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Microbiome Signatures Associated With Steatohepatitis and Moderate to Severe Fibrosis in Children With Nonalcoholic Fatty Liver Disease
Open accessAbstract
Background & aims The intestinal microbiome might affect the development and severity of nonalcoholic fatty liver disease (NAFLD). We analyzed microbiomes of children with and without NAFLD.Methods We performed a prospective, observational, cross-sectional study of 87 children (age range, 8-17 years) with biopsy-proven NAFLD and 37 children with obesity without NAFLD (controls). Fecal samples were collected and microbiome composition and functions were assessed using 16S ribosomal RNA amplicon sequencing and metagenomic shotgun sequencing. Microbial taxa were identified using zero-inflated negative binomial modeling. Genes contributing to bacterial pathways were identified using gene set enrichment analysis.Results Fecal microbiomes of children with NAFLD had lower α-diversity than those of control children (3.32 vs 3.52, P = .016). Fecal microbiomes from children with nonalcoholic steatohepatitis (NASH) had the lowest α-diversity (control, 3.52; NAFLD, 3.36; borderline NASH, 3.37; NASH, 2.97; P = .001). High abundance of Prevotella copri was associated with more severe fibrosis (P = .036). Genes for lipopolysaccharide biosynthesis were enriched in microbiomes from children with NASH (P < .001). Classification and regression tree model with level of alanine aminotransferase and relative abundance of the lipopolysaccharide pathway gene encoding 3-deoxy-d-manno-octulosonate 8-phosphate-phosphatase identified patients with NASH with an area under the receiver operating characteristic curve value of 0.92. Genes involved in flagellar assembly were enriched in the fecal microbiomes of patients with moderate to severe fibrosis (P < .001). Classification and regression tree models based on level of alanine aminotransferase and abundance of genes encoding flagellar biosynthesis protein had good accuracy for identifying case children with moderate to severe fibrosis (area under the receiver operating characteristic curve, 0.87).Conclusions In an analysis of fecal microbiomes of children with NAFLD, we associated NAFLD and NASH with intestinal dysbiosis. NAFLD and its severity were associated with greater abundance of genes encoding inflammatory bacterial products. Alterations to the intestinal microbiome might contribute to the pathogenesis of NAFLD and be used as markers of disease or severity.
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“MASH fibrosis is linked to a unique gut microbiome (193-197), and specific microbiome signatures can distinguish human MASH from MASLD (4, 198, 199).”
From Found in translation—Fibrosis in metabolic dysfunction–associated steatohepatitis (MASH) (2023) · cites this paper as [195]
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“NAFLD Proteobacteria([16-20]) Enterobacteriaceae([17,20]) Escherichia([16,20]) Rikenellaceae([18,21]) Dorea([18,22]) Rumminoccaceae([17-20]) Anaerosporobacter([21,23]) Coprococcus([16,20,21]) Eubacterium([16,20]) Faecalibacterium([20,23]) Prevotella([16,24]) Liver fibrosis or cirrhosis Proteobacteria([27]) Enterobacte…”
BackgroundShen, B., Gu, T., Shen, Z., Zhou, C., Guo, Y., Wang, J., Li, B., Xu, X., Li, F., Zhang, Q., et al. (2023) · Cellular and Molecular Gastroenterology and Hepatology · doi:10.1016/j.jcmgh.2023.08.001 · Cited by 50
“30 Studies have found that fl agellin-TLR5 signaling contributes to hepatic lipid accumulation in a mice model of liver regeneration, whereas TLR5 knockout can attenuate tetrachloride-induced liver fi brosis.”
BackgroundPerspectives on youth‐onset nonalcoholic fatty liver disease
Castillo‐Leon, E., Cioffi, C. E., & Vos, M. B. (2020) · Endocrinology Diabetes & Metabolism · doi:10.1002/edm2.184 · Cited by 45
The pathogenic oral–gut–liver axis: new understandings and clinical implications
Imai, J., Kitamoto, S., & Kamada, N. (2021) · Expert Review of Clinical Immunology · doi:10.1080/1744666x.2021.1935877 · Cited by 46
Han, Y., Li, L., & Wang, B. (2022) · Frontiers of Medicine · doi:10.1007/s11684-022-0960-z · Cited by 43
“They showed that the abundance of Akkermansia in individuals with NAFL significantly decreased compared with that of control individuals [65].”
