4.8 Article

Mass Spectrometry Imaging Reveals Early Metabolic Priming of Cell Lineage in Differentiating Human-Induced Pluripotent Stem Cells

期刊

ANALYTICAL CHEMISTRY
卷 95, 期 11, 页码 4880-4888

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acs.analchem.2c04416

关键词

-

向作者/读者索取更多资源

Induced pluripotent stem cells (iPSCs) have potential in regenerative medicine, but there is a lack of quality control algorithms for early differentiation stages. In this research, we studied changes in iPSC lipid profiles during initial loss of pluripotency using confocal microscopy and MALDI mass spectrometry imaging. We identified informative phosphatidylethanolamine (PE) and phosphatidylinositol (PI) species that can reveal iPSC lineage bifurcation metabolically. Machine learning analysis showed that PI species emerged as early metabolic markers of pluripotency loss, preceding changes in the Oct4 transcription factor. Manipulation of phospholipids and inhibition of phosphatidylethanolamine N-methyltransferase affected colony organization and pluripotency maintenance.
Induced pluripotent stem cells (iPSCs) hold great promise in regenerative medicine; however, few algorithms of quality control at the earliest stages of differentiation have been established. Despite lipids having known functions in cell signaling, their role in pluripotency maintenance and lineage specification is underexplored. We investigated the changes in iPSC lipid profiles during the initial loss of pluripotency over the course of spontaneous differentiation using the co-registration of confocal microscopy and matrix-assisted laser desorption/ionization (MALDI) mass spectrometry imaging. We identified phosphatidyletha-nolamine (PE) and phosphatidylinositol (PI) species that are highly informative of the temporal stage of differentiation and can reveal iPS cell lineage bifurcation occurring metabolically. Several PI species emerged from the machine learning analysis of MS data as the early metabolic markers of pluripotency loss, preceding changes in the pluripotency transcription factor Oct4. The manipulation of phospholipids via PI 3-kinase inhibition during differentiation manifested in the spatial reorganization of the iPS cell colony and elevated expression of NCAM-1. In addition, the continuous inhibition of phosphatidylethanolamine N-methyltransferase during differentiation resulted in the enhanced maintenance of pluripotency. Our machine learning analysis highlights the predictive power of lipidomic metrics for evaluating the early lineage specification in the initial stages of spontaneous iPSC differentiation.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.8
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据