Skip to main content
Top
Published in: Acta Diabetologica 3/2013

01-06-2013 | Original Article

PPARG2 Pro12Ala and ADAMTS9 rs4607103 as “insulin resistance loci” and “insulin secretion loci” in Italian individuals. The GENFIEV study and the Verona Newly Diagnosed Type 2 Diabetes Study (VNDS) 4

Authors: M. Trombetta, S. Bonetti, M. L. Boselli, R. Miccoli, E. Trabetti, G. Malerba, P. F. Pignatti, E. Bonora, S. Del Prato, R. C. Bonadonna

Published in: Acta Diabetologica | Issue 3/2013

Login to get access

Abstract

We investigated cross-sectionally whether the type 2 diabetes (T2DM) risk alleles of rs1801282 (PPARG2) and rs4607103 (ADAMTS9) were associated with T2DM and/or insulin sensitivity (IS) and beta cell function (βF) in Italians without and with newly diagnosed T2DM. In 676 nondiabetic subjects (336 NGR and 340 IGR) from the GENFIEV study and in 597 patients from the Verona Newly Diagnosed Type 2 Diabetes Study (VNDS), we (1) genotyped rs1801282 and rs4607103, (2) assessed βF by C-peptide/glucose modeling after OGTT, and (3) assessed IS by HOMA-IR in both studies and by euglycemic insulin clamp in VNDS only. Logistic, linear, and two-stage least squares regression analyses were used to test (a) genetic associations with T2DM and with pathophysiological phenotypes, (b) causal relationships of the latter ones with T2DM by a Mendelian randomization design. Both SNPs were associated with T2DM. The rs4607103 risk allele was associated to impaired βF (p < 0.01) in the GENFIEV study and in both cohorts combined. The rs1801282 genotype was associated with IS both in the GENFIEV study (p < 0.03) and in the VNDS (p < 0.03), whereas rs4607103 did so in the VNDS only (p = 0.01). In a Mendelian randomization design, both HOMA-IR (instrumental variables: rs1801282, rs4607103) and βF (instrumental variable: rs4607103) were related to T2DM (p < 0.03–0.01 and p < 0.03, respectively). PPARG2 and ADAMTS9 variants are both associated with T2DM and with insulin resistance, whereas only ADAMTS9 may be related to βF. Thus, at least in Italians, they may be considered bona fide “insulin resistance genes”.
Appendix
Available only for authorised users
Literature
1.
go back to reference Trombetta M, Calì A, Vettore M, Caruso B, Dorizzi R, Avogaro A, Bonora E, Bonadonna RC (2011) Type 2 diabetes mellitus: a disease of the governance of the glucose-insulin system. An experimental metabolic control analysis study. Nutrition, metabolism and cardiovascular disease in press Trombetta M, Calì A, Vettore M, Caruso B, Dorizzi R, Avogaro A, Bonora E, Bonadonna RC (2011) Type 2 diabetes mellitus: a disease of the governance of the glucose-insulin system. An experimental metabolic control analysis study. Nutrition, metabolism and cardiovascular disease in press
2.
3.
go back to reference Scott RA, Lagou V, Welch RP et al (2012) Large-scale association analyses identify new loci influencing glycemic traits and provide insight into the underlying biological pathways. Nat Genet 44:991–1005PubMedCrossRef Scott RA, Lagou V, Welch RP et al (2012) Large-scale association analyses identify new loci influencing glycemic traits and provide insight into the underlying biological pathways. Nat Genet 44:991–1005PubMedCrossRef
4.
go back to reference Morris AP, Voight BF, Teslovich TM et al (2012) Large-scale association analysis provides insights into the genetic architecture and pathophysiology of type 2 diabetes. Nat Genet 44:981–990PubMedCrossRef Morris AP, Voight BF, Teslovich TM et al (2012) Large-scale association analysis provides insights into the genetic architecture and pathophysiology of type 2 diabetes. Nat Genet 44:981–990PubMedCrossRef
5.
