Home Research Feeds Insights from shotgun metagenomics into bacterial species and metabolic pathways associated with NAFLD in obese youth

Insights from shotgun metagenomics into bacterial species and metabolic pathways associated with NAFLD in obese youthOriginal paper

Researched by:

  • Karen Pendergrass

Last Updated: 2026-07-05

Karen Pendergrass
Karen Pendergrass

Karen Pendergrass is a microbiome researcher specializing in microbiome-targeted interventions (MBTIs). She systematically analyzes scientific literature to identify microbial patterns, develop hypotheses, and validate interventions. As the founder of the Microbiome Signatures Database, she bridges microbiome research with clinical practice. In 2012, based on her own investigative research, she became the first documented case of FMT for Celiac Disease, four years before the first published case study.

Read More
Location
United States of America
Sample Site
Feces
Species
Homo sapiens

What was studied?

This study asked how the gut microbiome differs in obese youth who have nonalcoholic fatty liver disease (NAFLD) versus those who do not. Because obesity itself reshapes the microbiome, the design held obesity constant and compared only by liver status. Researchers used shotgun metagenomic sequencing of stool. This profiles bacteria to the species level and reads their functional gene pathways, unlike the earlier 16S approach. Taxonomic differences were tested with ANCOM-BC. Functional pathways were tested with HUMAnN and MaAsLiN2. Liver fat was measured objectively by abdominal MRI.

Who was studied?

The cohort was 36 obese youth (BMI at or above the 95th percentile) recruited from the Yale Pediatric Obesity Clinic in the United States. Half had NAFLD and half did not. NAFLD was defined by MRI hepatic fat fraction at or above 5.5 percent. The 18 NAFLD subjects had a mean fat fraction of 20.9 percent versus 1.2 percent in controls. Mean age was about 12 years in both groups. The NAFLD group had higher BMI, fasting insulin, ALT, and visceral fat. Two of 38 samples failed sequencing and were excluded.

What were the most important findings?

Species-level community structure differed significantly by NAFLD status (PERMANOVA p = 0.001). The clearest signal was a large loss of the phylum Bacteroidetes in NAFLD (mean 6.7 percent versus 33.2 percent; adjusted p roughly 1e-11). Bacteroides thetaiotaomicron was strongly depleted in NAFLD. Three species were enriched: Fusicatenibacter saccharivorans, Romboutsia ilealis, and Actinomyces sp. ICM47. Functionally, NAFLD microbiomes had higher branched-chain and aromatic amino acid biosynthesis and increased pyruvate fermentation to acetate. The TCA and urea cycles were decreased.

What are the greatest implications of this study?

Because both groups were obese, the findings suggest NAFLD carries its own microbial signature beyond obesity. The pattern points to loss of beneficial taxa and dysbiosis rather than one causative pathogen. Depleted species such as Bacteroides thetaiotaomicron are candidate probiotics or biomarkers of disease risk. Elevated amino-acid and short-chain fatty acid pathways match metabolites previously linked to fatty liver. The authors caution that the sample was small (n = 36) and that metagenomics shows gene potential, not activity. Causation cannot be inferred from this cross-sectional design.

Join the Roundtable

Contribute to published consensus reports, connect with top clinicians and researchers, and receive exclusive invitations to roundtable conferences.

Join the Waitlist and help shape the future of microbiome medicine.