New genetic loci implicated in fasting glucose homeostasis and their impact on type 2 diabetes risk.
- Authors
- Dupuis, JosΓ©e; Langenberg, Claudia; Prokopenko, Inga; Saxena, Richa; Soranzo, Nicole; Jackson, Anne U; Wheeler, Eleanor; Glazer, Nicole L; Bouatia-Naji, Nabila; Gloyn, Anna L; Lindgren, Cecilia M; MΓ€gi, Reedik; Morris, Andrew P; Randall, Joshua; Johnson, Toby; Elliott, Paul; Rybin, Denis; Thorleifsson, Gudmar; Steinthorsdottir, Valgerdur; Henneman, Peter; Grallert, Harald; Dehghan, Abbas; Hottenga, Jouke Jan; Franklin, Christopher S; Navarro, Pau; Song, Kijoung; Goel, Anuj; Perry, John R B; Egan, Josephine M; Lajunen, Taina; Grarup, Niels; SparsΓΈ, Thomas; Doney, Alex; Voight, Benjamin F; Stringham, Heather M; Li, Man; Kanoni, Stavroula; Shrader, Peter; Cavalcanti-ProenΓ§a, Christine; Kumari, Meena; Qi, Lu; Timpson, Nicholas J; Gieger, Christian; Zabena, Carina; Rocheleau, Ghislain; Ingelsson, Erik; An, Ping; O'Connell, Jeffrey; Luan, Jian'an; Elliott, Amanda; McCarroll, Steven A; Payne, Felicity; Roccasecca, Rosa Maria; Pattou, FranΓ§ois; Sethupathy, Praveen; Ardlie, Kristin; Ariyurek, Yavuz; Balkau, Beverley; Barter, Philip; Beilby, John P; Ben-Shlomo, Yoav; Benediktsson, Rafn; Bennett, Amanda J; Bergmann, Sven; Bochud, Murielle; Boerwinkle, Eric; Bonnefond, AmΓ©lie; Bonnycastle, Lori L; Borch-Johnsen, Knut; BΓΆttcher, Yvonne; Brunner, Eric; Bumpstead, Suzannah J; Charpentier, Guillaume; Chen, Yii-Der Ida; Chines, Peter; Clarke, Robert; Coin, Lachlan J M; Cooper, Matthew N; Cornelis, Marilyn; Crawford, Gabe; Crisponi, Laura; Day, Ian N M; de Geus, Eco J C; Delplanque, Jerome; Dina, Christian; Erdos, Michael R; Fedson, Annette C; Fischer-Rosinsky, Antje; Forouhi, Nita G; Fox, Caroline S; Frants, Rune; Franzosi, Maria Grazia; Galan, Pilar; Goodarzi, Mark O; Graessler, JΓΌrgen; Groves, Christopher J; Grundy, Scott; Gwilliam, Rhian; Gyllensten, Ulf; Hadjadj, Samy; Hallmans, GΓΆran; Hammond, Naomi; Han, Xijing; Hartikainen, Anna-Liisa; Hassanali, Neelam; Hayward, Caroline; Heath, Simon C; Hercberg, Serge; Herder, Christian; Hicks, Andrew A; Hillman, David R; Hingorani, Aroon D; Hofman, Albert; Hui, Jennie; Hung, Joe; Isomaa, Bo; Johnson, Paul R V; JΓΈrgensen, Torben; Jula, Antti; Kaakinen, Marika; Kaprio, Jaakko; Kesaniemi, Y Antero; Kivimaki, Mika; Knight, Beatrice; Koskinen, Seppo; Kovacs, Peter; Kyvik, Kirsten Ohm; Lathrop, G Mark; Lawlor, Debbie A; Le Bacquer, Olivier; Lecoeur, CΓ©cile; Li, Yun; Lyssenko, Valeriya; Mahley, Robert; Mangino, Massimo; Manning, Alisa K; MartΓnez-Larrad, MarΓa Teresa; McAteer, Jarred B; McCulloch, Laura J; McPherson, Ruth; Meisinger, Christa; Melzer, David; Meyre, David; Mitchell, Braxton D; Morken, Mario A; Mukherjee, Sutapa; Naitza, Silvia; Narisu, Narisu; Neville, Matthew J; Oostra, Ben A; OrrΓΉ, Marco; Pakyz, Ruth; Palmer, Colin N A; Paolisso, Giuseppe; Pattaro, Cristian; Pearson, Daniel; Peden, John