go back to reference Florez JC (2008) Newly identified loci highlight beta cell dysfunction as a key cause of type 2 diabetes: where are the insulin resistance genes? Diabetologia 51:1100–1110PubMedCrossRef Florez JC (2008) Newly identified loci highlight beta cell dysfunction as a key cause of type 2 diabetes: where are the insulin resistance genes? Diabetologia 51:1100–1110PubMedCrossRef
6.
go back to reference Altshuler D, Hirschhorn JN, Klannemark M et al (2000) The common PPARgamma Pro12Ala polymorphism is associated with decreased risk of type 2 diabetes. Nat Genet 26:76–80PubMedCrossRef Altshuler D, Hirschhorn JN, Klannemark M et al (2000) The common PPARgamma Pro12Ala polymorphism is associated with decreased risk of type 2 diabetes. Nat Genet 26:76–80PubMedCrossRef
7.
go back to reference Lu M, Sarruf DA, Talukdar S et al (2011) Brain PPAR-gamma promotes obesity and is required for the insulin-sensitizing effect of thiazolidinediones. Nat Med 17:618–622PubMedCrossRef Lu M, Sarruf DA, Talukdar S et al (2011) Brain PPAR-gamma promotes obesity and is required for the insulin-sensitizing effect of thiazolidinediones. Nat Med 17:618–622PubMedCrossRef
8.
go back to reference Ahmed W, Ziouzenkova O, Brown J et al (2007) PPARs and their metabolic modulation: new mechanisms for transcriptional regulation? J Intern Med 262:184–198PubMedCrossRef Ahmed W, Ziouzenkova O, Brown J et al (2007) PPARs and their metabolic modulation: new mechanisms for transcriptional regulation? J Intern Med 262:184–198PubMedCrossRef
9.
go back to reference Ludovico O, Pellegrini F, Di Paola R et al (2007) Heterogeneous effect of peroxisome proliferator-activated receptor gamma2 Ala12 variant on type 2 diabetes risk. Obesity (Silver Spring) 15:1076–1081CrossRef Ludovico O, Pellegrini F, Di Paola R et al (2007) Heterogeneous effect of peroxisome proliferator-activated receptor gamma2 Ala12 variant on type 2 diabetes risk. Obesity (Silver Spring) 15:1076–1081CrossRef
10.
go back to reference Buzzetti R, Petrone A, Ribaudo MC et al (2004) The common PPAR-gamma2 Pro12Ala variant is associated with greater insulin sensitivity. Eur J Hum Genet 12:1050–1054PubMedCrossRef Buzzetti R, Petrone A, Ribaudo MC et al (2004) The common PPAR-gamma2 Pro12Ala variant is associated with greater insulin sensitivity. Eur J Hum Genet 12:1050–1054PubMedCrossRef
11.
go back to reference Tonjes A, Scholz M, Loeffler M, Stumvoll M (2006) Association of Pro12Ala polymorphism in peroxisome proliferator-activated receptor gamma with Pre-diabetic phenotypes: meta-analysis of 57 studies on nondiabetic individuals. Diabetes Care 29:2489–2497PubMedCrossRef Tonjes A, Scholz M, Loeffler M, Stumvoll M (2006) Association of Pro12Ala polymorphism in peroxisome proliferator-activated receptor gamma with Pre-diabetic phenotypes: meta-analysis of 57 studies on nondiabetic individuals. Diabetes Care 29:2489–2497PubMedCrossRef
12.
go back to reference Vanttinen M, Nuutila P, Pihlajamaki J et al (2005) The effect of the Ala12 allele of the peroxisome proliferator-activated receptor-gamma2 gene on skeletal muscle glucose uptake depends on obesity: a positron emission tomography study. J Clin Endocrinol Metab 90:4249–4254PubMedCrossRef Vanttinen M, Nuutila P, Pihlajamaki J et al (2005) The effect of the Ala12 allele of the peroxisome proliferator-activated receptor-gamma2 gene on skeletal muscle glucose uptake depends on obesity: a positron emission tomography study. J Clin Endocrinol Metab 90:4249–4254PubMedCrossRef
13.
