Robin N.), Day, F.R. (Felix), Warrington, N.M. (Nicole), Kooijman, M.N. (Marjolein), Fernandez-Tajes, J. (Juan), Feenstra, B. (Bjarke), Van Zuydam, N.R. (Natalie R.), Gaulton, K. (Kyle), Grarup, N. (Niels), Bradfield, J.P. (Jonathan), Strachan, D.P. (David), Li-Gao, R. (Ruifang), Ahluwalia, T.S. (Tarunveer Singh), Kreiner, E. (Eskil), Rueedi, R. (Rico), Lyytikäinen, L.-P. (Leo-Pekka), Cousminer, D.L. (Diana), Wu, Y. (Ying), Thiering, E. (Elisabeth), Wang, C.A. (Carol A.), Have, C.T. (Christian T.), Hottenga, J.J. (Jouke Jan), Vilor-Tejedor, N. (Natàlia), Joshi, P.K. (Peter), Boh, E.T.H. (Eileen Tai Hui), Ntalla, I. (Ioanna), Pitkanen, N. (Niina), Mahajan, A. (Anubha), Leeuwen, E.M. (Elisa) van, Joro, R. (Raimo), Lagou, V. (Vasiliki), Nodzenski, M. (Michael), Diver, L.A. (Louise A.), Zondervan, K.T. (Krina), Bustamante, M. (Mariona), Marques-Vidal, P. (Pedro), Mercader, J.M. (Josep), Bennett, A.J. (Amanda), Rahmioglu, N. (Nilufer), Nyholt, D.R. (Dale), Ma, R.C.W. (Ronald C. W.), Tam, C.H.T. (Claudia H. T.), Tam, W.H. (Wing Hung), Ganesh, S.K. (Santhi), Rooij, F.J.A. (Frank) van, Jones, S.E. (Samuel E.), Loh, P.-R. (Po-Ru), Ruth, K.S. (Katherine S.), Tuke, M.A. (Marcus A.), Tyrrell, A.W.R., Wood, A.R. (Andrew), Yaghootkar, H. (Hanieh), Scholtens, D.M. (Denise M.), Paternoster, L. (Lavinia), Prokopenko, I. (Inga), Kovacs, P. (Peter), Atalay, M. (Mustafa), Willems, S.M. (Sara), Panoutsopoulou, K. (Kalliope), Wang, X. (Xu), Carstensen, L. (Lisbeth), Geller, F. (Frank), Schraut, K.E. (Katharina E.), Murcia, M. (Mario), Beijsterveldt, C.E.M. (Toos) van, Willemsen, G.A.H.M. (Gonneke), Appel, E.V.R. (Emil V. R.), Fonvig, C.E. (Cilius E.), Trier, C. (Caecilie), Tiesler, C.M.T. (Carla M. T.), Standl, E. (Eberhard), Kutalik, Z. (Zoltán), Bonàs-Guarch, S. (Silvia), Hougaard, D.M. (David), Sánchez, F. (Friman), Torrents, D. (David), Waage, J. (Johannes), Hollegaard, M.V. (Mads V), Haan, H.G. (Hugoline) de, Rosendaal, F.R. (Frits), Medina-Gomez, C. (Carolina), Ring, S.M. (Susan), Hemani, G., Mcmahon, G. (George), Robertson, N.R. (Neil), Groves, C.J. (Christopher), Langenberg, C. (Claudia), Luan, J. (Jian'An), Scott, R.A. (Robert), Zhao, J.H. (Jing Hua), Mentch, F.D. (Frank), MacKenzie, S.M. (Scott M.), Reynolds, R.M. (Rebecca), Lowe Jr., W.L. (William), Tönjes, A. (Anke), Stumvoll, M. (Michael), Lindi, V. (Virpi), Lakka, T.A. (Timo), Duijn, C.M. (Cornelia) van, Kieß, W. (Wieland), KöRner, A. (Antje), Sørensen, T.I.A. (Thorkild), Niinikoski, H. (Harri), Pahkala, K. (Katja), Raitakari, O.T. (Olli T.), Zeggini, E. (Eleftheria), Dedoussis, G.V. (George), Teo, Y.Y. (Yik Ying), Saw, S.-M. (Seang-Mei), Melbye, M. (Mads), Campbell, H. (Harry), Wilson, J.F. (James F.), Vrijheid, M. (Martine), Geus, E.J.C. (Eco) de, Boomsma, D.I. (Dorret), Kadarmideen, H.N. (Haja N.), Holm, J.-C. (Jens-Christian), Hansen, T. (T.), Sebert, S. (Sylvain), Hattersley, A.T. (Andrew), Beilin, L.J. (Lawrence), Newnham, J.P. (John), Pennell, C.E. (Craig), Heinrich, J. (Joachim), Adair, L.S. (Linda), Borja, J.B. (Judith), Mohlke, K.L. (Karen), Hagen, K. (Knut), Widen, E. (Elisabeth), Kähönen, M. (Mika), Viikari, J. (Jorma), Lehtimäki, T. (Terho), Vollenweider, P. (Peter), Bønnelykke, K. (Klaus), Bisgaard, H. (Hans), Mook-Kanamori, D.O. (Dennis), Hofman, A. (Albert), Rivadeneira Ramirez, F. (Fernando), Uitterlinden, A.G. (André), Pisinger, C. (Charlotta), Pedersen, O. (Oluf), Power, C. (Christopher), Hypponen, E. (Elina), Wareham, N.J. (Nick), Hakonarson, H. (Hakon), Davies, E. (Eleanor), Walker, B.R. (Brian R.), Jaddoe, V.W.V. (Vincent), Jarvelin, M.-R. (Marjo-Riitta), Grant, S.F.A. (Struan), Vaag, A.A. (Allan A.), Lawlor, D.A. (Debbie), Frayling, T.M. (Timothy), Smith, A.V. (Davey), Morris, A.P. (Andrew), Ong, K.K. (Ken), Felix, J.F. (Janine), Timpson, N.J. (Nicholas), Perry, J.R.B. (John), Evans, D.M. (David), McCarthy, M.I. (Mark), Freathy, R.M. (Rachel), Horikoshi, M. (Momoko), Beaumont, R.N. (Robin N.), Day, F.R. (Felix), Warrington, N.M. (Nicole), Kooijman, M.N. (Marjolein), Fernandez-Tajes, J. (Juan), Feenstra, B. (Bjarke), Van Zuydam, N.R. (Natalie R.), Gaulton, K. (Kyle), Grarup, N. (Niels), Bradfield, J.P. (Jonathan), Strachan, D.P. (David), Li-Gao, R. (Ruifang), Ahluwalia, T.S. (Tarunveer Singh), Kreiner, E. (Eskil), Rueedi, R. (Rico), Lyytikäinen, L.-P. (Leo-Pekka), Cousminer, D.L. (Diana), Wu, Y. (Ying), Thiering, E. (Elisabeth), Wang, C.A. (Carol A.), Have, C.T. (Christian T.), Hottenga, J.J. (Jouke Jan), Vilor-Tejedor, N. (Natàlia), Joshi, P.K. (Peter), Boh, E.T.H. (Eileen Tai Hui), Ntalla, I. (Ioanna), Pitkanen, N. (Niina), Mahajan, A. (Anubha), Leeuwen, E.M. (Elisa) van, Joro, R. (Raimo), Lagou, V. (Vasiliki), Nodzenski, M. (Michael), Diver, L.A. (Louise A.), Zondervan, K.T. (Krina), Bustamante, M. (Mariona), Marques-Vidal, P. (Pedro), Mercader, J.M. (Josep), Bennett, A.J. (Amanda), Rahmioglu, N. (Nilufer), Nyholt, D.R. (Dale), Ma, R.C.W. (Ronald C. W.), Tam, C.H.T. (Claudia H. T.), Tam, W.H. (Wing Hung), Ganesh, S.K. (Santhi), Rooij, F.J.A. (Frank) van, Jones, S.E. (Samuel E.), Loh, P.