Extracellular vesicle-derived miRNA-mediated cell–cell communication inference for single-cell transcriptomic data with miRTalk
MicroRNAs are released from cells in extracellular vesicles (EVs), representing an essential mode of cell-cell communication (CCC) via a regulatory effect on gene expression. Single-cell RNA-sequencing technologies have ushered in an era of elucidating CCC at single-cell resolution. Herein, we present miRTalk, a pioneering approach for inferring CCC mediated by EV-derived miRNA-target interactions (MiTIs). The benchmarking against simulated and real-world datasets demonstrates the superior performance of miRTalk, and the application to four disease scenarios reveals the in-depth MiTI-mediated CCC mechanisms. Collectively, miRTalk can infer EV-derived MiTI-mediated CCC with scRNA-seq data, providing new insights into the intercellular dynamics of biological processes.
Authors
- Xiao Xu (ORCID: https://orcid.org/0000-0002-2761-2811)
- Xueying Fan (ORCID: https://orcid.org/0000-0002-7809-2254)
- Jie Liao (ORCID: https://orcid.org/0000-0002-6697-8998)
- Lingqi Yu
- Jingyang Qian (ORCID: https://orcid.org/0000-0002-5409-0326)
- Xiaohui Fan (ORCID: https://orcid.org/0000-0002-6336-3007)
- Xin Shao (ORCID: https://orcid.org/0000-0002-1928-3878)
- Chengyu Li (ORCID: https://orcid.org/0000-0003-4463-717X)
- Haihong Yang
- Xinyu Yang (ORCID: https://orcid.org/0009-0009-1758-5221)
Institutions
- Zhejiang University of Science and Technology (CN)
- Westlake University (CN)
- Ningbo No. 2 Hospital (CN)
- Ministry of Education (KR)
- Zhejiang Provincial People's Hospital (CN)
- Women's Hospital, School of Medicine, Zhejiang University (CN)
- Zhejiang Pharmaceutical College (CN)
- Affiliated Hangzhou First People's Hospital, Westlake University, School of Medicine (CN)
- Ningbo University Affiliated Hospital (CN)
- Ministry of Public Health (MG)
- Hangzhou Medical College (CN)
- Zhejiang University (CN)
Publication Details
- Journal
- Genome biology
- Published
- 2025-04-14
- DOI
- https://doi.org/10.1186/s13059-025-03566-x
- Citations
- 11
- Primary Topic
- Extracellular vesicles in disease
- Type
- article
- Field-Weighted Citation Impact
- 8.06
Funders
- National Natural Science Foundation of China
- Zhejiang University
- Major Research Plan
- Fundamental Research Funds for the Central Universities