go back to reference Honka MJ, Vanttinen M, Iozzo P et al (2009) The Pro12Ala polymorphism of the PPARgamma2 gene is associated with hepatic glucose uptake during hyperinsulinemia in subjects with type 2 diabetes mellitus. Metabolism 58:541–546PubMedCrossRef Honka MJ, Vanttinen M, Iozzo P et al (2009) The Pro12Ala polymorphism of the PPARgamma2 gene is associated with hepatic glucose uptake during hyperinsulinemia in subjects with type 2 diabetes mellitus. Metabolism 58:541–546PubMedCrossRef
14.
go back to reference Vaccaro O, Mancini FP, Ruffa G et al (2002) Fasting plasma free fatty acid concentrations and Pro12Ala polymorphism of the peroxisome proliferator-activated receptor (PPAR) gamma2 gene in healthy individuals. Clin Endocrinol (Oxf) 57:481–486CrossRef Vaccaro O, Mancini FP, Ruffa G et al (2002) Fasting plasma free fatty acid concentrations and Pro12Ala polymorphism of the peroxisome proliferator-activated receptor (PPAR) gamma2 gene in healthy individuals. Clin Endocrinol (Oxf) 57:481–486CrossRef
15.
go back to reference Zeggini E, Scott LJ, Saxena R et al (2008) Meta-analysis of genome-wide association data and large-scale replication identifies additional susceptibility loci for type 2 diabetes. Nat Genet 40:638–645PubMedCrossRef Zeggini E, Scott LJ, Saxena R et al (2008) Meta-analysis of genome-wide association data and large-scale replication identifies additional susceptibility loci for type 2 diabetes. Nat Genet 40:638–645PubMedCrossRef
16.
go back to reference Boesgaard TW, Gjesing AP, Grarup N et al (2009) Variant near ADAMTS9 known to associate with type 2 diabetes is related to insulin resistance in offspring of type 2 diabetes patients–EUGENE2 study. PLoS ONE 4:e7236PubMedCrossRef Boesgaard TW, Gjesing AP, Grarup N et al (2009) Variant near ADAMTS9 known to associate with type 2 diabetes is related to insulin resistance in offspring of type 2 diabetes patients–EUGENE2 study. PLoS ONE 4:e7236PubMedCrossRef
17.
go back to reference Simonis-Bik AM, Nijpels G, van Haeften TW et al (2010) Gene variants in the novel type 2 diabetes loci CDC123/CAMK1D, THADA, ADAMTS9, BCL11A, and MTNR1B affect different aspects of pancreatic beta-cell function. Diabetes 59:293–301PubMedCrossRef Simonis-Bik AM, Nijpels G, van Haeften TW et al (2010) Gene variants in the novel type 2 diabetes loci CDC123/CAMK1D, THADA, ADAMTS9, BCL11A, and MTNR1B affect different aspects of pancreatic beta-cell function. Diabetes 59:293–301PubMedCrossRef
18.
go back to reference Staiger H, Machicao F, Kantartzis K et al (2008) Novel meta-analysis-derived type 2 diabetes risk loci do not determine prediabetic phenotypes. PLoS ONE 3:e3019PubMedCrossRef Staiger H, Machicao F, Kantartzis K et al (2008) Novel meta-analysis-derived type 2 diabetes risk loci do not determine prediabetic phenotypes. PLoS ONE 3:e3019PubMedCrossRef
19.
