Open access
Aug 2026
Machine learning-based identification of targeted metabolomic biomarkers for early diagnosis and fibrosis-stage discrimination in metabolic dysfunction-associated steatotic liver disease
Machine learning applied to targeted blood and urinary metabolomics identified candidate metabolite signatures associated with early-stage MASLD and fibrosis stage and developed machine learning models for case discrimination and fibrosis-stage stratification.
S. Abdelsattar, Hiba S. Al-Amodi, Hala F. M. Kamel et al.
· Frontiers in Nutrition · 0 citations