Association of a Lifestyle Risk Index With Visceral and Subcutaneous Adipose Tissue in the German National Cohort (NAKO)

Obesity (Silver Spring). 2026 Jan;34(1):246-257. doi: 10.1002/oby.70071. Epub 2025 Nov 19.

Abstract

Objective: This cross-sectional study examined a Lifestyle Risk Factor Index (LSRI) in relation to adiposity measures including visceral adipose tissue (VAT) in the German National Cohort (NAKO).

Methods: Based on self-reports at baseline among 30,920 of > 205,000 NAKO eligible participants with magnetic resonance imaging (MRI) scans, one point each for not smoking, adhering to ≥ 3/7 diet recommendations, consuming ≤ 1 (women)/≤ 2 (men) alcoholic drinks/day, and ≥ 150 min/week physical activity was assigned. VAT volume, obtained from whole-body MRI at 3T, was analyzed by deep learning-based image segmentation. General linear models estimated adjusted geometric mean adiposity measures by LSRI and stratified analyses by sex and BMI.

Results: Of 18,508 participants aged 48.2 ± 12.2 years, the respective proportions for 0/1, 2, 3, and 4 LSRI points were 7%, 24%, 51%, and 18%. Participants with LSRI scores of 4 versus 0/1 had lower adjusted geometric mean volumes of VAT (2.3; 95% CI 2.2, 2.3 vs. 3.0; 95% CI 2.9, 3.1 L). These differences were slightly attenuated after adding BMI. This association was weaker for individuals with obesity than normal/overweight.

Conclusion: A combination of lifestyle factors appears to be associated with lower VAT volume, but an elevated BMI may have a greater influence on VAT accumulation than lifestyle behaviors alone.

Keywords: body fat distribution; cohort study; lifestyle behaviors; obesity.

MeSH terms

  • Adiposity
  • Adult
  • Body Mass Index
  • Cohort Studies
  • Cross-Sectional Studies
  • Exercise
  • Female
  • Germany / epidemiology
  • Humans
  • Intra-Abdominal Fat* / diagnostic imaging
  • Life Style*
  • Magnetic Resonance Imaging
  • Male
  • Middle Aged
  • Obesity / epidemiology
  • Risk Factors
  • Subcutaneous Fat* / diagnostic imaging