go back to reference Sanghera DK, Been L, Ortega L et al (2009) Testing the association of novel meta-analysis-derived diabetes risk genes with type II diabetes and related metabolic traits in Asian Indian Sikhs. J Hum Genet 54:162–168PubMedCrossRef Sanghera DK, Been L, Ortega L et al (2009) Testing the association of novel meta-analysis-derived diabetes risk genes with type II diabetes and related metabolic traits in Asian Indian Sikhs. J Hum Genet 54:162–168PubMedCrossRef
20.
go back to reference Grarup N, Andersen G, Krarup NT et al (2008) Association testing of novel type 2 diabetes risk alleles in the JAZF1, CDC123/CAMK1D, TSPAN8, THADA, ADAMTS9, and NOTCH2 loci with insulin release, insulin sensitivity, and obesity in a population-based sample of 4,516 glucose-tolerant middle-aged Danes. Diabetes 57:2534–2540PubMedCrossRef Grarup N, Andersen G, Krarup NT et al (2008) Association testing of novel type 2 diabetes risk alleles in the JAZF1, CDC123/CAMK1D, TSPAN8, THADA, ADAMTS9, and NOTCH2 loci with insulin release, insulin sensitivity, and obesity in a population-based sample of 4,516 glucose-tolerant middle-aged Danes. Diabetes 57:2534–2540PubMedCrossRef
21.
go back to reference Mancini FP, Vaccaro O, Sabatino L et al (1999) Pro12Ala substitution in the peroxisome proliferator-activated receptor-gamma2 is not associated with type 2 diabetes. Diabetes 48:1466–1468PubMedCrossRef Mancini FP, Vaccaro O, Sabatino L et al (1999) Pro12Ala substitution in the peroxisome proliferator-activated receptor-gamma2 is not associated with type 2 diabetes. Diabetes 48:1466–1468PubMedCrossRef
22.
go back to reference Vangipurapu J, Stancakova A, Pihlajamaki J et al (2011) Association of indices of liver and adipocyte insulin resistance with 19 confirmed susceptibility loci for type 2 diabetes in 6,733 non-diabetic Finnish men. Diabetologia 54:563–571PubMedCrossRef Vangipurapu J, Stancakova A, Pihlajamaki J et al (2011) Association of indices of liver and adipocyte insulin resistance with 19 confirmed susceptibility loci for type 2 diabetes in 6,733 non-diabetic Finnish men. Diabetologia 54:563–571PubMedCrossRef
23.
go back to reference Bonadonna RC (2004) Alterations of glucose metabolism in type 2 diabetes mellitus An overview. Rev Endocr Metab Disord 5:89–97PubMedCrossRef Bonadonna RC (2004) Alterations of glucose metabolism in type 2 diabetes mellitus An overview. Rev Endocr Metab Disord 5:89–97PubMedCrossRef
24.
go back to reference Bianchi C, Miccoli R, Bonadonna RC et al. (2010) Metabolic syndrome in subjects at high risk for type 2 diabetes: The genetic, physiopathology and evolution of type 2 diabetes (GENFIEV) study. Nutr Metab Cardiovasc Dis 21(9):699–705 Bianchi C, Miccoli R, Bonadonna RC et al. (2010) Metabolic syndrome in subjects at high risk for type 2 diabetes: The genetic, physiopathology and evolution of type 2 diabetes (GENFIEV) study. Nutr Metab Cardiovasc Dis 21(9):699–705
25.
go back to reference Bonetti S, Trombetta M, Malerba G et al (2011) Variants and haplotypes of TCF7L2 are associated with beta-cell function in patients with newly diagnosed type 2 diabetes: the Verona Newly Diagnosed Type 2 Diabetes Study (VNDS) 1. J Clin Endocrinol Metab 96:E389–E393PubMedCrossRef Bonetti S, Trombetta M, Malerba G et al (2011) Variants and haplotypes of TCF7L2 are associated with beta-cell function in patients with newly diagnosed type 2 diabetes: the Verona Newly Diagnosed Type 2 Diabetes Study (VNDS) 1. J Clin Endocrinol Metab 96:E389–E393PubMedCrossRef
26.
