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1. Low-frequency and rare exome chip variants associate with fasting glucose and type 2 diabetes susceptibility.

Author

Wessel J, Chu AY, Willems SM, Wang S, Yaghootkar H, Brody JA, Dauriz M, Hivert MF, Raghavan S, Lipovich L, Hidalgo B, Fox K, Huffman JE, An P, Lu Y, Rasmussen-Torvik LJ, Grarup N, Ehm MG, Li L, Baldridge AS, Stančáková A, Abrol R, Besse C, Boland A, Bork-Jensen J, Fornage M, Freitag DF, Garcia ME, Guo X, Hara K, Isaacs A, Jakobsdottir J, Lange LA, Layton JC, Li M, Hua Zhao J, Meidtner K, Morrison AC, Nalls MA, Peters MJ, Sabater-Lleal M, Schurmann C, Silveira A, Smith AV, Southam L, Stoiber MH, Strawbridge RJ, Taylor KD, Varga TV, Allin KH, Amin N, Aponte JL, Aung T, Barbieri C, Bihlmeyer NA, Boehnke M, Bombieri C, Bowden DW, Burns SM, Chen Y, Chen YD, Cheng CY, Correa A, Czajkowski J, Dehghan A, Ehret GB, Eiriksdottir G, Escher SA, Farmaki AE, Frånberg M, Gambaro G, Giulianini F, Goddard WA 3rd, Goel A, Gottesman O, Grove ML, Gustafsson S, Hai Y, Hallmans G, Heo J, Hoffmann P, Ikram MK, Jensen RA, Jørgensen ME, Jørgensen T, Karaleftheri M, Khor CC, Kirkpatrick A, Kraja AT, Kuusisto J, Lange EM, Lee IT, Lee WJ, Leong A, Liao J, Liu C, Liu Y, Lindgren CM, Linneberg A, Malerba G, Mamakou V, Marouli E, Maruthur NM, Matchan A, McKean-Cowdin R, McLeod O, Metcalf GA, Mohlke KL, Muzny DM, Ntalla I, Palmer ND, Pasko D, Peter A, Rayner NW, Renström F, Rice K, Sala CF, Sennblad B, Serafetinidis I, Smith JA, Soranzo N, Speliotes EK, Stahl EA, Stirrups K, Tentolouris N, Thanopoulou A, Torres M, Traglia M, Tsafantakis E, Javad S, Yanek LR, Zengini E, Becker DM, Bis JC, Brown JB, Cupples LA, Hansen T, Ingelsson E, Karter AJ, Lorenzo C, Mathias RA, Norris JM, Peloso GM, Sheu WH, Toniolo D, Vaidya D, Varma R, Wagenknecht LE, Boeing H, Bottinger EP, Dedoussis G, Deloukas P, Ferrannini E, Franco OH, Franks PW, Gibbs RA, Gudnason V, Hamsten A, Harris TB, Hattersley AT, Hayward C, Hofman A, Jansson JH, Langenberg C, Launer LJ, Levy D, Oostra BA, O'Donnell CJ, O'Rahilly S, Padmanabhan S, Pankow JS, Polasek O, Province MA, Rich SS, Ridker PM, Rudan I, Schulze MB, Smith BH, Uitterlinden AG, Walker M, Watkins H, Wong TY, Zeggini E, Laakso M, Borecki IB, Chasman DI, Pedersen O, Psaty BM, Tai ES, van Duijn CM, Wareham NJ, Waterworth DM, Boerwinkle E, Kao WH, Florez JC, Loos RJ, Wilson JG, Frayling TM, Siscovick DS, Dupuis J, Rotter JI, Meigs JB, Scott RA, and Goodarzi MO

Subjects
Black People genetics, Diabetes Mellitus, Type 2 blood, Genetic Association Studies, Genetic Loci, Glucagon-Like Peptide-1 Receptor genetics, Glucose-6-Phosphatase genetics, Humans, Insulin blood, Polymorphism, Single Nucleotide genetics, White People genetics, Blood Glucose metabolism, Diabetes Mellitus, Type 2 genetics, Exome genetics, Fasting blood, Genetic Predisposition to Disease, Genetic Variation, Mutation Rate, Oligonucleotide Array Sequence Analysis
Abstract

