%0 Journal Article %J The American Journal of Human Genetics %D 2021 %T Discovery and fine-mapping of height loci via high-density imputation of GWASs in individuals of African ancestry. %A Graff, Mariaelisa %A Justice, Anne E %A Young, Kristin L %A Marouli, Eirini %A Zhang, Xinruo %A Fine, Rebecca S %A Lim, Elise %A Buchanan, Victoria %A Rand, Kristin %A Feitosa, Mary F %A Wojczynski, Mary K %A Yanek, Lisa R %A Shao, Yaming %A Rohde, Rebecca %A Adeyemo, Adebowale A %A Aldrich, Melinda C %A Matthew A. Allison %A Ambrosone, Christine B %A Ambs, Stefan %A Amos, Christopher %A Donna K Arnett %A Atwood, Larry %A Bandera, Elisa V %A Traci M Bartz %A Becker, Diane M %A Berndt, Sonja I %A Bernstein, Leslie %A Bielak, Lawrence F %A Blot, William J %A Erwin P Bottinger %A Bowden, Donald W %A Bradfield, Jonathan P %A Brody, Jennifer A %A Broeckel, Ulrich %A Burke, Gregory %A Brian E Cade %A Cai, Qiuyin %A Caporaso, Neil %A Carlson, Chris %A John Carpten %A Casey, Graham %A Chanock, Stephen J %A Chen, Guanjie %A Chen, Minhui %A Chen, Yii-Der I %A Chen, Wei-Min %A Chesi, Alessandra %A Chiang, Charleston W K %A Chu, Lisa %A Coetzee, Gerry A %A Conti, David V %A Cooper, Richard S %A Cushman, Mary %A Ellen W Demerath %A Deming, Sandra L %A Dimitrov, Latchezar %A Ding, Jingzhong %A Diver, W Ryan %A Duan, Qing %A Michele K Evans %A Falusi, Adeyinka G %A Jessica Faul %A Myriam Fornage %A Caroline S Fox %A Freedman, Barry I %A Garcia, Melissa %A Gillanders, Elizabeth M %A Phyllis J Goodman %A Gottesman, Omri %A Grant, Struan F A %A Guo, Xiuqing %A Hakonarson, Hakon %A Haritunians, Talin %A Tamara B Harris %A Harris, Curtis C %A Henderson, Brian E %A Hennis, Anselm %A Dena G Hernandez %A Hirschhorn, Joel N %A McNeill, Lorna Haughton %A Howard, Timothy D %A Howard, Barbara %A Hsing, Ann W %A Hsu, Yu-Han H %A Hu, Jennifer J %A Huff, Chad D %A Huo, Dezheng %A Ingles, Sue A %A Irvin, Marguerite R %A John, Esther M %A Johnson, Karen C %A Jordan, Joanne M %A Kabagambe, Edmond K %A Kang, Sun J %A Sharon L R Kardia %A Keating, Brendan J %A Rick A Kittles %A Eric A Klein %A Kolb, Suzanne %A Kolonel, Laurence N %A Charles Kooperberg %A Kuller, Lewis %A Kutlar, Abdullah %A Leslie A Lange %A Langefeld, Carl D %A Loic Le Marchand %A Leonard, Hampton %A Lettre, Guillaume %A Levin, Albert M %A Li, Yun %A Li, Jin %A Liu, Yongmei %A Liu, Youfang %A Liu, Simin %A Kurt Lohman %A Lotay, Vaneet %A Lu, Yingchang %A Maixner, William %A JoAnn E Manson %A McKnight, Barbara %A Meng, Yan %A Monda, Keri L %A Monroe, Kris %A Moore, Jason H %A Thomas H Mosley %A Mudgal, Poorva %A Murphy, Adam B %A Nadukuru, Rajiv %A Michael A Nalls %A Nathanson, Katherine L %A Nayak, Uma %A N'Diaye, Amidou %A Nemesure, Barbara %A Neslund-Dudas, Christine %A Neuhouser, Marian L %A Nyante, Sarah %A Ochs-Balcom, Heather %A Ogundiran, Temidayo O %A Ogunniyi, Adesola %A Ojengbede, Oladosu %A Okut, Hayrettin %A Olopade, Olufunmilayo I %A Olshan, Andrew %A Padhukasahasram, Badri %A Palmer, Julie %A Palmer, Cameron D %A Palmer, Nicholette D %A George J Papanicolaou %A Patel, Sanjay R %A Pettaway, Curtis A %A Peyser, Patricia A %A Press, Michael F %A Rao, D C %A Rasmussen-Torvik, Laura J %A Redline, Susan %A Reiner, Alex P %A Rhie, Suhn K %A Rodriguez-Gil, Jorge L %A Charles N Rotimi %A Rotter, Jerome I %A Ruiz-Narvaez, Edward A %A Rybicki, Benjamin A %A Babatunde Salako %A Sale, Michele M %A Sanderson, Maureen %A Eric E Schadt %A Schreiner, Pamela J %A Schurmann, Claudia %A Schwartz, Ann G %A Daniel Shriner %A Signorello, Lisa B %A Andrew B Singleton %A David S Siscovick %A Smith, Jennifer A %A Smith, Shad %A Elizabeth K Speliotes %A Spitz, Margaret %A Stanford, Janet L %A Stevens, Victoria L %A Stram, Alex %A Strom, Sara S %A Sucheston, Lara %A Yan V Sun %A Tajuddin, Salman M %A Taylor, Herman %A Taylor, Kira %A Bamidele O Tayo %A Michael J Thun %A Tucker, Margaret A %A Vaidya, Dhananjay %A Van Den Berg, David J %A Vedantam, Sailaja %A Vitolins, Mara %A Wang, Zhaoming %A Erin B Ware %A Wassertheil-Smoller, Sylvia %A David R Weir %A Wiencke, John K %A Williams, Scott M %A L Keoki Williams %A Wilson, James G %A Witte, John S %A Wrensch, Margaret %A Wu, Xifeng %A Yao, Jie %A Zakai, Neil %A Zanetti, Krista %A Zemel, Babette S %A Zhao, Wei %A Jing Hua Zhao %A Zheng, Wei %A Zhi, Degui %A Zhou, Jie %A Zhu, Xiaofeng %A Ziegler, Regina G %A Zmuda, Joe %A Alan B Zonderman %A Psaty, Bruce M %A Ingrid B Borecki %A Cupples, L Adrienne %A Liu, Ching-Ti %A Christopher A Haiman %A Ruth J F Loos %A Ng, Maggie C Y %A Kari E North %K Africa %K African Americans %K Blacks %K Body Height %K Europe %K Female %K Genome-Wide Association Study %K Humans %K Male %K Polymorphism, Single Nucleotide %X

Although many loci have been associated with height in European ancestry populations, very few have been identified in African ancestry individuals. Furthermore, many of the known loci have yet to be generalized to and fine-mapped within a large-scale African ancestry sample. We performed sex-combined and sex-stratified meta-analyses in up to 52,764 individuals with height and genome-wide genotyping data from the African Ancestry Anthropometry Genetics Consortium (AAAGC). We additionally combined our African ancestry meta-analysis results with published European genome-wide association study (GWAS) data. In the African ancestry analyses, we identified three novel loci (SLC4A3, NCOA2, ECD/FAM149B1) in sex-combined results and two loci (CRB1, KLF6) in women only. In the African plus European sex-combined GWAS, we identified an additional three novel loci (RCCD1, G6PC3, CEP95) which were equally driven by AAAGC and European results. Among 39 genome-wide significant signals at known loci, conditioning index SNPs from European studies identified 20 secondary signals. Two of the 20 new secondary signals and none of the 8 novel loci had minor allele frequencies (MAF) < 5%. Of 802 known European height signals, 643 displayed directionally consistent associations with height, of which 205 were nominally significant (p < 0.05) in the African ancestry sex-combined sample. Furthermore, 148 of 241 loci contained ≤20 variants in the credible sets that jointly account for 99% of the posterior probability of driving the associations. In summary, trans-ethnic meta-analyses revealed novel signals and further improved fine-mapping of putative causal variants in loci shared between African and European ancestry populations.

