行星干细胞分化的调控逻辑

Alberto Pérez-Posada, Helena García-Castro, Elena Emili, Virginia Vanni, Cirenia Arias-Baldrich, Siebren Frölich, Simon J. van Heeringen, Nathan J. Kenny, Jordi Solana
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摘要

细胞类型特征由基因调控网络(GRN)决定,该网络由特定转录因子(TF)的表达组成,通过与开放染色质区域(OCR)结合来调控靶基因(TG)。分化的调控逻辑包括以组合方式发挥作用的一种或多种细胞类型的特异性因子。发现 GRN 的经典方法是利用扰动数据来阐明 TF-TG 的联系,但这种方法非常费力,而且无法扩展到整个生命树。单细胞转录组学已成为一种革命性的方法,能以细胞类型分辨率研究基因表达,但纳入扰动数据具有挑战性。有袋类动物的多能新母细胞干细胞不断产生所有细胞类型,为尝试这种整合提供了一个理想的模型。尽管进行了广泛的单细胞转录组研究,但细胞类型水平的转录和染色质调控仍有待探索。在这里,我们通过对单细胞转录组学和单细胞可及性数据进行生物体水平的整合,研究了花叶植物干细胞分化的调控逻辑。我们确定了主要分化细胞类型的特定开放染色质图谱,并分析了它们的转录组景观,揭示了在单个类型和它们的组合中表达的不同基因模块。综合分析揭示了反映每种类型中已知 TF 相互作用的基因网络,并确定了可能驱动多种细胞类型分化的 TF。为了验证我们的预测,我们将TF基因敲除RNAi实验与单细胞转录组学相结合。我们重点研究了已知在肠道吞噬细胞中表达的 TF hnf4,并证实了它对其他类型细胞(包括实质细胞)的影响。我们的研究结果表明,预测靶标与实验验证的差异调控基因之间存在高度重叠。总之,我们的研究整合了TFs、TGs和OCRs,揭示了刨状干细胞分化的调控逻辑,表明单细胞方法和扰动研究的结合将是广泛表征GRNs的关键。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Regulatory Logic of Planarian Stem Cell Differentiation
Cell type identity is determined by gene regulatory networks (GRNs), comprising the expression of specific transcription factors (TFs) regulating target genes (TGs) via binding to open chromatin regions (OCRs). The regulatory logic of differentiation includes factors specific to one or multiple cell types, functioning in a combinatorial fashion. Classic approaches of GRN discovery used perturbational data to elucidate TF-TG links, but are laborious and not scalable across the tree of life. Single cell transcriptomics has emerged as a revolutionary approach to study gene expression with cell type resolution, but incorporating perturbational data is challenging. Planarians, with their pluripotent neoblast stem cells continuously giving rise to all cell types, offer an ideal model to attempt this integration. Despite extensive single cell transcriptomic studies, the transcriptional and chromatin regulation at the cell type level remains unexplored. Here, we investigate the regulatory logic of planarian stem cell differentiation by obtaining an organism-level integration of single cell transcriptomics and single cell accessibility data. We identify specific open chromatin profiles for major differentiated cell types and analyse their transcriptomic landscape, revealing distinct gene modules expressed in individual types and combinations of them. Integrated analysis unveils gene networks reflecting known TF interactions in each type and identifies TFs potentially driving differentiation across multiple cell types. To validate our predictions, we combined TF knockdown RNAi experiments with single cell transcriptomics. We focus on hnf4, a TF known to be expressed in gut phagocytes, and confirm its influence on other types, including parenchymal cells. Our results demonstrate high overlap between predicted targets and experimentally-validated differentially-regulated genes. Overall, our study integrates TFs, TGs and OCRs to reveal the regulatory logic of planarian stem cell differentiation, showcasing that the combination of single cell methods and perturbational studies will be key for characterising GRNs widely.
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