Integrative analysis of genome-wide gene copy number changes and gene expression in non-small cell lung cancer

被引:46
|
作者
Jabs, Verena [1 ]
Edlund, Karolina [2 ]
Koenig, Helena [1 ]
Grinberg, Marianna [1 ]
Madjar, Katrin [1 ]
Rahnenfuehrer, Joerg [1 ]
Ekman, Simon [3 ]
Bergkvist, Michael [4 ]
Holmberg, Lars [5 ,6 ]
Ickstadt, Katja [1 ]
Botling, Johan [7 ]
Hengstler, Jan G. [2 ]
Micke, Patrick [7 ]
机构
[1] TU Dortmund Univ, Fac Stat, Dortmund, Germany
[2] Dortmund Univ, Leibniz Res Ctr Working Environm & Human Factors, Dortmund, Germany
[3] Karolinska Univ Hosp, Dept Oncol, Stockholm, Sweden
[4] Gavle Cent Hosp, Dept Oncol, Gavle, Sweden
[5] Reg Canc Ctr Uppsala Orebro, Uppsala, Sweden
[6] Kings Coll London, Fac Life Sci & Med, Div Canc Studies, London, England
[7] Uppsala Univ, Dept Immunol Genet & Pathol, Uppsala, Sweden
来源
PLOS ONE | 2017年 / 12卷 / 11期
关键词
CIRCULAR BINARY SEGMENTATION; BREAST-CANCER; SQUAMOUS-CELL; PROGNOSIS; SIGNATURE; SURVIVAL; IDENTIFICATION; CHEMOTHERAPY; ABERRATIONS; VALIDATION;
D O I
10.1371/journal.pone.0187246
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
07 ; 0710 ; 09 ;
摘要
Non-small cell lung cancer (NSCLC) represents a genomically unstable cancer type with extensive copy number aberrations. The relationship of gene copy number alterations and subsequent mRNA levels has only fragmentarily been described. The aim of this study was to conduct a genome-wide analysis of gene copy number gains and corresponding gene expression levels in a clinically well annotated NSCLC patient cohort (n = 190) and their association with survival. While more than half of all analyzed gene copy number-gene expression pairs showed statistically significant correlations (10,296 of 18,756 genes), high correlations, with a correlation coefficient >0.7, were obtained only in a subset of 301 genes (1.6%), including KRAS, EGFR and MDM2. Higher correlation coefficients were associated with higher copy number and expression levels. Strong correlations were frequently based on few tumors with high copy number gains and correspondingly increased mRNA expression. Among the highly correlating genes, GO groups associated with posttranslational protein modifications were particularly frequent, including ubiquitination and neddylation. In a meta-analysis including 1,779 patients we found that survival associated genes were overrepresented among highly correlating genes (61 of the 301 highly correlating genes, FDR adjusted p<0.05). Among them are the chaperone CCT2, the core complex protein NUP107 and the ubiquitination and neddylation associated protein CAND1. In conclusion, in a comprehensive analysis we described a distinct set of highly correlating genes. These genes were found to be overrepresented among survival-associated genes based on gene expression in a large collection of publicly available datasets.
引用
收藏
页数:23
相关论文
共 50 条
  • [1] Characterizing genome-wide copy number profiles in non-small cell lung cancer
    Huang, Yen-Tsung
    Chirieac, Lucian
    Lin, Xihong
    Wain, John
    Heist, Rebecca
    Skaug, Vidar
    Zienolddiny, Shanbeh
    Haugen, Aage
    Su, Li
    Christiani, David
    [J]. CANCER RESEARCH, 2009, 69
  • [2] Genome-wide gene expression analysis in asbestos-related non-small cell lung cancer
    Kettunen, Eeva
    Marwah, Veer Singh
    Wolff, Henrik
    Greco, Dario
    Husgafvel-Pursiainen, Kirsti
    [J]. CANCER RESEARCH, 2018, 78 (13)
  • [3] Genome-Wide Integrative Analysis of Copy Number Segments and Corresponding Gene Expression Profile
    Fukuoka, Yutaka
    Miyaguchi, Ken
    Mizushima, Hiroshi
    Tanaka, Hiroshi
    [J]. 2012 PROCEEDINGS OF SICE ANNUAL CONFERENCE (SICE), 2012, : 783 - 786
  • [4] Genome-wide copy number variation pattern analysis and a classification signature for non-small cell lung cancer
    Qiu, Zhe-Wei
    Bi, Jia-Hao
    Gazdar, Adi F.
    Song, Kai
    [J]. GENES CHROMOSOMES & CANCER, 2017, 56 (07): : 559 - 569
  • [5] Genome-wide analysis of DNA copy number alterations and gene expression in gastric cancer
    Tsukamoto, Y.
    Uchida, T.
    Kaman, S.
    Noguchi, T.
    Nguyen, L. T.
    Tanigawa, M.
    Takeuchi, I.
    Matsuura, K.
    Hijiya, N.
    Nakada, C.
    Kishida, T.
    Kawahara, K.
    Ito, H.
    Murakami, K.
    Fujioka, T.
    Seto, M.
    Moriyama, M.
    [J]. JOURNAL OF PATHOLOGY, 2008, 216 (04): : 471 - 482
  • [6] Genome-wide characterization of gene expression variations and DNA copy number changes in prostate cancer cell lines
    Zhao, HJ
    Kim, Y
    Wang, P
    Lapointe, J
    Tibshirani, R
    Pollack, JR
    Brooks, JD
    [J]. PROSTATE, 2005, 63 (02): : 187 - 197
  • [7] Integrated Analysis of Genome-Wide Copy Number Alterations and Gene Expression Profiling of Lung Cancer in Xuanwei, China
    Zhang, Yanliang
    Xue, Qiuyue
    Pan, Guoqing
    Meng, Qing H.
    Tuo, Xiaoyu
    Cai, Xuemei
    Chen, Zhenghui
    Li, Ya
    Huang, Tao
    Duan, Xincen
    Duan, Yong
    [J]. PLOS ONE, 2017, 12 (01):
  • [8] Integrative Genome-Wide Analysis Reveals a Robust Genomic Glioblastoma Signature Associated with Copy Number Driving Changes in Gene Expression
    de Tayrac, Marie
    Etcheverry, Arnandine
    Aurbry, Marc
    Saikali, Stephan
    Hamlat, Abderrahmane
    Quillien, Veronique
    Le Treut, Andre
    Galibert, Marie-Dominique
    Mosser, Jean
    [J]. GENES CHROMOSOMES & CANCER, 2009, 48 (01): : 55 - 68
  • [9] Integrated DNA Copy Number and Gene Expression Regulatory Network Analysis of Non-small Cell Lung Cancer Metastasis
    Iranmanesh, Seyed
    Guo, Nancy
    [J]. CANCER INFORMATICS, 2014, 13 : 13 - 23
  • [10] Genome-wide gene copy number and expression analysis of primary gastric tumors and gastric cancer cell lines
    Siina Junnila
    Arto Kokkola
    Marja-Liisa Karjalainen-Lindsberg
    Pauli Puolakkainen
    Outi Monni
    [J]. BMC Cancer, 10