%B The American Journal of Human Genetics %V 108 %P 564-582 %G eng %N 4 %R 10.1016/j.ajhg.2021.02.011 %0 Journal Article %J Mol Psychiatry %D 2021 %T Gene-educational attainment interactions in a multi-ancestry genome-wide meta-analysis identify novel blood pressure loci. %A de Las Fuentes, Lisa %A Yun Ju Sung %A Noordam, Raymond %A Thomas W Winkler %A Feitosa, Mary F %A Schwander, Karen %A Bentley, Amy R %A Brown, Michael R %A Guo, Xiuqing %A Alisa Manning %A Daniel I Chasman %A Aschard, Hugues %A Traci M Bartz %A Bielak, Lawrence F %A Campbell, Archie %A Cheng, Ching-Yu %A Dorajoo, Rajkumar %A Hartwig, Fernando P %A Horimoto, A R V R %A Li, Changwei %A Li-Gao, Ruifang %A Liu, Yongmei %A Marten, Jonathan %A Musani, Solomon K %A Ntalla, Ioanna %A Rankinen, Tuomo %A Melissa Richard %A Sim, Xueling %A Smith, Albert V %A Tajuddin, Salman M %A Bamidele O Tayo %A Vojinovic, Dina %A Warren, Helen R %A Xuan, Deng %A Alver, Maris %A Boissel, Mathilde %A Jin-Fang Chai %A Chen, Xu %A Christensen, Kaare %A Divers, Jasmin %A Evangelou, Evangelos %A Gao, Chuan %A Giorgia G Girotto %A Sarah E Harris %A He, Meian %A Hsu, Fang-Chi %A Kühnel, Brigitte %A Laguzzi, Federica %A Li, Xiaoyin %A Lyytikäinen, Leo-Pekka %A Ilja M Nolte %A Poveda, Alaitz %A Rauramaa, Rainer %A Riaz, Muhammad %A Rueedi, Rico %A Shu, Xiao-Ou %A Snieder, Harold %A Sofer, Tamar %A Takeuchi, Fumihiko %A Verweij, Niek %A Erin B Ware %A Weiss, Stefan %A Yanek, Lisa R %A Amin, Najaf %A Dan E Arking %A Donna K Arnett %A Bergmann, Sven %A Boerwinkle, Eric %A Brody, Jennifer A %A Broeckel, Ulrich %A Brumat, Marco %A Burke, Gregory %A Cabrera, Claudia P %A Canouil, Mickaël %A Chee, Miao Li %A Chen, Yii-Der Ida %A Cocca, Massimiliano %A Connell, John %A de Silva, H Janaka %A de Vries, Paul S %A Eiriksdottir, Gudny %A Jessica Faul %A Fisher, Virginia %A Forrester, Terrence %A Fox, Ervin F %A Friedlander, Yechiel %A Gao, He %A Gigante, Bruna %A Giulianini, Franco %A Gu, Chi Charles %A Gu, Dongfeng %A Tamara B Harris %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hunt, Steven %A Ikram, M Arfan %A Irvin, Marguerite R %A Kähönen, Mika %A Kavousi, Maryam %A Khor, Chiea Chuen %A Kilpeläinen, Tuomas O %A Koh, Woon-Puay %A Komulainen, Pirjo %A Kraja, Aldi T %A Krieger, J E %A Langefeld, Carl D %A Li, Yize %A Liang, Jingjing %A David C Liewald %A Liu, Ching-Ti %A Liu, Jianjun %A Kurt Lohman %A Mägi, Reedik %A McKenzie, Colin A %A Meitinger, Thomas %A Andres Metspalu %A Milaneschi, Yuri %A Lili Milani %A Dennis O Mook-Kanamori %A Michael A Nalls %A Nelson, Christopher P %A Norris, Jill M %A Jeff O'Connell %A Ogunniyi, Adesola %A Padmanabhan, Sandosh %A Palmer, Nicholette D %A Nancy L Pedersen %A Thomas T Perls %A Peters, Annette %A Petersmann, Astrid %A Peyser, Patricia A %A Polasek, Ozren %A David J Porteous %A Raffel, Leslie J %A Rice, Treva K %A Rotter, Jerome I %A Rudan, Igor %A Rueda-Ochoa, Oscar-Leonel %A Sabanayagam, Charumathi %A Babatunde Salako %A Schreiner, Pamela J %A Shikany, James M %A Stephen Sidney %A Sims, Mario %A Sitlani, Colleen M %A Smith, Jennifer A %A John M Starr %A Strauch, Konstantin %A Swertz, Morris A %A Teumer, Alexander %A Tham, Yih Chung %A André G Uitterlinden %A Vaidya, Dhananjay %A van der Ende, M Yldau %A Waldenberger, Melanie %A Wang, Lihua %A Wang, Ya-Xing %A Wei, Wen-Bin %A David R Weir %A Wen, Wanqing %A Yao, Jie %A Yu, Bing %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Alan B Zonderman %A Becker, Diane M %A Bowden, Donald W %A Ian J Deary %A Dörr, Marcus %A Tõnu Esko %A Freedman, Barry I %A Froguel, Philippe %A Paolo P. Gasparini %A Gieger, Christian %A Jost Bruno Jonas %A Kammerer, Candace M %A Kato, Norihiro %A Lakka, Timo A %A Leander, Karin %A Lehtimäki, Terho %A Patrik K E Magnusson %A Marques-Vidal, Pedro %A Brenda W J H Penninx %A Nilesh J Samani %A van der Harst, Pim %A Wagenknecht, Lynne E %A Wu, Tangchun %A Zheng, Wei %A Zhu, Xiaofeng %A Bouchard, Claude %A Cooper, Richard S %A Correa, Adolfo %A Michele K Evans %A Gudnason, Vilmundur %A Caroline Hayward %A Horta, Bernardo L %A Tanika N Kelly %A Stephen B Kritchevsky %A Levy, Daniel %A Walter R Palmas %A Pereira, A C %A Province, Michael M %A Psaty, Bruce M %A Ridker, Paul M %A Charles N Rotimi %A Tai, E Shyong %A van Dam, Rob M %A Cornelia M van Duijn %A Wong, Tien Yin %A Kenneth Rice %A Gauderman, W James %A Alanna C Morrison %A Kari E North %A Sharon L R Kardia %A Caulfield, Mark J %A Elliott, Paul %A Munroe, Patricia B %A Franks, Paul W %A Rao, Dabeeru C %A Myriam Fornage %K Blood pressure %K Epistasis, Genetic %K Genetic Loci %K Genome-Wide Association Study %K Humans %K Hypertension %K Polymorphism, Single Nucleotide %X