BackgroundWu, H., Chen, J., Guo, S., Deng, J., Zhou, Z., Zhang, X., Qi, T., Yu, F., & Yang, Q. L. (2025) · Gut Microbes · doi:10.1080/19490976.2025.2500099 · Cited by 42
“30 These studies suggest that as the disease progresses, patients with MASLD have a higher abundance of potentially pathogenic microbiota (such as Enterobacteriaceae and Enterococcaceae) but a lower abundance of commensal microbiota in the gut.”
Chen, L., Zhang, L., Wang, W., Qiu, W., Liu, L., Ning, A., Cao, J., Huang, M., & Zhong, M. (2020) · PLoS ONE · doi:10.1371/journal.pone.0232972 · Cited by 41
“The ALT level was used to identify steatohepatitis and to predict NASH or moderate to severe advanced fibrosis in previous studies [47, 48].”
MethodTrust Your Gut: The Association of Gut Microbiota and Liver Disease
Manzoor, R., Ahmed, W., Afify, N., Memon, M., Yasin, M., Memon, H., Rustom, M., Akeel, M. A., & Alhajri, N. (2022) · Microorganisms · doi:10.3390/microorganisms10051045 · Cited by 40
“[35] United States Prospective, observational, crosssectional study 87 NAFLD 37 healthy controls ↑ Bacteroidetes ↑ Proteobacteria ↓ Firmicutes ↓ α-diversity in NAFLD was attributed to the differences in bacterial abundance rather than an increase in specific phyla or genus ↑ Pro-inflammatory bacterial products (LPS) i…”
BackgroundAlterations of nasal microbiome in eosinophilic chronic rhinosinusitis
Liang, Y., Xie, R., Xiong, X., Hu, Z., Mao, X., Wang, X., Zhang, J., Sun, P., Yue, Z., Wang, W., et al. (2023) · Journal of Allergy and Clinical Immunology · doi:10.1016/j.jaci.2022.11.031 · Cited by 39
Gut Microbiota and Metabolic Dysfunction-Associated Steatotic Liver Disease
Scarpellini, E., Scarcella, M., Tack, J. F., Scarlata, G. G. M., Zanetti, M., & Abenavoli, L. (2024) · Antioxidants · doi:10.3390/antiox13111386 · Cited by 48
Hu, Y., He, J., Zheng, P., Mao, X., Huang, Z., Yan, H., Luo, Y., Yu, J., Luo, J., Yu, B., et al. (2021) · Critical Reviews in Food Science and Nutrition · doi:10.1080/10408398.2021.1955654 · Cited by 39
“Increasing evidence supports a central role of gut microbiome in promoting energy intake and NAFLD development in obese patients (Moreira et al. 2018; Schwimmer et al. 2019; Soderborg et al. 2018).”
BackgroundDoes Resveratrol Improve Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD)?
Kasprzak‐Drozd, K., Niziński, P., Kasprzak, P., Kondracka, A., Oniszczuk, T., Rusinek, A., & Oniszczuk, A. (2024) · International Journal of Molecular Sciences · doi:10.3390/ijms25073746 · Cited by 39
“In turn, studies in children suggest that elevated levels of Bacterioidetes, Proteobacteria, Enterobacteriaceae, Gammaproteobacteria, and lowered Firmicutes phyla can be significantly associated with liver steatosis [38].”
BackgroundZheng, Y., Hou, J., Guo, S., & Song, J. (2025) · Diabetology & Metabolic Syndrome · doi:10.1186/s13098-025-01589-9 · Cited by 41
The Role of the Intestinal Microbiota in Nonalcoholic Steatohepatitis
Xiang, H., Sun, D., Liu, X., She, Z., & Chen, Y. (2022) · Frontiers in Endocrinology · doi:10.3389/fendo.2022.812610 · Cited by 37
“Similarly, Schwimmer et al. found that NAFLD patients had higher abundance of Oscillibacter, Lactonifactor, Akkermansia and Enterococcus, while NASH patients were accompanied by higher abundance of Lactobacillus and Oribacterium (14).”
ResultMorán‐Ramos, S., Cerqueda‐García, D., López-Contreras, B. E., Larrieta‐Carrasco, E., Villamil‐Ramírez, H., Molina‐Cruz, S., Torres, N., Sánchez‐Tapia, M., Hernández‐Pando, R., Aguilar-Salinas, C. A., et al. (2023) · Journal of Gastroenterology and Hepatology · doi:10.1111/jgh.16147 · Cited by 36
Hoozemans, J., de Brauw, M., Nieuwdorp, M., & Gerdes, V. E. A. (2021) · Metabolites · doi:10.3390/metabo11060353 · Cited by 36
“In children, high abundance of Prevotella copri is associated with more severe fibrosis [65].”
