Confirmatory factor analysis to assess the measure of adiposity that best fits the diagnosis of metabolic syndrome and relationship to physical activity in adults

Eur J Nutr. 2013 Aug;52(5):1451-9. doi: 10.1007/s00394-012-0451-0. Epub 2012 Oct 16.

Abstract

Purpose: The objective of the study is to assess the goodness of fit for the diagnosis of metabolic syndrome in adults of four models with different measures of adiposity using confirmatory factor analysis, to develop a cardio metabolic risk index and to analyze its relationship to physical activity.

Methods: Cross-sectional descriptive multicenter study including 636 patients from the EVIDENT study. Considering as fixed variables, triglycerides/HDL-C ratio, HOMA-IR index and mean arterial pressure, we will compare which single-factor model of metabolic syndrome shows better goodness of fit. The models only differ by the measure of adiposity used: waist circumference, waist circumference/height, body mass index or adiposity index. With the factorial weights obtained, we created a quantitative metabolic index and analyzed its relationship to physical activity, quantified with the accelerometer for 1 week and measured at counts/min.

Results: The single-factor model including waist circumference in women and body mass index in men were those that were better indicators of goodness of fit. The estimated quantitative metabolic index shows a mean value in men of -0.022 ± 1.29 with a range of values between -3.36 and 4.57 and in women of 0.0001 ± 1.53 with a range of values between -3.17 and 5.55. The quantitative index shows an inverse relationship to physical activity.

Conclusions: Waist circumference in women and body mass index in men are the measures of adiposity that were better indicators goodness of fit. This quantitative index may be useful to quantify the risk of metabolic syndrome in clinical practice.

Publication types

  • Multicenter Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adiposity / physiology*
  • Adult
  • Aged
  • Aged, 80 and over
  • Body Mass Index
  • Body Weight
  • Cardiovascular Diseases / blood
  • Cardiovascular Diseases / prevention & control
  • Cross-Sectional Studies
  • Factor Analysis, Statistical
  • Female
  • Humans
  • Lipoproteins, HDL / blood
  • Male
  • Metabolic Syndrome / blood
  • Metabolic Syndrome / diagnosis*
  • Middle Aged
  • Models, Statistical
  • Motor Activity*
  • Risk Factors
  • Triglycerides / blood
  • Waist Circumference
  • Young Adult

Substances

  • HDL-triglyceride
  • Lipoproteins, HDL
  • Triglycerides