-R. (Po-Ru), Ruth, K.S. (Katherine S.), Tuke, M.A. (Marcus A.), Tyrrell, A.W.R., Wood, A.R. (Andrew), Yaghootkar, H. (Hanieh), Scholtens, D.M. (Denise M.), Paternoster, L. (Lavinia), Prokopenko, I. (Inga), Kovacs, P. (Peter), Atalay, M. (Mustafa), Willems, S.M. (Sara), Panoutsopoulou, K. (Kalliope), Wang, X. (Xu), Carstensen, L. (Lisbeth), Geller, F. (Frank), Schraut, K.E. (Katharina E.), Murcia, M. (Mario), Beijsterveldt, C.E.M. (Toos) van, Willemsen, G.A.H.M. (Gonneke), Appel, E.V.R. (Emil V. R.), Fonvig, C.E. (Cilius E.), Trier, C. (Caecilie), Tiesler, C.M.T. (Carla M. T.), Standl, E. (Eberhard), Kutalik, Z. (Zoltán), Bonàs-Guarch, S. (Silvia), Hougaard, D.M. (David), Sánchez, F. (Friman), Torrents, D. (David), Waage, J. (Johannes), Hollegaard, M.V. (Mads V), Haan, H.G. (Hugoline) de, Rosendaal, F.R. (Frits), Medina-Gomez, C. (Carolina), Ring, S.M. (Susan), Hemani, G., Mcmahon, G. (George), Robertson, N.R. (Neil), Groves, C.J. (Christopher), Langenberg, C. (Claudia), Luan, J. (Jian'An), Scott, R.A. (Robert), Zhao, J.H. (Jing Hua), Mentch, F.D. (Frank), MacKenzie, S.M. (Scott M.), Reynolds, R.M. (Rebecca), Lowe Jr., W.L. (William), Tönjes, A. (Anke), Stumvoll, M. (Michael), Lindi, V. (Virpi), Lakka, T.A. (Timo), Duijn, C.M. (Cornelia) van, Kieß, W. (Wieland), KöRner, A. (Antje), Sørensen, T.I.A. (Thorkild), Niinikoski, H. (Harri), Pahkala, K. (Katja), Raitakari, O.T. (Olli T.), Zeggini, E. (Eleftheria), Dedoussis, G.V. (George), Teo, Y.Y. (Yik Ying), Saw, S.-M. (Seang-Mei), Melbye, M. (Mads), Campbell, H. (Harry), Wilson, J.F. (James F.), Vrijheid, M. (Martine), Geus, E.J.C. (Eco) de, Boomsma, D.I. (Dorret), Kadarmideen, H.N. (Haja N.), Holm, J.-C. (Jens-Christian), Hansen, T. (T.), Sebert, S. (Sylvain), Hattersley, A.T. (Andrew), Beilin, L.J. (Lawrence), Newnham, J.P. (John), Pennell, C.E. (Craig), Heinrich, J. (Joachim), Adair, L.S. (Linda), Borja, J.B. (Judith), Mohlke, K.L. (Karen), Hagen, K. (Knut), Widen, E. (Elisabeth), Kähönen, M. (Mika), Viikari, J. (Jorma), Lehtimäki, T. (Terho), Vollenweider, P. (Peter), Bønnelykke, K. (Klaus), Bisgaard, H. (Hans), Mook-Kanamori, D.O. (Dennis), Hofman, A. (Albert), Rivadeneira Ramirez, F. (Fernando), Uitterlinden, A.G. (André), Pisinger, C. (Charlotta), Pedersen, O. (Oluf), Power, C. (Christopher), Hypponen, E. (Elina), Wareham, N.J. (Nick), Hakonarson, H. (Hakon), Davies, E. (Eleanor), Walker, B.R. (Brian R.), Jaddoe, V.W.V. (Vincent), Jarvelin, M.-R. (Marjo-Riitta), Grant, S.F.A. (Struan), Vaag, A.A. (Allan A.), Lawlor, D.A. (Debbie), Frayling, T.M. (Timothy), Smith, A.V. (Davey), Morris, A.P. (Andrew), Ong, K.K. (Ken), Felix, J.F. (Janine), Timpson, N.J. (Nicholas), Perry, J.R.B. (John), Evans, D.M. (David), McCarthy, M.I. (Mark), and Freathy, R.M. (Rachel)
- Abstract
Birth weight (BW) has been shown to be influenced by both fetal and maternal factors and in observational studies is reproducibly associated with future risk of adult metabolic diseases including type 2 diabetes (T2D) and cardiovascular disease1. These lifecourse associations have often been attributed to the impact of an adverse early life environment. Here, we performed a multi-ancestry genome-wide association study (GWAS) meta-analysis of BW in 153,781 individuals, identifying 60 loci where fetal genotype was associated with BW (P < 5 × 10-8). Overall, approximately 15% of variance in BW was captured by assays of fetal genetic variation. Using genetic association alone, we found strong inverse genetic correlations between BW and systolic blood pressure (Rg =-0.22, P = 5.5 × 10-13), T2D (Rg =-0.27, P = 1.1 × 10-6) and coronary artery disease (Rg =-0.30, P = 6.5 × 10-9). In addition, using large-cohort datasets, we demonstrated that genetic factors were the major contributor to the negative covariance between BW and future cardiometabolic risk. Pathway analyses indicated that the protein products of genes within BW-associated regions were enriched for diverse processes including insulin signalling, glucose homeostasis, glycogen biosynthesis and chromatin remodelling. There was also enrichment of associations with BW in known imprinted regions (P = 1.9 × 10-4). We demonstrate that life-course associations between early growth phenotypes and adult cardiometabolic disease are in part the result of shared genetic effects and identify some of the pathways through which these causal genetic effects are mediated.
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- 2016
- Full Text
- View/download PDF
45. Challenges and novel approaches for investigating molecular mediation
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Richmond, R.C., primary, Hemani, G., additional, Tilling, K., additional, Davey Smith, G., additional, and Relton, C.L., additional
