A gene expression signature predicts survival of patients with stage I non-small cell lung cancer

被引:249
作者
Lu, Yan
Lemon, William
Liu, Peng-Yuan
Yi, Yijun
Morrison, Carl
Yang, Ping
Sun, Zhifu
Szoke, Janos
Gerald, William L.
Watson, Mark
Govindan, Ramaswamy
You, Ming [1 ]
机构
[1] Washington Univ, Sch Med, Dept Surg, St Louis, MO 63130 USA
[2] Washington Univ, Sch Med, Alvin J Siteman Canc Ctr, St Louis, MO 63130 USA
[3] Ohio State Univ, Ctr Comprehens Canc, Dept Pathol, Columbus, OH 43210 USA
[4] Mayo Clin, Dept Hlth Sci Res, Rochester, MN USA
[5] Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10021 USA
[6] Washington Univ, Dept Pathol & Immunol, St Louis, MO 63130 USA
[7] Washington Univ, Sch Med, Dept Internal Med, St Louis, MO 63110 USA
来源
PLOS MEDICINE | 2006年 / 3卷 / 12期
关键词
D O I
10.1371/journal.pmed.0030467
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background Lung cancer is the leading cause of cancer-related death in the United States. Nearly 50% of patients with stages I and II non-small cell lung cancer (NSCLC) will die from recurrent disease despite surgical resection. No reliable clinical or molecular predictors are currently available for identifying those at high risk for developing recurrent disease. As a consequence, it is not possible to select those high-risk patients for more aggressive therapies and assign less aggressive treatments to patients at low risk for recurrence. Methods and Findings In this study, we applied a meta-analysis of datasets from seven different microarray studies on NSCLC for differentially expressed genes related to survival time (under 2 y and over 5 y). A consensus set of 4,905 genes from these studies was selected, and systematic bias adjustment in the datasets was performed by distance-weighted discrimination (DWD). We identified a gene expression signature consisting of 64 genes that is highly predictive of which stage I lung cancer patients may benefit from more aggressive therapy. Kaplan-Meier analysis of the overall survival of stage I NSCLC patients with the 64-gene expression signature demonstrated that the high-and low-risk groups are significantly different in their overall survival. Of the 64 genes, 11 are related to cancer metastasis (APC, CDH8, IL8RB, LY6D, PCDHGA12, DSP, NID, ENPP2, CCR2, CASP8, and CASP10) and eight are involved in apoptosis (CASP8, CASP10, PIK3R1, BCL2, SON, INHA, PSEN1, and BIK). Conclusions Our results indicate that gene expression signatures from several datasets can be reconciled. The resulting signature is useful in predicting survival of stage I NSCLC and might be useful in informing treatment decisions.
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收藏
页码:2229 / 2243
页数:15
相关论文
共 55 条
[1]   Screening for lung cancer - A review of the current literature [J].
Bach, PB ;
Kelley, MJ ;
Tate, RC ;
McCrory, DC .
CHEST, 2003, 123 (01) :72S-82S
[2]   MUC1 and nuclear β-catenin are coexpressed at the invasion front of colorectal carcinomas and are both correlated with tumor prognosis [J].
Baldus, SE ;
Mönig, SP ;
Huxel, S ;
Landsberg, S ;
Hanisch, FG ;
Engelmann, K ;
Schneider, PM ;
Thiele, J ;
Hölscher, AH ;
Dienes, HP .
CLINICAL CANCER RESEARCH, 2004, 10 (08) :2790-2796
[3]  
Baltagi H.B., 2005, ECONOMETRIC ANAL PAN
[4]   Gene-expression profiles predict survival of patients with lung adenocarcinoma [J].
Beer, DG ;
Kardia, SLR ;
Huang, CC ;
Giordano, TJ ;
Levin, AM ;
Misek, DE ;
Lin, L ;
Chen, GA ;
Gharib, TG ;
Thomas, DG ;
Lizyness, ML ;
Kuick, R ;
Hayasaka, S ;
Taylor, JMG ;
Iannettoni, MD ;
Orringer, MB ;
Hanash, S .
NATURE MEDICINE, 2002, 8 (08) :816-824
[5]   Adjustment of systematic microarray data biases [J].
Benito, M ;
Parker, J ;
Du, Q ;
Wu, JY ;
Xang, D ;
Perou, CM ;
Marron, JS .
BIOINFORMATICS, 2004, 20 (01) :105-114
[6]   Classification of human lung carcinomas by mRNA expression profiling reveals distinct adenocarcinoma subclasses [J].
Bhattacharjee, A ;
Richards, WG ;
Staunton, J ;
Li, C ;
Monti, S ;
Vasa, P ;
Ladd, C ;
Beheshti, J ;
Bueno, R ;
Gillette, M ;
Loda, M ;
Weber, G ;
Mark, EJ ;
Lander, ES ;
Wong, W ;
Johnson, BE ;
Golub, TR ;
Sugarbaker, DJ ;
Meyerson, M .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (24) :13790-13795
[7]   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
[8]   Molecular signatures in biopsy specimens of lung cancer [J].
Borczuk, AC ;
Shah, L ;
Pearson, GDN ;
Walter, KL ;
Wang, LQ ;
Austin, JHM ;
Friedman, RA ;
Powell, CA .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2004, 170 (02) :167-174
[9]   Adenomatous polyposis coli gene promoter hypermethylation in non-small cell lung cancer is associated with survival [J].
Brabender, J ;
Usadel, H ;
Danenberg, KD ;
Metzger, R ;
Schneider, PM ;
Lord, RV ;
Wickramasinghe, K ;
Lum, CE ;
Park, J ;
Salonga, D ;
Singer, J ;
Sidransky, D ;
Hölscher, AH ;
Meltzer, SJ ;
Danenberg, PV .
ONCOGENE, 2001, 20 (27) :3528-3532
[10]   Alterations in thigh subcutaneous adipose tissue gene expression in protease inhibitor-based highly active antiretroviral therapy [J].
Chaparro, J ;
Reeds, DN ;
Wen, WD ;
Xueping, E ;
Klein, S ;
Semenkovich, CF ;
Bae, KT ;
Quirk, EK ;
Powderly, WG ;
Yarasheski, KE ;
Li, E .
METABOLISM-CLINICAL AND EXPERIMENTAL, 2005, 54 (05) :561-567