ImmuCellAI-mouse: a tool for comprehensive prediction of mouse immune cell abundance and immune microenvironment depiction

• Published in: Bioinformatics (Oxford, England) Vol. 38; no. 3; pp. 785 - 791
• Main Authors: Miao, Ya-Ru, Xia, Mengxuan, Luo, Mei, Luo, Tao, Yang, Mei, Guo, An-Yuan
• Format: Journal Article
• Language: English
• Published: England Oxford University Press 12-01-2022
• Subjects: Algorithms; Animals; Benchmarking; Computers; Humans; Mice; Software
• ISSN: 1367-4803; 1367-4811
• DOI: 10.1093/bioinformatics/btab711

Abstract
Motivation
Immune cells are important components of the immune system and are crucial for disease initiation, progression, prognosis and survival. Although several computational methods have been designed for predicting the abundance of immune cells, very few tools are applicable to mouse. Given that, mouse is the most widely used animal model in biomedical research, there is an urgent need to develop a precise algorithm for predicting mouse immune cells.
Results
We developed a tool named Immune Cell Abundance Identifier for mouse (ImmuCellAI-mouse), for estimating the abundance of 36 immune cell (sub)types from gene expression data in a hierarchical strategy of three layers. Reference expression profiles and robust marker gene sets of immune cell types were curated. The abundance of cells in three layers was predicted separately by calculating the ssGSEA enrichment score of the expression deviation profile per cell type. Benchmark results showed high accuracy of ImmuCellAI-mouse in predicting most immune cell types, with correlation coefficients between predicted value and real cell proportion of most cell types being larger than 0.8. We applied ImmuCellAI-mouse to a mouse breast tumor dataset and revealed the dynamic change of immune cell infiltration during treatment, which is consistent with the findings of the original study but with more details. We also constructed an online server for ImmuCellAI-mouse, on which users can upload expression matrices for analysis. ImmuCellAI-mouse will be a useful tool for studying the immune microenvironment, cancer immunology and immunotherapy in mouse models, providing an indispensable supplement for human disease studies.
Availability and implementation
Software is available at http://bioinfo.life.hust.edu.cn/ImmuCellAI-mouse/.
Supplementary information
Supplementary data are available at Bioinformatics online.