BackgroundGuo, Q., Tang, Y., Li, Y., Xu, Z., Zhang, D., Liu, J., Wang, X., Xia, W., & Xu, S. (2021) · Nutrients · doi:10.3390/nu13072135 · Cited by 35
“Fecal microbiomes of children with NAFLD showed greater variation in fecal microbial beta-diversity (β-diversity) and higher abundance of Proteobacteria, which were demonstrated to lead to liver fibrosis [17].”
BackgroundHallmarks of the human intestinal microbiome on liver maturation and function
Almeida, J. I., Tenreiro, M. F., Martínez‐Santamaría, L., Guerrero‐Aspizua, S., Gisbert, J. P., Alves, P. M., Serra, M., & Baptista, P. M. (2021) · Journal of Hepatology · doi:10.1016/j.jhep.2021.10.015 · Cited by 37
de Conti, A., Tryndyak, V., Willett, R. A., Borowa‐Mazgaj, B., Watson, A., Patton, R. E., Khare, S., Muskhelishvili, L., Olson, G. R., Avigan, M., et al. (2020) · The FASEB Journal · doi:10.1096/fj.202000194r · Cited by 33
Carr, R. M., Li, Y., Chau, L., Friedman, E. S., Lee, J., Adorini, L., Erickson, M., Zaru, L., Shringarpure, R., MacConell, L., et al. (2023) · Hepatology · doi:10.1097/hep.0000000000000474 · Cited by 34
Hu, X., Zhou, R., Li, H., Zhao, X., Sun, Y., Fan, Y., & Zhang, S. (2022) · Frontiers in Cardiovascular Medicine · doi:10.3389/fcvm.2021.805812 · Cited by 32
“Recent studies showed that NAFLD and its severity were associated with a high abundance of inflammatory bacterial products (19).”
BackgroundRecent advances in understanding and managing pediatric nonalcoholic fatty liver disease
Vittorio, J., & Lavine, J. E. (2020) · F1000Research · doi:10.12688/f1000research.24198.1 · Cited by 31
Self-citationZhang, Y., Jiang, W., Xu, J., Wu, N., Wang, Y., Lin, T., Liu, Y., & Liu, Y. (2020) · Frontiers in Cellular and Infection Microbiology · doi:10.3389/fcimb.2020.535940 · Cited by 32
Alemán, J. O., Henderson, W. A., Walker, J. M., Ronning, A., Jones, D. R., Walter, P. J., Daniel, S. G., Bittinger, K. L., VAUGHAN, R. D., MacArthur, R. B., et al. (2021) · Journal of Clinical and Translational Science · doi:10.1017/cts.2021.801 · Cited by 35
“Some children with NAFLD or NASH have a distinctive gut microbiome [47], but the human response to excess fructose is very heterogeneous due to differences in liver metabolism [12].”
BackgroundZhao, Y., Zhao, M., Zhang, Y., Fu, Z., Jin, T., Song, J., Huang, Y., Zhao, C., & Wang, M. (2023) · Journal of Ethnopharmacology · doi:10.1016/j.jep.2023.117383 · Cited by 30
The Microbiome and Its Implications in Cancer Immunotherapy
Choudhry, H. (2021) · Molecules · doi:10.3390/molecules26010206 · Cited by 31
“Scientists have identified that NAFLD, hepatitis B, hepatitis C, and alcoholic liver disease are primarily caused by unique patterns in the gut microbiome of patients with cirrhosis [135].”
BackgroundThe role of the gut microbiome and exercise in non-alcoholic fatty liver disease
Houttu, V., Boulund, U., Grefhorst, A., Soeters, M. R., Pinto‐Sietsma, S., Nieuwdorp, M., & Holleboom, A. G. (2020) · Therapeutic Advances in Gastroenterology · doi:10.1177/1756284820941745 · Cited by 32
Mao, Q., Lin, B., Zhang, W., Zhang, Y., Zhang, Y., Cao, Q., & Xu, M. (2024) · Frontiers in Pharmacology · doi:10.3389/fphar.2024.1371574 · Cited by 29
Jia, W. P., Luo, J., Yang, F., Feng, X., Zeng, M., Dai, W., Pan, X., Yang, Y., Li, Y., Duan, Y., et al. (2024) · Gut Microbes · doi:10.1080/19490976.2024.2351620 · Cited by 34
“17 Moreover, the taxonomic and functional resolution of gut microbiota has been limited to the 16S ribosomal RNA (16S rRNA) gene sequencing.”
