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重新评估人类诱导多能干细胞中的标记基因以加强质量控制。

Reassessment of marker genes in human induced pluripotent stem cells for enhanced quality control.

作者信息

Dobner Jochen, Diecke Sebastian, Krutmann Jean, Prigione Alessandro, Rossi Andrea

机构信息

Genome Engineering and Model Development Lab (GEMD), IUF-Leibniz Research Institute for Environmental Medicine, Düsseldorf, Germany.

Max Delbrück Center for Molecular Medicine (MDC), Berlin, Germany.

出版信息

Nat Commun. 2024 Oct 2;15(1):8547. doi: 10.1038/s41467-024-52922-1.

Abstract

Human induced pluripotent stem cells (iPSCs) have great potential in research, but pluripotency testing faces challenges due to non-standardized methods and ambiguous markers. Here, we use long-read nanopore transcriptome sequencing to discover 172 genes linked to cell states not covered by current guidelines. We validate 12 genes by qPCR as unique markers for specific cell fates: pluripotency (CNMD, NANOG, SPP1), endoderm (CER1, EOMES, GATA6), mesoderm (APLNR, HAND1, HOXB7), and ectoderm (HES5, PAMR1, PAX6). Using these genes, we develop a machine learning-based scoring system, "hiPSCore", trained on 15 iPSC lines and validated on 10 more. hiPSCore accurately classifies pluripotent and differentiated cells and predicts their potential to become specialized 2D cells and 3D organoids. Our re-evaluation of cell fate marker genes identifies key targets for future studies on cell fate assessment. hiPSCore improves iPSC testing by reducing time, subjectivity, and resource use, thus enhancing iPSC quality for scientific and medical applications.

摘要

人类诱导多能干细胞(iPSC)在研究中具有巨大潜力,但由于方法不标准化和标记物不明确,多能性测试面临挑战。在此,我们使用长读长纳米孔转录组测序来发现172个与当前指南未涵盖的细胞状态相关的基因。我们通过qPCR验证了12个基因作为特定细胞命运的独特标记:多能性(CNMD、NANOG、SPP1)、内胚层(CER1、EOMES、GATA6)、中胚层(APLNR、HAND1、HOXB7)和外胚层(HES5、PAMR1、PAX6)。利用这些基因,我们开发了一种基于机器学习的评分系统“hiPSCore”,该系统在15个iPSC系上进行训练,并在另外10个系上进行验证。hiPSCore能够准确地对多能细胞和分化细胞进行分类,并预测它们成为特定二维细胞和三维类器官的潜力。我们对细胞命运标记基因的重新评估确定了未来细胞命运评估研究的关键靶点。hiPSCore通过减少时间、主观性和资源使用,改进了iPSC测试,从而提高了用于科学和医学应用的iPSC质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f95a/11447164/577f6719f762/41467_2024_52922_Fig1_HTML.jpg

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