Computing hematopoiesis plasticity in response to genetic mutations and environmental stimulations.

IF 3.3 2区 生物学 Q1 BIOLOGY Life Science Alliance Pub Date : 2024-11-13 Print Date: 2025-02-01 DOI:10.26508/lsa.202402971
Yuchen Wen, Hang He, Yunxi Ma, Dengyi Bao, Lorie Chen Cai, Huaquan Wang, Yanmei Li, Baobing Zhao, Zhigang Cai
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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 proportion of hybrid cells ( P hc , with bias range: 0.4∼0.6) on a transition trajectory. Upon Tet2 mutation, a driver of leukemia, or treatment of DSS, an inducer of colitis, P hc is increased and plasticity of hematopoietic stem and progenitor cells was enhanced. We prioritized several transcription factors and signaling pathways, which are responsible for P hc alterations. In silico perturbation suggests knocking out EGR regulons or pathways of IL-1R1 and β-adrenoreceptor partially reverses P hc promoted by Tet2 mutation and inflammation.

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计算造血系统在基因突变和环境刺激下的可塑性。
细胞可塑性(CP)描述了一种动态的细胞状态,在器官形态发生、再生和创伤到修复的生物过程中对维持平衡起着至关重要的作用。单细胞组学数据集为细胞可塑性分析提供了前所未有的资源。造血系统为开发定量方法以了解造血干细胞提供了良机。在这项研究中,我们在各种条件下生成了高质量的系阴性单细胞RNA测序数据集,并引入了一个名为scPlasticity的工作流水线,以研究造血干细胞和祖细胞在突变或环境挑战下的幼稚和紊乱可塑性。使用嵌入方法UMAP或FA,在野生型中可直观地观察到造血发育的连续性,管道确认了过渡轨迹上混合细胞的低比例(P hc,偏差范围:0.4∼0.6)。当白血病驱动因子Tet2突变或结肠炎诱导因子DSS处理时,P hc增加,造血干细胞和祖细胞的可塑性增强。我们优先选择了几种转录因子和信号通路,它们是 P hc 改变的原因。硅学扰动表明,敲除EGR调控子或IL-1R1和β肾上腺素受体的通路可部分逆转Tet2突变和炎症引起的P hc。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Life Science Alliance
Life Science Alliance Agricultural and Biological Sciences-Plant Science
CiteScore
5.80
自引率
2.30%
发文量
241
审稿时长
10 weeks
期刊介绍: Life Science Alliance is a global, open-access, editorially independent, and peer-reviewed journal launched by an alliance of EMBO Press, Rockefeller University Press, and Cold Spring Harbor Laboratory Press. Life Science Alliance is committed to rapid, fair, and transparent publication of valuable research from across all areas in the life sciences.
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