Pan-Cancer Molecular Classes Transcending Tumor Lineage Across 32 Cancer Types, Multiple Data Platforms, and over 10,000 Cases

被引:67
作者
Chen, Fengju [1 ]
Zhang, Yiqun [1 ]
Gibbons, Don L. [2 ,3 ,5 ]
Deneen, Benjamin [4 ,6 ,7 ]
Kwiatkowski, David J. [8 ,9 ,10 ]
Ittmann, Michael [11 ]
Creighton, Chad J. [1 ,12 ,13 ,14 ]
机构
[1] Baylor Coll Med, Div Biostat, Dan L Duncan Comprehens Canc Ctr, Houston, TX 77030 USA
[2] Univ Texas MD Anderson Canc Ctr, Dept Thorac Head & Neck Med Oncol, Houston, TX 77030 USA
[3] Univ Texas MD Anderson Canc Ctr, Dept Mol & Cellular Oncol, Houston, TX 77030 USA
[4] Baylor Coll Med, Ctr Cell & Gene Therapy, Houston, TX 77030 USA
[5] Baylor Coll Med, Dept Neurosci, Houston, TX 77030 USA
[6] Texas Childrens Hosp, Baylor Coll Med, Neurol Res Inst, Houston, TX 77030 USA
[7] Baylor Coll Med, Program Dev Biol, Houston, TX 77030 USA
[8] Eli & Edythe L Broad Inst Massachusetts Inst Tech, Cambridge, MA USA
[9] Brigham & Womens Hosp, 75 Francis St, Boston, MA 02115 USA
[10] Harvard Med Sch, Boston, MA USA
[11] Baylor Coll Med, Dept Pathol & Immunol, Houston, TX 77030 USA
[12] Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
[13] Baylor Coll Med, Human Genome Sequencing Ctr, Houston, TX 77030 USA
[14] Baylor Coll Med, Dept Med, Houston, TX 77030 USA
关键词
COMPREHENSIVE GENOMIC CHARACTERIZATION; PORTRAITS; LANDSCAPE; TAXONOMY; EMT;
D O I
10.1158/1078-0432.CCR-17-3378
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: The Cancer Genome Atlas data resources represent an opportunity to explore commonalities across cancer types involving multiple molecular levels, but tumor lineage and histology can represent a barrier in moving beyond differences related to cancer type. Experimental Design: On the basis of gene expression data, we classified 10,224 cancers, representing 32 major types, into 10 molecular-based "classes." Molecular patterns representing tissue or histologic dominant effects were first removed computationally, with the resulting classes representing emergent themes across tumor lineages. Results: Key differences involving mRNAs, miRNAs, proteins, and DNA methylation underscored the pan-cancer classes. One class expressing neuroendocrine and cancer-testis antigen markers represented similar to 4% of cancers surveyed. Basal-like breast cancers segregated into an exclusive class, distinct from all other cancers. Immune checkpoint pathway markers and molecular signatures of immune infiltrates were most strongly manifested within a class representing similar to 13% of cancers. Pathway-level differences involving hypoxia, NRF2-ARE, Wnt, and Notch were manifested in two additional classes enriched for mesenchymal markers and miR200 silencing. Conclusions: All pan-cancer molecular classes uncovered here, with the important exception of the basal-like breast cancer class, involve a wide range of cancer types and would facilitate understanding the molecular underpinnings of cancers beyond tissue-oriented domains. Numerous biological processes associated with cancer in the laboratory setting were found here to be coordinately manifested across large subsets of human cancers. The number of cancers manifesting features of neuroendocrine tumors may be much higher than previously thought, which disease is known to occur in many different tissues. (C) 2018 AACR.
引用
收藏
页码:2182 / 2193
页数:12
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