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

H Helaina E. Huneault P Pradeep Tiwari Z Zachery R. Jarrell M Matthew Ryan Smith C Chih-Yu Chen A Ana Ramirez Tovar C Cristian Sanchez-Torres S Scott Gillespie S Shasha Bai R Rodrigo M. Carrillo-Larco A Ajay K. Jain K Katherine P. Yates B Brent A. Neuschwander-Tetri J Jeffrey B. Schwimmer S Stavra A. Xanthakos J Jean P. Molleston C Cynthia A. Behling M Mark H. Fishbein T Terryl J. Hartman F Francisco J. Pasquel R Rishikesan Kamaleswaran D Dean P. Jones J Jean A. Welsh M Miriam B. Vos

Abstract

Abstract 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.

Article Details

Volume / Issue Vol. 17, Issue 1
Published February 24, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (24)

H

Helaina E. Huneault

P

Pradeep Tiwari

Z

Zachery R. Jarrell

M

Matthew Ryan Smith

C

Chih-Yu Chen

A

Ana Ramirez Tovar

C

Cristian Sanchez-Torres

S

Scott Gillespie

S

Shasha Bai

R

Rodrigo M. Carrillo-Larco

A

Ajay K. Jain

K

Katherine P. Yates

B

Brent A. Neuschwander-Tetri

J

Jeffrey B. Schwimmer

S

Stavra A. Xanthakos

J

Jean P. Molleston

C

Cynthia A. Behling

M

Mark H. Fishbein

T

Terryl J. Hartman

F

Francisco J. Pasquel

R

Rishikesan Kamaleswaran

D

Dean P. Jones

J

Jean A. Welsh

M

Miriam B. Vos