Fasting glucose and insulin are intermediate traits for type 2 diabetes. Here we explore the role of coding variation on these traits by analysis of variants on the HumanExome BeadChip in 60,564 non-diabetic individuals and in 16,491 T2D cases and 81,877 controls. We identify a novel association of a low-frequency nonsynonymous SNV in GLP1R (A316T; rs10305492; MAF=1.4%) with lower FG (β=-0.09±0.01 mmol l(-1), P=3.4 × 10(-12)), T2D risk (OR[95%CI]=0.86[0.76-0.96], P=0.010), early insulin secretion (β=-0.07±0.035 pmolinsulin mmolglucose(-1), P=0.048), but higher 2-h glucose (β=0.16±0.05 mmol l(-1), P=4.3 × 10(-4)). We identify a gene-based association with FG at G6PC2 (pSKAT=6.8 × 10(-6)) driven by four rare protein-coding SNVs (H177Y, Y207S, R283X and S324P). We identify rs651007 (MAF=20%) in the first intron of ABO at the putative promoter of an antisense lncRNA, associating with higher FG (β=0.02±0.004 mmol l(-1), P=1.3 × 10(-8)). Our approach identifies novel coding variant associations and extends the allelic spectrum of variation underlying diabetes-related quantitative traits and T2D susceptibility.

Published
2015
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2. Low-frequency and rare exome chip variants associate with fasting glucose and type 2 diabetes susceptibility

