Landscape of Gene Mutation in Synovium of Patients with Rheumatoid Arthritis
Inamo, J.
Show abstract
ObjectiveTo investigate accumulating single nucleotide variants (SNVs) in synovium of patients with early, pre-treatment rheumatoid arthritis (RA). MethodsI leveraged RNA-seq dataset derived from patients with RA deposited in database. To capture synovium-specific mutations, I applied standardized SNVs-calling method to paired synovium and blood samples per individual. ResultsDe novo mutational signatures constructed by non-negative matrix factorization reflected continuous relationship of synovial histology, namely lymphoid-myeloid (Lymphoid), diffuse myeloid (Myeloid) and pauci-immune fibroid (Fibroid). Using COSMIC signature, defective DNA damage repair-associated mutational signature was associated with the level of inflammation in synovitis. Further, pathway analysis based on specific genes harboring SNVs in each histological group represent different types of synovitis, with differing pathogenic process and inflammatory environment. ConclusionThis data will promote our understandings about pathogenic status of synovitis, and suggests evidence that stratified treatments would be optimal according to histological subgroup.
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Clinical Outcomes of Patients with COVID-19 and Chronic Inflammatory and Autoimmune Rheumatic Diseases: A Multicentric Matched-Cohort Study 94%
- Risk factors for hospital admission related to COVID-19 in inflammatory rheumatic diseases 94%
- Shotgun metagenomics reveals an enrichment of potentially cross-reactive bacterial epitopes in ankylosing spondylitis patients, as well as the effects of TNFi therapy and the host’s genotype upon microbiome composition 93%
Similar papers in this journal
- Different Covid-19 Outcomes Among Systemic Rheumatic Diseases: A Nation-wide Cohort Study 94%
- Prodromal symptoms of rheumatoid arthritis in a primary care database: variation by ethnicity and socioeconomic status 92%
- Incorporating computer vision on smart phone photographs into screening for inflammatory arthritis: results from an Indian patient cohort 92%
Similar papers in this journal
- The DNA methylation Profile of Undifferentiated Arthritis Patients Anticipates their Subsequent Differentiation to Rheumatoid Arthritis 93%
- autoscoRA: Deep Learning to Automate Sharp/van der Heijde Scoring of Radiographic Damage in Rheumatoid Arthritis 93%
- Identification and Evaluation of Serum Protein Biomarkers Which Differentiate Psoriatic from Rheumatoid Arthritis 93%
Similar papers in this journal
- Cross-Tissue Transcriptomic Analysis Leveraging Machine Learning Approaches Identifies New Biomarkers for Rheumatoid Arthritis 96%
- Inflammation-profiling reveals activated pathways and biomarkers with predictive potential in oligoarticular JIA 93%
- Interleukin-17A causes osteoarthritis-like transcriptional changes in human osteoarthritis-derived chondrocytes and synovial fibroblasts in vitro 93%
Similar papers in this journal
- Detecting radiographic sacroiliitis using deep learning with expert-level accuracy in axial spondyloarthritis 93%
- Semaphorin 3G exacerbates joint inflammation through the accumulation and proliferation of macrophages in the synovium 93%
- Plasma Metabolomic Profiling in Patients with Rheumatoid Arthritis Identifies Biochemical Features Predictive of Quantitative Disease Activity 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.