Allele-specific analysis reveals exon- and cell-type-specific regulatory effects of Alzheimer's disease-associated genetic variants

被引:13
|
作者
He, Liang [1 ]
Loika, Yury [1 ]
Kulminski, Alexander M. [1 ]
机构
[1] Duke Univ, Social Sci Res Inst, Biodemog Aging Res Unit, Durham, NC 27708 USA
基金
美国国家卫生研究院;
关键词
RNA-SEQ; BIOCONDUCTOR PACKAGE; APOLIPOPROTEIN-E; COMMON VARIANTS; EXPRESSION; CD33; TRANSCRIPTOME; METAANALYSIS; MICROGLIA; GENOTYPE;
D O I
10.1038/s41398-022-01913-1
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
Elucidating regulatory effects of Alzheimer's disease (AD)-associated genetic variants is critical for unraveling their causal pathways and understanding the pathology. However, their cell-type-specific regulatory mechanisms in the brain remain largely unclear. Here, we conducted an analysis of allele-specific expression quantitative trait loci (aseQTLs) for 33 AD-associated variants in four brain regions and seven cell types using similar to 3000 bulk RNA-seq samples and >0.25 million single nuclei. We first develop a flexible hierarchical Poisson mixed model (HPMM) and demonstrate its superior statistical power to a beta-binomial model achieved by unifying samples in both allelic and genotype-level expression data. Using the HPMM, we identified 24 (similar to 73%) aseQTLs in at least one brain region, including three new eQTLs associated with CA12, CHRNE, and CASS4. Notably, the APOE epsilon 4 variant reduces APOE expression across all regions, even in AD-unaffected controls. Our results reveal region-dependent and exon-specific effects of multiple aseQTLs, such as rs2093760 with CR1, rs7982 with CLU, and rs3865444 with CD33. In an attempt to pinpoint the cell types responsible for the observed tissue-level aseQTLs using the snRNA-seq data, we detected many aseQTLs in microglia or monocytes associated with immune-related genes, including HLA-DQB1, HLA-DQA2, CD33, FCER1G, MS4A6A, SPI1, and BIN1, highlighting the regulatory role of AD-associated variants in the immune response. These findings provide further insights into potential causal pathways and cell types mediating the effects of the AD-associated variants.
引用
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页数:15
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