Bioinformatics pipeline to guide post-GWAS studies in Alzheimer's: A new catalogue of disease candidate short structural variants

Alzheimers Dement. 2023 Sep;19(9):4094-4109. doi: 10.1002/alz.13168. Epub 2023 May 30.

Abstract

Background: Short structural variants (SSVs), including insertions/deletions (indels), are common in the human genome and impact disease risk. The role of SSVs in late-onset Alzheimer's disease (LOAD) has been understudied. In this study, we developed a bioinformatics pipeline of SSVs within LOAD-genome-wide association study (GWAS) regions to prioritize regulatory SSVs based on the strength of their predicted effect on transcription factor (TF) binding sites.

Methods: The pipeline utilized publicly available functional genomics data sources including candidate cis-regulatory elements (cCREs) from ENCODE and single-nucleus (sn)RNA-seq data from LOAD patient samples.

Results: We catalogued 1581 SSVs in candidate cCREs in LOAD GWAS regions that disrupted 737 TF sites. That included SSVs that disrupted the binding of RUNX3, SPI1, and SMAD3, within the APOE-TOMM40, SPI1, and MS4A6A LOAD regions.

Conclusions: The pipeline developed here prioritized non-coding SSVs in cCREs and characterized their putative effects on TF binding. The approach integrates multiomics datasets for validation experiments using disease models.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Alzheimer Disease* / genetics
  • Computational Biology
  • Genetic Predisposition to Disease / genetics
  • Genome-Wide Association Study*
  • Genomics
  • Humans
  • Polymorphism, Single Nucleotide