Biomarker Discovery in Non-Small Cell Lung Cancer: Integrating Gene Expression Profiling, Meta-analysis, and Tissue Microarray Validation

被引:308
作者
Botling, Johan [1 ]
Edlund, Karolina [1 ]
Lohr, Miriam [9 ]
Hellwig, Birte [9 ]
Holmberg, Lars [2 ,4 ,11 ]
Lambe, Mats [4 ,5 ]
Berglund, Anders [4 ,5 ]
Ekman, Simon [3 ]
Bergqvist, Michael [3 ]
Ponten, Fredrik [1 ]
Koenig, Andre [9 ]
Fernandes, Oswaldo [6 ]
Karlsson, Mats [7 ]
Helenius, Gisela [7 ]
Karlsson, Christina [8 ]
Rahnenfuehrer, Joerg [9 ]
Hengstler, Jan G. [10 ]
Micke, Patrick [1 ]
机构
[1] Uppsala Univ, Dept Immunol Genet & Pathol, Sect Oncol, S-75185 Uppsala, Sweden
[2] Uppsala Univ, Dept Surg Sci, Sect Oncol, S-75185 Uppsala, Sweden
[3] Uppsala Univ, Dept Radiol Oncol & Radiat Sci, Sect Oncol, S-75185 Uppsala, Sweden
[4] Univ Uppsala Hosp, Reg Canc Ctr Uppsala Orebro, Uppsala, Sweden
[5] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[6] Orebro Univ Hosp, Dept Cardiothorac Surg, Orebro, Sweden
[7] Orebro Univ Hosp, Dept Lab Med, Orebro, Sweden
[8] Univ Orebro, Sch Hlth & Med Sci, Orebro, Sweden
[9] TU Dortmund Univ, Dept Stat, Dortmund, Germany
[10] Leibniz Res Ctr Working Environm & Human Factors, Dortmund, Germany
[11] Kings Coll London, Sch Med, Div Canc Studies, London WC2R 2LS, England
关键词
FRESH-FROZEN TISSUE; DOMAIN-CONTAINING PROTEIN-1; PROGNOSTIC IMPACT; PREDICT SURVIVAL; SIGNATURES; RNA; ADENOCARCINOMA; TSLC1; CLASSIFICATION; RECURRENCE;
D O I
10.1158/1078-0432.CCR-12-1139
中图分类号
R73 [肿瘤学];
学科分类号
100214 [肿瘤学];
摘要
Purpose: Global gene expression profiling has been widely used in lung cancer research to identify clinically relevant molecular subtypes as well as to predict prognosis and therapy response. So far, the value of these multigene signatures in clinical practice is unclear, and the biologic importance of individual genes is difficult to assess, as the published signatures virtually do not overlap. Experimental Design: Here, we describe a novel single institute cohort, including 196 non-small lung cancers (NSCLC) with clinical information and long-term follow-up. Gene expression array data were used as a training set to screen for single genes with prognostic impact. The top 450 probe sets identified using a univariate Cox regression model (significance level P < 0.01) were tested in a meta-analysis including five publicly available independent lung cancer cohorts (n = 860). Results: The meta-analysis revealed 14 genes that were significantly associated with survival (P < 0.001) with a false discovery rate < 1%. The prognostic impact of one of these genes, the cell adhesion molecule 1 (CADM1), was confirmed by use of immunohistochemistry on tissue microarrays from 2 independent NSCLC cohorts, altogether including 617 NSCLC samples. Low CADM1 protein expression was significantly associated with shorter survival, with particular influence in the adenocarcinoma patient subgroup. Conclusions: Using a novel NSCLC cohort together with a meta-analysis validation approach, we have identified a set of single genes with independent prognostic impact. One of these genes, CADM1, was further established as an immunohistochemical marker with a potential application in clinical diagnostics. Clin Cancer Res; 19(1); 194-204. (c) 2012 AACR.
引用
收藏
页码:194 / 204
页数:11
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