Prediction of the 10-year incidence of type 2 diabetes mellitus based on advanced anthropometric indices using machine learning methods in the Iranian population.

Journal: Diabetes research and clinical practice
PMID:

Abstract

BACKGROUND: Type 2 diabetes mellitus (T2DM) is a growing chronic disease that can lead to disability and early death. This study aimed to establish a predictive model for the 10-year incidence of T2DM based on novel anthropometric indices.

Authors

  • Somayeh Ghiasi Hafezi
    Department of Biostatistics, Faculty of Health, Mashhad University of Medical Sciences, Mashhad, Iran.
  • Maryam Saberi-Karimian
    Metabolic Syndrome Research Center, Mashhad University of Medical Sciences, Mashhad, Iran; International UNESCO Center for Health-Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran; Department of Medical Genetics and Molecular Medicine, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran.
  • Morteza Ghasemi
    Department of Nutrition, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad, Iran; Student Research Committee, Mashhad University of Medical Sciences, Mashhad, Iran.
  • Mark Ghamsary
    School of public health, Department of Epidemiology and Biostatistics, Loma Linda University, Loma Linda, USA.
  • Mohsen Moohebati
    Cardiovascular Research Center, Faculty of Medicine, Mashhad University of Medical Sciences, Mashhad 917791-8564, Iran.
  • Habibollah Esmaily
    Social Determinants of Health Research Center, Mashhad University of Medical Sciences, Mashhad 917791-8564, Iran.
  • Saba Maleki
    Student Research Committee, Mashhad University of Medical Sciences, Mashhad, Iran.
  • Gordon A Ferns
    Brighton & Sussex Medical School, Division of Medical Education, Falmer, Brighton, Sussex BN1 9PH, UK.
  • Maryam Alinezhad-Namaghi
    Transplant research center, Clinical research institute, Mashhad University of Medical Sciences, Mashhad, Iran. Electronic address: Alinezhadnm@mums.ac.ir.
  • Majid Ghayour-Mobarhan
    International UNESCO Center for Health Related Basic Sciences and Human Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.