go back to reference Bonetti S, Trombetta M, Boselli ML et al (2011) Variants of GCKR Affect Both {beta}-cell and kidney function in patients with Newly Diagnosed Type 2 Diabetes: the Verona Newly Diagnosed Type 2 Diabetes Study 2. Diabetes Care 34:1205–1210PubMedCrossRef Bonetti S, Trombetta M, Boselli ML et al (2011) Variants of GCKR Affect Both {beta}-cell and kidney function in patients with Newly Diagnosed Type 2 Diabetes: the Verona Newly Diagnosed Type 2 Diabetes Study 2. Diabetes Care 34:1205–1210PubMedCrossRef
27.
go back to reference Bonadonna RC, Heise T, Arbet-Engels C et al (2010) Piragliatin (RO4389620), a novel glucokinase activator, lowers plasma glucose both in the postabsorptive state and after a glucose challenge in patients with type 2 diabetes mellitus: a mechanistic study. J Clin Endocrinol Metab 95:5028–5036PubMedCrossRef Bonadonna RC, Heise T, Arbet-Engels C et al (2010) Piragliatin (RO4389620), a novel glucokinase activator, lowers plasma glucose both in the postabsorptive state and after a glucose challenge in patients with type 2 diabetes mellitus: a mechanistic study. J Clin Endocrinol Metab 95:5028–5036PubMedCrossRef
28.
go back to reference Lin CH, Yeakley JM, McDaniel TK, Shen R (2009) Medium- to high-throughput SNP genotyping using veracode microbeads. Methods Mol Biol 496:129–142PubMedCrossRef Lin CH, Yeakley JM, McDaniel TK, Shen R (2009) Medium- to high-throughput SNP genotyping using veracode microbeads. Methods Mol Biol 496:129–142PubMedCrossRef
29.
go back to reference Florez JC, Jablonski KA, Sun MW et al (2007) Effects of the type 2 diabetes-associated PPARG P12A polymorphism on progression to diabetes and response to troglitazone. J Clin Endocrinol Metab 92:1502–1509PubMedCrossRef Florez JC, Jablonski KA, Sun MW et al (2007) Effects of the type 2 diabetes-associated PPARG P12A polymorphism on progression to diabetes and response to troglitazone. J Clin Endocrinol Metab 92:1502–1509PubMedCrossRef
30.
go back to reference Kanat M, Norton L, Winnier D, Jenkinson C, DeFronzo RA, Abdul-Ghani MA (2011) Impaired early—but not late-phase insulin secretion in subjects with impaired fasting glucose. Acta Diabetol 48:209–217PubMedCrossRef Kanat M, Norton L, Winnier D, Jenkinson C, DeFronzo RA, Abdul-Ghani MA (2011) Impaired early—but not late-phase insulin secretion in subjects with impaired fasting glucose. Acta Diabetol 48:209–217PubMedCrossRef
31.
go back to reference Gallwitz B, Kazda C, Kraus P, Nicolay C, Schernthaner G (2011) Contribution of insulin deficiency and insulin resistance to the development of type 2 diabetes: nature of early stage diabetes. Acta Diabetol. doi:1007/s00592-011-0319-4 Gallwitz B, Kazda C, Kraus P, Nicolay C, Schernthaner G (2011) Contribution of insulin deficiency and insulin resistance to the development of type 2 diabetes: nature of early stage diabetes. Acta Diabetol. doi:1007/​s00592-011-0319-4
32.
go back to reference Schleinitz D, Tonjes A, Bottcher Y et al (2010) Lack of significant effects of the type 2 diabetes susceptibility loci JAZF1, CDC123/CAMK1D, NOTCH2, ADAMTS9, THADA, and TSPAN8/LGR5 on diabetes and quantitative metabolic traits. Horm Metab Res 42:14–22PubMedCrossRef Schleinitz D, Tonjes A, Bottcher Y et al (2010) Lack of significant effects of the type 2 diabetes susceptibility loci JAZF1, CDC123/CAMK1D, NOTCH2, ADAMTS9, THADA, and TSPAN8/LGR5 on diabetes and quantitative metabolic traits. Horm Metab Res 42:14–22PubMedCrossRef
33.
