Transcriptome regulation analysis in osteoarthritis primary tissues identifies high-confidence effector genes
Katsoula, G.; Arruda, A. L.; Tutino, M.; Kreitmaier, P.; Shah, K. M.; Swift, D.; Southam, L.; Wilkinson, J. M.; Zeggini, E.
Show abstract
Osteoarthritis, a whole-joint degenerative disorder, is a major public health burden that affects nearly 600 million individuals worldwide, but no disease-modifying treatment exists. Molecular profiling of relevant tissues is crucial for understanding the biological mechanisms underlying disease development. Here, we generate a comprehensive map of transcriptional regulation in disease-relevant primary tissues from knee osteoarthritis patients: macroscopically intact (low-grade, N=263) and degenerated (high-grade, N=216) cartilage, synovium (N=278), and fat pad (N=94). Of 9,738 unique expression quantitative trait loci (eQTL)-associated genes, 60.6% have not been reported previously. Using the largest osteoarthritis genome-wide association study (GWAS) to date, we find colocalization evidence with 117 genes, 67 of which had not been identified as effector genes before. We prioritise 38 high-confidence effector genes for osteoarthritis, based on multiple lines of molecular and functional genomics evidence, including MUSTN1, which is implicated in cartilage integrity. Our study provides insights into the molecular mechanisms underpinning osteoarthritis and offers much-needed drug repurposing opportunities.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
Similar papers in this journal
- Response eQTLs, chromatin accessibility, and 3D chromatin structure in chondrocytes provide mechanistic insight into osteoarthritis risk 98%
- Genetic adaptation to pathogens and increased risk of inflammatory disorders in post-Neolithic Europe 93%
- SNP-to-gene linking strategies reveal contributions of enhancer-related and candidate master-regulator genes to autoimmune disease 93%
Similar papers in this journal
- Epigenetic mechanisms of osteoarthritis risk in human skeletal development 97%
- Long read proteogenomics to connect disease-associated sQTLs to the protein isoform effectors of disease 94%
- Interaction molecular QTL mapping discovers cellular and environmental modifiers of genetic regulatory effects 93%
Similar papers in this journal
Similar papers in this journal
- Chromatin accessibility variation provides insights into missing regulation underlying immune-mediated diseases 95%
- The cis-regulatory effects of modern human-specific variants 93%
- Chromatin conformation dynamics during CD4+ T cell activation implicates autoimmune disease-associated genes and regulatory elements 93%
"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.