Prognostic and Predictive Value of a Malignancy-Risk Gene Signature in Early-Stage Non-Small Cell Lung Cancer

被引:85
|
作者
Chen, Dung-Tsa [1 ]
Hsu, Ying-Lin [5 ,6 ]
Fulp, William J. [1 ]
Coppola, Domenico [2 ]
Haura, Eric B. [3 ]
Yeatman, Timothy J. [4 ]
Cress, W. Douglas [3 ]
机构
[1] H Lee Moffitt Canc Ctr & Res Inst, Dept Biostat, Tampa, FL 33612 USA
[2] H Lee Moffitt Canc Ctr & Res Inst, Dept Pathol, Tampa, FL 33612 USA
[3] H Lee Moffitt Canc Ctr & Res Inst, Dept Mol Oncol, Tampa, FL 33612 USA
[4] H Lee Moffitt Canc Ctr & Res Inst, Dept Surg & Interdisciplinary Oncol, Tampa, FL 33612 USA
[5] Natl Chung Hsing Univ, Dept Appl Math, Taichung, Taiwan
[6] Natl Chung Hsing Univ, Inst Stat, Taichung, Taiwan
基金
美国国家卫生研究院;
关键词
VINORELBINE PLUS CISPLATIN; EXPRESSION SIGNATURE; ADJUVANT CHEMOTHERAPY; SQUAMOUS-CELL; SURVIVAL; MARKERS;
D O I
10.1093/jnci/djr420
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background The malignancy-risk gene signature is composed of numerous proliferative genes and has been applied to predict breast cancer risk. We hypothesized that the malignancy-risk gene signature has prognostic and predictive value for early-stage non-small cell lung cancer (NSCLC) patients. Methods The ability of the malignancy-risk gene signature to predict overall survival (OS) of early-stage NSCLC patients was tested using a large NSCLC microarray dataset from the Director's Challenge Consortium (n = 442) and two independent NSCLC microarray datasets (n = 117 and 133, for the GSE13213 and GSE14814 datasets, respectively). An overall malignancy-risk score was generated by principal component analysis to determine the prognostic and predictive value of the signature. An interaction model was used to investigate a statistically significant interaction between adjuvant chemotherapy (ACT) and the gene signature. All statistical tests were two-sided. Results The malignancy-risk gene signature was statistically significantly associated with OS (P < .001) of NSCLC patients. Validation with the two independent datasets demonstrated that the malignancy-risk score had prognostic and predictive values: Of patients who did not receive ACT, those with a low malignancy-risk score had increased OS compared with a high malignancy-risk score (P = .007 and .01 for the GSE13212 and GSE14814 datasets, respectively), indicating a prognostic value; and in the GSE14814 dataset, patients receiving ACT survived longer in the high malignancy-risk score group (P = .03), and a statistically significant interaction between ACT and the signature was observed (P = .02). Conclusions The malignancy-risk gene signature was associated with OS and was a prognostic and predictive indicator. The malignancy-risk gene signature could be useful to improve prediction of OS and to identify those NSCLC patients who will benefit from ACT.
引用
收藏
页码:1859 / 1870
页数:12
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