Evidence map›Paper›PMID 41906160›Full record

ArticleCell & bioscience2026

Single-cell ATAC-seq analysis of human embryoid bodies reveals crucial transcription factor networks involved in early germ layer specification.

Linying Li, Xiaoyu He, Feng Zhang, Xiaodong Cai, Qiuhui Zhang, Tie Yang, Ran Tong, Shuang Li, Xiaoyan Ding, Yang Dong and 2 more

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Article in Cell & bioscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

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12 authors.

Linying Li *Department of Central Laboratory, Shanghai Children's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200062, China.
Xiaoyu He *Department of Histoembryology, Genetics and Developmental Biology, Shanghai Key Laboratory of Reproductive Medicine, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.ORCID http://orcid.org/0009-0003-6358-6328
Feng Zhang *Digital Technologies, Hainan Bielefeld University of Applied Sciences, Hainan, China. feng.zhang@hainan-biuh.edu.cn.
Xiaodong CaiDepartment of Histoembryology, Genetics and Developmental Biology, Shanghai Key Laboratory of Reproductive Medicine, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.ORCID http://orcid.org/0009-0009-5801-4177
Qiuhui ZhangDepartment of Histoembryology, Genetics and Developmental Biology, Shanghai Key Laboratory of Reproductive Medicine, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Tie YangDepartment of Central Laboratory, Shanghai Children's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200062, China.
Ran TongDepartment of Histoembryology, Genetics and Developmental Biology, Shanghai Key Laboratory of Reproductive Medicine, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China.
Shuang LiDepartment of Central Laboratory, Shanghai Children's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200062, China.
Xiaoyan DingCenter for Excellence in Molecular Cell Science, Chinese Academy of Sciences, Shanghai, 200031, China.
Yang DongDepartment of Histoembryology, Genetics and Developmental Biology, Shanghai Key Laboratory of Reproductive Medicine, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. yang.dong@shsmu.edu.cn.ORCID http://orcid.org/0000-0002-4810-2730
Junmei ZhouDepartment of Central Laboratory, Shanghai Children's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, 200062, China. zhoujm@shchildren.com.cn.
Lingjie LiDepartment of Histoembryology, Genetics and Developmental Biology, Shanghai Key Laboratory of Reproductive Medicine, Key Laboratory of Cell Differentiation and Apoptosis of Chinese Ministry of Education, Shanghai Jiao Tong University School of Medicine, Shanghai, 200025, China. lingjie@shsmu.edu.cn.ORCID http://orcid.org/0000-0003-4348-516X

Funding

National Key R&D Program of China 2021YFA1100400National Natural Science Foundation of China 32070867National Natural Science Foundation of China 32100516National Natural Science Foundation of China 32470784National Research Center for Translational Medicine at Shanghai NRCTM(SH)-2025-06Natural Science Foundation of Shanghai 21ZR1435900Shanghai Sailing Program 21YF1422600Startup Fund for Young Faculty at SJTU (SFYF at SJTU) 21X010501077
6 · The paper itself

Abstract

backgroundPrimary germ layer formation is a crucial event that follows fertilization and is accompanied by significant epigenetic changes. However, the precise mechanism of cell fate specification remains inadequately defined.

methodsIn this study, we employed human embryoid body as an in vitro model to mimic early development and conducted single-cell ATAC sequencing to delineate lineage-specific chromatin regulatory elements and their associated transcription factor (TF) networks.

resultsBy assessing the consistency of TF gene activity and binding in each cell, we classified the three germ layers and performed pseudotime analysis, leading to the identification of “early committed cells” at the onset of each germ layer. Subsequently, we established TF regulatory networks by integrating the inferred loop signals (InferLoop) of binding site and target gene promoters, pinpointing the key TFs that govern the early committed cells in each germ layer. Finally, through gene knockdown and phenotypic analysis, we confirmed their essential roles in early cell fate determination.

conclusionsOur findings demonstrate that scATAC-seq can delineate transitional cell populations and identify a series of key TFs crucial in early germ layer determination. Furthermore, our methodological framework presents a pathway for future explorations in this intricate field of biology and provides valuable resources for mechanistic study. Collectively, this work provides novel insights to the intricate process of cell differentiation and germ layer specification, potentially contributing to significant advancements in the field of developmental biology research.

Indexed as

Germ layer specificationHuman embryonic stem cellsscATAC-seqTranscription factor network

Identifiers

PMID41906160
PMCPMC13154528

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.