Reconstructing targetable pathways in lung cancer by integrating diverse omics data

被引:65
作者
Balbin, O. Alejandro [1 ,2 ,3 ]
Prensner, John R. [1 ,2 ]
Sahu, Anirban [1 ,2 ]
Yocum, Anastasia [1 ,2 ]
Shankar, Sunita [1 ,2 ]
Malik, Rohit [1 ,2 ]
Fermin, Damian [2 ]
Dhanasekaran, Saravana M. [1 ,2 ]
Chandler, Benjamin [1 ]
Thomas, Dafydd [2 ]
Beer, David G. [2 ]
Cao, Xuhong [1 ,2 ]
Nesvizhskii, Alexey I. [1 ,2 ,3 ]
Chinnaiyan, Arul M. [1 ,2 ,3 ]
机构
[1] Univ Michigan, Michigan Ctr Translat Pathol, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Pathol, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
基金
美国国家卫生研究院;
关键词
PROTEIN EXPRESSION PROFILES; LABEL-FREE; QUANTITATIVE PROTEOMICS; BAD PHOSPHORYLATION; SIGNALING NETWORKS; STATISTICAL-MODEL; KRAS MUTATIONS; APOPTOSIS; RNA; IDENTIFICATIONS;
D O I
10.1038/ncomms3617
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
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
Global 'multi-omics' profiling of cancer cells harbours the potential for characterizing the signalling networks associated with specific oncogenes. Here we profile the transcriptome, proteome and phosphoproteome in a panel of non-small cell lung cancer (NSCLC) cell lines in order to reconstruct targetable networks associated with KRAS dependency. We develop a two-step bioinformatics strategy addressing the challenge of integrating these disparate data sets. We first define an 'abundance-score' combining transcript, protein and phospho-protein abundances to nominate differentially abundant proteins and then use the Prize Collecting Steiner Tree algorithm to identify functional sub-networks. We identify three modules centred on KRAS and MET, LCK and PAK1 and beta-Catenin. We validate activation of these proteins in KRAS-dependent (KRAS-Dep) cells and perform functional studies defining LCK as a critical gene for cell proliferation in KRAS-Dep but not KRAS-independent NSCLCs. These results suggest that LCK is a potential druggable target protein in KRAS-Dep lung cancers.
引用
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页数:13
相关论文
共 65 条
[1]
Finding undetected protein associations in cell signaling by belief propagation [J].
Bailly-Bechet, M. ;
Borgs, C. ;
Braunstein, A. ;
Chayes, J. ;
Dagkessamanskaia, A. ;
Francois, J. -M. ;
Zecchina, R. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2011, 108 (02) :882-887
[2]
Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1 [J].
Barbie, David A. ;
Tamayo, Pablo ;
Boehm, Jesse S. ;
Kim, So Young ;
Moody, Susan E. ;
Dunn, Ian F. ;
Schinzel, Anna C. ;
Sandy, Peter ;
Meylan, Etienne ;
Scholl, Claudia ;
Froehling, Stefan ;
Chan, Edmond M. ;
Sos, Martin L. ;
Michel, Kathrin ;
Mermel, Craig ;
Silver, Serena J. ;
Weir, Barbara A. ;
Reiling, Jan H. ;
Sheng, Qing ;
Gupta, Piyush B. ;
Wadlow, Raymond C. ;
Le, Hanh ;
Hoersch, Sebastian ;
Wittner, Ben S. ;
Ramaswamy, Sridhar ;
Livingston, David M. ;
Sabatini, David M. ;
Meyerson, Matthew ;
Thomas, Roman K. ;
Lander, Eric S. ;
Mesirov, Jill P. ;
Root, David E. ;
Gilliland, D. Gary ;
Jacks, Tyler ;
Hahn, William C. .
NATURE, 2009, 462 (7269) :108-U122
[3]
A probability-based approach for high-throughput protein phosphorylation analysis and site localization [J].
Beausoleil, Sean A. ;
Villen, Judit ;
Gerber, Scott A. ;
Rush, John ;
Gygi, Steven P. .
NATURE BIOTECHNOLOGY, 2006, 24 (10) :1285-1292
[4]
Only a Subset of Met-Activated Pathways Are Required to Sustain Oncogene Addiction [J].