Author

Wessel, Jennifer, Chu, Audrey Y, Willems, Sara M, Wang, Shuai, Yaghootkar, Hanieh, Brody, Jennifer A, Dauriz, Marco, Hivert, Marie-France, Raghavan, Sridharan, Lipovich, Leonard, Hidalgo, Bertha, Fox, Keolu, Huffman, Jennifer E, An, Ping, Lu, Yingchang, Rasmussen-Torvik, Laura J, Grarup, Niels, Ehm, Margaret G, Li, Li, Baldridge, Abigail S, Stančáková, Alena, Abrol, Ravinder, Besse, Céline, Boland, Anne, Bork-Jensen, Jette, Fornage, Myriam, Freitag, Daniel F, Garcia, Melissa E, Guo, Xiuqing, Hara, Kazuo, Isaacs, Aaron, Jakobsdottir, Johanna, Lange, Leslie A, Layton, Jill C, Li, Man, Hua Zhao, Jing, Meidtner, Karina, Morrison, Alanna C, Nalls, Mike A, Peters, Marjolein J, Sabater-Lleal, Maria, Schurmann, Claudia, Silveira, Angela, Smith, Albert V, Southam, Lorraine, Stoiber, Marcus H, Strawbridge, Rona J., Taylor, Kent D, Varga, Tibor V, Allin, Kristine H, Amin, Najaf, Aponte, Jennifer L, Aung, Tin, Barbieri, Caterina, Bihlmeyer, Nathan A, Boehnke, Michael, Bombieri, Cristina, Bowden, Donald W, Burns, Sean M, Chen, Yuning, Chen, Yii-DerI, Cheng, Ching-Yu, Correa, Adolfo, Czajkowski, Jacek, Dehghan, Abbas, Ehret, Georg B, Eiriksdottir, Gudny, Escher, Stefan A, Farmaki, Aliki-Eleni, Frånberg, Mattias, Gambaro, Giovanni, Giulianini, Franco, Goddard, William A, Goel, Anuj, Gottesman, Omri, Grove, Megan L, Gustafsson, Stefan, Hai, Yang, Hallmans, Göran, Heo, Jiyoung, Hoffmann, Per, Ikram, Mohammad K, Jensen, Richard A, Jørgensen, Marit E, Jørgensen, Torben, Karaleftheri, Maria, Khor, Chiea C, Kirkpatrick, Andrea, Kraja, Aldi T, Kuusisto, Johanna, Lange, Ethan M, Lee, I T, Lee, Wen-Jane, Leong, Aaron, Liao, Jiemin, Liu, Chunyu, Liu, Yongmei, Lindgren, Cecilia M, Linneberg, Allan, Malerba, Giovanni, Mamakou, Vasiliki, Marouli, Eirini, Maruthur, Nisa M, Matchan, Angela, McKean-Cowdin, Roberta, McLeod, Olga, Metcalf, Ginger A, Mohlke, Karen L, Muzny, Donna M, Ntalla, Ioanna, Palmer, Nicholette D, Pasko, Dorota, Peter, Andreas, Rayner, Nigel W, Renström, Frida, Rice, Ken, Sala, Cinzia F, Sennblad, Bengt, Serafetinidis, Ioannis, Smith, Jennifer A, Soranzo, Nicole, Speliotes, Elizabeth K, Stahl, Eli A, Stirrups, Kathleen, Tentolouris, Nikos, Thanopoulou, Anastasia, Torres, Mina, Traglia, Michela, Tsafantakis, Emmanouil, Javad, Sundas, Yanek, Lisa R, Zengini, Eleni, Becker, Diane M, Bis, Joshua C, Brown, James B, Adrienne Cupples, L, Hansen, Torben, Ingelsson, Erik, Karter, Andrew J, Lorenzo, Carlos, Mathias, Rasika A, Norris, Jill M, Peloso, Gina M, Sheu, Wayne H.-H., Toniolo, Daniela, Vaidya, Dhananjay, Varma, Rohit, Wagenknecht, Lynne E, Boeing, Heiner, Bottinger, Erwin P, Dedoussis, George, Deloukas, Panos, Ferrannini, Ele, Franco, Oscar H, Franks, Paul W, Gibbs, Richard A, Gudnason, Vilmundur, Hamsten, Anders, Harris, Tamara B, Hattersley, Andrew T, Hayward, Caroline, Hofman, Albert, Jansson, Jan-Håkan, Langenberg, Claudia, Launer, Lenore J, Levy, Daniel, Oostra, Ben A, O’Donnell, Christopher J, O’Rahilly, Stephen, Padmanabhan, Sandosh, Pankow, James S, Polasek, Ozren, Province, Michael A, Rich, Stephen S, Ridker, Paul M, Rudan, Igor, Schulze, Matthias B, Smith, Blair H, Uitterlinden, André G, Walker, Mark, Watkins, Hugh, Wong, Tien Y, Zeggini, Eleftheria, Sharp, Stephen J, Forouhi, Nita G, Kerrison, Nicola D, Lucarelli, Debora ME, Sims, Matt, Barroso, Inês, McCarthy, Mark I, Arriola, Larraitz, Balkau, Beverley, Barricarte, Aurelio, Gonzalez, Carlos, Grioni, Sara, Kaaks, Rudolf, Key, Timothy J, Navarro, Carmen, Nilsson, Peter M, Overvad, Kim, Palli, Domenico, Panico, Salvatore, Quirós, J. Ramón, Rolandsson, Olov, Sacerdote, Carlotta, Sánchez, María–José, Slimani, Nadia, Tjonneland, Anne, Tumino, Rosario, van der A, Daphne L, van der Schouw, Yvonne T, Riboli, Elio, Laakso, Markku, Borecki, Ingrid B, Chasman, Daniel I, Pedersen, Oluf, Psaty, Bruce M, Shyong Tai, E, van Duijn, Cornelia M, Wareham, Nicholas J, Waterworth, Dawn M, Boerwinkle, Eric, Linda Kao, W H, Florez, Jose C, Loos, Ruth J.F., Wilson, James G, Frayling, Timothy M, Siscovick, David S, Dupuis, Josée, Rotter, Jerome I, Meigs, James B, Scott, Robert A, Goodarzi, Mark O, Jennifer Wessel, Audrey Y. Chu, Sara M. Willems, Shuai Wang, Hanieh Yaghootkar, Jennifer A. Brody, Marco Dauriz, Marie France Hivert, Sridharan Raghavan, Leonard Lipovich, Bertha Hidalgo, Keolu Fox, Jennifer E. Huffman, Ping An, Yingchang Lu, Laura J. Rasmussen Torvik, Niels Grarup, Margaret G. Ehm, Li Li, Abigail S. Baldridge, Alena Stančáková, Ravinder Abrol, Céline Besse, Anne Boland, Jette Bork Jensen, Myriam Fornage, Daniel F. Freitag, Melissa E. Garcia, Xiuqing Guo, Kazuo Hara, Aaron Isaacs, Johanna Jakobsdottir, Leslie A. Lange, Jill C. Layton, Man Li, Jing Hua Zhao, Karina Meidtner, Alanna C. Morrison, Mike A. Nalls, Marjolein J. Peter, Maria Sabater Lleal, Claudia Schurmann, Angela Silveira, Albert V. Smith, Lorraine Southam, Marcus H. Stoiber, Rona J. Strawbridge, Kent D. Taylor, Tibor V. Varga, Kristine H. Allin, Najaf Amin, Jennifer L. Aponte, Tin, Aung, Barbieri, CATERINA MARIA, Nathan A. Bihlmeyer, Michael Boehnke, Cristina Bombieri, Donald W. Bowden, Sean M. Burns, Yuning Chen, Yii DerI Chen, Ching Yu Cheng, Adolfo Correa, Jacek Czajkowski, Abbas Dehghan, Georg B. Ehret, Gudny Eiriksdottir, Stefan A. Escher, Aliki Eleni Farmaki, Mattias Frånberg, Giovanni Gambaro, Franco Giulianini, William A. Goddard, Anuj Goel, Omri Gottesman, Megan L. Grove, Stefan Gustafsson, Yang Hai, Göran Hallmans, Jiyoung Heo, Per Hoffmann, Mohammad K. Ikram, Richard A. Jensen, Marit E. Jørgensen, Torben Jørgensen, Maria Karaleftheri, Chiea C. Khor, Andrea Kirkpatrick, Aldi T. Kraja, Johanna Kuusisto, Ethan M. Lange, I. T. Lee, Wen Jane Lee, Aaron Leong, Jiemin Liao, Chunyu Liu, Yongmei Liu, Cecilia M. Lindgren, Allan Linneberg, Giovanni Malerba, Vasiliki Mamakou, Eirini