A 13-Gene Signature Prognostic of HPV-Negative OSCC: Discovery and External Validation

被引:143
作者
Lohavanichbutr, Pawadee [1 ]
Mendez, Eduardo [2 ,4 ,8 ]
Holsinger, F. Christopher [9 ]
Rue, Tessa C. [5 ]
Zhang, Yuzheng [3 ]
Houck, John [1 ]
Upton, Melissa P. [6 ]
Futran, Neal [4 ]
Schwartz, Stephen M. [1 ,7 ]
Wang, Pei [3 ]
Chen, Chu [1 ,4 ,7 ]
机构
[1] Fred Hutchinson Canc Res Ctr, Program Epidemiol, Seattle, WA 98109 USA
[2] Fred Hutchinson Canc Res Ctr, Div Clin Res, Seattle, WA 98109 USA
[3] Fred Hutchinson Canc Res Ctr, Program Biostat & Biomath, Seattle, WA 98109 USA
[4] Univ Washington, Dept Otolaryngol Head & Neck Surg, Seattle, WA 98195 USA
[5] Univ Washington, Dept Biostat, Seattle, WA 98195 USA
[6] Univ Washington, Dept Pathol, Seattle, WA 98195 USA
[7] Univ Washington, Dept Epidemiol, Seattle, WA 98195 USA
[8] VA Puget Sound Hlth Care Syst, Surg & Perioperat Care Serv, Seattle, WA USA
[9] Univ Texas Houston, MD Anderson Canc Ctr, Dept Otolaryngol Head & Neck Surg, Houston, TX 77030 USA
关键词
SQUAMOUS-CELL CARCINOMA; PLASMINOGEN-ACTIVATOR INHIBITOR; HUMAN-PAPILLOMAVIRUS; GENE-EXPRESSION; OROPHARYNGEAL CANCER; LUNG-CANCER; ORAL-CANCER; HIGH-RISK; RECEPTOR; SURVIVAL;
D O I
10.1158/1078-0432.CCR-12-2647
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To identify a prognostic gene signature for patients with human papilloma virus (HPV)negative oral squamous cell carcinomas (OSCC). Experimental Design: Two gene expression datasets were used: a training dataset from the Fred Hutchinson Cancer Research Center (FHCRC, Seattle, WA; n = 97) and a validation dataset from the MD Anderson Cancer Center (MDACC, Houston, TX; n = 71). We applied L1/L2-penalized Cox regression models to the FHCRC data on the 131-gene signature previously identified to be prognostic in patients with OSCCs to identify a prognostic model specific for patients with high-risk HPV-negative OSCCs. The models were tested with the MDACC dataset using a receiver operating characteristic (ROC) analysis. Results: A 13-gene model was identified as the best predictor of HPV-negative OSCC-specific survival in the training dataset. The risk score for each patient in the validation dataset was calculated from this model and dichotomized at the median. The estimated 2-year mortality (+/- SE) of patients with high-risk scores was 47.1% (+/- 9.24%) compared with 6.35% (+/- 4.42) for patients with low-risk scores. ROC analyses showed that the areas under the curve for the age, gender, and treatment modality-adjusted models with risk score [0.78; 95% confidence interval (CI), 0.74-0.86] and risk score plus tumor stage (0.79; 95% CI, 0.75-0.87) were substantially higher than for the model with tumor stage (0.54; 95% CI, 0.48-0.62). Conclusions: We identified and validated a 13-gene signature that is considerably better than tumor stage in predicting survival of patients with HPV-negative OSCCs. Further evaluation of this gene signature as a prognostic marker in other populations of patients with HPV-negative OSCC is warranted. Clin Cancer Res; 19(5); 1197-203. (C) 2012 AACR.
引用
收藏
页码:1197 / 1203
页数:7
相关论文
共 37 条
[1]   The phosphorylation of p25/TPPP by LIM kinase 1 inhibits its ability to assemble microtubules [J].
Acevedo, Karla ;
Li, Rong ;
Soo, Priscilla ;
Suryadinata, Randy ;
Sarcevic, Boris ;
Valova, Valentina A. ;
Graham, Mark E. ;
Robinson, Phillip J. ;
Bernard, Ora .