BackgroundMetabolomic Predictors of Non-alcoholic Steatohepatitis and Advanced Fibrosis in Children
Kordy, K., Li, F., Lee, D., Kinchen, J. M., Jew, M., Rocque, M. E. L., Zabih, S., Saavedra, M., Woodward, C. L., Cunningham, N. J., et al. (2021) · Frontiers in Microbiology · doi:10.3389/fmicb.2021.713234 · Cited by 32
“Our study builds upon recent multi-omics studies of fatty liver disease in adult cohorts and highlights key differences in non-invasive biomarker profiles of NASH and fibrosis that may be specific to the pediatric population (Qin et al., 2010; Bajaj et al., 2015; Boursier et al., 2016; Loomba et al., 2017; Schwimmer e…”
BackgroundGut microbiome and nonalcoholic fatty liver disease
Wu, M., & Fan, J. (2023) · Hepatobiliary & pancreatic diseases international · doi:10.1016/j.hbpd.2023.06.006 · Cited by 32
Gui, Q., Jin, H., Zhu, F., Lu, H., Zhang, Q., Xu, J. M., Yang, Y., & Xiao, C. (2021) · Infectious Diseases of Poverty · doi:10.1186/s40249-021-00821-8 · Cited by 28
Gillard, J., & Leclercq, I. A. (2023) · Clinical Science · doi:10.1042/cs20220697 · Cited by 29
Updates in Metabolic Dysfunction‐Associated Fatty Liver Disease (MAFLD) in Children
Rupasinghe, K., Hind, J. M., & Hegarty, R. (2023) · Journal of Pediatric Gastroenterology and Nutrition · doi:10.1097/mpg.0000000000003919 · Cited by 30
“…cross-sectional study of 87 children with biopsy confirmed MAFLD and 37 children with obesity without MAFLD (controls) showed that fecal microbiomes of children with MAFLD were associated with intestinal dysbiosis as well as greater abundance of genes encoding inflammatory bacterial products (44).”
BackgroundLiu, X., Liu, D., Tan, C., & Feng, W. (2023) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-023-02402-1 · Cited by 29
Metadata
- Authors
- Schwimmer, J. B., Johnson, J. S., Angeles, J. E., Behling, C., Belt, P. H., Borecki, I., Bross, C., Durelle, J., Goyal, N. P., Hamilton, G., Holtz, M. L., Lavine, J. E., Mitreva, M., Newton, K. P., Pan, A., Simpson, P. M., Sirlin, C. B., Sodergren, E., Tyagi, R., Yates, K. P., Weinstock, G. M., & Salzman, N. H.
- Affiliations
- University of California San Diego (US)
- The Jackson Laboratory for Genomic Medicine (US)
- Sharp Memorial Hospital (US)
- Johns Hopkins University (US)
- Washington University in St. Louis (US)
- Medical College of Wisconsin (US)
- Columbia University Irving Medical Center (US)
- Corresponding author
- Salzman, Nita H.
- ORCID
- Venue
- Gastroenterology
- Publisher
- Elsevier BV
- Published
- 2019-10
- Volume
- 157
- Issue
- 4
- Pages
- 1109-1122
- ISSN
- 0016-5085 (ISSN-L)
- PMC
- PMC6756995
- OpenAlex
- W2953761756
- Cited by
- 298
- References
- 58
- Citations by year
- 2026: 31 · 2025: 37 · 2024: 41 · 2023: 54 · 2022: 32 · 2021: 56 · 2020: 40 · 2019: 6
- FWCI
- 11.16
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Gastroenterology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- The Mouseion at the JAXlibrary (Jackson Laboratory) (submittedVersion)
- Funders
- School of Medicine, University of California, San Diego
- Office of Extramural Research, National Institutes of Health
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Health Sciences › Medicine › Hepatology › Liver Disease Diagnosis and Treatment
- Health Sciences › Dentistry › Periodontics › Oral microbiology and periodontitis research
- Keywords
- non-alcoholic fatty liver disease, nonalcoholic steatohepatitis, liver fibrosis, gut microbiota, fecal microbiota, Prevotella copri, lipopolysaccharide biosynthesis, flagellar assembly, dysbiosis, alpha diversity, alanine aminotransferase, children, obesity, disease severity markers, 16S rRNA
- MeSH terms
- Gastrointestinal Microbiome, Adolescent, Bacteria, Child, Cross-Sectional Studies, DNA, Bacterial, Feces, Female, Humans, Intestines, Liver Cirrhosis, Male, Prospective Studies, RNA, Ribosomal, 16S, Severity of Illness Index, Case-Control Studies, Ribotyping, Host-Pathogen Interactions, Metagenome, Dysbiosis, Non-alcoholic Fatty Liver Disease
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