- Published
- 2016
- Full Text
- View/download PDF
46. Directional dominance on stature and cognition in diverse human populations.
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BioBank Japan, Project, Joshi, P.K., Esko, T., Mattsson, H., Eklund, N., Gandin, I., Nutile, T., Jackson, A.U., Schurmann, C., Smith, A.V., Zhang, W., Okada, Y., Stančáková, A., Faul, J.D., Zhao, W., Bartz, T.M., Concas, M.P., Franceschini, N., Enroth, S., Vitart, V., Trompet, S., Guo, X., Chasman, D.I., O'Connel, J.R., Corre, T., Nongmaithem, S.S., Chen, Y., Mangino, M., Ruggiero, D., Traglia, M., Farmaki, A.E., Kacprowski, T., Bjonnes, A., van der Spek, A., Wu, Y., Giri, A.K., Yanek, L.R., Wang, L., Hofer, E., Rietveld, C.A., McLeod, O., Cornelis, M.C., Pattaro, C., Verweij, N., Baumbach, C., Abdellaoui, A., Warren, H.R., Vuckovic, D., Mei, H., Bouchard, C., Perry, J.R., Cappellani, S., Mirza, S.S., Benton, M.C., Broeckel, U., Medland, S.E., Lind, P.A., Malerba, G., Drong, A., Yengo, L., Bielak, L.F., Zhi, D., van der Most, P.J., Shriner, D., Mägi, R., Hemani, G., Karaderi, T., Wang, Z., Liu, T., Demuth, I., Zhao, J.H., Meng, W., Lataniotis, L., van der Laan, S.W., Bradfield, J.P., Wood, A.R., Bonnefond, A., Ahluwalia, T.S., Hall, L.M., Salvi, E., Yazar, S., Carstensen, L., de Haan, H.G., Abney, M., Afzal, U., Allison, M.A., Amin, N., Asselbergs, F.W., Bakker, S.J., Barr, R.G., Baumeister, S.E., Benjamin, D.J., Bergmann, S., Boerwinkle, E., Bottinger, E.P., Campbell, A., Chakravarti, A., Chan, Y., Chanock, S.J., Chen, C., Chen, Y.D., Collins, F.S., Connell, J., Correa, A., Cupples, L.A., Smith, G.D., Davies, G., Dörr, M., Ehret, G., Ellis, S.B., Feenstra, B., Feitosa, M.F., Ford, I., Fox, C.S., Frayling, T.M., Friedrich, N., Geller, F., Scotland, G., Gillham-Nasenya, I., Gottesman, O., Graff, M., Grodstein, F., Gu, C., Haley, C., Hammond, C.J., Harris, S.E., Harris, T.B., Hastie, N.D., Heard-Costa, N.L., Heikkilä, K., Hocking, L.J., Homuth, G., Hottenga, J.J., Huang, J., Huffman, J.E., Hysi, P.G., Ikram, M.A., Ingelsson, E., Joensuu, A., Johansson, Å., Jousilahti, P., Jukema, J.W., Kähönen, M., Kamatani, Y., Kanoni, S., Kerr, S.M., Khan, N.M., Koellinger, P., Koistinen, H.A., Kooner, M.K., Kubo, M., Kuusisto, J., Lahti, J., Launer, L.J., Lea, R.A., Lehne, B., Lehtimäki, T., Liewald, D.C., Lind, L., Loh, M., Lokki, M.L., London, S.J., Loomis, S.J., Loukola, A., Lu, Y., Lumley, T., Lundqvist, A., Männistö, S., Marques-Vidal, P., Masciullo, C., Matchan, A., Mathias, R.A., Matsuda, K., Meigs, J.B., Meisinger, C., Meitinger, T., Menni, C., Mentch, F.D., Mihailov, E., Milani, L., Montasser, M.E., Montgomery, G.W., Morrison, A., Myers, R.H., Nadukuru, R., Navarro, P., Nelis, M., Nieminen, M.S., Nolte, I.M., O'Connor, G.T., Ogunniyi, A., Padmanabhan, S., Palmas, W.R., Pankow, J.S., Patarcic, I., Pavani, F., Peyser, P.A., Pietilainen, K., Poulter, N., Prokopenko, I., Ralhan, S., Redmond, P., Rich, S.S., Rissanen, H., Robino, A., Rose, L.M., Rose, R., Sala, C., Salako, B., Salomaa, V., Sarin, A.P., Saxena, R., Schmidt, H., Scott, L.J., Scott, W.R., Sennblad, B., Seshadri, S., Sever, P., Shrestha, S., Smith, B.H., Smith, J.A., Soranzo, N., Sotoodehnia, N., Southam, L., Stanton, A.V., Stathopoulou, M.G., Strauch, K., Strawbridge, R.J., Suderman, M.J., Tandon, N., Tang, S.T., Taylor, K.D., Tayo, B.O., Töglhofer, A.M., Tomaszewski, M., T?ernikova N., Tuomilehto, J., Uitterlinden, A.G., Vaidya, D., van Hylckama Vlieg, A., van Setten, J., Vasankari, T., Vedantam, S., Vlachopoulou, E., Vozzi, D., Vuoksimaa, E., Waldenberger, M., Ware, E.B., Wentworth-Shields, W., Whitfield, J.B., Wild, S., Willemsen, G., Yajnik, C.S., Yao, J., Zaza, G., Zhu, X., Salem, R.M., Melbye, M., Bisgaard, H., Samani, N.J., Cusi, D., Mackey, D.A., Cooper, R.S., Froguel, P., Pasterkamp, G., Grant, S.F., Hakonarson, H., Ferrucci, L., Scott, R.A., Morris, A.D., Palmer, C.N., Dedoussis, G., Deloukas, P., Bertram, L., Lindenberger, U., Berndt, S.I., Lindgren, C.M., Timpson, N.J., Tönjes, A., Munroe, P.B., Sørensen, T.I., Rotimi, C.N., Arnett, D.K., Oldehinkel, A.J., Kardia, S.L., Balkau, B., Gambaro, G., Morris, A.P., Eriksson, J.G., Wright, M.J., Martin, N.G., Hunt, S.C., Starr, J.M., Deary, I.J., Griffiths, L.R., Tiemeier, H., Pirastu, N., Kaprio, J., Wareham, N.J., Pérusse, L., Wilson, J.G., Girotto, G., Caulfield, M.J., Raitakari, O., Boomsma, D.I., Gieger, C., van der Harst, P., Hicks, A.A., Kraft, P., Sinisalo, J., Knekt, P., Johannesson, M., Magnusson, P.K., Hamsten, A., Schmidt, R., Borecki, I.B., Vartiainen, E., Becker, D.M., Bharadwaj, D., Mohlke, K.L., Boehnke, M., van Duijn, C.M., Sanghera, D.K., Teumer, A., Zeggini, E., Metspalu, A., Gasparini, P., Ulivi, S., Ober, C., Toniolo, D., Rudan, I., Porteous, D.J., Ciullo, M., Spector, T.D., Hayward, C., Dupuis, J., Loos, R.J., Wright, A.F., Chandak, G.R., Vollenweider, P., Shuldiner, A.R., Ridker, P.M., Rotter, J.I., Sattar, N., Gyllensten, U., North, K.E., Pirastu, M., Psaty, B.M., Weir, D.R., Laakso, M., Gudnason, V., Takahashi, A., Chambers, J.C., Kooner, J.S., Strachan, D.P., Campbell, H., Hirschhorn, J.N., Perola, M., Pola?ek O., Wilson, J.F., BioBank Japan, Project, Joshi, P.K., Esko, T., Mattsson, H., Eklund, N., Gandin, I., Nutile, T., Jackson, A.U., Schurmann, C., Smith, A.V., Zhang, W., Okada, Y., Stančáková, A., Faul, J.D., Zhao, W., Bartz, T.M., Concas, M.P., Franceschini, N., Enroth, S., Vitart, V., Trompet, S., Guo, X., Chasman, D.I., O'Connel, J.R., Corre, T., Nongmaithem, S.S., Chen, Y., Mangino, M., Ruggiero, D., Traglia, M., Farmaki, A.E., Kacprowski, T., Bjonnes, A., van der Spek, A., Wu, Y., Giri, A.K., Yanek, L.R., Wang, L., Hofer, E., Rietveld, C.A., McLeod, O., Cornelis, M.C., Pattaro, C., Verweij, N., Baumbach, C., Abdellaoui, A., Warren, H.R., Vuckovic, D., Mei, H., Bouchard, C., Perry, J.R., Cappellani, S., Mirza, S.S., Benton, M.C., Broeckel, U., Medland, S.E., Lind, P.A., Malerba, G., Drong, A., Yengo, L., Bielak, L.F., Zhi, D., van der Most, P.J., Shriner, D., Mägi, R., Hemani, G., Karaderi, T., Wang, Z., Liu, T., Demuth, I., Zhao, J.H., Meng, W., Lataniotis, L., van der Laan, S.W., Bradfield, J.P., Wood, A.R., Bonnefond, A., Ahluwalia, T.S., Hall, L.M., Salvi, E., Yazar, S., Carstensen, L., de