F; Pedersen, Nancy L; Perola, Markus; Pfeiffer, Andreas F H; Pichler, Irene; Polasek, Ozren; Posthuma, Danielle; Potter, Simon C; Pouta, Anneli; Province, Michael A; Psaty, Bruce M; Rathmann, Wolfgang; Rayner, Nigel W; Rice, Kenneth; Ripatti, Samuli; Rivadeneira, Fernando; Roden, Michael; Rolandsson, Olov; Sandbaek, Annelli; Sandhu, Manjinder; Sanna, Serena; Sayer, Avan Aihie; Scheet, Paul; Scott, Laura J; Seedorf, Udo; Sharp, Stephen J; Shields, Beverley; Sigurethsson, Gunnar; Sijbrands, Eric J G; Silveira, Angela; Simpson, Laila; Singleton, Andrew; Smith, Nicholas L; Sovio, Ulla; Swift, Amy; Syddall, Holly; SyvΓ€nen, Ann-Christine; Tanaka, Toshiko; Thorand, Barbara; Tichet, Jean; TΓΆnjes, Anke; Tuomi, Tiinamaija; Uitterlinden, AndrΓ© G; van Dijk, Ko Willems; van Hoek, Mandy; Varma, Dhiraj; Visvikis-Siest, Sophie; Vitart, Veronique; Vogelzangs, Nicole; Waeber, GΓ©rard; Wagner, Peter J; Walley, Andrew; Walters, G Bragi; Ward, Kim L; Watkins, Hugh; Weedon, Michael N; Wild, Sarah H; Willemsen, Gonneke; Witteman, Jaqueline C M; Yarnell, John W G; Zeggini, Eleftheria; Zelenika, Diana; Zethelius, BjΓΆrn; Zhai, Guangju; Zhao, Jing Hua; Zillikens, M Carola; DIAGRAM Consortium; GIANT Consortium; Global BPgen Consortium; Borecki, Ingrid B; Loos, Ruth J F; Meneton, Pierre; Magnusson, Patrik K E; Nathan, David M; Williams, Gordon H; Hattersley, Andrew T; Silander, Kaisa; Salomaa, Veikko; Smith, George Davey; Bornstein, Stefan R; Schwarz, Peter; Spranger, Joachim; Karpe, Fredrik; Shuldiner, Alan R; Cooper, Cyrus; Dedoussis, George V; Serrano-RΓos, Manuel; Morris, Andrew D; Lind, Lars; Palmer, Lyle J; Hu, Frank B; Franks, Paul W; Ebrahim, Shah; Marmot, Michael; Kao, W H Linda; Pankow, James S; Sampson, Michael J; Kuusisto, Johanna; Laakso, Markku; Hansen, Torben; Pedersen, Oluf; Pramstaller, Peter Paul; Wichmann, H Erich; Illig, Thomas; Rudan, Igor; Wright, Alan F; Stumvoll, Michael; Campbell, Harry; Wilson, James F; Anders Hamsten on behalf of Procardis Consortium; MAGIC investigators; Bergman, Richard N; Buchanan, Thomas A; Collins, Francis S; Mohlke, Karen L; Tuomilehto, Jaakko; Valle, Timo T; Altshuler, David; Rotter, Jerome I; Siscovick, David S; Penninx, Brenda W J H; Boomsma, Dorret I; Deloukas, Panos; Spector, Timothy D; Frayling, Timothy M; Ferrucci, Luigi; Kong, Augustine; Thorsteinsdottir, Unnur; Stefansson, Kari; van Duijn, Cornelia M; Aulchenko, Yurii S; Cao, Antonio; Scuteri, Angelo; Schlessinger, David; Uda, Manuela; Ruokonen, Aimo; Jarvelin, Marjo-Riitta; Waterworth, Dawn M; Vollenweider, Peter; Peltonen, Leena; Mooser, Vincent; Abecasis, Goncalo R; Wareham, Nicholas J; Sladek, Robert; Froguel, Philippe; Watanabe, Richard M; Meigs, James B; Groop, Leif; Boehnke, Michael; McCarthy, Mark I; Florez, Jose C; Barroso, InΓͺs
- Year
- 2010
- Journal
- Nature genetics
- PMID
- 20081858
- DOI
- 10.1038/ng.520
- PMCID
- PMC3018764
