Assessment of type 1 diabetes risk conferred by HLA-DRB1, INS-VNTR and PTPN22 genes using the Bayesian network approach

PLoS One. 2013 Nov 18;8(11):e79506. doi: 10.1371/journal.pone.0079506. eCollection 2013.

Abstract

Background: Determining genetic risk is a fundamental prerequisite for the implementation of primary prevention trials for type 1 diabetes (T1D). The aim of this study was to assess the risk conferred by HLA-DRB1, INS-VNTR and PTPN22 single genes on the onset of T1D and the joint risk conferred by all these three susceptibility loci using the Bayesian Network (BN) approach in both population-based case-control and family clustering data sets.

Methodology/principal findings: A case-control French cohort, consisting of 868 T1D patients and 73 French control subjects, a French family data set consisting of 1694 T1D patients and 2340 controls were analysed. We studied both samples separately applying the BN probabilistic approach, that is a graphical model that encodes probabilistic relationships among variables of interest. As expected HLA-DRB1 is the most relevant susceptibility gene. We proved that INS and PTPN22 genes marginally influence T1D risk in all risk HLA-DRB1 genotype categories. The absolute risk conferred by carrying simultaneously high, moderate or low risk HLA-DRB1 genotypes together with at risk INS and PTPN22 genotypes, was 11.5%, 1.7% and 0.1% in the case-control sample and 19.8%, 6.6% and 2.2% in the family cohort, respectively.

Conclusions/significance: This work represents, to the best of our knowledge, the first study based on both case-control and family data sets, showing the joint effect of HLA, INS and PTPN22 in a T1D Caucasian population with a wide range of age at T1D onset, adding new insights to previous findings regarding data sets consisting of patients and controls <15 years at onset.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adolescent
  • Adult
  • Bayes Theorem*
  • Case-Control Studies
  • Child
  • Child, Preschool
  • Diabetes Mellitus, Type 1 / epidemiology*
  • Diabetes Mellitus, Type 1 / genetics*
  • Female
  • Genetic Predisposition to Disease / genetics
  • Genotype
  • HLA-DRB1 Chains / genetics*
  • Humans
  • Insulin / genetics
  • Male
  • Protein Tyrosine Phosphatase, Non-Receptor Type 22 / genetics*
  • Young Adult

Substances

  • HLA-DRB1 Chains
  • Insulin
  • PTPN22 protein, human
  • Protein Tyrosine Phosphatase, Non-Receptor Type 22

Grants and funding

This study was supported by a Grant from Ministry of University and Research of Italy (PRIN project 2011). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.