Educational attainment is widely used as a surrogate for socioeconomic status (SES). Low SES is a risk factor for hypertension and high blood pressure (BP). To identify novel BP loci, we performed multi-ancestry meta-analyses accounting for gene-educational attainment interactions using two variables, "Some College" (yes/no) and "Graduated College" (yes/no). Interactions were evaluated using both a 1 degree of freedom (DF) interaction term and a 2DF joint test of genetic and interaction effects. Analyses were performed for systolic BP, diastolic BP, mean arterial pressure, and pulse pressure. We pursued genome-wide interrogation in Stage 1 studies (N = 117 438) and follow-up on promising variants in Stage 2 studies (N = 293 787) in five ancestry groups. Through combined meta-analyses of Stages 1 and 2, we identified 84 known and 18 novel BP loci at genome-wide significance level (P < 5 × 10). Two novel loci were identified based on the 1DF test of interaction with educational attainment, while the remaining 16 loci were identified through the 2DF joint test of genetic and interaction effects. Ten novel loci were identified in individuals of African ancestry. Several novel loci show strong biological plausibility since they involve physiologic systems implicated in BP regulation. They include genes involved in the central nervous system-adrenal signaling axis (ZDHHC17, CADPS, PIK3C2G), vascular structure and function (GNB3, CDON), and renal function (HAS2 and HAS2-AS1, SLIT3). Collectively, these findings suggest a role of educational attainment or SES in further dissection of the genetic architecture of BP.

%B Mol Psychiatry %V 26 %P 2111-2125 %G eng %N 6 %R 10.1038/s41380-020-0719-3 %0 Journal Article %J Human Genetics and Genomics Advances %D 2021 %T Multi-Ancestry Genome-wide Association Study Accounting for Gene-Psychosocial Factor Interactions Identifies Novel Loci for Blood Pressure Traits. %A Sun, Daokun %A Melissa Richard %A Musani, Solomon K %A Yun Ju Sung %A Thomas W Winkler %A Schwander, Karen %A Jin-Fang Chai %A Guo, Xiuqing %A Kilpeläinen, Tuomas O %A Vojinovic, Dina %A Aschard, Hugues %A Traci M Bartz %A Bielak, Lawrence F %A Brown, Michael R %A Chitrala, Kumaraswamy %A Hartwig, Fernando P %A Horimoto, Andrea R V R %A Liu, Yongmei %A Alisa Manning %A Noordam, Raymond %A Smith, Albert V %A Sarah E Harris %A Kühnel, Brigitte %A Lyytikäinen, Leo-Pekka %A Ilja M Nolte %A Rauramaa, Rainer %A van der Most, Peter J %A Wang, Rujia %A Erin B Ware %A Weiss, Stefan %A Wen, Wanqing %A Yanek, Lisa R %A Dan E Arking %A Donna K Arnett %A Barac, Ana %A Boerwinkle, Eric %A Broeckel, Ulrich %A Chakravarti, Aravinda %A Chen, Yii-Der Ida %A Cupples, L Adrienne %A Davigulus, Martha L %A de Las Fuentes, Lisa %A de Mutsert, Renée %A de Vries, Paul S %A Delaney, Joseph A C %A Ana V Diez Roux %A Dörr, Marcus %A Jessica Faul %A Fretts, Amanda M %A Gallo, Linda C %A Hans-Jörgen Grabe %A Gu, C Charles %A Tamara B Harris %A Hartman, Catharina C A %A Heikkinen, Sami %A Ikram, M Arfan %A Isasi, Carmen %A Johnson, W Craig %A Jost Bruno Jonas %A Kaplan, Robert C %A Komulainen, Pirjo %A Krieger, Jose E %A Levy, Daniel %A Liu, Jianjun %A Kurt Lohman %A Luik, Annemarie I %A Martin, Lisa W %A Meitinger, Thomas %A Milaneschi, Yuri %A Jeff O'Connell %A Walter R Palmas %A Peters, Annette %A Peyser, Patricia A %A Pulkki-Raback, Laura %A Raffel, Leslie J %A Reiner, Alex P %A Kenneth Rice %A Robinson, Jennifer G %A Rosendaal, Frits R %A Schmidt, Carsten Oliver %A Schreiner, Pamela J %A Schwettmann, Lars %A Shikany, James M %A Shu, Xiao-Ou %A Stephen Sidney %A Sims, Mario %A Smith, Jennifer A %A Sotoodehnia, Nona %A Strauch, Konstantin %A Tai, E Shyong %A Taylor, Kent %A André G Uitterlinden %A Cornelia M van Duijn %A Waldenberger, Melanie %A Wee, Hwee-Lin %A Wei, Wen-Bin %A Wilson, Gregory %A Xuan, Deng %A Yao, Jie %A Zeng, Donglin %A Zhao, Wei %A Zhu, Xiaofeng %A Alan B Zonderman %A Becker, Diane M %A Ian J Deary %A Gieger, Christian %A Lakka, Timo A %A Lehtimäki, Terho %A Kari E North %A Oldehinkel, Albertine J %A Brenda W J H Penninx %A Snieder, Harold %A Wang, Ya-Xing %A David R Weir %A Zheng, Wei %A Michele K Evans %A Gauderman, W James %A Gudnason, Vilmundur %A Horta, Bernardo L %A Liu, Ching-Ti %A Dennis O Mook-Kanamori %A Alanna C Morrison %A Pereira, Alexandre C %A Psaty, Bruce M %A Amin, Najaf %A Fox, Ervin R %A Charles Kooperberg %A Sim, Xueling %A Laura Bierut %A Rotter, Jerome I %A Sharon L R Kardia %A Franceschini, Nora %A Rao, Dabeeru C %A Myriam Fornage %K blood pressure traits %X

Psychological and social factors are known to influence blood pressure (BP) and risk of hypertension and associated cardiovascular diseases. To identify novel BP loci, we carried out genome-wide association meta-analyses of systolic, diastolic, pulse, and mean arterial BP taking into account the interaction effects of genetic variants with three psychosocial factors: depressive symptoms, anxiety symptoms, and social support. Analyses were performed using a two-stage design in a sample of up to 128,894 adults from 5 ancestry groups. In the combined meta-analyses of Stages 1 and 2, we identified 59 loci (p value <5e-8), including nine novel BP loci. The novel associations were observed mostly with pulse pressure, with fewer observed with mean arterial pressure. Five novel loci were identified in African ancestry, and all but one showed patterns of interaction with at least one psychosocial factor. Functional annotation of the novel loci supports a major role for genes implicated in the immune response (), synaptic function and neurotransmission (), as well as genes previously implicated in neuropsychiatric or stress-related disorders (). These findings underscore the importance of considering psychological and social factors in gene discovery for BP, especially in non-European populations.

