Single-Cell mRNA Sequencing in Cancer Research: Integrating the Genomic Fingerprint

被引:24
作者
Mueller, Soren [1 ,2 ]
Diaz, Aaron [1 ,2 ]
机构
[1] Univ Calif San Francisco, Dept Neurol Surg, San Francisco, CA 94143 USA
[2] Univ Calif San Francisco, Eli & Edythe Broad Ctr Regenerat Med & Stem Cell, San Francisco, CA 94143 USA
关键词
cancer genomics; single-cell sequencing; tumor microenvironment; cancer phylogenetics; cancer stem cells; COMPREHENSIVE MOLECULAR CHARACTERIZATION; GENE-EXPRESSION; CLONAL EVOLUTION; COPY-NUMBER; SEQ DATA; INTRATUMORAL HETEROGENEITY; TRANSCRIPTOME ANALYSIS; PANCREATIC-CANCER; TUMOR EVOLUTION; REVEALS;
D O I
10.3389/fgene.2017.00073
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Critical cancer mutations are often regional and mosaic, confounding the efficacy of targeted therapeutics. Single cell mRNA sequencing (scRNA-seq) has enabled unprecedented studies of intra-tumor heterogeneity and its role in cancer progression, metastasis, and treatment resistance. When coupled with DNA sequencing, scRNA-seq allows one to infer the in vivo impact of genomic alterations on gene expression. This combination can be used to reliably distinguish neoplastic from non-neoplastic cells, to correlate paracrine-signaling pathways between neoplastic cells and stroma, and to map expression signatures to inferred clones and phylogenies. Here we review recent advances in scRNA-seq, with a special focus on cancer. We discuss the challenges and prospects of combining scRNA-seq with DNA sequencing to assess intra-tumor heterogeneity.
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页数:10
相关论文
共 81 条
[1]  
Alerting E., 2012, GENOME RES, V22, P1525, DOI [10.1101/gr.138115.112, DOI 10.1101/GR.138115.112]
[2]   Cancer-associated fibroblasts as another polarized cell type of the tumor microenvironment [J].
Augsten, Martin .
FRONTIERS IN ONCOLOGY, 2014, 4
[3]   Design and computational analysis of single-cell RNA-sequencing experiments [J].
Bacher, Rhonda ;
Kendziorski, Christina .
GENOME BIOLOGY, 2016, 17
[4]   Integrated genomic characterization of IDH1-mutant glioma malignant progression [J].
Bai, Hanwen ;
Harmanci, Akdes Serin ;
Erson-Omay, E. Zeynep ;
Li, Jie ;
Coskun, Sueleyman ;
Simon, Matthias ;
Krischek, Boris ;
Ozduman, Koray ;
Omay, S. Buelent ;
Sorensen, Eric A. ;
Turcan, Sevin ;
Bakirciglu, Mehmet ;
Carrion-Grant, Geneive ;
Murray, Phillip B. ;
Clark, Victoria E. ;
Ercan-Sencicek, A. Gulhan ;
Knight, James ;
Sencar, Leman ;
Altinok, Selin ;
Kaulen, Leon D. ;
Guelez, Burcu ;
Timmer, Marco ;
Schramm, Johannes ;
Mishra-Gorur, Ketu ;
Henegariu, Octavian ;
Moliterno, Jennifer ;
Louvi, Angeliki ;
Chan, Timothy A. ;
Tannheimer, Stacey L. ;
Pamir, M. Necmettin ;
Vortmeyer, Alexander O. ;
Bilguvar, Kaya ;
Yasuno, Katsuhito ;
Guenel, Murat .
NATURE GENETICS, 2016, 48 (01) :59-+
[5]   Comprehensive molecular characterization of gastric adenocarcinoma [J].
Bass, Adam J. ;
Thorsson, Vesteinn ;
Shmulevich, Ilya ;
Reynolds, Sheila M. ;
Miller, Michael ;
Bernard, Brady ;
Hinoue, Toshinori ;
Laird, Peter W. ;
Curtis, Christina ;
Shen, Hui ;
Weisenberger, Daniel J. ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Weinhold, Nils ;
Keiser, David P. ;
Bowlby, Reanne ;
Sipahimalani, Payal ;
Cherniack, Andrew D. ;
Getz, Gad ;
Liu, Yingchun ;
Noble, Michael S. ;
Pedamallu, Chandra ;
Sougnez, Carrie ;
Taylor-Weiner, Amaro ;
Akbani, Rehan ;
Lee, Ju-Seog ;
Liu, Wenbin ;
Mills, Gordon B. ;
Yang, Da ;
Zhang, Wei ;
Pantazi, Angeliki ;
Parfenov, Michael ;
Gulley, Margaret ;
Piazuelo, M. Blanca ;
Schneider, Barbara G. ;
Kim, Jihun ;
Boussioutas, Alex ;
Sheth, Margi ;
Demchok, John A. ;
Rabkin, Charles S. ;
Willis, Joseph E. ;
Ng, Sam ;
Garman, Katherine ;
Beer, David G. ;
Pennathur, Arjun ;
Raphael, Benjamin J. ;
Wu, Hsin-Ta ;
Odze, Robert ;
Kim, Hark K. ;
Bowen, Jay .