Haan, H.G., Abney, M., Afzal, U., Allison, M.A., Amin, N., Asselbergs, F.W., Bakker, S.J., Barr, R.G., Baumeister, S.E., Benjamin, D.J., Bergmann, S., Boerwinkle, E., Bottinger, E.P., Campbell, A., Chakravarti, A., Chan, Y., Chanock, S.J., Chen, C., Chen, Y.D., Collins, F.S., Connell, J., Correa, A., Cupples, L.A., Smith, G.D., Davies, G., Dörr, M., Ehret, G., Ellis, S.B., Feenstra, B., Feitosa, M.F., Ford, I., Fox, C.S., Frayling, T.M., Friedrich, N., Geller, F., Scotland, G., Gillham-Nasenya, I., Gottesman, O., Graff, M., Grodstein, F., Gu, C., Haley, C., Hammond, C.J., Harris, S.E., Harris, T.B., Hastie, N.D., Heard-Costa, N.L., Heikkilä, K., Hocking, L.J., Homuth, G., Hottenga, J.J., Huang, J., Huffman, J.E., Hysi, P.G., Ikram, M.A., Ingelsson, E., Joensuu, A., Johansson, Å., Jousilahti, P., Jukema, J.W., Kähönen, M., Kamatani, Y., Kanoni, S., Kerr, S.M., Khan, N.M., Koellinger, P., Koistinen, H.A., Kooner, M.K., Kubo, M., Kuusisto, J., Lahti, J., Launer, L.J., Lea, R.A., Lehne, B., Lehtimäki, T., Liewald, D.C., Lind, L., Loh, M., Lokki, M.L., London, S.J., Loomis, S.J., Loukola, A., Lu, Y., Lumley, T., Lundqvist, A., Männistö, S., Marques-Vidal, P., Masciullo, C., Matchan, A., Mathias, R.A., Matsuda, K., Meigs, J.B., Meisinger, C., Meitinger, T., Menni, C., Mentch, F.D., Mihailov, E., Milani, L., Montasser, M.E., Montgomery, G.W., Morrison, A., Myers, R.H., Nadukuru, R., Navarro, P., Nelis, M., Nieminen, M.S., Nolte, I.M., O'Connor, G.T., Ogunniyi, A., Padmanabhan, S., Palmas, W.R., Pankow, J.S., Patarcic, I., Pavani, F., Peyser, P.A., Pietilainen, K., Poulter, N., Prokopenko, I., Ralhan, S., Redmond, P., Rich, S.S., Rissanen, H., Robino, A., Rose, L.M., Rose, R., Sala, C., Salako, B., Salomaa, V., Sarin, A.P., Saxena, R., Schmidt, H., Scott, L.J., Scott, W.R., Sennblad, B., Seshadri, S., Sever, P., Shrestha, S., Smith, B.H., Smith, J.A., Soranzo, N., Sotoodehnia, N., Southam, L., Stanton, A.V., Stathopoulou, M.G., Strauch, K., Strawbridge, R.J., Suderman, M.J., Tandon, N., Tang, S.T., Taylor, K.D., Tayo, B.O., Töglhofer, A.M., Tomaszewski, M., T?ernikova N., Tuomilehto, J., Uitterlinden, A.G., Vaidya, D., van Hylckama Vlieg, A., van Setten, J., Vasankari, T., Vedantam, S., Vlachopoulou, E., Vozzi, D., Vuoksimaa, E., Waldenberger, M., Ware, E.B., Wentworth-Shields, W., Whitfield, J.B., Wild, S., Willemsen, G., Yajnik, C.S., Yao, J., Zaza, G., Zhu, X., Salem, R.M., Melbye, M., Bisgaard, H., Samani, N.J., Cusi, D., Mackey, D.A., Cooper, R.S., Froguel, P., Pasterkamp, G., Grant, S.F., Hakonarson, H., Ferrucci, L., Scott, R.A., Morris, A.D., Palmer, C.N., Dedoussis, G., Deloukas, P., Bertram, L., Lindenberger, U., Berndt, S.I., Lindgren, C.M., Timpson, N.J., Tönjes, A., Munroe, P.B., Sørensen, T.I., Rotimi, C.N., Arnett, D.K., Oldehinkel, A.J., Kardia, S.L., Balkau, B., Gambaro, G., Morris, A.P., Eriksson, J.G., Wright, M.J., Martin, N.G., Hunt, S.C., Starr, J.M., Deary, I.J., Griffiths, L.R., Tiemeier, H., Pirastu, N., Kaprio, J., Wareham, N.J., Pérusse, L., Wilson, J.G., Girotto, G., Caulfield, M.J., Raitakari, O., Boomsma, D.I., Gieger, C., van der Harst, P., Hicks, A.A., Kraft, P., Sinisalo, J., Knekt, P., Johannesson, M., Magnusson, P.K., Hamsten, A., Schmidt, R., Borecki, I.B., Vartiainen, E., Becker, D.M., Bharadwaj, D., Mohlke, K.L., Boehnke, M., van Duijn, C.M., Sanghera, D.K., Teumer, A., Zeggini, E., Metspalu, A., Gasparini, P., Ulivi, S., Ober, C., Toniolo, D., Rudan, I., Porteous, D.J., Ciullo, M., Spector, T.D., Hayward, C., Dupuis, J., Loos, R.J., Wright, A.F., Chandak, G.R., Vollenweider, P., Shuldiner, A.R., Ridker, P.M., Rotter, J.I., Sattar, N., Gyllensten, U., North, K.E., Pirastu, M., Psaty, B.M., Weir, D.R., Laakso, M., Gudnason, V., Takahashi, A., Chambers, J.C., Kooner, J.S., Strachan, D.P., Campbell, H., Hirschhorn, J.N., Perola, M., Pola?ek O., and Wilson, J.F.
- Abstract
Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10(-300), 2.1 × 10(-6), 2.5 × 10(-10) and 1.8 × 10(-10), respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been positively selected in human evolu
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- 2015
47. The association between lower educational attainment and depression owing to shared genetic effects? Results in ∼25 000 subjects
- Author
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Peyrot, W.J. (Wouter ), Lee, S.U. (Seung), Milaneschi, Y. (Yuri), Abdellaoui, A. (Abdel), Byrne, E.M. (Enda), Esko, T. (Tõnu), Geus, E.J.C. (Eco) de, Hemani, G., Hottenga, J.J. (Jouke Jan), Kloiber, S. (Stefan), Levinson, D.F. (Douglas), Lucae, S. (Susanne), Martin, N.G. (Nicholas), Medland, S.E. (Sarah), Metspalu, A. (Andres), Milani, L. (Lili), Noethen, M.M., Potash, J.B. (James B), Rietschel, M. (Marcella), Rietveld, C.A. (Niels), Ripke, S. (Stephan), Shi, J. (Jianxin), Willemsen, G.A.H.M. (Gonneke), Zhu, Z., Boomsma, D.I. (Dorret), Wray, N.R. (Naomi), Penninx, B.W.J.H. (Brenda), Peyrot, W.J. (Wouter ), Lee, S.U. (Seung), Milaneschi, Y. (Yuri), Abdellaoui, A. (Abdel), Byrne, E.M. (Enda), Esko, T. (Tõnu), Geus, E.J.C. (Eco) de, Hemani, G., Hottenga, J.J. (Jouke Jan), Kloiber, S. (Stefan), Levinson, D.F. (Douglas), Lucae, S. (Susanne), Martin, N.G. (Nicholas), Medland, S.E. (Sarah), Metspalu, A. (Andres), Milani, L. (Lili), Noethen, M.M., Potash, J.B. (James B), Rietschel, M. (Marcella), Rietveld, C.A. (Niels), Ripke, S. (Stephan), Shi, J. (Jianxin), Willemsen, G.A.H.M. (Gonneke), Zhu, Z., Boomsma, D.I. (Dorret), Wray, N.R. (Naomi), and Penninx, B.W.J.H. (Brenda)
- Abstract
An association between lower educational attainment (EA) and an increased risk for depression has been confirmed in various western countries. This study examines whether pleiotropic genetic effects contribute to this association. Therefore, data were analyzed from a total of 9662 major depressive disorder (MDD) cases and 14 949 controls (with no lifetime MDD diagnosis) from the Psychiatric Genomics Consortium with additional Dutch and Estonian data. The association of EA and MDD was assessed with logistic regression in 15 138 individuals indicating a significantly negative association in our sample with an odds ratio for MDD 0.78 (0.75-0.82) per standard deviation increase in EA. With data of 884 105 autosomal common single-nucleotide polymorphisms (SNPs), three methods were applied to test for pleiotropy between MDD and EA: (i) genetic profile risk scores (GPRS) derived from training data for EA (independent meta-analysis on ∼120 000 subjects) and MDD (using a 10-fold leave-one-out procedure in the current sample), (ii) bivariate genomic-relationship-matrix restricted maximum likelihood (GREML) and (iii) SNP effect concordance analysis (SECA). With these methods, we found (i) that the EA-GPRS did not predict MDD status, and MDD-GPRS did not predict EA, (ii) a weak negative genetic correlation with bivariate GREML analyses, but this correlation was not consistently significant, (iii) no evidence for concordance of MDD and EA SNP effects with SECA analysis. To conclude, our study confirms an association of lower EA and MDD risk, but this association was not because of measurable pleiotropic genetic effects, which suggests that environmental factors could be involved, for example, socioeconomic status.
