A conserved expression signature predicts growth rate and reveals cell & lineage-specific differences

被引:5
作者
Jiang, Zhisheng [1 ,2 ]
Generoso, Serena F. [3 ]
Badia, Marta [4 ]
Payer, Bernhard [3 ,4 ]
Carey, Lucas B. [1 ,2 ,4 ]
机构
[1] Peking Univ, Acad Adv Interdisciplinary Studies, Ctr Quantitat Biol, Beijing, Peoples R China
[2] Peking Univ, Acad Adv Interdisciplinary Studies, Peking Tsinghua Ctr Life Sci, Beijing, Peoples R China
[3] Barcelona Inst Sci & Technol, Ctr Genom Regulat CRG, Barcelona, Spain
[4] Univ Pompeu Fabra UPF, Barcelona, Spain
基金
中国国家自然科学基金;
关键词
EMBRYONIC STEM-CELLS; GENE-EXPRESSION; LYMPHOCYTE MIGRATION; PROTEASOME ACTIVITY; PROTEIN-SYNTHESIS; FLUORESCENT DYES; MYC; STATES; CYCLE; HETEROGENEITY;
D O I
10.1371/journal.pcbi.1009582
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Isogenic cells cultured together show heterogeneity in their proliferation rate. To determine the differences between fast and slow-proliferating cells, we developed a method to sort cells by proliferation rate, and performed RNA-seq on slow and fast proliferating subpopulations of pluripotent mouse embryonic stem cells (mESCs) and mouse fibroblasts. We found that slowly proliferating mESCs have a more naive pluripotent character. We identified an evolutionarily conserved proliferation-correlated transcriptomic signature that is common to all eukaryotes: fast cells have higher expression of genes for protein synthesis and protein degradation. This signature accurately predicted growth rate in yeast and cancer cells, and identified lineage-specific proliferation dynamics during development, using C. elegans scRNA-seq data. In contrast, sorting by mitochondria membrane potential revealed a highly cell-type specific mitochondria-state related transcriptome. mESCs with hyperpolarized mitochondria are fast proliferating, while the opposite is true for fibroblasts. The mitochondrial electron transport chain inhibitor antimycin affected slow and fast subpopulations differently. While a major transcriptional-signature associated with cell-to-cell heterogeneity in proliferation is conserved, the metabolic and energetic dependency of cell proliferation is cell-type specific. Author summary By performing RNA sequencing on cells sorted by their proliferation rate, this study identifies a gene expression signature capable of predicting proliferation rates in diverse eukaryotic cell types and species. This signature, applied to single-cell RNA sequencing data from embryos of the roundworm C. elegans, reveals lineage-specific proliferation differences during development. In contrast to the universality of the proliferation signature, mitochondria and metabolism related genes show a high degree of cell-type specificity; mouse pluripotent stem cells (mESCs) and differentiated cells (fibroblasts) exhibit opposite relations between mitochondria state and proliferation. Furthermore, we identified a slow proliferating subpopulation of mESCs with higher expression of pluripotency genes. Finally, we show that fast and slow proliferating subpopulations are differentially sensitive to mitochondria inhibitory drugs in different cell types. Highlights: 1. A FACS-based method to determine the transcriptomes of fast and slow proliferating subpopulations. 2. A universal proliferation-correlated transcriptional signature indicates high protein synthesis and degradation in fast proliferating cells across cell types and species. 3. Applied to scRNA-seq, the expression signature predicts the global proliferation slowdown during C. elegans development. 4. Mitochondria membrane potential predicts proliferation rate in a cell-type specific manner, with ETC complex III inhibitor having distinct effects on fibroblasts vs mESCs.
引用
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页数:31
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