Single-cell eQTL Mapping Reveals Cell Subtype-specific Genetic Control and Mechanism in Malignant Transformation of Colorectal Cancer
- PMID: 40029140
- DOI: 10.1158/2159-8290.CD-24-1561
Single-cell eQTL Mapping Reveals Cell Subtype-specific Genetic Control and Mechanism in Malignant Transformation of Colorectal Cancer
Abstract
Colorectal cancer is a heterogeneous disease that develops through a stepwise accumulation, yet the underlying mechanisms at single-cell resolution remain unclear. In this study, we profiled 751,531 single-cell transcriptomes, spatial transcriptomics, and snMultiomes from 142 multistage samples, revealing the cellular and molecular alterations and dynamic intercellular cross-talk during colorectal cancer development. Additionally, we created a colorectal cancer single-cell expression quantitative trait locus (sc-eQTL) map identifying 16,833 significant pairs across 28 cell subtypes, with more than 76% of sc-eQTLs being cell type-specific and fewer than 15% detectable in bulk datasets. A polygenic risk score derived from sc-eQTLs substantially improved colorectal cancer risk prediction. We prioritized rs4794979 that is associated with an increased colorectal cancer risk (OR = 1.11, P = 2.04 × 10-12) by promoting LGALS9 expression mediated by ELK1. Elevated LGALS9 in epithelia interacts with SLC1A5 on fibroblasts, promoting transformation into cancer-associated fibroblasts and simultaneously inducing CD8+ T-cell exhaustion via the LGALS9-TIM3 axis, thereby facilitating colorectal cancer development. Blocking the LGALS9-TIM3 axis enhanced anti-PD-1 therapy to inhibit colorectal cancer progression.
Significance: Our study provides a valuable resource, including a dynamic single-cell landscape and a robust colorectal cancer sc-eQTL atlas, and elucidates the cell type-specific regulation and important cross-talk mechanisms between cell types in the tumor microenvironment, offering deep insights into colorectal cancer tumorigenesis and targeted therapies.
©2025 American Association for Cancer Research.
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Grants and funding
- NSFC-81925032/National Science Fund for Distinguished Young Scholars of China
- 2023ZD0501400/Noncommunicable Chronic Diseases-National Science and Technology Major Project
- 2022YFA0806601/National Key R&D Program of China
- 2024YFC3405804/National Key R&D Program of China
- NSFC-82130098/Key Program of National Natural Science Foundation of China
- NSFC-82322058/National Science Fund for Excellent Young Scholars
- NSFC-82273713/Program of National Natural Science Foundation of China
- 2022QNRC001/Young Elite Scientists Sponsorship Program by CAST
- 2023AFA046/National Science Fund for Distinguished Young Scholars of Hubei Province of China
- 2023020201010060/the Leading Talent Program of the Health Commission of Hubei Province, Knowledge Innovation Program of Wuhan
- 2042024kf1007/Fundamental Research Funds for the Central Universities
- 2042022rc0026/Fundamental Research Funds for the Central Universities
- 2023020201010073/Knowledge Innovation Program of Wuhan
- NSFC-82373663/Program of National Natural Science Foundation of China
- 2024YFC3405803/National Key R&D Program of China
- 2024AFB777/National Science Foundation of Hubei Province of China
- WJ2023M045/Program of Health Commission of Hubei Province
- 2023020201020244/Knowledge Innovation Program of Wuhan
- NSFC-82473712/Program of National Natural Science Fundation of China
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