Marouli, Nisa M. Maruthur, Angela Matchan, Roberta McKean Cowdin, Olga McLeod, Ginger A. Metcalf, Karen L. Mohlke, Donna M. Muzny, Ioanna Ntalla, Nicholette D. Palmer, Dorota Pasko, Andreas Peter, Nigel W. Rayner, Frida Renström, Ken Rice, Cinzia F. Sala, Bengt Sennblad, Ioannis Serafetinidis, Jennifer A. Smith, Nicole Soranzo, Elizabeth K. Speliote, Eli A. Stahl, Kathleen Stirrup, Nikos Tentolouris, Anastasia Thanopoulou, Mina Torres, Michela Traglia, Emmanouil Tsafantakis, Sundas Javad, Lisa R. Yanek, Eleni Zengini, Diane M. Becker, Joshua C. Bi, James B. Brown, L. Adrienne Cupple, Torben Hansen, Erik Ingelsson, Andrew J. Karter, Carlos Lorenzo, Rasika A. Mathias, Jill M. Norri, Gina M. Peloso, Wayne H. H. Sheu, Daniela Toniolo, Dhananjay Vaidya, Rohit Varma, Lynne E. Wagenknecht, Heiner Boeing, Erwin P. Bottinger, George Dedoussis, Panos Delouka, Ele Ferrannini, Oscar H. Franco, Paul W. Franks, Richard A. Gibb, Vilmundur Gudnason, Anders Hamsten, Tamara B. Harris, Andrew T. Hattersley, Caroline Hayward, Albert Hofman, Jan Håkan Jansson, Claudia Langenberg, Lenore J. Launer, Daniel Levy, Ben A. Oostra, Christopher J. O’Donnell, Stephen O’Rahilly, Sandosh Padmanabhan, James S. Pankow, Ozren Polasek, Michael A. Province, Stephen S. Rich, Paul M. Ridker, Igor Rudan, Matthias B. Schulze, Blair H. Smith, André G. Uitterlinden, Mark Walker, Hugh Watkins, Tien Y. Wong, Eleftheria Zeggini, The EPIC InterAct Consortium, Markku Laakso, Ingrid B. Borecki, Daniel I. Chasman, Oluf Pedersen, Bruce M. Psaty, E. Shyong Tai, Cornelia M. van Duijn, Nicholas J. Wareham, Dawn M. Waterworth, Eric Boerwinkle, W. H. Linda Kao, Jose C. Florez, Ruth J. F. Loos, James G. Wilson, Timothy M. Frayling, David S. Siscovick, Josée Dupuis, Jerome I. Rotter, James B. Meigs, Robert A. Scott, Mark O., Goodarzi, Wessel, Jennifer, Chu, Audrey Y, Willems, Sara M, Wang, Shuai, Yaghootkar, Hanieh, Brody, Jennifer A, Dauriz, Marco, Hivert, Marie France, Raghavan, Sridharan, Lipovich, Leonard, Hidalgo, Bertha, Fox, Keolu, Huffman, Jennifer E, An, Ping, Lu, Yingchang, Rasmussen Torvik, Laura J, Grarup, Niel, Ehm, Margaret G, Li, Li, Baldridge, Abigail S, Stančáková, Alena, Abrol, Ravinder, Besse, Céline, Boland, Anne, Bork Jensen, Jette, Fornage, Myriam, Freitag, Daniel F, Garcia, Melissa E, Guo, Xiuqing, Hara, Kazuo, Isaacs, Aaron, Jakobsdottir, Johanna, Lange, Leslie A, Layton, Jill C, Li, Man, Hua Zhao, Jing, Meidtner, Karina, Morrison, Alanna C, Nalls, Mike A, Peters, Marjolein J, Sabater Lleal, Maria, Schurmann, Claudia, Silveira, Angela, Smith, Albert V, Southam, Lorraine, Stoiber, Marcus H, Strawbridge, Rona J, Taylor, Kent D, Varga, Tibor V, Allin, Kristine H, Amin, Najaf, Aponte, Jennifer L, Aung, Tin, Barbieri, Caterina, Bihlmeyer, Nathan A, Boehnke, Michael, Bombieri, Cristina, Bowden, Donald W, Burns, Sean M, Chen, Yuning, Chen, Yii DerI, Cheng, Ching Yu, Correa, Adolfo, Czajkowski, Jacek, Dehghan, Abba, Ehret, Georg B, Eiriksdottir, Gudny, Escher, Stefan A, Farmaki, Aliki Eleni, Frånberg, Mattia, Gambaro, Giovanni, Giulianini, Franco, Goddard, William A, Goel, Anuj, Gottesman, Omri, Grove, Megan L, Gustafsson, Stefan, Hai, Yang, Hallmans, Göran, Heo, Jiyoung, Hoffmann, Per, Ikram, Mohammad K, Jensen, Richard A, Jørgensen, Marit E, Jørgensen, Torben, Karaleftheri, Maria, Khor, Chiea C, Kirkpatrick, Andrea, Kraja, Aldi T, Kuusisto, Johanna, Lange, Ethan M, Lee, I. T, Lee, Wen Jane, Leong, Aaron, Liao, Jiemin, Liu, Chunyu, Liu, Yongmei, Lindgren, Cecilia M, Linneberg, Allan, Malerba, Giovanni, Mamakou, Vasiliki, Marouli, Eirini, Maruthur, Nisa M, Matchan, Angela, McKean Cowdin, Roberta, Mcleod, Olga, Metcalf, Ginger A, Mohlke, Karen L, Muzny, Donna M, Ntalla, Ioanna, Palmer, Nicholette D, Pasko, Dorota, Peter, Andrea, Rayner, Nigel W, Renström, Frida, Rice, Ken, Sala, Cinzia F, Sennblad, Bengt, Serafetinidis, Ioanni, Smith, Jennifer A, Soranzo, Nicole, Speliotes, Elizabeth K, Stahl, Eli A, Stirrups, Kathleen, Tentolouris, Niko, Thanopoulou, Anastasia, Torres, Mina, Traglia, Michela, Tsafantakis, Emmanouil, Javad, Sunda, Yanek, Lisa R, Zengini, Eleni, Becker, Diane M, Bis, Joshua C, Brown, James B, Cupples, L. Adrienne, Hansen, Torben, Ingelsson, Erik, Karter, Andrew J, Lorenzo, Carlo, Mathias, Rasika A, Norris, Jill M, Peloso, Gina M, Sheu, Wayne H. H, Toniolo, Daniela, Vaidya, Dhananjay, Varma, Rohit, Wagenknecht, Lynne E, Boeing, Heiner, Bottinger, Erwin P, Dedoussis, George, Deloukas, Pano, Ferrannini, Ele, Franco, Oscar H, Franks, Paul W, Gibbs, Richard A, Gudnason, Vilmundur, Hamsten, Ander, Harris, Tamara B, Hattersley, Andrew T, Hayward, Caroline, Hofman, Albert, Jansson, Jan Håkan, Langenberg, Claudia, Launer, Lenore J, Levy, Daniel, Oostra, Ben A, O'Donnell, Christopher J, O'Rahilly, Stephen, Padmanabhan, Sandosh, Pankow, James S, Polasek, Ozren, Province, Michael A, Rich, Stephen S, Ridker, Paul M, Rudan, Igor, Schulze, Matthias B, Smith, Blair H, Uitterlinden, André G, Walker, Mark, Watkins, Hugh, Wong, Tien Y, Zeggini, Eleftheria, Laakso, Markku, Borecki, Ingrid B, Chasman, Daniel I, Pedersen, Oluf, Psaty, Bruce M, Tai, E. Shyong, van Duijn, Cornelia M, Wareham, Nicholas J, Waterworth, Dawn M, Boerwinkle, Eric, Kao, W. H. Linda, Florez, Jose C, Loos, Ruth J. F, Wilson, James G, Frayling, Timothy M, Siscovick, David S, Dupuis, Josée, Rotter, Jerome I, Meigs, James B, Scott, Robert A, Goodarzi, Mark O., Panico, Salvatore, Soranzo, Nicole [0000-0003-1095-3852], Johnson, Kathleen [0000-0002-6823-3252], Langenberg, Claudia [0000-0002-5017-7344], O'Rahilly, Stephen [0000-0003-2199-4449], Wareham, Nicholas [0000-0003-1422-2993], Apollo - University of Cambridge Repository, Epidemiology, Surgery, Internal Medicine, Radiology & Nuclear Medicine, Clinical Genetics, Obstetrics & Gynecology, and Cell biology