%B Human Genetics and Genomics Advances %V 2 %P 100013 %G eng %N 1 %R 10.1016/j.xhgg.2020.100013 %0 Journal Article %J Nature Communications %D 2019 %T Multi-ancestry study of blood lipid levels identifies four loci interacting with physical activity. %A Kilpeläinen, Tuomas O %A Bentley, Amy R %A Noordam, Raymond %A Yun Ju Sung %A Schwander, Karen %A Thomas W Winkler %A Jakupović, Hermina %A Daniel I Chasman %A Alisa Manning %A Ntalla, Ioanna %A Aschard, Hugues %A Brown, Michael R %A de Las Fuentes, Lisa %A Franceschini, Nora %A Guo, Xiuqing %A Vojinovic, Dina %A Aslibekyan, Stella %A Feitosa, Mary F %A Kho, Minjung %A Musani, Solomon K %A Melissa Richard %A Wang, Heming %A Wang, Zhe %A Traci M Bartz %A Bielak, Lawrence F %A Campbell, Archie %A Dorajoo, Rajkumar %A Fisher, Virginia %A Hartwig, Fernando P %A Horimoto, Andrea R V R %A Li, Changwei %A Kurt Lohman %A Marten, Jonathan %A Sim, Xueling %A Smith, Albert V %A Tajuddin, Salman M %A Alver, Maris %A Amini, Marzyeh %A Boissel, Mathilde %A Jin-Fang Chai %A Chen, Xu %A Divers, Jasmin %A Evangelou, Evangelos %A Gao, Chuan %A Graff, Mariaelisa %A Sarah E Harris %A He, Meian %A Hsu, Fang-Chi %A Jackson, Anne U %A Jing Hua Zhao %A Kraja, Aldi T %A Kühnel, Brigitte %A Laguzzi, Federica %A Lyytikäinen, Leo-Pekka %A Ilja M Nolte %A Rauramaa, Rainer %A Riaz, Muhammad %A Robino, Antonietta %A Rueedi, Rico %A Heather M Stringham %A Takeuchi, Fumihiko %A van der Most, Peter J %A Varga, Tibor V %A Verweij, Niek %A Erin B Ware %A Wen, Wanqing %A Li, Xiaoyin %A Yanek, Lisa R %A Amin, Najaf %A Donna K Arnett %A Boerwinkle, Eric %A Brumat, Marco %A Brian E Cade %A Canouil, Mickaël %A Chen, Yii-Der Ida %A Concas, Maria Pina %A Connell, John %A de Mutsert, Renée %A de Silva, H Janaka %A de Vries, Paul S %A Demirkan, Ayse %A Ding, Jingzhong %A Charles B Eaton %A Jessica Faul %A Friedlander, Yechiel %A Gabriel, Kelley P %A Ghanbari, Mohsen %A Giulianini, Franco %A Gu, Chi Charles %A Gu, Dongfeng %A Tamara B Harris %A He, Jiang %A Heikkinen, Sami %A Heng, Chew-Kiat %A Hunt, Steven C %A Ikram, M Arfan %A Jost Bruno Jonas %A Koh, Woon-Puay %A Komulainen, Pirjo %A Krieger, Jose E %A Stephen B Kritchevsky %A Kutalik, Zoltán %A Kuusisto, Johanna %A Langefeld, Carl D %A Langenberg, Claudia %A Lenore J Launer %A Leander, Karin %A Lemaitre, Rozenn N %A Lewis, Cora E %A Liang, Jingjing %A Liu, Jianjun %A Mägi, Reedik %A Manichaikul, Ani %A Meitinger, Thomas %A Andres Metspalu %A Milaneschi, Yuri %A Mohlke, Karen L %A Thomas H Mosley %A Murray, Alison D %A Michael A Nalls %A Nang, Ei-Ei Khaing %A Nelson, Christopher P %A Nona, Sotoodehnia %A Norris, Jill M %A Nwuba, Chiamaka Vivian %A Jeff O'Connell %A Palmer, Nicholette D %A Papanicolau, George J %A Pazoki, Raha %A Nancy L Pedersen %A Peters, Annette %A Peyser, Patricia A %A Polasek, Ozren %A David J Porteous %A Poveda, Alaitz %A Olli T Raitakari %A Rich, Stephen S %A Neil Risch %A Robinson, Jennifer G %A Rose, Lynda M %A Rudan, Igor %A Schreiner, Pamela J %A Scott, Robert A %A Stephen Sidney %A Sims, Mario %A Smith, Jennifer A %A Snieder, Harold %A Sofer, Tamar %A John M Starr %A Sternfeld, Barbara %A Strauch, Konstantin %A Tang, Hua %A Kent D Taylor %A Tsai, Michael Y %A Tuomilehto, Jaakko %A André G Uitterlinden %A van der Ende, M Yldau %A van Heemst, Diana %A Voortman, Trudy %A Waldenberger, Melanie %A Wennberg, Patrik %A Wilson, Gregory %A Xiang, Yong-Bing %A Yao, Jie %A Yu, Caizheng %A Yuan, Jian-Min %A Zhao, Wei %A Alan B Zonderman %A Becker, Diane M %A Boehnke, Michael %A Bowden, Donald W %A de Faire, Ulf %A Ian J Deary %A Elliott, Paul %A Tõnu Esko %A Freedman, Barry I %A Froguel, Philippe %A Paolo P. Gasparini %A Gieger, Christian %A Kato, Norihiro %A Laakso, Markku %A Lakka, Timo A %A Lehtimäki, Terho %A Patrik K E Magnusson %A Oldehinkel, Albertine J %A Brenda W J H Penninx %A Nilesh J Samani %A Shu, Xiao-Ou %A van der Harst, Pim %A Jana V. van Vliet-Ostaptchouk %A Vollenweider, Peter %A Wagenknecht, Lynne E %A Wang, Ya X %A Wareham, Nicholas J %A David R Weir %A Wu, Tangchun %A Zheng, Wei %A Zhu, Xiaofeng %A Michele K Evans %A Franks, Paul W %A Gudnason, Vilmundur %A Caroline Hayward %A Horta, Bernardo L %A Tanika N Kelly %A Liu, Yongmei %A Kari E North %A Pereira, Alexandre C %A Ridker, Paul M %A Tai, E Shyong %A van Dam, Rob M %A Fox, Ervin R %A Sharon L R Kardia %A Liu, Ching-Ti %A Dennis O Mook-Kanamori %A Province, Michael A %A Redline, Susan %A Cornelia M van Duijn %A Rotter, Jerome I %A Charles Kooperberg %A Gauderman, W James %A Psaty, Bruce M %A Kenneth Rice %A Munroe, Patricia B %A Myriam Fornage %A Cupples, L Adrienne %A Charles N Rotimi %A Alanna C Morrison %A Rao, Dabeeru C %A Ruth J F Loos %K Adolescent %K Adult %K Aged %K Aged, 80 and over %K Asians %K Blacks %K Brazil %K Calcium-Binding Proteins %K Cholesterol %K Cholesterol, HDL %K Cholesterol, LDL %K Exercise %K Female %K Genetic Loci %K Genome-Wide Association Study %K Genotype %K Hispanic or Latino %K Humans %K LIM-Homeodomain Proteins %K Lipid Metabolism %K Lipids %K Male %K Membrane Proteins %K Microtubule-Associated Proteins %K Middle Aged %K Muscle Proteins %K Nerve Tissue Proteins %K Transcription Factors %K Triglycerides %K Whites %K Young Adult %X

