Masahiro Kanai
masakanai.bsky.social
Masahiro Kanai
@masakanai.bsky.social
Instructor in Medicine, MGH / HMS / Broad Institute
https://mkanai.github.io/
At the IL4R/IL21R locus, we identified two distinct causal variants within the same Finnish-enriched haplotype. Using our multiome and BBJ GWAS, we pinpointed the exact non-coding driver for IL21R expression in NK cells, distinct from the adjacent IL4R missense variant.
December 1, 2025 at 3:36 PM
The Finnish-enriched variants help us identify disease drivers 🇫🇮

e.g., TNRC18 intron variant (114x enriched) is a risk factor for IBD but protective against autoimmune hypothyroidism.
December 1, 2025 at 3:36 PM
Evolution tolerates chromatin variation but maintains essential gene expression levels via attenuated enhancer–gene links. This buffering makes caQTLs more detectable than eQTLs at disease loci targeting highly constrained genes 🧬🛡️
December 1, 2025 at 3:36 PM
We found 1) constrained genes actually colocalize MORE with eQTLs but with smaller effects, and 2) "multi-layered regulatory buffering" where caQTLs occur with normal effect sizes, but transmission to gene expression is attenuated via systematically weaker enhancer–gene links
December 1, 2025 at 3:36 PM
Crucially, these regulatory mechanism predicts disease relevance 🧬🚨

Full cascade variants (caQTL + eQTL + Link) show 2x higher GWAS colocalization rates compared to those affecting chromatin alone, establishing a clear hierarchy for prioritizing causal variants.
December 1, 2025 at 3:36 PM
How do variants translate to function? We classified ~120K fine-mapped molQTLs into mechanistic categories, identifying ~3% to show a "Full Cascade" (Variant → Chromatin Δ → Expression Δ). The majority affect chromatin without detectable expression changes in baseline PBMCs.
December 1, 2025 at 3:36 PM
To characterize cell-type specificity and regulatory mechanisms of molQTLs, we developed a new framework called CASCADE. We identified that while ~73% of eGenes are shared across lineages, individual regulatory variants often act in specific cell types.
December 1, 2025 at 3:36 PM
Leveraging this population-scale multiome, we identified 51,083 cis-eQTLs for 20,829 genes, 338,100 cis-caQTLs for 210,584 peaks, 119,094 fine-mapped variants, and 496,488 enhancer–gene links. This allows us to trace regulatory mechanisms across immune cell types 📊🩸
December 1, 2025 at 3:36 PM
Excited to share our new FinnGen single-nucleus multiome preprint! 🧬

We profiled ~10M PBMCs (snRNA-seq + snATAC-seq) from 1,108 Finnish donors to map how genetic variants drive complex disease through chromatin and gene regulation 🧵👇
🔗 Link: www.medrxiv.org/content/10.1...
December 1, 2025 at 3:36 PM