medRxivGenetic & Genomic MedicinePreprint
Integrated genomic meta-analysis identifies cell-type-specific signatures and targets in early Alzheimer's disease
- Citations
- 0
Abstract
Cellular mechanisms in early Alzheimers disease (AD) remain poorly understood despite generation of extensive observational multiomic data. Weighted integration across diverse datasets can prioritise convergent mechanisms and targets. We conducted a systematic review to identify datasets profiling cell-type-specific changes in early AD. We integrated multiomic findings using Meta-Analysis by Information Content (MAIC), a computational method which combines genomic data from diverse experimental sources. Electron transport chain dysfunction in mitochondria emerged as a shared pathway in neurons, microglia, and astrocytes, and Wnt signalling was a prominent astrocyte-specific signature. Pathological neuro-glial signalling mechanisms included APP-CD74, APOE-SORL1, and WNT-FZD/LRP6. Integration with pharmacological data identified therapeutics already under investigation in AD, such as guanfacine, and candidates not previously prioritised, such as eltrombopag and encorafenib. We present a systematic analysis of cell-type-specific changes in early AD to prioritise pathways for investigation and therapeutics for repurposing.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- research focus: drug response / drug discovery
- research focus: benchmarking
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Early oligodendrocyte dysfunction signature in Alzheimer's disease: Insights from DNA methylomics and transcriptomics
Katherine Fodder, Hannah M. G. Smith, … Conceição Bettencourt·Molecular PsychiatryPeer-reviewed·Jun 18, 2026
- Integrated multimodal cell atlas of Alzheimer's disease
Mariano I. Gabitto, Kyle J. Travaglini, … Kimberly A. Smith·Nature NeurosciencePeer-reviewed·Oct 14, 2024
- Multi-Omics Analysis for Identifying Cell-Type-Specific Druggable Targets in Alzheimer's Disease
Shiwei Liu, Minyoung Cho, … Kwangsik T. Nho·medRxiv·Jan 8, 2025
- Multimodal single-cell/nucleus RNA-sequencing data analysis uncovers molecular networks between disease-associated microglia and astrocytes with implications for drug repurposing in Alzheimer's disease
Jielin Xu, Pengyue Zhang, … Feixiong Cheng·Genome ResearchPeer-reviewed·Feb 24, 2021
- Brain cross-omics integration in Alzheimer's disease
Abdallah M. Eteleeb, Brenna C. Novotny, … Oscar Harari·medRxiv·Dec 10, 2022
- Cell type-specific master metabolic regulators of Alzheimer's disease
Yunguang Qiu, Yuan Hou, … Feixiong Cheng·bioRxiv·Jul 11, 2025