- Published
- 2015
- Full Text
- View/download PDF
48. Directional dominance on stature and cognition in diverse human populations
- Author
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Joshi, P.K. (Peter), Esko, T. (Tõnu), Mattsson, H. (Hannele), Eklund, N. (Niina), Gandin, I. (Ilaria), Nutile, T., Jackson, A.U. (Anne), Schurmann, C. (Claudia), Smith, A.V. (Davey), Zhang, W. (Weihua), Okada, Y. (Yukinori), Stancáková, A. (Alena), Faul, J.D. (Jessica D.), Zhao, W. (Wei), Bartz, T.M. (Traci M.), Concas, M.P. (Maria Pina), Franceschini, N. (Nora), Enroth, S. (Stefan), Vitart, V. (Veronique), Trompet, S. (Stella), Guo, X. (Xiuqing), Chasman, D.I. (Daniel), O'Connel, J.R. (Jeffrey R.), Corre, T. (Tanguy), Nongmaithem, S.S. (Suraj S.), Chen, Y. (Yuning), Mangino, M. (Massimo), Ruggiero, D., Traglia, M. (Michela), Farmaki, A.-E. (Aliki-Eleni), Kacprowski, T. (Tim), Bjonnes, A. (Andrew), Spek, A. (Ashley) van der, Wu, Y. (Ying), Giri, A.K. (Anil K.), Yanek, L.R. (Lisa), Wang, L. (Lihua), Hofer, E. (Edith), Rietveld, C.A. (Niels), McLeod, O. (Olga), Cornelis, M. (Marilyn), Pattaro, C. (Cristian), Verweij, N. (Niek), Baumbach, C. (Clemens), Abdellaoui, A. (Abdel), Warren, H. (Helen), Vuckovic, D. (Dragana), Mei, H. (Hao), Bouchard, C. (Claude), Perry, J.R.B. (John), Cappellani, S. (Stefania), Mirza, S.S. (Saira), Benton, M.C. (Miles C.), Broeckel, U. (Ulrich), Medland, S.E. (Sarah), Lind, P.A. (Penelope), Malerba, G. (Giovanni), Drong, A. (Alexander), Yengo, L. (Loic), Bielak, L.F. (Lawrence F.), Zhi, D. (Degui), Most, P.J. (Peter) van der, Shriner, D. (Daniel), Mägi, R. (Reedik), Hemani, G., Karaderi, T. (Tugce), Wang, Z. (Zhaoming), Liu, T. (Tian), Demuth, I. (Ilja), Zhao, J.H. (Jing Hua), Meng, W. (Weihua), Lataniotis, L. (Lazaros), Van Der Laan, S.W. (Sander W.), Bradfield, J.P. (Jonathan), Wood, A.R. (Andrew), Bonnefond, A. (Amélie), Ahluwalia, T.S. (Tarunveer Singh), Hall, L.M. (Leanne M.), Salvi, E. (Erika), Yazar, S. (Seyhan), Carstensen, L. (Lisbeth), Haan, H.G. (Hugoline) de, Abney, M. (Mark), Afzal, U. (Uzma), Allison, M.A. (Matthew), Amin, N. (Najaf), Asselbergs, F.W. (Folkert W.), Bakker, S.J.L. (Stephan), Barr, R.G. (Graham), Baumeister, S.E. (Sebastian), Benjamin, D.J. (Daniel J.), Bergmann, S. (Sven), Boerwinkle, E.A. (Eric), Bottinger, E.P. (Erwin P.), Campbell, A. (Archie), Chakravarti, A. (Aravinda), Chan, Y. (Yingleong), Chanock, S.J. (Stephen), Chen, C. (Constance), Chen, Y.-D.I. (Y.-D. Ida), Collins, F.S. (Francis), Connell, J. (John), Correa, A. (Adolfo), Cupples, L.A. (Adrienne), Davies, G. (Gail), Dörr, M. (Marcus), Ehret, G.B. (Georg), Ellis, S.B. (Stephen B.), Feenstra, B. (Bjarke), Feitosa, M.F. (Mary Furlan), Ford, I., Fox, C.S. (Caroline), Frayling, T.M. (Timothy), Friedrich, N. (Nele), Geller, F. (Frank), Scotland, G. (Generation), Gillham-Nasenya, I. (Irina), Gottesman, R.F. (Rebecca), Graff, M.J. (Maud J.L.), Grodstein, F. (Francine), Gu, C. (Charles), Haley, C. (Chris), Hammond, C.J. (Christopher), Harris, S.E. (Sarah), Harris, T.B. (Tamara), Hastie, N. (Nick), Heard-Costa, N.L. (Nancy), Heikkilä, K. (Kauko), Hocking, L.J. (Lynne), Homuth, G. (Georg), Hottenga, J.J. (Jouke Jan), Huang, J. (Jian), Huffman, J.E. (Jennifer), Hysi, P.G. (Pirro), Ikram, M.A. (Arfan), Ingelsson, E. (Erik), Joensuu, A. (Anni), Johansson, A. (Åsa), Jousilahti, P. (Pekka), Jukema, J.W. (Jan Wouter), Kähönen, M. (Mika), Kamatani, Y. (Yoichiro), Kanoni, S. (Stavroula), Kerr, S.M. (Shona), Khan, N.M. (Nazir M.), Koellinger, Ph.D. (Philipp), Koistinen, H.A. (Heikki A.), Kooner, M.K. (Manraj K.), Kubo, M. (Michiaki), Kuusisto, J. (Johanna), Lahti, J. (Jari), Launer, L.J. (Lenore), Lea, R.A. (Rodney A.), Lehne, B. (Benjamin), Lehtimäki, T. (Terho), Liewald, D.C.M. (David), Lind, L. (Lars), Loh, M. (Marie), Lokki, M.L., London, S.J. (Stephanie J.), Loomis, S.J. (Stephanie J.), Loukola, A. (Anu), Lu, Y. (Yingchang), Lumley, T. (Thomas), Lundqvist, A. (Annamari), Männistö, S. (Satu), Marques-Vidal, P. (Pedro), Masciullo, C. (Corrado), Matchan, A. (Angela), Mathias, J. (Jasmine), Matsuda, K. (Koichi), Meigs, J.B. (James), Meisinger, C. (Christa), Meitinger, T. (Thomas), Menni, C. (Cristina), Mentch, F.D. (Frank), Mihailov, E. (Evelin), Milani, L. (Lili), Montasser, M.E. (May E.), Montgomery, G.W. (Grant), Morrison, A.C. (Alanna), Myers, R.H. (Richard), Nadukuru, R. (Rajiv), Navarro, P. (Pau), Nalis, M. (Mari), Nieminen, M.S. (Markku S.), Nolte, I.M. (Ilja M.), O'Connor, G.T. (George), Ogunniyi, A. (Adesola), Padmanabhan, S. (Sandosh), Palmas, W. (Walter), Pankow, J.S. (James), Patarcic, I. (Inga), Pavani, F. (Francesca), Peyser, P.A. (Patricia A.), Pietilainen, K.H. (Kirsi Hannele), Poulter, N.R. (Neil), Prokopenko, I. (Inga), Ralhan, S. (Sarju), Redmond, P. (Paul), Rich, S.S. (Stephen S.), Rissanen, H. (Harri), Robino, A. (Antonietta), Rose, L.M. (Lynda M.), Rose, R.J. (Richard J.), Sala, C. (Cinzia), Salako, B. (Babatunde), Salomaa, V. (Veikko), Sarin, A.-P., Saxena, R. (Richa), Schmidt, R. (Reinhold), Scott, L.J. (Laura), Scott, W.R. (William R.), Sennblad, B. (Bengt), Seshadri, S. (Sudha), Sever, P. (Peter), Shrestha, S. (Smeeta), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Soranzo, N. (Nicole), Sotoodehnia, N. (Nona), Southam, L. (Lorraine), Stanton, A. (Alice), Stathopoulou, M.G. (Maria G), Strauch, K. (Konstantin), Strawbridge, R.J. (Rona), Suderman, M.J. (Matthew J.), Tandon, N. (Nikhil), Tang, S.