Population-scale MRI body composition analysis: associations between single-slice and volumetric measurements of muscle and adipose tissue
Author Block: M. Nowak1, L. M. Nunez1, C. Hill1, S. Marriage1, R. Salvati1, M. Pansini2, H. B. Thomaides-Brears1, M. Robson1; 1Oxford/UK, 2Lugano/CH
Purpose: Accurate body composition tools are important for assessing adipose and muscle tissue in both clinical and research settings, including obesity management, sarcopenia, and weight loss trials. The use of whole-body MRI is limited by cost and processing demands, while single-slice MRI offers a more efficient alternative. This study evaluated the correlations between single-slice and volumetric assessments of visceral adipose tissue (VAT), subcutaneous adipose tissue (SAT), and muscle tissue, and their associations with cardiometabolic risk factors.
Methods or Background: We analyzed data from a subset of 67,509 individuals from the UK Biobank with water and fat MRI scans (mean age: 66, 51% male, BMI 26.7). A single axial slice at the L3 vertebra was used to measure VAT, SAT, and skeletal muscle via semi-automatic segmentations. These were compared with volumetric assessments of VAT, SAT, total lean tissue, and thigh fat-free muscle. Correlation coefficients were used to assess the relationship between the two methods, and their associations with cardiometabolic risk factors.
Results or Findings: Single-slice L3 measurements of SAT and VAT demonstrated very strong correlations with SAT (rho=0.94, p<0.001) and VAT volume (rho=0.97, p<0.001), independent of sex, age, BMI, waist circumference, diabetes status, and liver tissue characteristics (SAT: median rho 0.93, VAT: median rho 0.96, all p<0.001). Both body composition assessments showed similar correlations with cardiometabolic risk factors (all p<0.01 for HbA1c, triglycerides, high-density lipoprotein, systolic blood pressure, liver cT1, and liver fat content). Strong correlations were also observed between single-slice skeletal muscle and both total lean tissue (r=0.90, p<0.001) and thigh fat-free muscle volume (r=0.91, p<0.001).
Conclusion: Single-slice L3 measurements of VAT, SAT, and muscle CSA metrics show robust correlations with volumetric assessments across individuals with diverse cardiometabolic profiles, while exhibiting comparable associations with cardiometabolic risk factors.
Limitations: N/A
Funding for this study: Perspectum Ltd.
Has your study been approved by an ethics committee? Yes
Ethics committee - additional information: In UK Biobank, ethical approval for data collection was received from the North-West Multi-centre Research Ethics Committee and the research was carried out in accordance with the Declaration of Helsinki of the World Medical Association.