Evolution of cellular morpho-phenotypes in cancer metastasis

被引:72
作者
Wu, Pei-Hsun [1 ,2 ]
Phillip, Jude M. [1 ,2 ]
Khatau, Shyam B. [1 ,2 ]
Chen, Wei-Chiang [1 ,2 ]
Stirman, Jeffrey [1 ]
Rosseel, Sophie [1 ]
Tschudi, Katherine [1 ]
Van Patten, Joshua [1 ]
Wong, Michael [1 ]
Gupta, Sonal [4 ]
Baras, Alexander S. [3 ]
Leek, Jeffrey T. [8 ]
Maitra, Anirban [5 ,6 ,7 ]
Wirtz, Denis [1 ,2 ,5 ]
机构
[1] Johns Hopkins Univ, Johns Hopkins Phys Sci Oncol Ctr, Baltimore, MD 21218 USA
[2] Johns Hopkins Univ, Dept Chem & Biomol Engn, Baltimore, MD 21218 USA
[3] Johns Hopkins Univ, Sch Med, Dept Pathol, Baltimore, MD 21231 USA
[4] UT MD Anderson Canc Ctr, Dept Pathol, Houston, TX 77030 USA
[5] Johns Hopkins Univ, Sch Med, Dept Oncol, Baltimore, MD 21231 USA
[6] Johns Hopkins Univ, Sch Med, Dept Pathol, Baltimore, MD 21231 USA
[7] Johns Hopkins Univ, Sch Med, Sol Goldman Pancreat Canc Res Ctr, Baltimore, MD 21231 USA
[8] Johns Hopkins Bloomberg Sch Publ Hlth, Dept Biostat, Baltimore, MD 21205 USA
关键词
LONG-TERM SURVIVAL; DUCTAL ADENOCARCINOMA; INTRATUMOR HETEROGENEITY; GENETIC-HETEROGENEITY; TUMOR-CELLS; MIGRATION; PANCREATICODUODENECTOMY; DIVERSITY; DYNAMICS; MARKERS;
D O I
10.1038/srep18437
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
Intratumoral heterogeneity greatly complicates the study of molecular mechanisms driving cancer progression and our ability to predict patient outcomes. Here we have developed an automated high-throughput cell-imaging platform (htCIP) that allows us to extract high-content information about individual cells, including cell morphology, molecular content and local cell density at single-cell resolution. We further develop a comprehensive visually-aided morpho-phenotyping recognition (VAMPIRE) tool to analyze irregular cellular and nuclear shapes in both 2D and 3D microenvironments. VAMPIRE analysis of similar to 39,000 cells from 13 previously sequenced patient-derived pancreatic cancer samples indicate that metastasized cells present significantly lower heterogeneity than primary tumor cells. We found the same morphological signature for metastasis for a cohort of 10 breast cancer cell lines. We further decipher the relative contributions to heterogeneity from cell cycle, cell-cell contact, cell stochasticity and heritable morphological variations.
引用
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页数:10
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