-T. (Sian-Tsun), Taylor, K.D. (Kent D.), Tayo, B. (Bamidele), Töglhofer, A.M. (Anna Maria), Tomaszewski, M. (Maciej), Tsernikova, N. (Natalia), Tuomilehto, J. (Jaakko), Uitterlinden, A.G. (André), Vaidya, D. (Dhananjay), Hylckama Vlieg, A. (Astrid) van, Setten, J. (Jessica) van, Vasankari, T. (Tuula), Vedantam, S. (Sailaja), Vlachopoulou, E. (Efthymia), Vozzi, D. (Diego), Vuoksimaa, E. (Eero), Waldenberger, M. (Melanie), Ware, E.B. (Erin B.), Wentworth-Shields, W. (William), Whitfield, J. (John), Wild, S. (Sarah), Willemsen, G.A.H.M. (Gonneke), Yajnik, C.S. (Chittaranjan S.), Yao, J. (Jie), Zaza, G. (Gianluigi), Zhu, X. (Xiaofeng), Salem, R.M. (Rany), Melbye, M. (Mads), Bisgaard, H. (Hans), Samani, N.J. (Nilesh), Cusi, D. (Daniele), Mackey, D.A. (David A.), Cooper, R.S. (Richard S.), Froguel, P. (Philippe), Pasterkamp, G. (Gerard), Grant, S.F.A. (Struan F.A.), Hakonarson, H. (Hakon), Ferrucci, L. (Luigi), Scott, R.A. (Robert), Morris, A.D. (Andrew), Palmer, C.N.A. (Colin), Dedoussis, G.V. (George V.), Deloukas, P. (Panagiotis), Bertram, L. (Lars), Lindenberger, U. (Ulman), Berndt, S.I. (Sonja), Lindgren, C.M. (Cecilia), Timpson, N.J. (Nicholas), Tönjes, A. (Anke), Munroe, P. (Patricia), Sørensen, T.I.A. (Thorkild I.A.), Rotimi, C. (Charles), Arnett, D.K. (Donna), Oldehinkel, A.J. (Albertine), Kardia, S.L.R. (Sharon), Balkau, B. (Beverley), Gambaro, G. (Giovanni), Morris, A.P. (Andrew), Eriksson, J.G. (Johan G.), Wright, M.J. (Margaret), Martin, N.G. (Nicholas), Hunt, S.C. (Steven), Starr, J.M. (John), Deary, I.J. (Ian), Griffiths, L.R. (Lyn R.), Tiemeier, H.W. (Henning), Pirastu, N. (Nicola), Kaprio, J. (Jaakko), Wareham, N.J. (Nick), Perusse, L. (Louis), Wilson, J.G. (James), Girotto, S., Caulfield, M. (Mark), Raitakari, O.T. (Olli T.), Boomsma, D.I. (Dorret), Gieger, C. (Christian), van der Harst, P., Hicks, A.A. (Andrew), Kraft, P. (Peter), Sinisalo, J. (Juha), Knekt, P., Johannesson, M. (Magnus), Magnusson, P.K.E. (Patrik K. E.), Hamsten, A. (Anders), Borecki, I.B. (Ingrid), Vartiainen, E. (Erkki), Becker, D.M. (Diane), Bharadwaj, D. (Dwaipayan), Mohlke, K.L. (Karen), Boehnke, M. (Michael), Duijn, C.M. (Cornelia) van, Sanghera, D.K. (Dharambir), Teumer, A. (Alexander), Zeggini, E. (Eleftheria), Metspalu, A. (Andres), Gasparini, P. (Paolo), Ulivi, S. (Shelia), Ober, C. (Carole), Toniolo, D. (Daniela), Rudan, I. (Igor), Porteous, D.J. (David J.), Ciullo, M., Spector, T.D. (Timothy), Hayward, C. (Caroline), Dupuis, J. (Josée), Loos, R.J.F. (Ruth), Wright, A. (Alan), Chandak, G.R. (Giriraj), Vollenweider, P. (Peter), Shuldiner, A.R. (Alan), Ridker, P.M. (Paul), Rotter, J.I. (Jerome I.), Sattar, N. (Naveed), Gyllensten, U. (Ulf), North, K.E. (Kari), Pirastu, M. (Mario), Psaty, B.M. (Bruce), Weir, D.R. (David), Laakso, M. (Markku), Gudnason, V. (Vilmundur), Takahashi, A. (Atsushi), Chambers, J.C. (John C.), Kooner, J.S. (Jaspal S.), Strachan, D.P. (David P.), Campbell, H. (Harry), Hirschhorn, J.N. (Joel N.), Perola, M. (Markus), Polasek, O. (Ozren), Wilson, J.F. (James), Joshi, P.K. (Peter), Esko, T. (Tõnu), Mattsson, H. (Hannele), Eklund, N. (Niina), Gandin, I. (Ilaria), Nutile, T., Jackson, A.U. (Anne), Schurmann, C. (Claudia), Smith, A.V. (Davey), Zhang, W. (Weihua), Okada, Y. (Yukinori), Stancáková, A. (Alena), Faul, J.D. (Jessica D.), Zhao, W. (Wei), Bartz, T.M. (Traci M.), Concas, M.P. (Maria Pina), Franceschini, N. (Nora), Enroth, S. (Stefan), Vitart, V. (Veronique), Trompet, S. (Stella), Guo, X. (Xiuqing), Chasman, D.I. (Daniel), O'Connel, J.R. (Jeffrey R.), Corre, T. (Tanguy), Nongmaithem, S.S. (Suraj S.), Chen, Y. (Yuning), Mangino, M. (Massimo), Ruggiero, D., Traglia, M. (Michela), Farmaki, A.-E. (Aliki-Eleni), Kacprowski, T. (Tim), Bjonnes, A. (Andrew), Spek, A. (Ashley) van der, Wu, Y. (Ying), Giri, A.K. (Anil K.), Yanek, L.R. (Lisa), Wang, L. (Lihua), Hofer, E. (Edith), Rietveld, C.A. (Niels), McLeod, O. (Olga), Cornelis, M. (Marilyn), Pattaro, C. (Cristian), Verweij, N. (Niek), Baumbach, C. (Clemens), Abdellaoui, A. (Abdel), Warren, H. (Helen), Vuckovic, D. (Dragana), Mei, H. (Hao), Bouchard, C. (Claude), Perry, J.R.B. (John), Cappellani, S. (Stefania), Mirza, S.S. (Saira), Benton, M.C. (Miles C.), Broeckel, U. (Ulrich), Medland, S.E. (Sarah), Lind, P.A. (Penelope), Malerba, G. (Giovanni), Drong, A. (Alexander), Yengo, L. (Loic), Bielak, L.F. (Lawrence F.), Zhi, D. (Degui), Most, P.J. (Peter) van der, Shriner, D. (Daniel), Mägi, R. (Reedik), Hemani, G., Karaderi, T. (Tugce), Wang, Z. (Zhaoming), Liu, T. (Tian), Demuth, I. (Ilja), Zhao, J.H. (Jing Hua), Meng, W. (Weihua), Lataniotis, L. (Lazaros), Van Der Laan, S.W. (Sander W.), Bradfield, J.P. (Jonathan), Wood, A.R. (Andrew), Bonnefond, A. (Amélie), Ahluwalia, T.S. (Tarunveer Singh), Hall, L.M. (Leanne M.), Salvi, E. (Erika), Yazar, S. (Seyhan), Carstensen, L. (Lisbeth), Haan, H.G. (Hugoline) de, Abney, M. (Mark), Afzal, U. (Uzma), Allison, M.A. (Matthew), Amin, N. (Najaf), Asselbergs, F.W. (Folkert W.), Bakker, S.J.L. (Stephan), Barr, R.G. (Graham), Baumeister, S.E. (Sebastian), Benjamin, D.J. (Daniel J.), Bergmann, S. (Sven), Boerwinkle, E.A. (Eric), Bottinger, E.P. (Erwin P.), Campbell, A. (Archie), Chakravarti, A. (Aravinda), Chan, Y. (Yingleong), Chanock, S.J. (Stephen), Chen, C. (Constance), Chen, Y.-D.I. (Y.