학술논문

Systems-level identification of key transcription factors in immune cell specification
Document Type
article
Source
PLOS Computational Biology. 18(9)
Subject
Biochemistry and Cell Biology
Biomedical and Clinical Sciences
Biological Sciences
Immunology
Human Genome
Biotechnology
Stem Cell Research
Genetics
1.1 Normal biological development and functioning
Underpinning research
Inflammatory and immune system
Animals
Cell Differentiation
Cell Lineage
Computational Biology
Gene Regulatory Networks
Histone-Lysine N-Methyltransferase
Humans
Mice
Transcription Factors
Mathematical Sciences
Information and Computing Sciences
Bioinformatics
Language
Abstract
Transcription factors (TFs) are crucial for regulating cell differentiation during the development of the immune system. However, the key TFs for orchestrating the specification of distinct immune cells are not fully understood. Here, we integrated the transcriptomic and epigenomic measurements in 73 mouse and 61 human primary cell types, respectively, that span the immune cell differentiation pathways. We constructed the cell-type-specific transcriptional regulatory network and assessed the global importance of TFs based on the Taiji framework, which is a method we have previously developed that can infer the global impact of TFs using integrated transcriptomic and epigenetic data. Integrative analysis across cell types revealed putative driver TFs in cell lineage-specific differentiation in both mouse and human systems. We have also identified TF combinations that play important roles in specific developmental stages. Furthermore, we validated the functions of predicted novel TFs in murine CD8+ T cell differentiation and showed the importance of Elf1 and Prdm9 in the effector versus memory T cell fate specification and Kdm2b and Tet3 in promoting differentiation of CD8+ tissue resident memory (Trm) cells, validating the approach. Thus, we have developed a bioinformatic approach that provides a global picture of the regulatory mechanisms that govern cellular differentiation in the immune system and aids the discovery of novel mechanisms in cell fate decisions.