From single cells to deep phenotypes in cancer

被引:177
作者
Bendall, Sean C. [1 ]
Nolan, Garry P. [1 ]
机构
[1] Stanford Univ, Dept Microbiol & Immunol, Sch Med, Baxter Lab Stem Cell Biol, Stanford, CA 94305 USA
关键词
ACUTE MYELOID-LEUKEMIA; IMAGING MASS-SPECTROMETRY; SIGNALING NETWORKS; STEM-CELL; PERIPHERAL-BLOOD; CLONAL EVOLUTION; FLOW-CYTOMETRY; BONE-MARROW; RNA-SEQ; HETEROGENEITY;
D O I
10.1038/nbt.2283
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
In recent years, major advances in single-cell measurement systems have included the introduction of high-throughput versions of traditional flow cytometry that are now capable of measuring intracellular network activity, the emergence of isotope labels that can enable the tracking of a greater variety of cell markers and the development of super-resolution microscopy techniques that allow measurement of RNA expression in single living cells. These technologies will facilitate our capacity to catalog and bring order to the inherent diversity present in cancer cell populations. Alongside these developments, new computational approaches that mine deep data sets are facilitating the visualization of the shape of the data and enabling the extraction of meaningful outputs. These applications have the potential to reveal new insights into cancer biology at the intersections of stem cell function, tumor-initiating cells and multilineage tumor development. In the clinic, they may also prove important not only in the development of new diagnostic modalities but also in understanding how the emergence of tumor cell clones harboring different sets of mutations predispose patients to relapse or disease progression.
引用
收藏
页码:639 / 647
页数:9
相关论文
共 82 条
[21]   Intratumor Heterogeneity and Branched Evolution Revealed by Multiregion Sequencing [J].
Gerlinger, Marco ;
Rowan, Andrew J. ;
Horswell, Stuart ;
Larkin, James ;
Endesfelder, David ;
Gronroos, Eva ;
Martinez, Pierre ;
Matthews, Nicholas ;
Stewart, Aengus ;
Tarpey, Patrick ;
Varela, Ignacio ;
Phillimore, Benjamin ;
Begum, Sharmin ;
McDonald, Neil Q. ;
Butler, Adam ;
Jones, David ;
Raine, Keiran ;
Latimer, Calli ;
Santos, Claudio R. ;
Nohadani, Mahrokh ;
Eklund, Aron C. ;
Spencer-Dene, Bradley ;
Clark, Graham ;
Pickering, Lisa ;
Stamp, Gordon ;
Gore, Martin ;
Szallasi, Zoltan ;
Downward, Julian ;
Futreal, P. Andrew ;
Swanton, Charles .
NEW ENGLAND JOURNAL OF MEDICINE, 2012, 366 (10) :883-892
[22]   Distinct B-cell lineage commitment distinguishes adult bone marrow hematopoietic stem cells [J].
Ghosn, Eliver Eid Bou ;
Yamamoto, Ryo ;
Hamanaka, Sanae ;
Yang, Yang ;
Herzenberg, Leonard A. ;
Nakauchi, Hiromitsu ;
Herzenberg, Leonore A. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (14) :5394-5398
[23]   Decoupling of Tumor-Initiating Activity from Stable Immunophenotype in HoxA9-Meis1-Driven AML [J].
Gibbs, Kenneth D., Jr. ;
Jager, Astraea ;
Crespo, Oliver ;
Goltsev, Yury ;
Trejo, Angelica ;
Richard, Chase E. ;
Nolan, Garry P. .
CELL STEM CELL, 2012, 10 (02) :210-217
[24]   Multiplexed Immunohistochemical Detection of Tumor Markers in Breast Cancer Tissue Using Laser Ablation Inductively Coupled Plasma Mass Spectrometry [J].
Giesen, Charlotte ;
Mairinger, Thomas ;
Khoury, Lina ;
Waentig, Larissa ;
Jakubowski, Norbert ;
Panne, Ulrich .