Many genetic loci affect circulating lipid levels, but it remains unknown whether lifestyle factors, such as physical activity, modify these genetic effects. To identify lipid loci interacting with physical activity, we performed genome-wide analyses of circulating HDL cholesterol, LDL cholesterol, and triglyceride levels in up to 120,979 individuals of European, African, Asian, Hispanic, and Brazilian ancestry, with follow-up of suggestive associations in an additional 131,012 individuals. We find four loci, in/near CLASP1, LHX1, SNTA1, and CNTNAP2, that are associated with circulating lipid levels through interaction with physical activity; higher levels of physical activity enhance the HDL cholesterol-increasing effects of the CLASP1, LHX1, and SNTA1 loci and attenuate the LDL cholesterol-increasing effect of the CNTNAP2 locus. The CLASP1, LHX1, and SNTA1 regions harbor genes linked to muscle function and lipid metabolism. Our results elucidate the role of physical activity interactions in the genetic contribution to blood lipid levels.

%B Nature Communications %V 10 %P 376 %G eng %N 1 %R 10.1038/s41467-018-08008-w %0 Journal Article %J Nat Genet %D 2018 %T Protein-altering variants associated with body mass index implicate pathways that control energy intake and expenditure in obesity. %A Turcot, Valérie %A Lu, Yingchang %A Highland, Heather M %A Schurmann, Claudia %A Justice, Anne E %A Fine, Rebecca S %A Bradfield, Jonathan P %A Tõnu Esko %A Giri, Ayush %A Graff, Mariaelisa %A Guo, Xiuqing %A Hendricks, Audrey E %A Karaderi, Tugce %A Lempradl, Adelheid %A Locke, Adam E %A Mahajan, Anubha %A Marouli, Eirini %A Sivapalaratnam, Suthesh %A Young, Kristin L %A Alfred, Tamuno %A Feitosa, Mary F %A Masca, Nicholas G D %A Alisa Manning %A Medina-Gomez, Carolina %A Mudgal, Poorva %A Ng, Maggie C Y %A Reiner, Alex P %A Vedantam, Sailaja %A Willems, Sara M %A Thomas W Winkler %A Gonçalo R Abecasis %A Aben, Katja K %A Alam, Dewan S %A Alharthi, Sameer E %A Matthew A. Allison %A Amouyel, Philippe %A Asselbergs, Folkert W %A Auer, Paul L %A Balkau, Beverley %A Bang, Lia E %A Barroso, Inês %A Bastarache, Lisa %A Benn, Marianne %A Bergmann, Sven %A Bielak, Lawrence F %A Blüher, Matthias %A Boehnke, Michael %A Boeing, Heiner %A Boerwinkle, Eric %A Böger, Carsten A %A Bork-Jensen, Jette %A Bots, Michiel L %A Erwin P Bottinger %A Bowden, Donald W %A Brandslund, Ivan %A Breen, Gerome %A Brilliant, Murray H %A Broer, Linda %A Brumat, Marco %A Burt, Amber A %A Adam S Butterworth %A Campbell, Peter T %A Cappellani, Stefania %A Carey, David J %A Catamo, Eulalia %A Caulfield, Mark J %A Chambers, John C %A Daniel I Chasman %A Yii-Der I Chen %A Chowdhury, Rajiv %A Cramer Christensen %A Chu, Audrey Y %A Cocca, Massimiliano %A Collins, Francis S %A Cook, James P %A Corley, Janie %A Jordi Corominas Galbany %A Cox, Amanda J %A Crosslin, David S %A Cuellar-Partida, Gabriel %A D'Eustacchio, Angela %A Danesh, John %A Gail Davies %A Bakker, Paul I W %A Groot, Mark C H %A Mutsert, Renée %A Ian J Deary %A George Dedoussis %A Ellen W Demerath %A Heijer, Martin %A Anneke I den Hollander %A Hester M den Ruijter %A Joe G Dennis %A Denny, Josh C %A Angelantonio, Emanuele %A Drenos, Fotios %A Du, Mengmeng %A Dubé, Marie-Pierre %A Dunning, Alison M %A Easton, Douglas F %A Edwards, Todd L %A Ellinghaus, David %A Ellinor, Patrick T %A Elliott, Paul %A Evangelou, Evangelos %A Farmaki, Aliki-Eleni %A Farooqi, I Sadaf %A Jessica Faul %A Fauser, Sascha %A Feng, Shuang %A Ferrannini, Ele %A Ferrières, Jean %A Florez, Jose C %A Ford, Ian %A Myriam Fornage %A Franco, Oscar H %A Franke, Andre %A Franks, Paul W %A Friedrich, Nele %A Frikke-Schmidt, Ruth %A Galesloot, Tessel E %A Gan, Wei %A Gandin, Ilaria %A Paolo P. Gasparini %A Gibson, Jane %A Giedraitis, Vilmantas %A Gjesing, Anette P %A Gordon-Larsen, Penny %A Gorski, Mathias %A Hans-Jörgen Grabe %A Grant, Struan F A %A Grarup, Niels %A Griffiths, Helen L %A Grove, Megan L %A Gudnason, Vilmundur %A Gustafsson, Stefan %A Jeffrey Haessler %A Hakonarson, Hakon %A Anke R Hammerschlag %A Hansen, Torben %A Tamara B Harris %A Andrew T Hattersley %A Have, Christian T %A Caroline Hayward %A He, Liang %A Heard-Costa, Nancy L %A Andrew C Heath %A Iris M Heid %A Helgeland, Øyvind %A Hernesniemi, Jussi %A Hewitt, Alex W %A Oddgeir L Holmen %A Hovingh, G Kees %A Howson, Joanna M M %A Hu, Yao %A Huang, Paul L %A Huffman, Jennifer E %A Mohammed Arfan Ikram %A Ingelsson, Erik %A Jackson, Anne U %A Jansson, Jan-Håkan %A Jarvik, Gail P %A Jensen, Gorm B %A Jia, Yucheng %A Johansson, Stefan %A Jørgensen, Marit E %A Jørgensen, Torben %A Jukema, J Wouter %A Kahali, Bratati %A Kahn, René S %A Kähönen, Mika %A Kamstrup, Pia R %A Kanoni, Stavroula %A Kaprio, Jaakko %A Karaleftheri, Maria %A Sharon L R Kardia %A Karpe, Fredrik %A Kathiresan, Sekar %A Kee, Frank %A Lambertus A Kiemeney %A Eric S Kim %A Kitajima, Hidetoshi %A Komulainen, Pirjo %A Kooner, Jaspal S %A Charles Kooperberg %A Korhonen, Tellervo %A Kovacs, Peter %A Kuivaniemi, Helena %A Kutalik, Zoltán %A Kuulasmaa, Kari %A Kuusisto, Johanna %A Laakso, Markku %A Lakka, Timo A %A Lamparter, David %A