Levels of circulating glucose are tightly regulated. To identify new loci influencing glycemic traits, we performed meta-analyses of 21 genome-wide association studies informative for fasting glucose, fasting insulin and indices of beta-cell function (HOMA-B) and insulin resistance (HOMA-IR) in up to 46,186 nondiabetic participants. Follow-up of 25 loci in up to 76,558 additional subjects identified 16 loci associated with fasting glucose and HOMA-B and two loci associated with fasting insulin and HOMA-IR. These include nine loci newly associated with fasting glucose (in or near ADCY5, MADD, ADRA2A, CRY2, FADS1, GLIS3, SLC2A2, PROX1 and C2CD4B) and one influencing fasting insulin and HOMA-IR (near IGF1). We also demonstrated association of ADCY5, PROX1, GCK, GCKR and DGKB-TMEM195 with type 2 diabetes. Within these loci, likely biological candidate genes influence signal transduction, cell proliferation, development, glucose-sensing and circadian regulation. Our results demonstrate that genetic studies of glycemic traits can identify type 2 diabetes risk loci, as well as loci containing gene variants that are associated with a modest elevation in glucose levels but are not associated with overt diabetes.
Regional plots of ten novel genome-wide significant associations. For each of the ADCY5 (a), MADD (b), ADRA2A (c), FADS1 (d), CRY2 (e), SLC2A2 (f), GLIS3 (g), PROX1 (h), FAM148B (i) and IGF1 (j) regions, directly genotyped and imputed SNPs are plotted with their meta-analysis P values (as βlog10 values) as a function of genomic position (NCBI Build 35). In each panel, the Stage 1 discovery SNP taken forward to Stage 2 replication is represented by a blue diamond (with global meta-analysis P value), with its Stage 1 discovery P value denoted by a red diamond. Estimated recombination rates (taken from HapMap) are plotted to reflect the local LD structure around the associated SNPs and their correlated proxies (according to a white to red scale from r2 = 0 to 1, based on pairwise r2 values from HapMap CEU). Gene annotations were taken from the University of California Santa Cruz genome browser.
Quantile-quantile (Q-Q) plots for fasting glucose (FG) (a), Ξ²-cell function by homeostasis model assessment (HOMA-B) (b), fasting insulin (FI) (c), and insulin resistance by homeostasis model assessment (HOMA-IR) (d). In each plot, the expected null distribution is plotted along the red diagonal, the entire distribution of observed P values is plotted in black, and a distribution that excludes the ten novel findings in Figure 1 is plotted in green. For FG and HOMA-B, the distribution that excludes the four genome-wide significant FG-associated loci (GCK, GCKR, G6PC2 and MTNR1B) is plotted in blue. A comparison of the observed P values for each trait shows that FG/HOMA-B associations are much more likely to be detected than FI/HOMA-IR associations.
