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April 24, 2026Communications Biology2 citationsOpen Access

Cell-type-aware transcriptome-wide association studies identify 91 independent risk genes for Alzheimer’s disease dementia

QLQiang LiuRPRandy L. ParrishSTShizhen Tang

Key Points

  • This research aims to identify risk genes for Alzheimer’s Disease dementia by integrating various datasets and statistical methods.
  • Utilized an omnibus TWAS pipeline to analyze snRNA-seq and GWAS data.
  • Conducted fine-mapping of risk genes using gene-based conditional analysis.
  • Performed validation with proteome-wide association studies using bulk proteomics data.
  • Identified 223 unique cell-type-aware TWAS risk genes with 91 independent associations.
  • Found 21 significant PWAS risk genes, validating 31.9% of TWAS associations.
  • Linked new TWAS findings to established AD risk genes like APOE, BIN1, and MAPT.

Abstract

Most existing transcriptome wide association studies (TWASs) of Alzheimer’s Disease (AD) dementia only use bulk RNA-seq data and a single statistical method. Here, we utilize an omnibus TWAS (TWAS-O) pipeline that leverages multiple complementary statistical methods to integrate the snRNA-seq dataset (n = 415) of the dorsolateral prefrontal cortex (DLPFC) and the latest GWAS data of AD dementia. We fine-map TWAS risk genes by gene-based conditional analysis and conducted validation analyses by the analogous omnibus proteome-wide association studies (PWAS-O) using bulk proteomics data of DLPFC (n = 716). We identify 223 unique cell-type-aware TWAS risk genes from 350 associations across six major brain cell-types, including 91 fine-mapped independent associations, 11 of which are novel. By PWAS-O, we identify 21 significant PWAS risk genes, including 13 independent associations, which validated 31.9% independent cell-type-aware TWAS associations. By protein-protein interaction network analyses, our novel cell-type-aware TWAS findings are linked to established AD risk genes such as APOE, BIN1, and MAPT. Cell-type-aware TWAS of Alzheimer’s disease dementia identifies 91 independent risk genes across six brain cell types, with proteomic support and network links connecting novel candidates to well-established AD genes.

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Cite This Study

Liu et al. (2026) studied this question.

synapsesocial.com/papers/69eb084f553a5433e34b3711https://doi.org/10.1038/s42003-026-10030-4
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