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.

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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

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article

Computing hematopoiesis plasticity in response to genetic mutations and environmental stimulations

Huaquan Wang, Yuchen Wen, Zhigang Cai, Baobing Zhao et al.
2 citations
Life Science Alliance
Single-cell and spatial transcriptomics
0.47
article

Computing hematopoiesis plasticity in response to genetic mutations and environmental stimulations

Huaquan Wang, Yuchen Wen, Zhigang Cai, Baobing Zhao, Hang He, Yanmei Li, Yunxi Ma, Dengyi Bao, Lorie Chen Cai
article en
2 citations

Abstract

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.

Life Science AllianceVol. 8(2)
Shandong University (CN), Tianjin Medical University General Hospital (CN), Tianjin Medical University (CN)
National Science Foundation, National Natural Science Foundation of China, Tianjin Medical University
Responsible consumption and production
Openalex Percentile: Top 34%
Single-cell and spatial transcriptomics
0.47
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