Rxivist logo

Combination of single cell sequencing data and GWAS summary statistics reveals genetically-influenced liver cell types for primary biliary cholangitis

By Bingyu Xiang, Chunyu Deng, Jingjing Li, Shanshan Li, Huifang Zhang, Xiuli Lin, Mingqin Lu, Yunlong Ma

Posted 24 Aug 2021
medRxiv DOI: 10.1101/2021.08.18.21262250

Many genome-wide association studies (GWAS) have reported that numerous genetic loci were significantly associated with primary biliary cholangitis (PBC). However, the effects of genetic determinants on liver cells and its immune microenvironment for PBC remain unclear. We constructed a powerful computational framework to integrate a large-scale GWAS summary statistics (N = 13,239) with scRNA-seq data to uncover genetics-modulated liver cell subpopulations for PBC. We found that 29 genes including ORMDL3, GSNK2B, and DDAH2 were significantly associated with PBC susceptibility. Gene-property analysis revealed that four immune cell types including Cst3+ dendritic cell, Chil3+ macrophage, Trbc2+ T cell, and Gzma+ T cell were significantly enriched by PBC-risk genes. By combining GWAS summary statistics with scRNA-seq data, we identified that cholangiocytes exhibited a notable enrichment by PBC-related genetic association signals. The ORMDL3 gene showed the highest expression proportion in cholangiocytes than other liver cells (22.38%). Compared with ORMDL3+ cholangiocytes, we identified that ORMDL3- cholangiocytes predispose to play important immune-modulatory roles in the etiology of PBC. To the best of our knowledge, this is the first study to integrate human genetic information with single cell sequencing data for parsing genetics-influenced liver cells and its immune microenvironment for PBC risk.

Download data

  • Downloaded 131 times
  • Download rankings, all-time:
    • Site-wide: 149,535
    • In genetic and genomic medicine: 907
  • Year to date:
    • Site-wide: 71,145
  • Since beginning of last month:
    • Site-wide: 17,828

Altmetric data

Downloads over time

Distribution of downloads per paper, site-wide