Single-cell multi-omics, spatial transcriptomics and systematic perturbation decode circuitry of neural crest fate decisions

Zhiyuan Hu, Sarah Mayes, Weixu Wang, Jose M. Santos-Pereira, Fabian Theis, Tatjana Sauka-Spengler
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Abstract

Cranial neural crest (NC) cells, which can migrate, adopt multiple fates, and form most of the craniofacial skeleton, are an excellent model for studying cell fate decisions. Using time-resolved single-cell multi-omics, spatial transcriptomics, and systematic Perturb-seq, we fully deciphered zebrafish cranial NC programs, including 23 cell states and three spatial trajectories, reconstructed and tested the complete gene regulatory network (GRN). Our GRN model, combined with a novel velocity-embedded simulation method, accurately predicted functions of all major regulons, with over a 3-fold increase in correlation between in vivo and in silico perturbations. Using our new approach based on regulatory synchronization, we discovered a post-epithelial-mesenchymal-transition endothelial-like program crucial for migration, identified motif coordinators for dual-fate priming, and quantified lineage-specific cooperative transcription factor functions. This study provides a comprehensive and validated NC regulatory landscape with unprecedented resolution, offering general regulatory models for cell fate decisions in vertebrates.
单细胞多组学、空间转录组学和系统扰动解码神经嵴命运决定的回路
颅神经嵴(NC)细胞可以迁移、采用多种命运并形成大部分颅面部骨骼,是研究细胞命运决定的绝佳模型。我们利用时间分辨单细胞多组学、空间转录组学和系统性Perturb-seq技术,全面解密了斑马鱼颅骨NC程序,包括23种细胞状态和三种空间轨迹,重建并测试了完整的基因调控网络(GRN)。我们的基因调控网络模型与新颖的速度嵌入式模拟方法相结合,准确预测了所有主要调控子的功能,体内扰动与硅学扰动之间的相关性提高了3倍以上。利用我们基于调控同步的新方法,我们发现了对迁移至关重要的上皮-间质-过渡内皮样程序,确定了双命运引物的主题协调因子,并量化了特定品系的合作转录因子功能。这项研究以前所未有的分辨率提供了一个全面的、经过验证的数控调控图谱,为脊椎动物的细胞命运决定提供了通用调控模型。
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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