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RESEARCH PAPER ANALYSIS

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

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.

PMID41929179
JournalbioRxiv : the preprint server for biology
Publication Date2026-03-23
Ingested2026-04-28 08:58 PM
EXECUTIVE SUMMARY

What the AI sees

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

Research significance

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

Source 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.

SUPPORTING PAPER SET

32 more papers to review

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B, Biointerfaces 86.0 13 Neuroprotective roles of klotho: Molecular pathways and therapeutic implications for cognitive health in neurological and psychiatric diseases. Experimental physiology 84.0 14 Flavonoid Rutin Reduces Intestinal Inflammation in an Experimental Model of Parkinson's Disease. Neurotoxicity research 70.0 15 Nanostructured Lipid Carriers Enhance Brain Delivery and Antioxidant Efficacy of a Small-Molecule MAO B Inhibitor for Neurodegenerative Disease Therapy. Molecular pharmaceutics 78.0 16 Pathophysiological Role of the Gut Brain Axis in Parkinson's Disease: From Microbial Metabolites and Intestinal Permeability to Central Neuroinflammation. Current neurovascular research 86.0 17 Parkinson's Disease: From Metabolism to Genetics-A Comprehensive Review. Current issues in molecular biology 86.0 18 Navigating the cholesterol maze: Key insights on use of statins in neurodegenerative disorders. Neuroprotection (Chichester, England) 76.0 19 Integrative network pharmacology delineates dual GPCR and non-GPCR mechanisms of blended and individual Taikong Blue lavender and Pingyin rose essential oils in neurodegenerative and psychiatric disorders. Computers in biology and medicine 65.0 20 Models of neuroprotection in Parkinson's disease: Exploring cellular, molecular, and microenvironmental targets. Experimental neurology 78.0 21 Hyaluronic acid: emerging roles and biomaterial innovations in Alzheimer's and Parkinson's disease therapy. Frontiers in pharmacology 75.2 22 Molecular mechanisms underlying Parkinson's disease and role of phytochemicals, α-synuclein, sirtuins, and incretin mimetics in potential therapy. Frontiers in pharmacology 75.0 23 Lipid droplets in neurodegenerative diseases: pathological drivers and therapeutic vulnerabilities. Cell death discovery 82.0 24 Brain-gut-microbiota axis: a review on the bidirectional regulatory mechanisms between gut microbiota and brain and their disease interactions. Frontiers in microbiology 74.0 25 Long non-coding RNAs in neurodegenerative diseases - Molecular mechanisms, liquid biopsy biomarkers, and therapeutic targets: A review. Biomolecules & biomedicine 84.0 26 Neurosyphilis and Parkinsonism: Overlapping Pathophysiology and Emerging Therapeutic Insights. Current neurovascular research 76.0 27 Molecular biochemistry of soluble epoxide hydrolase in lipid mediator pathways and neuroinflammatory responses. The Journal of steroid biochemistry and molecular biology 82.0 28 Multifaceted role of CNPY2 beyond ER stress: Disease implications and therapeutic potential. Cell stress 83.3 29 Neuroprotective Role of Exercise-based Physiotherapy Combined with Pharmacological Agents in Parkinson's Disease. Central nervous system agents in medicinal chemistry 64.0 30 Distinct metabolomic and proteomic signatures in Parkinson's disease patients with REM sleep behavior disorder. Signal transduction and targeted therapy 84.0 31 HMGB1-mediated neuroinflammation: molecular mechanisms and emerging therapeutic approaches. Inflammopharmacology 78.0 32 Beyond acid-base dyshomeostasis: Dynamic instability of neuronal lysosomal pH as a pathogenic mechanism and therapeutic target in neurological diseases. Biochemical pharmacology 88.0
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