posted on 2025-08-06, 14:59authored byJ Wessel, AY Chu, SM Willems, S Wang, H Yaghootkar, JA Brody, M Dauriz, MF Hivert, S Raghavan, L Lipovich, B Hidalgo, K Fox, JE Huffman, P An, Y Lu, LJ Rasmussen-Torvik, N Grarup, MG Ehm, L Li, AS Baldridge, A Stančáková, R Abrol, C Besse, A Boland, J Bork-Jensen, M Fornage, DF Freitag, ME Garcia, Xiuqing Guo, K Hara, A Isaacs, J Jakobsdottir, LA Lange, JC Layton, M Li, J Hua Zhao, K Meidtner, AC Morrison, MA Nalls, MJ Peters, M Sabater-Lleal, C Schurmann, A Silveira, AV Smith, L Southam, MH Stoiber, RJ Strawbridge, KD Taylor, TV Varga, KH Allin, N Amin, JL Aponte, T Aung, C Barbieri, NA Bihlmeyer, M Boehnke, C Bombieri, DW Bowden, SM Burns, Y Chen, YD Chen, CY Cheng, A Correa, J Czajkowski, A Dehghan, GB Ehret, G Eiriksdottir, SA Escher, AE Farmaki, M Frånberg, G Gambaro, F Giulianini, WA Goddard, A Goel, O Gottesman, ML Grove, S Gustafsson, Y Hai, G Hallmans, J Heo, P Hoffmann, MK Ikram, RA Jensen, ME Jørgensen, T Jørgensen, M Karaleftheri, CC Khor, A Kirkpatrick, AT Kraja, J Kuusisto, EM Lange, IT Lee, WJ Lee, A Leong, J Liao, C Liu, Y Liu, CM Lindgren, A Linneberg, G Malerba, V Mamakou, E Marouli, NM Maruthur, A Matchan, R McKean-Cowdin, O McLeod, GA Metcalf, KL Mohlke, DM Muzny, I Ntalla, ND Palmer, Dorota Pasko, A Peter, NW Rayner, F Renström, K Rice, CF Sala, B Sennblad, I Serafetinidis, JA Smith, N Soranzo, EK Speliotes, EA Stahl, K Stirrups, N Tentolouris, A Thanopoulou, M Torres, M Traglia, E Tsafantakis, S Javad, LR Yanek, E Zengini, DM Becker, JC Bis, JB Brown, LA Cupples, T Hansen, E Ingelsson, AJ Karter, C Lorenzo, RA Mathias, JM Norris, GM Peloso, WH Sheu, D Toniolo, D Vaidya, R Varma, LE Wagenknecht, H Boeing, EP Bottinger, George V. Dedoussis, P Deloukas, E Ferrannini, OH Franco, PW Franks, RA Gibbs, V Gudnason, A Hamsten, Tamara Harris, Andrew T. Hattersley, C Hayward, A Hofman, JH Jansson, C Langenberg, LJ Launer, D Levy, BA Oostra, CJ O'Donnell, S O'Rahilly, S Padmanabhan, JS Pankow, O Polasek, MA Province, SS Rich, PM Ridker, I Rudan, MB Schulze, BH Smith, AG Uitterlinden, M Walker, H Watkins, TY Wong, E Zeggini, EPIC-InterAct Consortium, M Laakso, IB Borecki, DI Chasman, O Pedersen, BM Psaty, ES Tai, CM van Duijn, NJ Wareham, DM Waterworth, E Boerwinkle, WH Kao, JC Florez, RJ Loos, JG Wilson, Timothy M. Frayling, DS Siscovick, J Dupuis, JI Rotter, JB Meigs, RA Scott, MO Goodarzi
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.
Funding
4R00HG006698-03
Centre for Medical Systems Biology (CMSB; National Genomics Initiative)
Chinese-American Eye Study (CHES)
Digestive and Kidney Disease Diabetes Research Center (DRC)
European Research Council (ERC)
HL105756
Laboratory Directed Research and Development (LDRD)
Medical Research Council (MRC)
National Center for Advancing Translational Sciences
National Heart, Lung, and Blood Institute (NHLBI)
National Human Genome Research Institute
National Institute for Diabetes and Digestive and Kidney Diseases (NIDDK)
National Institute for Health Research (NIHR)
National Institute of Diabetes
National Institute of Neurological Disorders and Stroke (NINDS)
National Institute on Aging
National Institutes of Health (NIH)
Netherlands Organization for Scientific Research (NWO)
Open access article available from Nature Publishing Group via http://dx.doi.org/10.1038/ncomms6897
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