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Preprints

An integrative single-cell multi-omics profiling of human pancreatic islets identifies T1D associated genes and regulatory signals

Chen S, Zhao Z, Albanus RD, Taylor H, Tang X, Han Y, Orchard P, Varshney A, Zhang T, Manickam N, Erdos M, Narisu N, Taylor DL, Saavedra X, Zhong A, Li B, Zhou T, Naji A, Liu C, Collins F, Parker S.
Preprint from
Research Square
18 October 2023
PPR
PPR744543
Abstract
Genome wide association studies (GWAS) have identified over 100 signals associated with type 1 diabetes (T1D). However, translating any given T1D GWAS signal into mechanistic insights, such as causal variants, their target genes, and the specific cell types involved, has been challenging. Here, we present a comprehensive multi-omic integrative analysis of single-cell/nucleus resolution profiles of gene expression and chromatin accessibility in healthy and autoantibody+ (AAB+) human pancreatic islets, and islets under T1D-stimulating conditions. We nominate effector cell types for all T1D GWAS signals and the regulatory elements and genes for three independent T1D risk variants acting through β cells at the DLK1/MEG3, RASGRP1, and TOX loci. Subsequently, we validated the functional impact of these genes and regulatory regions using isogenic human embryonic stem cells (hESCs) and found that loss of RASGRP1 or DLK1, as well as disruption of their regulatory regions, led to increased β cell apoptosis. Furthermore, β cells derived from isogenic hESCs carrying the T1D risk allele of rs3783355 associated with DLK1 showed elevated β cell death. Through RNA-seq and ATAC-seq analyses, we identified five genes upregulated in both RASGRP1 -/- and DLK1 -/- β-like cells, four of which are associated with T1D. This integrative approach combining single-cell multi-omics, GWAS, and isogenic hPSC-derived β-like cells illuminates cell type context, genes, single nucleotide polymorphisms (SNPs), and regulatory elements underlying T1D-associated signals, providing insights into the biological functions and molecular mechanisms involved.