计算造血干细胞和祖细胞在基因突变和环境刺激下的可塑性

Yuchen Wen, Hang He, Yunxi Ma, Lorie Chen Cai, Huaquan Wang, Yanmei Li, Baobing Zhao, Zhigang Cai
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摘要

细胞可塑性(CP)描述的是一种动态细胞状态,在器官形态发生、再生和损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分析细胞可塑性提供了前所未有的资源。造血系统为开发定量方法提供了肥沃的土壤,这些方法可以从实验真相中获得丰富的支持,从而理解造血干细胞。在这项研究中,我们在各种条件下生成了高质量的系阴性(Lin-)单细胞RNA测序数据集,并引入了一个名为Snapdragon的工作流水线,以研究造血干细胞和祖细胞(HSPCs)在突变或环境挑战下的幼稚和紊乱可塑性。利用嵌入方法 UMAP 或 FA,可直观地观察到野生型造血发育的连续性,该管道确认了过渡轨迹上极低的杂交细胞比例(Phc,偏倚范围:0.4-0.6)。在白血病驱动因子 Tet2 突变或结肠炎诱导因子 DSS 治疗后,Phc 增加,HSPC 的可塑性增强。定量分析显示,Tet2突变增强了造血干细胞的自我更新能力,而DSS处理则导致髓系偏移轨迹增强,这表明它们的后果相似但又不同。我们优先考虑了导致 Phc 改变的几个转录因子(即 EGR 家族)和信号通路(即 IL1R1 和 ADRB 受体,分别涉及炎症和同情感应)。基于CellOracle的模拟表明,敲除EGR调控子或IL1R1和ADRB的通路可部分逆转由Tet2突变和炎症促进的Phc。总之,该研究为多样化造血模拟提供了高质量的单细胞转录组矩阵数据集,并为量化受干扰的Phc和CP提供了计算管道Snapdragon。(247字)
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Computing hematopoietic stem and progenitor cell 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 damage-to-repair biological process. Single-cell-omics datasets provide unprecedented resource to empowers analysis on CP. Hematopoiesis offers fertile opportunities to develop quantitative methods for understanding CP with rich supports from experimental ground-truths. In this study we generated high-quality lineage-negative (Lin) single-cell RNA-sequencing datasets under various conditions and introduced a working pipeline named Snapdragon to interrogate naïve and disturbed plasticity of hematopoietic stem and progenitor cells (HSPCs) with mutational or environmental challenges. Utilizing embedding methods UMAP or FA, a continuum of hematopoietic development is visually observed in wildtype where the pipeline confirms a very low Proportion of hybrid-cells (Phc, 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, Phc is increased and plasticity of HSPCs was enhanced. Quantitative analysis indicates that Tet2 mutation enhances HSC self-renewal capability while DSS treatment results in an enhanced myeloid-skewing trajectory, suggesting their similar but different consequences. We prioritized several transcription factors (i.e the EGR family) and signaling pathways (i.e. receptors IL1R1 and ADRB, inflammation and sympathy-sensing respectively) which are responsible for Phc alterations. CellOracle-based simulation suggests that knocking-out EGR regulons or pathways of IL1R1 and ADRB partially reverses Phc promoted by Tet2 mutation and inflammation. In conclusion, the study provides high-quality datasets with single-cell transcriptomic matrices for diversified hematopoietic simulations and a computational pipeline Snapdragon for quantifying disturbed Phc and CP. (247 words)
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