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Clinically distinct metabotypes of pediatric MASLD identified through unsupervised clustering of NASH CRN data.

Journal articles  - Journal Article
Huneault, HE; Tiwari, P; Jarrell, ZR; Smith, MR; Chen, C-Y; Ramirez Tovar, A; Sanchez-Torres, C; Gillespie, S; Bai, S; Carrillo-Larco, RM ...
Published in: Nat Commun
February 24, 2026

Metabolic dysfunction-associated steatotic liver disease (MASLD) is the most common liver disease worldwide, yet treatment remains "one size fits all," despite phenotypic heterogeneity. We analyzed clinical and metabolomics data from 514 children (ages 5-18, 73% male) with biopsy-proven MASLD across three NASH Clinical Research Network studies. Unsupervised clustering of clinical data identified three distinct metabotypes: early-mild (49.4%, youngest, lowest lipids, liver enzymes, insulin resistance), cardiometabolic (36.8%, highest waist circumference, lipids, uric acid, SBP), and inflammatory-fibrotic (13.8%, highest liver enzymes, steatohepatitis, advanced fibrosis). Integrative network and pathway enrichment analyses revealed alterations in tryptophan metabolism within the inflammatory-fibrotic group, including elevated kynurenine pathway metabolites, which were significantly correlated with fibrosis stage. Branched-chain amino acid degradation, butanoate, and purine metabolism demonstrated greater enrichment in the cardiometabolic group. Here, we show that pediatric MASLD subtypes differ in clinical and metabolic features, providing a framework for targeted interventions, with validation needed in independent cohorts.

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Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

February 24, 2026

Volume

17

Issue

1

Location

England

Related Subject Headings

  • Non-alcoholic Fatty Liver Disease
  • Metabolomics
  • Metabolome
  • Male
  • Liver Cirrhosis
  • Liver
  • Humans
  • Female
  • Fatty Liver
  • Clustering Algorithms
 

Citation

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Huneault, H. E., Tiwari, P., Jarrell, Z. R., Smith, M. R., Chen, C.-Y., Ramirez Tovar, A., … Vos, M. B. (2026). Clinically distinct metabotypes of pediatric MASLD identified through unsupervised clustering of NASH CRN data. Nat Commun, 17(1). https://doi.org/10.1038/s41467-026-69735-z
Huneault, Helaina E., Pradeep Tiwari, Zachery R. Jarrell, Matthew Ryan Smith, Chih-Yu Chen, Ana Ramirez Tovar, Cristian Sanchez-Torres, et al. “Clinically distinct metabotypes of pediatric MASLD identified through unsupervised clustering of NASH CRN data.Nat Commun 17, no. 1 (February 24, 2026). https://doi.org/10.1038/s41467-026-69735-z.
Huneault HE, Tiwari P, Jarrell ZR, Smith MR, Chen C-Y, Ramirez Tovar A, et al. Clinically distinct metabotypes of pediatric MASLD identified through unsupervised clustering of NASH CRN data. Nat Commun. 2026 Feb 24;17(1).
Huneault, Helaina E., et al. “Clinically distinct metabotypes of pediatric MASLD identified through unsupervised clustering of NASH CRN data.Nat Commun, vol. 17, no. 1, Feb. 2026. Pubmed, doi:10.1038/s41467-026-69735-z.
Huneault HE, Tiwari P, Jarrell ZR, Smith MR, Chen C-Y, Ramirez Tovar A, Sanchez-Torres C, Gillespie S, Bai S, Carrillo-Larco RM, Jain AK, Yates KP, Neuschwander-Tetri BA, Schwimmer JB, Xanthakos SA, Molleston JP, Behling CA, Fishbein MH, Hartman TJ, Pasquel FJ, Kamaleswaran R, Jones DP, Welsh JA, Vos MB. Clinically distinct metabotypes of pediatric MASLD identified through unsupervised clustering of NASH CRN data. Nat Commun. 2026 Feb 24;17(1).

Published In

Nat Commun

DOI

EISSN

2041-1723

Publication Date

February 24, 2026

Volume

17

Issue

1

Location

England

Related Subject Headings

  • Non-alcoholic Fatty Liver Disease
  • Metabolomics
  • Metabolome
  • Male
  • Liver Cirrhosis
  • Liver
  • Humans
  • Female
  • Fatty Liver
  • Clustering Algorithms