Lange, Ethan M %A Leslie A Lange %A Langenberg, Claudia %A Eric B Larson %A Lee, Nanette R %A Lehtimäki, Terho %A Lewis, Cora E %A Li, Huaixing %A Li, Jin %A Li-Gao, Ruifang %A Lin, Honghuang %A Lin, Keng-Hung %A Lin, Li-An %A Lin, Xu %A Lars Lind %A Lindström, Jaana %A Linneberg, Allan %A Liu, Ching-Ti %A Liu, Dajiang J %A Yongmei Liu %A Ken Sin Lo %A Lophatananon, Artitaya %A Lotery, Andrew J %A Loukola, Anu %A Luan, Jian'an %A Lubitz, Steven A %A Lyytikäinen, Leo-Pekka %A Männistö, Satu %A Marenne, Gaëlle %A Mazul, Angela L %A McCarthy, Mark I %A McKean-Cowdin, Roberta %A Sarah E Medland %A Meidtner, Karina %A Lili Milani %A Mistry, Vanisha %A Mitchell, Paul %A Mohlke, Karen L %A Moilanen, Leena %A Moitry, Marie %A Grant W Montgomery %A Dennis O Mook-Kanamori %A Moore, Carmel %A Mori, Trevor A %A Morris, Andrew D %A Morris, Andrew P %A Müller-Nurasyid, Martina %A Munroe, Patricia B %A Michael A Nalls %A Narisu, Narisu %A Nelson, Christopher P %A Neville, Matt %A Sune Fallgaard Nielsen %A Nikus, Kjell %A Njølstad, Pål R %A Børge G Nordestgaard %A Nyholt, Dale R %A Jeff O'Connell %A O'Donoghue, Michelle L %A Ophoff, Roel A %A Owen, Katharine R %A Packard, Chris J %A Padmanabhan, Sandosh %A Palmer, Colin N A %A Palmer, Nicholette D %A Pasterkamp, Gerard %A Patel, Aniruddh P %A Pattie, Alison %A Pedersen, Oluf %A Peissig, Peggy L %A Peloso, Gina M %A Pennell, Craig E %A Markus Perola %A Perry, James A %A Perry, John R B %A Pers, Tune H %A Person, Thomas N %A Peters, Annette %A Petersen, Eva R B %A Peyser, Patricia A %A Pirie, Ailith %A Polasek, Ozren %A Tinca J Polderman %A Puolijoki, Hannu %A Olli T Raitakari %A Rasheed, Asif %A Rauramaa, Rainer %A Reilly, Dermot F %A Renstrom, Frida %A Rheinberger, Myriam %A Ridker, Paul M %A Rioux, John D %A Rivas, Manuel A %A Roberts, David J %A Neil R Robertson %A Robino, Antonietta %A Rolandsson, Olov %A Rudan, Igor %A Ruth, Katherine S %A Saleheen, Danish %A Veikko Salomaa %A Nilesh J Samani %A Sapkota, Yadav %A Sattar, Naveed %A Schoen, Robert E %A Schreiner, Pamela J %A Schulze, Matthias B %A Scott, Robert A %A Segura-Lepe, Marcelo P %A Svati H Shah %A Sheu, Wayne H-H %A Sim, Xueling %A Slater, Andrew J %A Small, Kerrin S %A Albert Vernon Smith %A Southam, Lorraine %A Timothy Spector %A Elizabeth K Speliotes %A John M Starr %A Stefansson, Kari %A Steinthorsdottir, Valgerdur %A Kathleen E Stirrups %A Strauch, Konstantin %A Heather M Stringham %A Stumvoll, Michael %A Sun, Liang %A Surendran, Praveen %A Swift, Amy J %A Tada, Hayato %A Tansey, Katherine E %A Tardif, Jean-Claude %A Kent D Taylor %A Teumer, Alexander %A Thompson, Deborah J %A Thorleifsson, Gudmar %A Thorsteinsdottir, Unnur %A Thuesen, Betina H %A Tönjes, Anke %A Tromp, Gerard %A Trompet, Stella %A Tsafantakis, Emmanouil %A Tuomilehto, Jaakko %A Tybjaerg-Hansen, Anne %A Tyrer, Jonathan P %A Uher, Rudolf %A André G Uitterlinden %A Uusitupa, Matti %A Laan, Sander W %A Duijn, Cornelia M %A Leeuwen, Nienke %A van Setten, Jessica %A Vanhala, Mauno %A Varbo, Anette %A Varga, Tibor V %A Varma, Rohit %A Digna R Velez Edwards %A Vermeulen, Sita H %A Veronesi, Giovanni %A Vestergaard, Henrik %A Vitart, Veronique %A Vogt, Thomas F %A Völker, Uwe %A Vuckovic, Dragana %A Wagenknecht, Lynne E %A Walker, Mark %A Wallentin, Lars %A Wang, Feijie %A Wang, Carol A %A Wang, Shuai %A Wang, Yiqin %A Erin B Ware %A Wareham, Nicholas J %A Warren, Helen R %A Dawn M Waterworth %A Wessel, Jennifer %A White, Harvey D %A Willer, Cristen J %A Wilson, James G %A Daniel Witte %A Andrew R Wood %A Wu, Ying %A Yaghootkar, Hanieh %A Yao, Jie %A Yao, Pang %A Laura M Yerges-Armstrong %A Young, Robin %A Zeggini, Eleftheria %A Zhan, Xiaowei %A Zhang, Weihua %A Wei Zhao %A Zhou, Wei %A Krina T Zondervan %A Rotter, Jerome I %A Pospisilik, John A %A Fernando Rivadeneira %A Ingrid B Borecki %A Deloukas, Panos %A Timothy M Frayling %A Lettre, Guillaume %A Kari E North %A Lindgren, Cecilia M %A Joel N Hirschhron %A Ruth J F Loos %X

Genome-wide association studies (GWAS) have identified >250 loci for body mass index (BMI), implicating pathways related to neuronal biology. Most GWAS loci represent clusters of common, noncoding variants from which pinpointing causal genes remains challenging. Here we combined data from 718,734 individuals to discover rare and low-frequency (minor allele frequency (MAF) < 5%) coding variants associated with BMI. We identified 14 coding variants in 13 genes, of which 8 variants were in genes (ZBTB7B, ACHE, RAPGEF3, RAB21, ZFHX3, ENTPD6, ZFR2 and ZNF169) newly implicated in human obesity, 2 variants were in genes (MC4R and KSR2) previously observed to be mutated in extreme obesity and 2 variants were in GIPR. The effect sizes of rare variants are ~10 times larger than those of common variants, with the largest effect observed in carriers of an MC4R mutation introducing a stop codon (p.Tyr35Ter, MAF = 0.01%), who weighed ~7 kg more than non-carriers. Pathway analyses based on the variants associated with BMI confirm enrichment of neuronal genes and provide new evidence for adipocyte and energy expenditure biology, widening the potential of genetically supported therapeutic targets in obesity.

