Genome MedicineGeneticsPeer-reviewed journal article
Genetic variants associated with Alzheimer's disease confer different cerebral cortex cell-type population structure
Zeran LiiD, Jorge L. Del‐AguilaiD, Umber DubeiD, John BuddeiD, Rita Martinez, Kathleen Black, Qingli XiaoiD, Nigel J. CairnsiD, The Dominantly Inherited Alzheimer Network (DIAN), Joseph D. DoughertyiD, Jin‐Moo LeeiD, John C. MorrisiD, Randall John BatemaniD, Celeste M M. KarchiD, Carlos CruchagaiD, Oscar HarariiD
Abstract
Alzheimers disease (AD) is characterized by neuronal loss and astrocytosis in the cerebral cortex. However, the effects of brain cellular composition are often ignored in high-throughput molecular studies. We developed and optimized a cell-type specific expression reference panel and employed digital deconvolution methods to determine brain cellular distribution in three independent transcriptomic studies. We found that neuronal and astrocyte proportions differ between healthy and diseased brains and also among AD cases that carry specific genetic risk variants. Brain carriers of pathogenic mutations in APP, PSEN1 or PSEN2 presented lower neurons and higher astrocytes proportions compared to sporadic AD. Similarly, the APOE {varepsilon}4 allele also showed decreased neurons and increased astrocytes compared to AD non-carriers. On the contrary, carriers of variants in TREM2 risk showed a lower degree of neuronal loss than matched AD cases in multiple independent studies. These findings suggest that genetic risk factors associated with AD etiology have a specific imprinting in the cellular composition of AD brains. Our digital deconvolution reference panel provides an enhanced understanding of the fundamental molecular mechanisms underlying neurodegeneration, enabling the analysis of large bulk RNA-seq studies for cell composition, and suggests that correcting for the cellular structure when performing transcriptomic analysis will lead to novel insights of AD.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- approach: statistical model
- Citations
- 56
- FWCI
- 4.80
- Field percentile
- top 4%
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