ArticleThe Journal of clinical endocrinology and metabolism2020
Sex-Specific Metabolite Biomarkers of NAFLD in Youth: A Prospective Study in the EPOCH Cohort.
Article in The Journal of clinical endocrinology and metabolism, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 11 citations in OpenAlex.
- Clinical and molecular characterization of TCF12 variants in an Asian pediatric cohort with craniosynostosis.BMC medical genomics · 2026Article
- Metabolomic Profiles Associated With Sugary Beverage Intakes in Youth.Pediatric obesity · 2026Article
- Tryptophan derivatives as non-invasive diagnostic indicators for obesity-related MASLD in children and adolescents.Diabetes, obesity & metabolism · 2025Article
- Sex-specific differences in ectopic fat and metabolic characteristics of paediatric nonalcoholic fatty liver disease.International journal of obesity (2005) · 2024Article
- Sex dimorphism and metabolic profiles in management of metabolic-associated fatty liver disease.World journal of clinical cases · 2023Review
- Metabolome Alterations Linking Sugar-Sweetened Beverage Intake with Dyslipidemia in Youth: The Exploring Perinatal Outcomes among CHildren (EPOCH) Study.Metabolites · 2022Article
- Article
- Metabolomic Predictors of Dysglycemia in Two U.S. Youth Cohorts.Metabolites · 2022Article
- Metabolomic Profiles in Childhood and Adolescence Are Associated with Fetal Overnutrition.Metabolites · 2022Article
- Effects of Extreme Weight Loss on Cardiometabolic Health in Children With Metabolic Syndrome: A Metabolomic Study.Frontiers in physiology · 2021Article
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
Abstract
contextNonalcoholic fatty liver disease (NAFLD) is the leading cause of chronic liver disease in developed nations. There are currently no accurate biomarkers of NAFLD risk in youth.
objectiveIdentify sex-specific metabolomics biomarkers of NAFLD in a healthy cohort of youth. DESIGN/
settingThis prospective study included 395 participants of the EPOCH cohort in Colorado, who were recruited 2006-2009 ("T1 visit") and followed for 5 years ("T2 visit"). We entered 767 metabolites measured at T1 into a reduced rank regression model to identify the strongest determinants of hepatic fat fraction (HFF) at T2, separately for boys and girls. We compared the capacity of metabolites versus conventional risk factors (overweight/obesity, insulin, alanine transaminase, aspartate transaminase) to predict NAFLD (HFF ≥5%) and high HFF (fourth vs first quartile) using area under the receiver operating characteristic curve (AUC).
resultsPrevalence of NAFLD was 7.9% (8.5% of boys, 7.1% of girls). Mean ± SD HFF was 2.5 ± 3.1%. We identified 13 metabolites in girls and 10 metabolites in boys. Metabolites were in lipid, amino acid, and carbohydrate metabolism pathways. At T1, the metabolites outperformed conventional risk factors in prediction of high HFF but not NAFLD. At T2, the metabolites were superior to conventional risk factors as predictors of high HFF (AUC for metabolites vs conventional risk factors for boys: 0.9565 vs 0.8851, P = 0.02; for girls: 0.9450 vs 0.8469, P = 0.02) with similar trends for NAFLD, although the differences were not significant.
conclusionsThe metabolite profiles identified herein are superior predictors of high HFF when assessed 5 years prior and concurrently in a general-risk setting.
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