ANALYTICAL CHEMISTRY, 2011, 83 (21) :8177-8183
[25]   Clonal evolution in cancer [J].
Greaves, Mel ;
Maley, Carlo C. .
NATURE, 2012, 481 (7381) :306-313
[26]   Gene Expression in Fixed Tissues and Outcome in Hepatocellular Carcinoma [J].
Hoshida, Yujin ;
Villanueva, Augusto ;
Kobayashi, Masahiro ;
Peix, Judit ;
Chiang, Derek Y. ;
Camargo, Amy ;
Gupta, Supriya ;
Moore, Jamie ;
Wrobel, Matthew J. ;
Lerner, Jim ;
Reich, Michael ;
Chan, Jennifer A. ;
Glickman, Jonathan N. ;
Ikeda, Kenji ;
Hashimoto, Masaji ;
Watanabe, Goro ;
Daidone, Maria G. ;
Roayaie, Sasan ;
Schwartz, Myron ;
Thung, Swan ;
Salvesen, Helga B. ;
Gabriel, Stacey ;
Mazzaferro, Vincenzo ;
Bruix, Jordi ;
Friedman, Scott L. ;
Kumada, Hiromitsu ;
Llovet, Josep M. ;
Golub, Todd R. .
NEW ENGLAND JOURNAL OF MEDICINE, 2008, 359 (19) :1995-2004
[27]   Integrative Transcriptome Analysis Reveals Common Molecular Subclasses of Human Hepatocellular Carcinoma [J].
Hoshida, Yujin ;
Nijman, Sebastian M. B. ;
Kobayashi, Masahiro ;
Chan, Jennifer A. ;
Brunet, Jean-Philippe ;
Chiang, Derek Y. ;
Villanueva, Augusto ;
Newell, Philippa ;
Ikeda, Kenji ;
Hashimoto, Masaji ;
Watanabe, Goro ;
Gabriel, Stacey ;
Friedman, Scott L. ;
Kumada, Hiromitsu ;
Llovet, Josep M. ;
Golub, Todd R. .
CANCER RESEARCH, 2009, 69 (18) :7385-7392
[28]   Single-Cell Exome Sequencing and Monoclonal Evolution of a JAK2-Negative Myeloproliferative Neoplasm [J].
Hou, Yong ;
Song, Luting ;
Zhu, Ping ;
Zhang, Bo ;
Tao, Ye ;
Xu, Xun ;
Li, Fuqiang ;
Wu, Kui ;
Liang, Jie ;
Shao, Di ;
Wu, Hanjie ;
Ye, Xiaofei ;
Ye, Chen ;
Wu, Renhua ;
Jian, Min ;
Chen, Yan ;
Xie, Wei ;
Zhang, Ruren ;
Chen, Lei ;
Liu, Xin ;
Yao, Xiaotian ;
Zheng, Hancheng ;
Yu, Chang ;
Li, Qibin ;
Gong, Zhuolin ;
Mao, Mao ;
Yang, Xu ;
Yang, Lin ;
Li, Jingxiang ;
Wang, Wen ;
Lu, Zuhong ;
Gu, Ning ;
Laurie, Goodman ;
Bolund, Lars ;
Kristiansen, Karsten ;
Wang, Jian ;
Yang, Huanming ;
Li, Yingrui ;
Zhang, Xiuqing ;
Wang, Jun .
CELL, 2012, 148 (05) :873-885
[29]   Innovation - Mapping normal and cancer cell signalling networks: towards single-cell proteomics [J].
Irish, JM ;
Kotecha, N ;
Nolan, GP .
NATURE REVIEWS CANCER, 2006, 6 (02) :146-155
[30]   Single cell profiling of potentiated phospho-protein networks in cancer cells [J].
Irish, JM ;
Hovland, R ;
Krutzik, PO ;
Perez, OD ;
Bruserud, O ;
Gjertsen, BT ;
Nolan, GP .
CELL, 2004, 118 (02) :217-228