Bertotti, Andrea ;
Burbridge, Mike F. ;
Gastaldi, Stefania ;
Galimi, Francesco ;
Torti, Davide ;
Medico, Enzo ;
Giordano, Silvia ;
Corso, Simona ;
Rolland-Valognes, Gaelle ;
Lockhart, Brian P. ;
Hickman, John A. ;
Comoglio, Paolo M. ;
Trusolino, Livio .
SCIENCE SIGNALING, 2009, 2 (100) :ra80
[5]
Oncogenic pathway signatures in human cancers as a guide to targeted therapies [J].
Bild, AH ;
Yao, G ;
Chang, JT ;
Wang, QL ;
Potti, A ;
Chasse, D ;
Joshi, MB ;
Harpole, D ;
Lancaster, JM ;
Berchuck, A ;
Olson, JA ;
Marks, JR ;
Dressman, HK ;
West, M ;
Nevins, JR .
NATURE, 2006, 439 (7074) :353-357
[6]
QUANTITATIVE ANALYSIS OF PROTEIN PHOSPHORYLATION ON A SYSTEM-WIDE SCALE BY MASS SPECTROMETRY-BASED PROTEOMICS [J].
Bodenmiller, Bernd ;
Aebersold, Ruedi .
METHODS IN ENZYMOLOGY, VOL 470: GUIDE TO YEAST GENETICS:: FUNCTIONAL GENOMICS, PROTEOMICS, AND OTHER SYSTEMS ANALYSIS, 2ND EDITION, 2010, 470 :317-334
[7]
Integrative Genomic and Proteomic Analyses Identify Targets for Lkb1-Deficient Metastatic Lung Tumors [J].
Carretero, Julian ;
Shimamura, Takeshi ;
Rikova, Klarisa ;
Jackson, Autumn L. ;
Wilkerson, Matthew D. ;
Borgman, Christa L. ;
Buttarazzi, Matthew S. ;
Sanofsky, Benjamin A. ;
McNamara, Kate L. ;
Brandstetter, Kathleyn A. ;
Walton, Zandra E. ;
Gu, Ting-Lei ;
Silva, Jeffrey C. ;
Crosby, Katherine ;
Shapiro, Geoffrey I. ;
Maira, Sauveur-Michel ;
Ji, Hongbin ;
Castrillon, Diego H. ;
Kim, Carla F. ;
Garcia-Echeverria, Carlos ;
Bardeesy, Nabeel ;
Sharpless, Norman E. ;
Hayes, Neil D. ;
Kim, William Y. ;
Engelman, Jeffrey A. ;
Wong, Kwok-Kin .
CANCER CELL, 2010, 17 (06) :547-559
[8]
A Genomic Strategy to Elucidate Modules of Oncogenic Pathway Signaling Networks [J].
Chang, Jeffrey T. ;
Carvalho, Carlos ;
Mori, Seiichi ;
Bild, Andrea H. ;
Gatza, Michael L. ;
Wang, Quanli ;
Lucas, Joseph E. ;
Potti, Anil ;
Febbo, Phillip G. ;
West, Mike ;
Nevins, Joseph R. .
MOLECULAR CELL, 2009, 34 (01) :104-114
[9]
An integrative multi-dimensional genetic and epigenetic strategy to identify aberrant genes and pathways in cancer [J].
Chari, Raj ;
Coe, Bradley P. ;
Vucic, Emily A. ;
Lockwood, William W. ;
Lam, Wan L. .
BMC SYSTEMS BIOLOGY, 2010, 4
[10]
A five-gene signature and clinical outcome in non-small-cell lung cancer [J].
Chen, Hsuan-Yu ;
Yu, Sung-Liang ;
Chen, Chun-Houh ;
Chang, Gee-Chen ;
Chen, Chih-Yi ;
Yuan, Ang ;
Cheng, Chiou-Ling ;
Wang, Chien-Hsun ;
Terng, Harn-Jing ;
Kao, Shu-Fang ;
Chan, Wing-Kai ;
Li, Han-Ni ;
Liu, Chun-Chi ;
Singh, Sher ;
Chen, Wei J. ;
Chen, Jeremy J. W. ;
Yang, Pan-Chyr .
NEW ENGLAND JOURNAL OF MEDICINE, 2007, 356 (01) :11-20