NATURE, 2014, 513 (7517) :202-209
[6]   Estimating the population abundance of tissue-infiltrating immune and stromal cell populations using gene expression [J].
Becht, Etienne ;
Giraldo, Nicolas A. ;
Lacroix, Laetitia ;
Buttard, Benedicte ;
Elarouci, Nabila ;
Petitprez, Florent ;
Selves, Janick ;
Laurent-Puig, Pierre ;
Sautes-Fridman, Catherine ;
Fridman, Wolf H. ;
de Reynies, Aurelien .
GENOME BIOLOGY, 2016, 17
[7]   Cancer Stem Cell Hierarchy in Glioblastoma Multiforme [J].
Bradshaw, Amy ;
Wickremsekera, Agadha ;
Tan, Swee T. ;
Peng, Lifeng ;
Davis, Paul F. ;
Itinteang, Tinte .
FRONTIERS IN SURGERY, 2016, 3
[8]   The Somatic Genomic Landscape of Glioblastoma [J].
Brennan, Cameron W. ;
Verhaak, Roel G. W. ;
McKenna, Aaron ;
Campos, Benito ;
Noushmehr, Houtan ;
Salama, Sofie R. ;
Zheng, Siyuan ;
Chakravarty, Debyani ;
Sanborn, J. Zachary ;
Berman, Samuel H. ;
Beroukhim, Rameen ;
Bernard, Brady ;
Wu, Chang-Jiun ;
Genovese, Giannicola ;
Shmulevich, Ilya ;
Barnholtz-Sloan, Jill ;
Zou, Lihua ;
Vegesna, Rahulsimham ;
Shukla, Sachet A. ;
Ciriello, Giovanni ;
Yung, W. K. ;
Zhang, Wei ;
Sougnez, Carrie ;
Mikkelsen, Tom ;
Aldape, Kenneth ;
Bigner, Darell D. ;
Van Meir, Erwin G. ;
Prados, Michael ;
Sloan, Andrew ;
Black, Keith L. ;
Eschbacher, Jennifer ;
Finocchiaro, Gaetano ;
Friedman, William ;
Andrews, David W. ;
Guha, Abhijit ;
Iacocca, Mary ;
O'Neill, Brian P. ;
Foltz, Greg ;
Myers, Jerome ;
Weisenberger, Daniel J. ;
Penny, Robert ;
Kucherlapati, Raju ;
Perou, Charles M. ;
Hayes, D. Neil ;
Gibbs, Richard ;
Marra, Marco ;
Mills, Gordon B. ;
Lander, Eric ;
Spellman, Paul ;
Wilson, Richard .
CELL, 2013, 155 (02) :462-477
[9]   Tools and best practices for data processing in allelic expression analysis [J].
Castel, Stephane E. ;
Levy-Moonshine, Ami ;
Mohammadii, Pejman ;
Banks, Eric ;
Lappalainenii, Tuuli .
GENOME BIOLOGY, 2015, 16
[10]   Molecular Profiling Reveals Biologically Discrete Subsets and Pathways of Progression in Diffuse Glioma [J].
Ceccarelli, Michele ;
Barthel, Floris P. ;
Malta, Tathiane M. ;
Sabedot, Thais S. ;
Salama, Sofie R. ;
Murray, Bradley A. ;
Morozova, Olena ;
Newton, Yulia ;
Radenbaugh, Amie ;
Pagnotta, Stefano M. ;
Anjum, Samreen ;
Wang, Jiguang ;
Manyam, Ganiraju ;
Zoppoli, Pietro ;
Ling, Shiyun ;
Rao, Arjun A. ;
Grifford, Mia ;
Cherniack, Andrew D. ;
Zhang, Hailei ;
Poisson, Laila ;
Carlotti, Carlos Gilberto, Jr. ;
Tirapelli, Daniela Pretti da Cunha ;
Rao, Arvind ;
Mikkelsen, Tom ;
Lau, Ching C. ;
Yung, W. K. Alfred ;
Rabadan, Raul ;
Huse, Jason ;
Brat, Daniel J. ;
Lehman, Norman L. ;
Barnholtz-Sloan, Jill S. ;
Zheng, Siyuan ;
Hess, Kenneth ;
Rao, Ganesh ;
Meyerson, Matthew ;
Beroukhim, Rameen ;
Cooper, Lee ;
Akbani, Rehan ;
Wrensch, Margaret ;
Haussler, David ;
Aldape, Kenneth D. ;
Laird, Peter W. ;
Gutmann, David H. ;
Noushmehr, Houtan ;
Iavarone, Antonio ;
Verhaak, Roel G. W. .
CELL, 2016, 164 (03) :550-563