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MatriCom, a single-cell RNA-sequencing data mining tool to infer cell-extracellular matrix interactions
Rijuta Lamba1,2, Asia M Paguntalan3, Petar B Petrov4
1Faculty of Biochemistry and Molecular Medicine, University of Oulu, Oulu FI-90014, Finland.
Journal of Cell Science
|June 12, 2025
Summary
MatriCom infers cell-extracellular matrix (ECM) interactions from single-cell RNA sequencing data using a curated database. This tool reveals communication networks, aiding in understanding tissue development and disease.
Area of Science:
- Biochemistry
- Bioinformatics
- Cell Biology
Background:
- The extracellular matrix (ECM) provides structural support and mediates cell signaling in multicellular organisms.
- Protein interactions within the ECM and with cell receptors are crucial for tissue development and function.
- Understanding these interactions is key to deciphering cellular communication and tissue remodeling.
Purpose of the Study:
- To introduce MatriCom, a novel web application and R package for inferring ECM and cell-ECM communications.
- To leverage a comprehensive database (MatriComDB) of over 25,000 curated interactions for accurate imputation.
- To provide a tool for analyzing user-generated and public scRNA-Seq datasets.
Main Methods:
- Development of MatriCom, a web application and R package.
- Utilizing the MatriComDB, a curated database of matrisome component interactions.
- Applying interaction imputation algorithms to single-cell RNA sequencing (scRNA-Seq) data.
- Incorporating specific rules governing ECM protein interactions.
Main Results:
- Construction of the first human kidney matrisome communication network.
- Analysis of 46 scRNA-Seq datasets from healthy adult tissues.
- Identification of conserved and diverse ECM assemblies and cell/ECM interaction mechanisms.
- Demonstration of MatriCom's capability to generate novel biological insights.
Conclusions:
- MatriCom provides a powerful platform for dissecting ECM and cell-ECM communication networks.
- The tool facilitates the study of tissue-specific ECM organization and signaling.
- MatriCom aids in understanding the evolutionary conservation and diversification of ECM interactions across tissues.