%B Nat Genet %V 50 %P 26-41 %8 2018 Jan %G eng %N 1 %1 http://www.ncbi.nlm.nih.gov/pubmed/29273807?dopt=Abstract %R 10.1038/s41588-017-0011-x %0 Journal Article %J Nature %D 2017 %T Rare and low-frequency coding variants alter human adult height. %A Marouli, Eirini %A Graff, Mariaelisa %A Medina-Gomez, Carolina %A Ken Sin Lo %A Andrew R Wood %A Kjaer, Troels R %A Fine, Rebecca S %A Lu, Yingchang %A Schurmann, Claudia %A Highland, Heather M %A Rüeger, Sina %A Thorleifsson, Gudmar %A Justice, Anne E %A Lamparter, David %A Kathleen E Stirrups %A Turcot, Valérie %A Young, Kristin L %A Thomas W Winkler %A Tõnu Esko %A Karaderi, Tugce %A Locke, Adam E %A Masca, Nicholas G D %A Ng, Maggie C Y %A Mudgal, Poorva %A Rivas, Manuel A %A Vedantam, Sailaja %A Mahajan, Anubha %A Guo, Xiuqing %A Gonçalo R Abecasis %A Aben, Katja K %A Adair, Linda S %A Alam, Dewan S %A Albrecht, Eva %A Allin, Kristine H %A Matthew A. Allison %A Amouyel, Philippe %A Appel, Emil V %A Arveiler, Dominique %A Asselbergs, Folkert W %A Auer, Paul L %A Balkau, Beverley %A Banas, Bernhard %A Bang, Lia E %A Benn, Marianne %A Bergmann, Sven %A Bielak, Lawrence F %A Blüher, Matthias %A Boeing, Heiner %A Boerwinkle, Eric %A Böger, Carsten A %A Bonnycastle, Lori L %A Bork-Jensen, Jette %A Bots, Michiel L %A Erwin P Bottinger %A Bowden, Donald W %A Brandslund, Ivan %A Breen, Gerome %A Brilliant, Murray H %A Broer, Linda %A Burt, Amber A %A Adam S Butterworth %A Carey, David J %A Caulfield, Mark J %A Chambers, John C %A Daniel I Chasman %A Yii-Der I Chen %A Chowdhury, Rajiv %A Cramer Christensen %A Chu, Audrey Y %A Cocca, Massimiliano %A Collins, Francis S %A Cook, James P %A Corley, Janie %A Jordi Corominas Galbany %A Cox, Amanda J %A Cuellar-Partida, Gabriel %A Danesh, John %A Gail Davies %A de Bakker, Paul I W %A de Borst, Gert J %A de Denus, Simon %A de Groot, Mark C H %A de Mutsert, Renée %A Ian J Deary %A George Dedoussis %A Ellen W Demerath %A Anneke I den Hollander %A Joe G Dennis %A Di Angelantonio, Emanuele %A Drenos, Fotios %A Du, Mengmeng %A Dunning, Alison M %A Easton, Douglas F %A Ebeling, Tapani %A Edwards, Todd L %A Ellinor, Patrick T %A Elliott, Paul %A Evangelou, Evangelos %A Farmaki, Aliki-Eleni %A Jessica Faul %A Feitosa, Mary F %A Feng, Shuang %A Ferrannini, Ele %A Marco M Ferrario %A Ferrières, Jean %A Florez, Jose C %A Ford, Ian %A Myriam Fornage %A Franks, Paul W %A Frikke-Schmidt, Ruth %A Galesloot, Tessel E %A Gan, Wei %A Gandin, Ilaria %A Paolo P. Gasparini %A Giedraitis, Vilmantas %A Giri, Ayush %A Giorgia G Girotto %A Gordon, Scott D %A Gordon-Larsen, Penny %A Gorski, Mathias %A Grarup, Niels %A Grove, Megan L %A Gudnason, Vilmundur %A Gustafsson, Stefan %A Hansen, Torben %A Kathleen Mullan Harris %A Tamara B Harris %A Andrew T Hattersley %A Caroline Hayward %A He, Liang %A Iris M Heid %A Heikkilä, Kauko %A Helgeland, Øyvind %A Hernesniemi, Jussi %A Hewitt, Alex W %A Lynne J Hocking %A Hollensted, Mette %A Oddgeir L Holmen %A Hovingh, G Kees %A Howson, Joanna M M %A Hoyng, Carel B %A Huang, Paul L %A Hveem, Kristian %A Mohammed Arfan Ikram %A Ingelsson, Erik %A Jackson, Anne U %A Jansson, Jan-Håkan %A Jarvik, Gail P %A Jensen, Gorm B %A Jhun, Min A %A Jia, Yucheng %A Jiang, Xuejuan %A Johansson, Stefan %A Jørgensen, Marit E %A Jørgensen, Torben %A Jousilahti, Pekka %A Jukema, J Wouter %A Kahali, Bratati %A Kahn, René S %A Kähönen, Mika %A Kamstrup, Pia R %A Kanoni, Stavroula %A Kaprio, Jaakko %A Karaleftheri, Maria %A Sharon L R Kardia %A Karpe, Fredrik %A Kee, Frank %A Keeman, Renske %A Lambertus A Kiemeney %A Kitajima, Hidetoshi %A Kluivers, Kirsten B %A Kocher, Thomas %A Komulainen, Pirjo %A Kontto, Jukka %A Kooner, Jaspal S %A Charles Kooperberg %A Kovacs, Peter %A Kriebel, Jennifer %A Kuivaniemi, Helena %A Küry, Sébastien %A Kuusisto, Johanna %A La Bianca, Martina %A Laakso, Markku %A Lakka, Timo A %A Lange, Ethan M %A Leslie A Lange %A Langefeld, Carl D %A Langenberg, Claudia %A Eric B Larson %A Lee, I-Te %A Lehtimäki, Terho %A Lewis, Cora E %A Li, Huaixing %A Li, Jin %A Li-Gao, Ruifang %A Lin, Honghuang %A Lin, Li-An %A Lin, Xu %A Lars Lind %A Lindström, Jaana %A Linneberg, Allan %A Liu, Yeheng %A Yongmei Liu %A Lophatananon, Artitaya %A Luan, Jian'an %A Lubitz, Steven A %A Lyytikäinen, Leo-Pekka %A Mackey, David A %A Pamela A F Madden %A Alisa Manning %A Männistö, Satu %A Marenne, Gaëlle %A Marten, Jonathan %A Nicholas G Martin %A Mazul, Angela L %A Meidtner, Karina %A