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通过实时光学标记和图像分析,将异质群体中癌细胞的基因型和表型联系起来。

Linking the genotypes and phenotypes of cancer cells in heterogenous populations via real-time optical tagging and image analysis.

机构信息

Department of Molecular Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands.

Erasmus MC Cancer Institute, Rotterdam, The Netherlands.

出版信息

Nat Biomed Eng. 2022 May;6(5):667-675. doi: 10.1038/s41551-022-00853-x. Epub 2022 Mar 17.

Abstract

Linking single-cell genomic or transcriptomic profiles to functional cellular characteristics, in particular time-varying phenotypic changes, could help unravel molecular mechanisms driving the growth of tumour-cell subpopulations. Here we show that a custom-built optical microscope with an ultrawide field of view, fast automated image analysis and a dye activatable by visible light enables the screening and selective photolabelling of cells of interest in large heterogeneous cell populations on the basis of specific functional cellular dynamics, such as fast migration, morphological variation, small-molecule uptake or cell division. Combining such functional single-cell selection with single-cell RNA sequencing allowed us to (1) functionally annotate the transcriptomic profiles of fast-migrating and spindle-shaped MCF10A cells, of fast-migrating MDA-MB-231 cells and of patient-derived head-and-neck squamous carcinoma cells, and (2) identify critical genes and pathways driving aggressive migration and mesenchymal-like morphology in these cells. Functional single-cell selection upstream of single-cell sequencing does not depend on molecular biomarkers, allows for the enrichment of sparse subpopulations of cells, and can facilitate the identification and understanding of the molecular mechanisms underlying functional phenotypes.

摘要

将单细胞基因组或转录组谱与功能细胞特征(特别是时变表型变化)联系起来,可以帮助揭示驱动肿瘤细胞亚群生长的分子机制。在这里,我们展示了一种定制的光学显微镜,具有超宽视场、快速自动图像分析以及一种可被可见光激活的染料,可根据特定的功能细胞动力学(如快速迁移、形态变化、小分子摄取或细胞分裂)在大的异质细胞群体中筛选和选择性标记感兴趣的细胞。将这种功能的单细胞选择与单细胞 RNA 测序相结合,使我们能够:(1) 对快速迁移和纺锤形 MCF10A 细胞、快速迁移的 MDA-MB-231 细胞和患者来源的头颈部鳞状细胞癌细胞的转录组谱进行功能注释;(2) 鉴定这些细胞中驱动侵袭性迁移和间充质样形态的关键基因和途径。在单细胞测序之前进行功能的单细胞选择不依赖于分子生物标志物,可富集细胞的稀疏亚群,并有助于鉴定和理解功能表型背后的分子机制。

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