-D. Ida), Collins, F.S. (Francis), Connell, J. (John), Correa, A. (Adolfo), Cupples, L.A. (Adrienne), Davies, G. (Gail), Dörr, M. (Marcus), Ehret, G.B. (Georg), Ellis, S.B. (Stephen B.), Feenstra, B. (Bjarke), Feitosa, M.F. (Mary Furlan), Ford, I., Fox, C.S. (Caroline), Frayling, T.M. (Timothy), Friedrich, N. (Nele), Geller, F. (Frank), Scotland, G. (Generation), Gillham-Nasenya, I. (Irina), Gottesman, R.F. (Rebecca), Graff, M.J. (Maud J.L.), Grodstein, F. (Francine), Gu, C. (Charles), Haley, C. (Chris), Hammond, C.J. (Christopher), Harris, S.E. (Sarah), Harris, T.B. (Tamara), Hastie, N. (Nick), Heard-Costa, N.L. (Nancy), Heikkilä, K. (Kauko), Hocking, L.J. (Lynne), Homuth, G. (Georg), Hottenga, J.J. (Jouke Jan), Huang, J. (Jian), Huffman, J.E. (Jennifer), Hysi, P.G. (Pirro), Ikram, M.A. (Arfan), Ingelsson, E. (Erik), Joensuu, A. (Anni), Johansson, A. (Åsa), Jousilahti, P. (Pekka), Jukema, J.W. (Jan Wouter), Kähönen, M. (Mika), Kamatani, Y. (Yoichiro), Kanoni, S. (Stavroula), Kerr, S.M. (Shona), Khan, N.M. (Nazir M.), Koellinger, Ph.D. (Philipp), Koistinen, H.A. (Heikki A.), Kooner, M.K. (Manraj K.), Kubo, M. (Michiaki), Kuusisto, J. (Johanna), Lahti, J. (Jari), Launer, L.J. (Lenore), Lea, R.A. (Rodney A.), Lehne, B. (Benjamin), Lehtimäki, T. (Terho), Liewald, D.C.M. (David), Lind, L. (Lars), Loh, M. (Marie), Lokki, M.L., London, S.J. (Stephanie J.), Loomis, S.J. (Stephanie J.), Loukola, A. (Anu), Lu, Y. (Yingchang), Lumley, T. (Thomas), Lundqvist, A. (Annamari), Männistö, S. (Satu), Marques-Vidal, P. (Pedro), Masciullo, C. (Corrado), Matchan, A. (Angela), Mathias, J. (Jasmine), Matsuda, K. (Koichi), Meigs, J.B. (James), Meisinger, C. (Christa), Meitinger, T. (Thomas), Menni, C. (Cristina), Mentch, F.D. (Frank), Mihailov, E. (Evelin), Milani, L. (Lili), Montasser, M.E. (May E.), Montgomery, G.W. (Grant), Morrison, A.C. (Alanna), Myers, R.H. (Richard), Nadukuru, R. (Rajiv), Navarro, P. (Pau), Nalis, M. (Mari), Nieminen, M.S. (Markku S.), Nolte, I.M. (Ilja M.), O'Connor, G.T. (George), Ogunniyi, A. (Adesola), Padmanabhan, S. (Sandosh), Palmas, W. (Walter), Pankow, J.S. (James), Patarcic, I. (Inga), Pavani, F. (Francesca), Peyser, P.A. (Patricia A.), Pietilainen, K.H. (Kirsi Hannele), Poulter, N.R. (Neil), Prokopenko, I. (Inga), Ralhan, S. (Sarju), Redmond, P. (Paul), Rich, S.S. (Stephen S.), Rissanen, H. (Harri), Robino, A. (Antonietta), Rose, L.M. (Lynda M.), Rose, R.J. (Richard J.), Sala, C. (Cinzia), Salako, B. (Babatunde), Salomaa, V. (Veikko), Sarin, A.-P., Saxena, R. (Richa), Schmidt, R. (Reinhold), Scott, L.J. (Laura), Scott, W.R. (William R.), Sennblad, B. (Bengt), Seshadri, S. (Sudha), Sever, P. (Peter), Shrestha, S. (Smeeta), Smith, B.H. (Blair), Smith, J.A. (Jennifer A), Soranzo, N. (Nicole), Sotoodehnia, N. (Nona), Southam, L. (Lorraine), Stanton, A. (Alice), Stathopoulou, M.G. (Maria G), Strauch, K. (Konstantin), Strawbridge, R.J. (Rona), Suderman, M.J. (Matthew J.), Tandon, N. (Nikhil), Tang, S.-T. (Sian-Tsun), Taylor, K.D. (Kent D.), Tayo, B. (Bamidele), Töglhofer, A.M. (Anna Maria), Tomaszewski, M. (Maciej), Tsernikova, N. (Natalia), Tuomilehto, J. (Jaakko), Uitterlinden, A.G. (André), Vaidya, D. (Dhananjay), Hylckama Vlieg, A. (Astrid) van, Setten, J. (Jessica) van, Vasankari, T. (Tuula), Vedantam, S. (Sailaja), Vlachopoulou, E. (Efthymia), Vozzi, D. (Diego), Vuoksimaa, E. (Eero), Waldenberger, M. (Melanie), Ware, E.B. (Erin B.), Wentworth-Shields, W. (William), Whitfield, J. (John), Wild, S. (Sarah), Willemsen, G.A.H.M. (Gonneke), Yajnik, C.S. (Chittaranjan S.), Yao, J. (Jie), Zaza, G. (Gianluigi), Zhu, X. (Xiaofeng), Salem, R.M. (Rany), Melbye, M. (Mads), Bisgaard, H. (Hans), Samani, N.J. (Nilesh), Cusi, D. (Daniele), Mackey, D.A. (David A.), Cooper, R.S. (Richard S.), Froguel, P. (Philippe), Pasterkamp, G. (Gerard), Grant, S.F.A. (Struan F.A.), Hakonarson, H. (Hakon), Ferrucci, L. (Luigi), Scott, R.A. (Robert), Morris, A.D. (Andrew), Palmer, C.N.A. (Colin), Dedoussis, G.V. (George V.), Deloukas, P. (Panagiotis), Bertram, L. (Lars), Lindenberger, U. (Ulman), Berndt, S.I. (Sonja), Lindgren, C.M. (Cecilia), Timpson, N.J. (Nicholas), Tönjes, A. (Anke), Munroe, P. (Patricia), Sørensen, T.I.A. (Thorkild I.A.), Rotimi, C. (Charles), Arnett, D.K. (Donna), Oldehinkel, A.J. (Albertine), Kardia, S.L.R. (Sharon), Balkau, B. (Beverley), Gambaro, G. (Giovanni), Morris, A.P. (Andrew), Eriksson, J.G. (Johan G.), Wright, M.J. (Margaret), Martin, N.G. (Nicholas), Hunt, S.C. (Steven), Starr, J.M. (John), Deary, I.J. (Ian), Griffiths, L.R. (Lyn R.), Tiemeier, H.W. (Henning), Pirastu, N. (Nicola), Kaprio, J. (Jaakko), Wareham, N.J. (Nick), Perusse, L. (Louis), Wilson, J.G. (James), Girotto, S., Caulfield, M. (Mark), Raitakari, O.T. (Olli T.), Boomsma, D.I. (Dorret), Gieger, C. (Christian), van der Harst, P., Hicks, A.A. (Andrew), Kraft, P. (Peter), Sinisalo, J. (Juha), Knekt, P., Johannesson, M. (Magnus), Magnusson, P.K.E. (Patrik K. E.), Hamsten, A. (Anders), Borecki, I.B. (Ingrid), Vartiainen, E. (Erkki), Becker, D.M. (Diane), Bharadwaj, D. (Dwaipayan), Mohlke, K.L. (Karen), Boehnke, M. (Michael), Duijn, C.M. (Cornelia) van, Sanghera, D.K. (Dharambir), Teumer, A. (Alexander), Zeggini, E. (Eleftheria), Metspalu, A. (Andres), Gasparini, P. (Paolo), Ulivi, S. (Shelia), Ober, C. (Carole), Toniolo, D. (Daniela), Rudan, I. (Igor), Porteous, D.J. (David J.), Ciullo, M., Spector, T.D. (Timothy), Hayward, C. (Caroline), Dupuis, J. (Josée), Loos, R.J.F. (Ruth), Wright, A. (Alan), Chandak, G.R. (Giriraj), Vollenweider, P. (Peter), Shuldiner, A.R. (Alan), Ridker, P.M. (Paul), Rotter, J.I. (Jerome I.), Sattar, N. (Naveed), Gyllensten, U. (Ulf), North, K.E. (Kari), Pirastu, M. (Mario), Psaty, B.M. (Bruce), Weir, D.R. (David), Laakso, M. (Markku), Gudnason, V. (Vilmundur), Takahashi, A. (Atsushi), Chambers, J.C. (John C.), Kooner, J.S. (Jaspal S.), Strachan, D.P. (David P.), Campbell, H. (Harry), Hirschhorn, J.N. (Joel N.), Perola, M. (Markus), Polasek, O. (Ozren), and Wilson, J.F. (James)
- Abstract
