Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq

Itay Tirosh(Broad Institute), Benjamin Izar(Broad Institute), Sanjay M. Prakadan(Broad Institute), Marc H. Wadsworth(Broad Institute), Daniel J. Treacy(Broad Institute), John J. Trombetta(Broad Institute), Asaf Rotem(Broad Institute), Christopher Rodman(Broad Institute), Christine G. Lian(Brigham and Women's Hospital), Gëorge F. Murphy(Brigham and Women's Hospital), Mohammad Fallahi‐Sichani(Harvard University), Ken Dutton‐Regester(Broad Institute), Jia‐Ren Lin(Center for Systems Biology), Ofir Cohen(Broad Institute), Parin Shah(Harvard University), Diana Lu(Broad Institute), Alex S. Genshaft(Broad Institute), Travis K. Hughes(Broad Institute), Carly G.K. Ziegler(Broad Institute), Samuel W. Kazer(Broad Institute), Aleth Gaillard(Broad Institute), Kellie E. Kolb(Broad Institute), Alexandra–Chloé Villani(Broad Institute), Cory M. Johannessen(Broad Institute), Aleksandr Andreev(Broad Institute), Eliezer M. Van Allen(Broad Institute), Monica M. Bertagnolli(Brigham and Women's Hospital), Peter K. Sorger(Harvard University), Ryan J. Sullivan(Massachusetts General Hospital), Keith T. Flaherty(Massachusetts General Hospital), Dennie T. Frederick(Massachusetts General Hospital), Judit Jané‐Valbuena(Broad Institute), Charles H. Yoon(Brigham and Women's Hospital), Orit Rozenblatt–Rosen(Broad Institute), Alex K. Shalek(Broad Institute), Aviv Regev(Broad Institute), Levi A. Garraway(Broad Institute)
Science
April 7, 2016
Cited by 5,186Open Access
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Abstract

To explore the distinct genotypic and phenotypic states of melanoma tumors, we applied single-cell RNA sequencing (RNA-seq) to 4645 single cells isolated from 19 patients, profiling malignant, immune, stromal, and endothelial cells. Malignant cells within the same tumor displayed transcriptional heterogeneity associated with the cell cycle, spatial context, and a drug-resistance program. In particular, all tumors harbored malignant cells from two distinct transcriptional cell states, such that tumors characterized by high levels of the MITF transcription factor also contained cells with low MITF and elevated levels of the AXL kinase. Single-cell analyses suggested distinct tumor microenvironmental patterns, including cell-to-cell interactions. Analysis of tumor-infiltrating T cells revealed exhaustion programs, their connection to T cell activation and clonal expansion, and their variability across patients. Overall, we begin to unravel the cellular ecosystem of tumors and how single-cell genomics offers insights with implications for both targeted and immune therapies.


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