Development and validation of a predictive model for incident type 2 diabetes in middle-aged Mexican adults: the metabolic syndrome cohort

BMC Endocr Disord. 2019 Apr 28;19(1):41. doi: 10.1186/s12902-019-0361-8.

Abstract

Background: Type 2 diabetes mellitus (T2D) is a leading cause of morbidity and mortality in Mexico. Here, we aimed to report incidence rates (IR) of type 2 diabetes in middle-aged apparently-healthy Mexican adults, identify risk factors associated to ID and develop a predictive model for ID in a high-risk population.

Methods: Prospective 3-year observational cohort, comprised of apparently-healthy adults from urban settings of central Mexico in whom demographic, anthropometric and biochemical data was collected. We evaluated risk factors for ID using Cox proportional hazard regression and developed predictive models for ID.

Results: We included 7636 participants of whom 6144 completed follow-up. We observed 331 ID cases (IR: 21.9 per 1000 person-years, 95%CI 21.37-22.47). Risk factors for ID included family history of diabetes, age, abdominal obesity, waist-height ratio, impaired fasting glucose (IFG), HOMA2-IR and metabolic syndrome. Early-onset ID was also high (IR 14.77 per 1000 person-years, 95%CI 14.21-15.35), and risk factors included HOMA-IR and IFG. Our ID predictive model included age, hypertriglyceridemia, IFG, hypertension and abdominal obesity as predictors (Dxy = 0.487, c-statistic = 0.741) and had higher predictive accuracy compared to FINDRISC and Cambridge risk scores.

Conclusions: ID in apparently healthy middle-aged Mexican adults is currently at an alarming rate. The constructed models can be implemented to predict diabetes risk and represent the largest prospective effort for the study metabolic diseases in Latin-American population.

Keywords: Diabetes prediction; Incidence; Latinos; México; Obesity; Urbanization.

Publication types

  • Observational Study
  • Validation Study

MeSH terms

  • Adult
  • Algorithms
  • Biomarkers / analysis*
  • Case-Control Studies
  • Diabetes Mellitus, Type 2 / diagnosis*
  • Diabetes Mellitus, Type 2 / epidemiology*
  • Female
  • Follow-Up Studies
  • Glucose Intolerance / diagnosis
  • Glucose Intolerance / epidemiology
  • Humans
  • Male
  • Metabolic Syndrome / physiopathology*
  • Mexico / epidemiology
  • Middle Aged
  • Models, Statistical*
  • Prediabetic State / diagnosis
  • Prediabetic State / epidemiology
  • Predictive Value of Tests
  • Prognosis
  • Prospective Studies
  • Risk Assessment / methods*
  • Risk Factors

Substances

  • Biomarkers