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RESEARCH PAPER

Integrating Long-Read Structural Variant Analysis with single-nucleus RNA-seq to Elucidate Gene Expression Effects in Disease.

PMID
41929179
Journal
bioRxiv : the preprint server for biology
Publication Date
2026-03-23
Grade
E

AI Summary

Using long-read whole-genome sequencing on 100 post-mortem PD brains integrated with single-nucleus RNA-seq from matched regions, the study catalogs 74,552 structural variants and links specific SVs at PD GWAS loci to cell-type–specific gene expression changes via eQTL and allele-specific analyses.

Why It Matters

By providing a high-confidence SV atlas and cell-type-resolved functional links at PD-associated loci, this work enables nomination of causal genes and regulatory variants for follow-up target validation and biomarker development, increasing translational opportunities despite not yet delivering…

Abstract

Structural variants (SVs) are a major source of genetic diversity, yet how they impact cell types in complex brain diseases remains largely unexplored, partially due to limitations of short-read sequencing. Here, we addressed this fundamental question in Parkinson's disease (PD). generating long-read whole-genome sequencing (WGS) data for 100 post-mortem brain samples from a PD cohort, constructing a high-confidence catalog of 74,552 SVs. To resolve their functional impact, we integrated single-nucleus RNA-sequencing data from two brain regions from the same samples and focused functional analyses on SVs proximal to genes previously nominated as cis-regulated, potential causal targets of PD-associated GWAS loci. Using expression quantitative trait locus and allele-specific expression analyses, we uncovered SVs significantly associated with expression in specific cell types as well as effects shared across cell types. This study demonstrates the power of uniting long-read WGS with transcriptomics to uncover SVs underlying complex disease architecture with cell type resolution.

Score Breakdown

AI Score
55.0
Base Score
25.9
Rank Score
25.0
Narrative Velocity
-
AI Confidence
-
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