Gut microbial structural variation improves disease discrimination and reveals a strain-level regulatory mechanism in rheumatoid arthritis
Ou, Y.; Zhao, S.; Weng, J.; Long, Y.; Li, H.; Hou, Y.; Xiong, Q.; Liu, S.; Wang, Z.; Xu, Y.; Pan, H.; Zhang, H.; Sun, L.
Show abstract
Gut microbial structural variation captures strain-level genomic diversity beyond species abundance, yet its contribution to rheumatoid arthritis (RA) remains unclear. Integrating gut metagenomic datasets from four independent cohorts (n = 491), we identified reproducible RA-associated structural variants (SVs), most of which occurred in species without differential abundance. Incorporating SVs into machine learning models consistently improved disease discrimination across independent validation cohorts. Functional analyses identified a core deletion SV in Agathobacter rectalis that removes an XRE-family transcriptional regulator. Motif discovery and 3D structural modeling demonstrated sequence-specific binding of the regulator to the promoter of a short-chain fatty acid biosynthetic gene, supporting a strain-level regulatory mechanism. Together, these findings establish microbial structural variation as a complementary functional layer beyond taxonomy for RA discrimination and mechanistic interpretation.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Gut Microbiome Predicts Clinically Important Improvement in Patients with Rheumatoid Arthritis 95%
- Single-cell chromatin and transcriptome dynamics of Synovial Fibroblasts transitioning from homeostasis to pathology in modelled TNF-driven arthritis 94%
- Human reference gut microbiome comprising 5,414 prokaryotic species, including newly assembled genomes from under-represented Asian metagenomes 94%
Similar papers in this journal
- Mechanical ventilation affects respiratory microbiome of COVID-19 patients and its interactions with the host 95%
- Dual RNA-seq provides insight into the biology of the neglected intracellular human pathogen Orientia tsutsugamushi 95%
- Members of a highly widespread bacteriophage family are hallmarks of metabolic syndrome gut microbiomes 95%
Similar papers in this journal
Similar papers in this journal
- MTG16 (CBFA2T3) regulates colonic epithelial differentiation, colitis, and tumorigenesis by repressing E protein transcription factors 93%
- AI-assisted Discovery of an Ethnicity-influenced Driver of Cell Transformation in Esophageal and Gastroesophageal Junction Adenocarcinomas 92%
- Spatial transcriptomic characterization of COVID-19 pneumonitis identifies immune circuits related to tissue injury 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.