Integrative single-nucleus multi-omics profiling identifies candidate regulators and signaling axes in Alzheimer’s disease lipid-processing microglia
Preprint
Abstract
Lipid-processing microglia are among the microglial states most strongly associated with Alzheimer’s disease (AD) pathology, yet whether this association reproduces across independent cohorts, what transcriptional programs define the state, and which upstream signals and small molecules can modulate it remain unsolved. We address these questions through a cross-cohort analysis of one such substate (MG4) by integrating differential expression, transcription factor activity inference, gene set enrichment, and cell-cell communication across five independent single-nucleus RNA sequencing cohorts ( n total = 140 donors), with paired single-nucleus ATAC sequencing in one multi-omic cohort for epigenomic corroboration. A held-out cohort ( n = 150 donors) supported donor-level regression of MG4 proportion on ligand expression, and two spatial transcriptomics datasets ( n total = 30 donors) related ligand expression to MG4 identity in neighboring spots. MG4 was reproducibly enriched in AD across all five cohorts (pooled log 2 fold change = 0.90 , p = 3.0 × 10 −4 ). Expression-based inference and motif accessibility jointly nominated MITF and BACH1 as regulators of a program led by V-ATPase-driven lysosomal acidification and cholesterol efflux, a lysosomal-biogenesis signature distinct from the catabolic DAM and lipid-storage LDAM programs, with AD-specific upregulation of energy metabolism. FGF1 and TGFB2 were the most supported candidate upstream ligands, each significant in donor-level regression with further spatial evidence. Computational drug repurposing nominated ten blood-brain barrier-penetrant compounds as perturbational probes. Together, these results advance a described disease-associated microglial state into a reproducible, mechanistically framed regulatory model, providing candidate regulators, upstream ligands, and pharmacological probes for functional validation.Keywords
This publication has 87 references indexed in Scilit:
- Cross-disorder and disease-specific pathways in dementia revealed by single-cell genomicsCell, 2024
- 2024 Alzheimer's disease facts and figuresAlzheimer's & Dementia, 2024
- Human microglial state dynamics in Alzheimer’s disease progressionCell, 2023
- TGF-β signaling in health and diseaseCell, 2023
- Donanemab in Early Symptomatic Alzheimer DiseaseJAMA, 2023
- Comprehensive Integration of Single-Cell DataCell, 2019
- The MYC transcription factor network: balancing metabolism, proliferation and oncogenesisFrontiers of Medicine, 2018
- A Next Generation Connectivity Map: L1000 Platform and the First 1,000,000 ProfilesCell, 2017
- A Unique Microglia Type Associated with Restricting Development of Alzheimer’s DiseaseCell, 2017
- Histamine regulation of microglia: Gene-environment interaction in the regulation of central nervous system inflammationBrain, Behavior, and Immunity, 2016