Mapping lung cancer epithelial-mesenchymal transition states and trajectories with single-cell resolution

被引:135
|
作者
Karacosta, Loukia G. [1 ,2 ]
Anchang, Benedict [1 ,2 ]
Ignatiadis, Nikolaos [3 ]
Kimmey, Samuel C. [4 ]
Benson, Jalen A. [5 ]
Shrager, Joseph B. [5 ]
Tibshirani, Robert [1 ,3 ]
Bendall, Sean C. [4 ]
Plevritis, Sylvia K. [1 ,2 ]
机构
[1] Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Radiol, Stanford, CA 94305 USA
[3] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
[4] Stanford Univ, Dept Pathol, Stanford, CA 94305 USA
[5] Stanford Univ, Dept Cardiothorac Surg, Stanford, CA 94305 USA
关键词
DRUG RESPONSES; EXPRESSION; IMMUNE; EMT; MICROENVIRONMENT; ADENOCARCINOMA; PROGRESSION; ASSOCIATION; RESISTANCE; REGULATORS;
D O I
10.1038/s41467-019-13441-6
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
Elucidating the spectrum of epithelial-mesenchymal transition (EMT) and mesenchymalepithelial transition (MET) states in clinical samples promises insights on cancer progression and drug resistance. Using mass cytometry time-course analysis, we resolve lung cancer EMT states through TGF beta-treatment and identify, through TGF beta-withdrawal, a distinct MET state. We demonstrate significant differences between EMT and MET trajectories using a computational tool (TRACER) for reconstructing trajectories between cell states. In addition, we construct a lung cancer reference map of EMT and MET states referred to as the EMT-MET PHENOtypic STAte MaP (PHENOSTAMP). Using a neural net algorithm, we project clinical samples onto the EMT-MET PHENOSTAMP to characterize their phenotypic profile with single-cell resolution in terms of our in vitro EMT-MET analysis. In summary, we provide a framework to phenotypically characterize clinical samples in the context of in vitro EMT-MET findings which could help assess clinical relevance of EMT in cancer in future studies.
引用
收藏
页数:15
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