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.
A spatiotemporal and machine-learning platform facilitates the manufacturing of hPSC-derived esophageal mucosa
时空机器学习平台促进了hPSC衍生食管黏膜的制造
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作者:Ying Yang ,Carmel Grace McCullough ,Lucas Seninge ,Lihao Guo ,Woo-Joo Kwon ,Yongchun Zhang ,Nancy Yanzhe Li ,Sadhana Gaddam ,Cory Pan ,Hanson Zhen ,Jessica Torkelson ,Ian A Glass ,Jianwen Que ,Joshua M Stuart ,Hongxu Ding ,Anthony E Oro
| 期刊: | Developmental Cell | 影响因子: | 10.700 |
| 时间: | 2025 | 起止号: | 2025 May 5;60(9):1359-1376. |
| doi: | 10.1016/j.devcel.2024.12.030 | 研究方向: | 其它 |
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