Computing hematopoiesis plasticity in response to genetic mutations and environmental stimulations
Cell plasticity (CP), describing a dynamic cell state, plays a crucial role in maintaining homeostasis during organ morphogenesis, regeneration, and trauma-to-repair biological process. Single-cell-omics datasets provide an unprecedented resource to empower CP analysis. Hematopoiesis offers fertile opportunities to develop quantitative methods for understanding CP. In this study, we generated high-quality lineage-negative single-cell RNA-sequencing datasets under various conditions and introduced a working pipeline named scPlasticity to interrogate naïve and disturbed plasticity of hematopoietic stem and progenitor cells with mutational or environmental challenges. Using embedding methods UMAP or FA, a continuum of hematopoietic development is visually observed in wild type where the pipeline confirms a low <i>proportion of hybrid cells</i> ( <i><b>P</b></i> <sub><i><b>hc</b></i> </sub> , with bias range: 0.4∼0.6) on a transition trajectory. Upon <i>Tet2</i> mutation, a driver of leukemia, or treatment of DSS, an inducer of colitis, <i><b>P</b></i> <sub><i><b>hc</b></i> </sub> is increased and plasticity of hematopoietic stem and progenitor cells was enhanced. We prioritized several transcription factors and signaling pathways, which are responsible for <i><b>P</b></i> <sub><i><b>hc</b></i> </sub> alterations. In silico perturbation suggests knocking out EGR regulons or pathways of IL-1R1 and β-adrenoreceptor partially reverses <i><b>P</b></i> <sub><i><b>hc</b></i> </sub> promoted by <i>Tet2</i> mutation and inflammation.
Authors
- Huaquan Wang (ORCID: https://orcid.org/0000-0003-2402-2717)
- Yuchen Wen
- Zhigang Cai (ORCID: https://orcid.org/0009-0003-2416-9951)
- Baobing Zhao (ORCID: https://orcid.org/0000-0001-8522-4764)
- Hang He
- Yanmei Li (ORCID: https://orcid.org/0000-0003-2116-1607)
- Yunxi Ma
- Dengyi Bao
- Lorie Chen Cai
Institutions
- Shandong University (CN)
- Tianjin Medical University General Hospital (CN)
- Tianjin Medical University (CN)
Publication Details
- Journal
- Life Science Alliance
- Published
- 2024-11-13
- DOI
- https://doi.org/10.26508/lsa.202402971
- Citations
- 2
- Primary Topic
- Single-cell and spatial transcriptomics
- Type
- article
- Field-Weighted Citation Impact
- 0.47
Funders
- National Science Foundation
- National Natural Science Foundation of China
- Tianjin Medical University