Subjects
Blood Glucose, diabetes, exome chip, SEQUENCING DATA, European Continental Ancestry Group, Black People, Genetic Association Studie, Endocrinology and Diabetes, TRIGLYCERIDE LEVELS, Polymorphism, Single Nucleotide, Article, White People, Glucagon-Like Peptide-1 Receptor, Cohort Studies, SDG 3 - Good Health and Well-being, Mutation Rate, GLYCEMIC TRAITS, Humans, Settore MED/14 - NEFROLOGIA, Insulin, Exome, Genetic Predisposition to Disease, GENOME-WIDE ASSOCIATION, Genetic Association Studies, African Continental Ancestry Group, Oligonucleotide Array Sequence Analysis, PLASMA-GLUCOSE, INSULIN-RESISTANCE, epidemiology/genetics, Science & Technology, GLUCAGON-LIKE PEPTIDE-1, Diabetes, Genetic Variation, GERMLINE MUTATIONS, Fasting, epidemiology/genetics, Cohort Studies, Exome, diabetes, Multidisciplinary Sciences, RECEPTOR GENE, Diabetes Mellitus, Type 2, Genetic Loci, Endokrinologi och diabetes, CODING VARIATION, Glucose-6-Phosphatase, Science & Technology - Other Topics, exome chip, Human
Abstract