EXPERIMENTAL CELL RESEARCH, 2007, 313 (20) :4091-4106
[2]   Unregulated smooth-muscle myosin in human intestinal neoplasia [J].
Alhopuro, Pia ;
Phichith, Denis ;
Tuupanen, Sari ;
Sammalkorpi, Heli ;
Nybondas, Miranda ;
Saharinen, Juha ;
Robinson, James P. ;
Yang, Zhaohui ;
Chen, Li-Qiong ;
Orntoft, Torben ;
Mecklin, Jukka-Pekka ;
Jarvinen, Heikki ;
Eng, Charis ;
Moeslein, Gabriela ;
Shibata, Darryl ;
Houlston, Richard S. ;
Lucassen, Anneke ;
Tomlinson, Ian P. M. ;
Launonen, Virpi ;
Ristimaki, Ari ;
Arango, Diego ;
Karhu, Auli ;
Sweeney, H. Lee ;
Aaltonen, Lauri A. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (14) :5513-5518
[3]   Somatic mutation analysis of MYH11 in breast and prostate cancer [J].
Alhopuro, Pia ;
Karhu, Auli ;
Winqvist, Robert ;
Waltering, Kati ;
Visakorpi, Tapio ;
Aaltonen, Lauri A. .
BMC CANCER, 2008, 8 (1)
[4]   Human Papillomavirus and Survival of Patients with Oropharyngeal Cancer [J].
Ang, K. Kian ;
Harris, Jonathan ;
Wheeler, Richard ;
Weber, Randal ;
Rosenthal, David I. ;
Nguyen-Tan, Phuc Felix ;
Westra, William H. ;
Chung, Christine H. ;
Jordan, Richard C. ;
Lu, Charles ;
Kim, Harold ;
Axelrod, Rita ;
Silverman, C. Craig ;
Redmond, Kevin P. ;
Gillison, Maura L. .
NEW ENGLAND JOURNAL OF MEDICINE, 2010, 363 (01) :24-35
[5]   Identification of Tetranectin as a Potential Biomarker for Metastatic Oral Cancer [J].
Arellano-Garcia, Martha E. ;
Li, Roger ;
Liu, Xiaojun ;
Xie, Yongming ;
Yan, Xiaofei ;
Loo, Joseph A. ;
Hu, Shen .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2010, 11 (09) :3106-3121
[6]   The plasminogen activator inhibitor PAI-1 controls in vivo tumor vascularization by interaction with proteases, not vitronectin:: Implications for antiangiogenic strategies [J].
Bajou, K ;
Masson, V ;
Gerard, RD ;
Schmitt, PM ;
Albert, V ;
Praus, M ;
Lund, LR ;
Frandsen, TL ;
Brunner, N ;
Dano, K ;
Fusenig, NE ;
Weidle, U ;
Carmeliet, G ;
Loskutoff, D ;
Collen, D ;
Carmeliet, P ;
Foidart, JM ;
Noël, AS .
JOURNAL OF CELL BIOLOGY, 2001, 152 (04) :777-784
[7]   High-Dimensional Cox Models: The Choice of Penalty as Part of the Model Building Process [J].
Benner, Axel ;
Zucknick, Manuela ;
Hielscher, Thomas ;
Ittrich, Carina ;
Mansmann, Ulrich .
BIOMETRICAL JOURNAL, 2010, 52 (01) :50-69
[8]   DIVERSITY OF FUNCTION IS INHERENT IN MATRICELLULAR PROTEINS - AN APPRAISAL OF THROMBOSPONDIN-1 [J].
BORNSTEIN, P .
JOURNAL OF CELL BIOLOGY, 1995, 130 (03) :503-506
[9]   Genetic patterns in head and neck cancers that contain or lack transcriptionally active human papillomavirus [J].
Braakhuis, BJM ;
Snijders, PJF ;
Keune, WJH ;
Meijer, CJLM ;
Ruijter-Schippers, HJ ;
Leemans, CR ;
Brakenhoff, RH .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2004, 96 (13) :998-1006
[10]   Clinical application of the 70-gene profile: The MINDACT trial [J].
Cardoso, Fatima ;
Van't Veer, Laura ;
Rutgers, Emiel ;
Loi, Sherene ;
Mook, Stella ;
Piccart-Gebhart, Martine J. .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (05) :729-735