Identification of EMT signaling cross-talk and gene regulatory networks by single-cell RNA sequencing

被引:152
作者
Deshmukh, Abhijeet P. [1 ]
Vasaikar, Suhas V. [1 ]
Tomczak, Katarzyna [2 ]
Tripathi, Shubham [3 ]
den Hollander, Petra [1 ]
Arslan, Emre [2 ]
Chakraborty, Priyanka [4 ]
Soundararajan, Rama [1 ]
Jolly, Mohit Kumar [4 ]
Rai, Kunal [2 ]
Levine, Herbert [3 ,5 ]
Mani, Sendurai A. [1 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Translat Mol Pathol, Houston, TX 77030 USA
[2] Univ Texas MD Anderson Canc Ctr, Dept Genom Med, Houston, TX 77030 USA
[3] Northeastern Univ, Ctr Theoret Biol Phys, Boston, MA 02115 USA
[4] Indian Inst Sci, Ctr BioSyst Sci & Engn, Bangalore 560012, Karnataka, India
[5] Northeastern Univ, Dept Phys, Boston, MA 02115 USA
关键词
EMT; scRNA-seq; signaling cascade; NOTCH; RACIPE; EPITHELIAL-MESENCHYMAL TRANSITION; TGF-BETA; CADHERIN; SNAIL; TRANSCRIPTION; PROGRESSION; SURVIVAL; FAMILY; NOTCH;
D O I
10.1073/pnas.2102050118
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The epithelial-to-mesenchymal transition (EMT) plays a critical role during normal development and in cancer progression. EMT is induced by various signaling pathways, including TGF-beta, BMP, Wnt-beta-catenin, NOTCH, Shh, and receptor tyrosine kinases. In this study, we performed single-cell RNA sequencing on MCF10A cells undergoing EMT by TGF-beta 1 stimulation. Our comprehensive analysis revealed that cells progress through EMT at different paces. Using pseudotime clustering reconstruction of gene-expression profiles during EMT, we found sequential and parallel activation of EMT signaling pathways. We also observed various transitional cellular states during EMT. We identified regulatory signaling nodes that drive EMT with the expression of important microRNAs and transcription factors. Using a random circuit perturbation methodology, we demonstrate that the NOTCH signaling pathway acts as a key driver of TGF-beta-induced EMT. Furthermore, we demonstrate that the gene signatures of pseudotime clusters corresponding to the intermediate hybrid EMT state are associated with poor patient out-come. Overall, this study provides insight into context-specific drivers of cancer progression and highlights the complexities of the EMT process.
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页数:10
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