Initial Clinical Findings of a Mathematical Model to Predict Survival of Head and Neck Cancer

被引:20
作者
Emerick, Kevin S. [1 ,2 ]
Leavitt, Erica R. [1 ,3 ]
Michaelson, James S. [3 ]
Diephuis, Bradford [1 ,3 ]
Clark, John R. [4 ,5 ]
Deschler, Daniel G. [1 ,2 ]
机构
[1] Massachusetts Eye & Ear Infirm, Boston, MA 02114 USA
[2] Harvard Univ, Sch Med, Dept Otol & Laryngol, Cambridge, MA 02138 USA
[3] Massachusetts Gen Hosp, Dept Surg, Boston, MA 02114 USA
[4] Massachusetts Gen Hosp, Dept Med Hematol Oncol, Boston, MA 02114 USA
[5] Harvard Univ, Sch Med, Dept Med, Cambridge, MA 02138 USA
关键词
survival; calculator; mathematical model; head neck cancer; LYMPH-NODES CONTRIBUTES; HUMAN-PAPILLOMAVIRUS; UNITED-STATES; PRIMARY SITE; TUMOR SIZE; RISK; DEATH; CARCINOMA; IMPACT; HPV;
D O I
10.1177/0194599813495178
中图分类号
R76 [耳鼻咽喉科学];
学科分类号
100213 ;
摘要
Objectives (1) Identify clinical features that impact survival for head and neck cancer. (2) Determine the individual contribution to mortality of significant clinical features. (3) Develop a web-based calculator to integrate clinical features and predict survival outcome for individual patients. Study Design Analysis of a national cancer database. We fit patient data to the binary-biological model of cancer lethality, a mathematical model designed to predict cancer outcome. The model predicts the risk of cancer death, using information on tumor size, nodal status, and other prognostic factors. Subjects and Methods Analysis was carried out on a cohort of ~50,000 patients with head and neck cancer from the Survey, Epidemiology and End- Results (SEER) 2009 data set and validated with a cohort of ~1300 patients from an institutional Massachusetts General Hospital/Massachusetts Eye and Ear Infirmary database. We developed a web-based calculator written in JavaScript, PHP, and HTML. Results The risk of death due to head and neck cancer increases monotonically with tumor size. Each positive lymph node is associated with ~14% extra risk of death. Anatomical site, age, race, tumor extension, N stage, and extracapsular spread contribute to mortality. The lethal impact of these prognostics factors can be accurately estimated by the Size + Nodes + PrognosticMarkers (SNAP) method. Conclusions This predictive cancer model and web-based calculator provide a basis for estimating the risk of death for head and neck cancer patients by assigning values to the lethal contributions of tumor size, number of positive nodes, anatomical site, tumor extension, N stage, extracapsular spread, age at diagnosis, and race.
引用
收藏
页码:572 / 578
页数:7
相关论文
共 10 条
[1]   The Impact of Primary Tumor Size, Lymph Node Status, and Other Prognostic Factors on the Risk of Cancer Death [J].
Chen, L. Leon ;
Nolan, Matthew E. ;
Silverstein, Melvin J. ;
Mihm, Martin C., Jr. ;
Sober, Arthur J. ;
Tanabe, Kenneth K. ;
Smith, Barbara L. ;
Younger, Jerry ;
Michaelson, James S. .
CANCER, 2009, 115 (21) :5071-5083
[2]   Meta-analysis of the impact of human papillomavirus (HPV) on cancer risk and overall survival in head and neck squamous cell carcinomas (HNSCC) [J].
Dayyani, Farshid ;
Etzel, Carol J. ;
Liu, Mei ;
Ho, Chung-Han ;
Lippman, Scott M. ;
Tsao, Anne S. .
HEAD & NECK ONCOLOGY, 2010, 2
[3]  
Edge S.B., 2010, AJCC cancer staging manual, V649
[4]   Unequal burden of head and neck cancer in the United States [J].
Goodwin, W. Jarrard ;
Thomas, Giovana R. ;
Parker, Dorothy F. ;
Joseph, Debbie ;
Levis, Silvina ;
Franzmann, Elizabeth ;
Anello, Charles ;
Hu, Jennifer J. .
HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2008, 30 (03) :358-371
[5]   How Cancer at the Primary Site and in the Lymph Nodes Contributes to the Risk of Cancer Death [J].
Michaelson, James S. ;
Chen, L. Leon ;
Silverstein, Melvin J. ;
Mihm, Martin C., Jr. ;
Sober, Arthur J. ;
Tanabe, Kenneth K. ;
Smith, Barbara L. ;
Younger, Jerry .
CANCER, 2009, 115 (21) :5095-5107
[6]  
Michaelson JS, 2009, CANCER, V115, P5084, DOI 10.1002/cncr.24542
[7]   Predicting the survival of patients with breast carcinoma using tumor size [J].
Michaelson, JS ;
Silverstein, M ;
Wyatt, J ;
Weber, G ;
Moore, R ;
Halpern, E ;
Kopans, DB ;
Hughes, K .
CANCER, 2002, 95 (04) :713-723
[8]   DETERMINANTS OF HEAD AND NECK CANCER SURVIVAL BY RACE [J].
Ragin, Camille C. ;
Langevin, Scott M. ;
Marzouk, Mark ;
Grandis, Jennifer ;
Taioli, Emanuela .
HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2011, 33 (08) :1092-1098
[9]   CASE-MATCHING ANALYSIS OF HEAD AND NECK SQUAMOUS CELL CARCINOMA IN RACIAL AND ETHNIC MINORITIES IN THE UNITED STATES-POSSIBLE ROLE FOR HUMAN PAPILLOMAVIRUS IN SURVIVAL DISPARITIES [J].
Schrank, Travis P. ;
Han, Yimei ;
Weiss, Heidi ;
Resto, Vicente A. .
HEAD AND NECK-JOURNAL FOR THE SCIENCES AND SPECIALTIES OF THE HEAD AND NECK, 2011, 33 (01) :45-53
[10]   Characteristics and survival of head and neck cancer by HPV status: a cancer registry-based study [J].
Sethi, Seema ;
Ali-Fehmi, Rouba ;
Franceschi, Silvia ;
Struijk, Linda ;
van Doorn, Leen-Jan ;
Quint, Wim ;
Albashiti, Bassam ;
Ibrahim, Majd ;
Kato, Ikuko .
INTERNATIONAL JOURNAL OF CANCER, 2012, 131 (05) :1179-1186