Fine-mapping candidate neuropsychiatric regulatory variants using cell type-aware comparative genomics
Phan, B. N.; Lawler, A. J.; He, J.; Brown, A. R.; Kaplow, I. M.; Kowalczyk, A.; Srinivasan, C.; Fox, G. A.; Ganesan, R.; Chen, Z.; Schaffer, D.; Stauffer, W. R.; Pfenning, A. R.
Show abstract
AbstractMeasures of nucleotide sequence conservation across species are useful for identifying functional genomic loci, but can fail when regulatory function is maintained, often in a cell type-specific manner, even when sequence is not. We introduce CTACIT, the Cell Type-Aware Conservation Inference Toolkit, to identify trait-associated regulatory variants. CTACIT integrates sequence conservation scores with cell type-specific open chromatin data collected from a few mammalian species to impute function for hundreds more. Applying CTACIT to neuropsychiatric trait loci identifies higher heritability enrichment and more fine-mapped variants than nucleotide conservation and human chromatin data alone. Our in vivo reporter assays validate predictions for enhancers with risk variants near the DRD2 schizophrenia risk locus. By integrating genome conservation and multi-species open chromatin data, CTACIT prioritizes variants within regions of conserved regulatory function for in vivo characterization and addresses a major challenge in translating disease associations to mechanistic understanding. One-Sentence SummaryRegulatory functions conserved across mammals underlying caudate cell type evolution reveal functions of human risk variants.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Massively parallel characterization of psychiatric disorder-associated and cell-type-specific regulatory elements in the developing human cortex 95%
- A complete reference genome improves analysis of human genetic variation 95%
- Title: Leveraging Base Pair Mammalian Constraint to Understand Genetic Variation and Human Disease 95%
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Cell-type specific cis-eQTLs in eight brain cell-types identifies novel risk genes for human brain disorders 94%
- Cell-type specific effects of genetic variation on chromatin accessibility during human neuronal differentiation 94%
- Acetylated Chromatin Domains Link Chromosomal Organization to Cell- and Circuit-level Dysfunction in Schizophrenia and Bipolar Disorder 94%
Similar papers in this journal
"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.