Andres Metspalu %A Mitchell, Paul %A Mohlke, Karen L %A Dennis O Mook-Kanamori %A Morgan, Anna %A Morris, Andrew D %A Morris, Andrew P %A Müller-Nurasyid, Martina %A Munroe, Patricia B %A Michael A Nalls %A Nauck, Matthias %A Nelson, Christopher P %A Neville, Matt %A Sune Fallgaard Nielsen %A Nikus, Kjell %A Njølstad, Pål R %A Børge G Nordestgaard %A Ntalla, Ioanna %A Jeff O'Connell %A Oksa, Heikki %A Loes M Olde Loohuis %A Ophoff, Roel A %A Owen, Katharine R %A Packard, Chris J %A Padmanabhan, Sandosh %A Palmer, Colin N A %A Pasterkamp, Gerard %A Patel, Aniruddh P %A Pattie, Alison %A Pedersen, Oluf %A Peissig, Peggy L %A Peloso, Gina M %A Pennell, Craig E %A Markus Perola %A Perry, James A %A Perry, John R B %A Person, Thomas N %A Pirie, Ailith %A Polasek, Ozren %A Posthuma, Danielle %A Olli T Raitakari %A Rasheed, Asif %A Rauramaa, Rainer %A Reilly, Dermot F %A Reiner, Alex P %A Renstrom, Frida %A Ridker, Paul M %A Rioux, John D %A Neil R Robertson %A Robino, Antonietta %A Rolandsson, Olov %A Rudan, Igor %A Ruth, Katherine S %A Saleheen, Danish %A Veikko Salomaa %A Nilesh J Samani %A Sandow, Kevin %A Sapkota, Yadav %A Sattar, Naveed %A Schmidt, Marjanka K %A Schreiner, Pamela J %A Schulze, Matthias B %A Scott, Robert A %A Segura-Lepe, Marcelo P %A Svati H Shah %A Sim, Xueling %A Sivapalaratnam, Suthesh %A Small, Kerrin S %A Albert Vernon Smith %A Jennifer A Smith %A Southam, Lorraine %A Timothy Spector %A Elizabeth K Speliotes %A John M Starr %A Steinthorsdottir, Valgerdur %A Heather M Stringham %A Stumvoll, Michael %A Surendran, Praveen %A 't Hart, Leen M %A Tansey, Katherine E %A Tardif, Jean-Claude %A Kent D Taylor %A Teumer, Alexander %A Thompson, Deborah J %A Thorsteinsdottir, Unnur %A Thuesen, Betina H %A Tönjes, Anke %A Tromp, Gerard %A Trompet, Stella %A Tsafantakis, Emmanouil %A Tuomilehto, Jaakko %A Tybjaerg-Hansen, Anne %A Tyrer, Jonathan P %A Uher, Rudolf %A André G Uitterlinden %A Ulivi, Sheila %A van der Laan, Sander W %A Van Der Leij, Andries R %A Cornelia M van Duijn %A van Schoor, Natasja M %A van Setten, Jessica %A Varbo, Anette %A Varga, Tibor V %A Varma, Rohit %A Digna R Velez Edwards %A Vermeulen, Sita H %A Vestergaard, Henrik %A Vitart, Veronique %A Vogt, Thomas F %A Vozzi, Diego %A Walker, Mark %A Wang, Feijie %A Wang, Carol A %A Wang, Shuai %A Wang, Yiqin %A Wareham, Nicholas J %A Warren, Helen R %A Wessel, Jennifer %A Willems, Sara M %A Wilson, James G %A Daniel Witte %A Woods, Michael O %A Wu, Ying %A Yaghootkar, Hanieh %A Yao, Jie %A Yao, Pang %A Laura M Yerges-Armstrong %A Young, Robin %A Zeggini, Eleftheria %A Zhan, Xiaowei %A Zhang, Weihua %A Jing Hua Zhao %A Wei Zhao %A Wei Zhao %A Zheng, He %A Zhou, Wei %A Rotter, Jerome I %A Boehnke, Michael %A Kathiresan, Sekar %A McCarthy, Mark I %A Willer, Cristen J %A Stefansson, Kari %A Ingrid B Borecki %A Liu, Dajiang J %A Kari E North %A Heard-Costa, Nancy L %A Pers, Tune H %A Lindgren, Cecilia M %A Oxvig, Claus %A Kutalik, Zoltán %A Fernando Rivadeneira %A Ruth J F Loos %A Timothy M Frayling %A Joel N Hirschhron %A Deloukas, Panos %A Lettre, Guillaume %X

Height is a highly heritable, classic polygenic trait with approximately 700 common associated variants identified through genome-wide association studies so far. Here, we report 83 height-associated coding variants with lower minor-allele frequencies (in the range of 0.1-4.8%) and effects of up to 2 centimetres per allele (such as those in IHH, STC2, AR and CRISPLD2), greater than ten times the average effect of common variants. In functional follow-up studies, rare height-increasing alleles of STC2 (giving an increase of 1-2 centimetres per allele) compromised proteolytic inhibition of PAPP-A and increased cleavage of IGFBP-4 in vitro, resulting in higher bioavailability of insulin-like growth factors. These 83 height-associated variants overlap genes that are mutated in monogenic growth disorders and highlight new biological candidates (such as ADAMTS3, IL11RA and NOX4) and pathways (such as proteoglycan and glycosaminoglycan synthesis) involved in growth. Our results demonstrate that sufficiently large sample sizes can uncover rare and low-frequency variants of moderate-to-large effect associated with polygenic human phenotypes, and that these variants implicate relevant genes and pathways.

%B Nature %V 542 %P 186-190 %8 2017 Feb 09 %G eng %N 7640 %1 http://www.ncbi.nlm.nih.gov/pubmed/28146470?dopt=Abstract %R 10.1038/nature21039