Abstract: FR-PO1204
Single-Cell Detection of Somatic Copy Number Alterations in Human Kidney by Chromatin Accessibility Profiling
Session Information
- CKD: Mechanisms - 2
October 25, 2024 | Location: Exhibit Hall, Convention Center
Abstract Time: 10:00 AM - 12:00 PM
Category: CKD (Non-Dialysis)
- 2303 CKD (Non-Dialysis): Mechanisms
Authors
- Chen, Xinyi Emilia, University of Pennsylvania Wharton School, Philadelphia, Pennsylvania, United States
- Zhang, Nancy, University of Pennsylvania Wharton School, Philadelphia, Pennsylvania, United States
- Wilson, Parker C., University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, United States
Background
Loss of Y chromosome (LOY) is the most common somatic chromosomal alteration (mCA) in men. Until recently, it was thought that LOY was unique to hematopoietic tissue, but it also occurs in the kidney and is enriched in injured proximal tubule (PT) cells – a cell state defined by a pro-inflammatory signature that predicts kidney function decline (Wilson et al. Genome Biology 2023). We hypothesize LOY is an indicator of genomic instability, however, LOY is not a perfect marker because the majority of injured PT cells do not have LOY and it is unclear if similar mCA occur in female cells.
Methods
We realigned and preprocessed single-cell multiome or single-cell ATAC (snATAC) datasets using SnapATAC2, integrated them with scvi-tools and annotated cell barcodes using established markers. To detect mCA, we modeled ATAC fragment coverage as a proxy of single-cell copy number. For our model, let Χci be the fragment coverage of region i (which can be a chromosome arm) and cell c. We assume a negative-binomial model for the fragment coverage, Χci ~ NB(αc βi γci, Φci) where αc is the cell-specific library size, βi is a region-specific background bias, and Φci is a cell- and region-specific dispersion, to be estimated by the observed variance-mean relationship in the data. The parameter γci, which captures the cell-specific fold enrichment/depletion of fragment coverage for region i, is an estimate of copy number state.
Results
We analyzed 526,903 kidney cells from 99 male or female donors with or without CKD. Injured PT (PT_VCAM1, PT_PROM1), endothelial cells (ENDO), fibroblasts (FIB_VSMC_MC) and mononuclear cells (MONO) had approximately two-fold higher proportion of LOY than other cell types (Figure 1A). mCA involving the X chromosome were enriched in some of the same cell types in women, but at a lower proportion than LOY (Figure 1B). Both LOY and X chromosome mCA were associated with an increased autosomal mCA burden.
Conclusion
Somatic mCA are enriched in specific kidney cell types and may provide insight into factors that drive CKD progression.
Funding
- NIDDK Support