Fasting glucose and insulin are intermediate traits for type 2 diabetes. Here we explore the role of coding variation on these traits by analysis of variants on the HumanExome BeadChip in 60,564 non-diabetic individuals and in 16,491 T2D cases and 81,877 controls. We identify a novel association of a low-frequency nonsynonymous SNV in GLP1R (A316T; rs10305492; MAF=1.4%) with lower FG (β=−0.09±0.01 mmol l−1, P=3.4 × 10−12), T2D risk (OR[95%CI]=0.86[0.76–0.96], P=0.010), early insulin secretion (β=−0.07±0.035 pmolinsulin mmolglucose−1, P=0.048), but higher 2-h glucose (β=0.16±0.05 mmol l−1, P=4.3 × 10−4). We identify a gene-based association with FG at G6PC2 (pSKAT=6.8 × 10−6) driven by four rare protein-coding SNVs (H177Y, Y207S, R283X and S324P). We identify rs651007 (MAF=20%) in the first intron of ABO at the putative promoter of an antisense lncRNA, associating with higher FG (β=0.02±0.004 mmol l−1, P=1.3 × 10−8). Our approach identifies novel coding variant associations and extends the allelic spectrum of variation underlying diabetes-related quantitative traits and T2D susceptibility., Both rare and common variants contribute to the aetiology of complex traits such as type 2 diabetes (T2D). Here, the authors examine the effect of coding variation on glycaemic traits and T2D, and identify low-frequency variation in GLP1R significantly associated with these traits.

Published
2015

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