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一个时空与机器学习平台助力人多能干细胞衍生食管黏膜的制造。

A spatiotemporal and machine-learning platform facilitates the manufacturing of hPSC-derived esophageal mucosa.

作者信息

Yang Ying, McCullough Carmel Grace, Seninge Lucas, Guo Lihao, Kwon Woo-Joo, Zhang Yongchun, Li Nancy Yanzhe, Gaddam Sadhana, Pan Cory, Zhen Hanson, Torkelson Jessica, Glass Ian A, Charville Gregory W, Que Jianwen, Stuart Joshua M, Ding Hongxu, Oro Anthony E

机构信息

Program in Epithelial Biology and Center for Definitive and Curative Medicine, Stanford University, Stanford, CA, USA.

Department of Biomolecular Engineering and Genomics Institute, University of California, Santa Cruz, Santa Cruz, CA, USA.

出版信息

Dev Cell. 2025 May 5;60(9):1359-1376.e10. doi: 10.1016/j.devcel.2024.12.030. Epub 2025 Jan 10.

Abstract

Human pluripotent stem cell-derived tissue engineering offers great promise for designer cell-based personalized therapeutics, but harnessing such potential requires a deeper understanding of tissue-level interactions. We previously developed a cell replacement manufacturing method for ectoderm-derived skin epithelium. However, it remains challenging to manufacture the endoderm-derived esophageal epithelium despite possessing a similar stratified epithelial structure. Here, we employ single-cell and spatial technologies to generate a spatiotemporal multi-omics cell census for human esophageal development. We identify the cellular diversity, dynamics, and signal communications for the developing esophageal epithelium and stroma. Using Manatee, a machine-learning algorithm, we prioritize the combinations of candidate human developmental signals for in vitro derivation of esophageal basal cells. Functional validation of Manatee predictions leads to a clinically compatible system for manufacturing human esophageal mucosa.

摘要

人类多能干细胞衍生的组织工程为基于设计细胞的个性化治疗带来了巨大希望,但要发挥这种潜力需要更深入地了解组织水平的相互作用。我们之前开发了一种用于外胚层衍生的皮肤上皮的细胞替代制造方法。然而,尽管具有相似的分层上皮结构,但制造内胚层衍生的食管上皮仍然具有挑战性。在这里,我们采用单细胞和空间技术来生成人类食管发育的时空多组学细胞普查。我们确定了发育中的食管上皮和基质的细胞多样性、动态变化和信号通讯。使用机器学习算法海牛,我们对用于体外衍生食管基底细胞的候选人类发育信号组合进行了优先级排序。海牛预测的功能验证产生了一个临床上兼容的制造人类食管黏膜的系统。

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Epithelial architecture and signaling activity in the adult human esophagus.成人人类食管中的上皮结构与信号传导活性
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