go back to reference Ylonen SK, Salminen I, Lyssenko V et al (2008) The Pro12Ala polymorphism of the PPAR-gamma2 gene affects associations of fish intake and marine n-3 fatty acids with glucose metabolism. Eur J Clin Nutr 62:1432–1439PubMedCrossRef Ylonen SK, Salminen I, Lyssenko V et al (2008) The Pro12Ala polymorphism of the PPAR-gamma2 gene affects associations of fish intake and marine n-3 fatty acids with glucose metabolism. Eur J Clin Nutr 62:1432–1439PubMedCrossRef
34.
go back to reference Barrett EJ, Eggleston EM, Inyard AC et al (2009) The vascular actions of insulin control its delivery to muscle and regulate the rate-limiting step in skeletal muscle insulin action. Diabetologia 52:752–764PubMedCrossRef Barrett EJ, Eggleston EM, Inyard AC et al (2009) The vascular actions of insulin control its delivery to muscle and regulate the rate-limiting step in skeletal muscle insulin action. Diabetologia 52:752–764PubMedCrossRef
35.
go back to reference Zhou Y, Zhang E, Berggreen C et al (2012) Survival of pancreatic beta cells is partly controlled by a TCF7L2-p53-p53INP1-dependent pathway. Hum Mol Genet 21:196–207PubMedCrossRef Zhou Y, Zhang E, Berggreen C et al (2012) Survival of pancreatic beta cells is partly controlled by a TCF7L2-p53-p53INP1-dependent pathway. Hum Mol Genet 21:196–207PubMedCrossRef
36.
go back to reference Bonora E, Targher G, Formentini G et al (2004) The metabolic syndrome is an independent predictor of cardiovascular disease in type 2 diabetic subjects. Prospective data from the verona diabetes complications study. Diabet Med 21:52–58PubMedCrossRef Bonora E, Targher G, Formentini G et al (2004) The metabolic syndrome is an independent predictor of cardiovascular disease in type 2 diabetic subjects. Prospective data from the verona diabetes complications study. Diabet Med 21:52–58PubMedCrossRef
37.
go back to reference Bonora E, Capaldo B, Perin PC et al (2008) Hyperinsulinemia and insulin resistance are independently associated with plasma lipids, uric acid and blood pressure in non-diabetic subjects. The GISIR database. Nutr Metab Cardiovasc Dis 18:624–631PubMedCrossRef Bonora E, Capaldo B, Perin PC et al (2008) Hyperinsulinemia and insulin resistance are independently associated with plasma lipids, uric acid and blood pressure in non-diabetic subjects. The GISIR database. Nutr Metab Cardiovasc Dis 18:624–631PubMedCrossRef
Metadata
Title
PPARG2 Pro12Ala and ADAMTS9 rs4607103 as “insulin resistance loci” and “insulin secretion loci” in Italian individuals. The GENFIEV study and the Verona Newly Diagnosed Type 2 Diabetes Study (VNDS) 4
Authors
M. Trombetta
S. Bonetti
M. L. Boselli
R. Miccoli
E. Trabetti
G. Malerba
P. F. Pignatti
E. Bonora
S. Del Prato
R. C. Bonadonna
Publication date
01-06-2013
Publisher
Springer Milan
Published in
Acta Diabetologica / Issue 3/2013
Print ISSN: 0940-5429
Electronic ISSN: 1432-5233
DOI
https://doi.org/10.1007/s00592-012-0443-9

Other articles of this Issue 3/2013

Acta Diabetologica 3/2013 Go to the issue
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discuss last year's major advances in heart failure and cardiomyopathies.