Obesity

Tryptophan derivatives as non‐invasive diagnostic indicators for obesity‐related MASLD in children and adolescents

Diabetes Obes MetabPublished Diagnostic accuracy study

Authors' conclusion

These findings highlight the pivotal role of TRP metabolism in the pathogenesis of MASLD in children and adolescents with obesity. Elevated TRP-derived metabolites may contribute to hepatic lipid accumulation through oxidative stress and serve as promising non-invasive biomarkers for the early diagnosis of obesity-related MASLD. The machine learning-based diagnostic model offers a practical and less invasive alternative to current diagnostic approaches such as liver biopsy.

Study context

Population
Children and adolescents with obesity, with or without obesity-related MASLD, and normal-weight controlsvalidation cohort 112
Participants
30 vs 80
Comparison
Obesity-related MASLD vs simple obesity vs normal weight
  • Normal-weightn = 30reference
  • Obesityn = 80
Outcome
Circulating TRP metabolism
Methodological detailsdiscovery and independent validation cohorts, machine learning, in vitro experiments (mouse hepatocytes, liver organoids)
  • Discovery and independent validation cohorts
  • Machine learning
  • In vitro experiments (mouse hepatocytes, liver organoids)

Performance

As reported in the abstract

  • Circulating tryptophan (TRP) metabolism markedly elevated in obesity-related MASLD vs normal-weight controls and simple obesity
  • TRP-derived metabolite-based diagnostic model showed robust performance differentiating obesity-related MASLD from simple obesity in discovery and validation cohorts

Further findings

Intracellular lipid accumulation in vitro

TRP-derived metabolites significantly promoted lipid accumulation in mouse hepatocytes and liver organoids via induction of oxidative stress

Original publication

Tryptophan derivatives as non‐invasive diagnostic indicators for obesity‐related MASLD in children and adolescents. Diabetes Obes Metab. Published 1 October 2025. doi:10.1111/dom.70162

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