Expression quantitative trait locus studies in the era of single-cell omics
Jie Luo1, Xinyi Wu2, Yuan Cheng2
1State Key Laboratory for Managing Biotic and Chemical Threats to The Quality and Safety of Agro-products, Zhejiang Academy of Agricultural Sciences, Hangzhou, China.
Single-cell eQTL (sc-eQTL) studies reveal cell-type-specific gene expression regulation, bridging genetic variants and complex traits. This review details sc-eQTL methods, benefits, limitations, and applications for advancing genetic research.
Area of Science:
- Genomics
- Molecular Biology
- Bioinformatics
Background:
- Genome-wide association studies link genetic variants to complex phenotypes through gene expression regulation.
- Bulk transcriptome analysis (eQTL mapping) advanced understanding but has limitations due to cell-type-specific gene expression.
- Single-cell RNA sequencing (scRNA-seq) enables cell-type-specific regulatory insights.
Purpose of the Study:
- To review the methodology and applications of single-cell eQTL (sc-eQTL) studies.
- To highlight the advantages and disadvantages of sc-eQTL analysis.
- To discuss the current and future impact of sc-eQTL discoveries on complex trait research.
Main Methods:
- Overview of sc-eQTL study design and data processing pipelines.
- Detailed explanation of sc-eQTL mapping procedures.
- Comparative analysis of bulk eQTL versus sc-eQTL approaches.
Main Results:
- sc-eQTL analysis identifies gene expression regulation at a single-cell resolution.
- Demonstrates cell-type-specific effects of genetic variants on gene expression.
- Highlights the power of sc-eQTLs in dissecting complex trait architectures.
Conclusions:
- sc-eQTL studies are crucial for understanding cell-type-specific gene regulation.
- These studies overcome limitations of bulk transcriptomics for complex trait genetics.
- Future applications promise deeper insights into disease mechanisms and therapeutic targets.
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