Homozygosity has long been associated with rare, often devastating, Mendelian disorders, and Darwin was one of the first to recognize that inbreeding reduces evolutionary fitness. However, the effect of the more distant parental relatedness that is common in modern human populations is less well understood. Genomic data now allow us to investigate the effects of homozygosity on traits of public health importance by observing contiguous homozygous segments (runs of homozygosity), which are inferred to be homozygous along their complete length. Given the low levels of genome-wide homozygosity prevalent in most human populations, information is required on very large numbers of people to provide sufficient power. Here we use runs of homozygosity to study 16 health-related quantitative traits in 354,224 individuals from 102 cohorts, and find statistically significant associations between summed runs of homozygosity and four complex traits: height, forced expiratory lung volume in one second, general cognitive ability and educational attainment (P < 1 × 10-300, 2.1 × 10-6, 2.5 × 10-10 and 1.8 × 10-10, respectively). In each case, increased homozygosity was associated with decreased trait value, equivalent to the offspring of first cousins being 1.2 cm shorter and having 10 months' less education. Similar effect sizes were found across four continental groups and populations with different degrees of genome-wide homozygosity, providing evidence that homozygosity, rather than confounding, directly contributes to phenotypic variance. Contrary to earlier reports in substantially smaller samples, no evidence was seen of an influence of genome-wide homozygosity on blood pressure and low density lipoprotein cholesterol, or ten other cardio-metabolic traits. Since directional dominance is predicted for traits under directional evolutionary selection, this study provides evidence that increased stature and cognitive function have been p
- Published
- 2015
- Full Text
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49. Genetic variance estimation with imputed variants finds negligible missing heritability for human height and body mass index
- Author
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Yang, J, Bakshi, A, Zhu, Z, Hemani, G, Vinkhuyzen, AAE, Lee, SH, Robinson, MR, Perry, JRB, Nolte, IM, van Vliet-Ostaptchouk, JV, Snieder, H, Esko, T, Milani, L, Maegi, R, Metspalu, A, Hamsten, A, Magnusson, PKE, Pedersen, NL, Ingelsson, E, Soranzo, N, Keller, MC, Wray, NR, Goddard, ME, Visscher, PM, Yang, J, Bakshi, A, Zhu, Z, Hemani, G, Vinkhuyzen, AAE, Lee, SH, Robinson, MR, Perry, JRB, Nolte, IM, van Vliet-Ostaptchouk, JV, Snieder, H, Esko, T, Milani, L, Maegi, R, Metspalu, A, Hamsten, A, Magnusson, PKE, Pedersen, NL, Ingelsson, E, Soranzo, N, Keller, MC, Wray, NR, Goddard, ME, and Visscher, PM
- Abstract
We propose a method (GREML-LDMS) to estimate heritability for human complex traits in unrelated individuals using whole-genome sequencing data. We demonstrate using simulations based on whole-genome sequencing data that ∼97% and ∼68% of variation at common and rare variants, respectively, can be captured by imputation. Using the GREML-LDMS method, we estimate from 44,126 unrelated individuals that all ∼17 million imputed variants explain 56% (standard error (s.e.) = 2.3%) of variance for height and 27% (s.e. = 2.5%) of variance for body mass index (BMI), and we find evidence that height- and BMI-associated variants have been under natural selection. Considering the imperfect tagging of imputation and potential overestimation of heritability from previous family-based studies, heritability is likely to be 60-70% for height and 30-40% for BMI. Therefore, the missing heritability is small for both traits. For further discovery of genes associated with complex traits, a study design with SNP arrays followed by imputation is more cost-effective than whole-genome sequencing at current prices.
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- 2015
50. Extensive QTL and association analyses of the QTLMAS2009 Data
- Author
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Hadjipavlou, G., Hemani, G., Leach, R., Louro, B., Nadaf, J., Rowe, S., and de Koning, D. J.
- Abstract
BackgroundWe applied a range of genome-wide association (GWA) methods to map quantitative trait loci (QTL) in the simulated dataset provided by the QTLMAS2009 workshop to derive a comprehensive set of results. A Gompertz curve was modelled on the yield data and showed good predictive properties. QTL analyses were done on the raw measurements and on the individual parameters of the Gompertz curve and its predicted growth for each interval. Half-sib and variance component linkage analysis revealed QTL with different modes of inheritance but with low resolution. This was complemented by association studies using single markers or haplotypes, and additive, dominance, parent-of-origin and epistatic QTL effects. All association analyses were done on phenotypes pre-corrected for pedigree effects. These methods detected QTL positions with high concordance to each other and with greater refinement of the linkage signals. Two-locus interaction analysis detected no epistatic pairs of QTL. Overall, using stringent thresholds we identified QTL regions using linkage analyses, corroborated by 6 individual SNPs with significant effects as well as two putatively imprinted SNPs.ConclusionsWe obtained consistent results across a combination of intra- and inter- family based methods using flexible linear models to evaluate a variety of models. The Gompertz curve fitted the data really well, and provided complementary information on the detected QTL. Retrospective comparisons of the results with actual data simulated showed that best results were obtained by including both yield and the parameters from the Gompertz curve despite the data being simulated using a logistic function.
- Published
- 2010
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