medRxivGenetic & Genomic MedicinePreprint
In vivo measurement and prediction of cell-type-resolved non-coding variant effects in human immunity
Qiaoqiao LiuiD, Jingjing ZhangiD, 诸叶平, Kangchun Wang, Changming ZhangiD, Ying JiniD, Yang Zhang, Zhaojun LiuiD, Yue GuoiD, Jingping YangiD, Zhihong LiuiD
Abstract
Interpreting non-coding variant effects in their native cellular context is the central problem in medical genomics. Using paired single-cell ATAC-seq and whole-genome sequencing in human immune cells, we measured allele-specific regulatory effects at 129,241 heterozygous variants across seven cell types. We trained REG-FOCUS, a transferable sequence-and-chromatin framework, and extended predictions to 1,188,417 common variants across twelve immune cell types. These predictions revealed that enhancer-centric variant directionality is governed by quantitative tuning of transcription factor binding affinity. Applied to systemic lupus erythematosus, REG-FOCUS prioritized causal regulatory variants selectively converging on pathways of approved therapies, and enabled us to identify rare enhancer variants in patients corroborated by expression outliers in carriers. This work brings cell-type-resolved variant interpretation to non-coding personal genomes.
- organism: human
- assay: scATAC-seq
- assay: whole-genome sequencing
- research focus: variant effect prediction
- research focus: gene regulatory network inference
- research focus: differential expression
- approach: statistical model
- approach: machine learning (classical)
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Population-scale multiome immune cell atlas reveals complex disease drivers
Masahiro Kanai, Toni Marie Delorey, … Ramnik J. Xavier·medRxiv·Nov 25, 2025
- Mapping genetic effects on cell type-specific chromatin accessibility and annotating complex trait variants using single nucleus ATAC-seq
Paola Benaglio, Jacklyn M. Newsome, … Kyle J. Gaulton·bioRxiv·Dec 3, 2020
- Single-Nucleus Multi-Omic Atlas Maps Regulatory Architecture and Non-Coding Variant Effects across Adult Human Tissues
Kaili Fan, Amrita D. Sule, … Kristin Ardlie·bioRxiv·Sep 30, 2026
- Non-coding variants impact cis-regulatory coordination in a cell type-specific manner
Olga Pushkarev, Guido van Mierlo, … Bart Deplancke·bioRxiv·Oct 11, 2023
- Genetic regulation of cell type-specific chromatin accessibility shapes immune function and disease risk
Angli Xue, Jianan Fan, … Joseph E. Powell·medRxiv·Aug 27, 2025
- Haplotype rather than single causal variants effects contribute to regulatory gene expression associations in human myeloid cells
Emily Greenwood, Mingming Cao, … Greg C. Gibson·bioRxiv·Jan 30, 2025