Variation in levels of fasting glucose depending on the number of risk alleles at novel loci, weighted by effect size in an aggregate genotype score for the Framingham Heart Study. The bar plots show the average and standard error of fasting glucose in mmol/L for each value of the genotype score based on the regression coefficient (right Y axis), and the histogram denotes the number of individuals in each genotype score category (left Y axis). Comparable results were obtained for the NFBC 1966 and ARIC cohorts. On average, the range spans ~0.4 mmol/L (~7.2 mg/dl) from low to high genotype score.
| Name | Type |
|---|---|
| 25 variants local | variant |
| 2-hour glucose local | phenotype |
| 2-hour insulin local | phenotype |
| ADCY5 | gene |
| adiposity | phenotype |
| ADRA2A | gene |
| anti-diabetic treatment local | drug |
| ARIC | cohort |
| blood pressure | phenotype |
| BMI | phenotype |
| brain | anatomy |
| CNP | variant |
| cortex | anatomy |
| CRY2 | gene |
| DGKB local | gene |
| DGKB/TMEM195 local | gene |
| diabetes | phenotype |
| diabetes-related quantitative trait local | phenotype |
| discovery dataset | cohort |
| discovery sample | cohort |
| ENGAGE local | cohort |
| European ancestry | cohort |
| European population | cohort |
| exocrine cells local | cohort |
| FADS1 | gene |
| FADS1 glucose-raising allele local | variant |
| FADS2 | gene |
| FAM148B local | gene |
| fasting glucose | phenotype |
| fasting glucose levels local | phenotype |
| fatty acid composition of phospholipids local | phenotype |
| fatty acids | drug |
| FI local | phenotype |
| Framingham Heart Study | cohort |
| G6PC2 local | gene |
| GCK local | gene |
| GCKR | gene |
| GCKR C allele local | variant |
| GIANT | cohort |
| GLIS3 local | gene |
| Global BPGen local | cohort |
| glucose | drug |
| glucose homeostasis | phenotype |
| glycated hemoglobin | phenotype |
| glycemic traits | phenotype |
| HapMap CEU | cohort |
| HDL cholesterol | phenotype |
| healthy controls | cohort |
| heart | anatomy |
| hepatic sensitivity to insulin local | phenotype |
| HOMA-B | phenotype |
| HOMA-IR | phenotype |
| hyperglycemia | phenotype |
| IGF1 | gene |
| in silico replication data local | cohort |
| insulin | drug |
| insulin resistance | phenotype |
| insulin sensitivity | phenotype |
| IRS1 | gene |
| islets local | cohort |
| LDL cholesterol | phenotype |
| liver | anatomy |
| lymphoblastoid cells local | cohort |
| MADD local | gene |
| MADD FG-associated variant local | variant |
| MAGIC local | cohort |
| miR-124 | drug |
| MTNR1B | gene |
| NEBL local | gene |
| NFBC 1966 | cohort |
| non-diabetic participants local | cohort |
| P446L local | variant |
| pancreas local | cohort |
| PANK1 local | gene |
| PLXDC2 local | gene |
| Prox1 | gene |
| reduced fatty acid delta-5 desaturase efficiency local | phenotype |
| rs1075374 local | variant |
| rs11185790 local | variant |
| rs11558471 local | variant |
| rs11920090 local | variant |
| rs1260326 | variant |
| rs13266634 | variant |
| rs174545 local | variant |
| rs174548 local | variant |
| rs174550 local | variant |
| rs1801278 local | variant |
| rs294364145 local | variant |
| rs35767 local | variant |
| rs4506565 local | variant |
| rs4675095 local | variant |
| rs5400 local | variant |
| rs7395662 local | variant |
| rs7903146 local | variant |
| serum glycerophospholipid concentrations local | phenotype |
| SLC2A2 | gene |
| SLC30A8 | gene |
| SLC39A13 | gene |
| SNP | cohort |
| SNP near IGF1 local | variant |
| Stage 1 discovery cohorts local | cohort |
| Stage 1 discovery GWAS local | cohort |
| Stage 1 discovery GWAS cohorts local | cohort |
| Stage 2 replication cohorts local | cohort |
| Stage 2 replication samples local | cohort |
| Stage 2 studies local | cohort |
| study cohort | cohort |
| T110I local | variant |
| TCF7L2 | gene |
| TMEM195 local | gene |
| total cholesterol | phenotype |
| triglyceride levels | phenotype |
| type 2 diabetes | phenotype |
| White European children local | cohort |
| Ξ²-cell local | anatomy |
| Ξ²-cell function local | phenotype |
| Ξ²-cells local | cohort |
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