Integrating pretreatment diffusion weighted MRI into a multivariable prognostic model for head and neck squamous cell carcinoma

被引:89
作者
Lambrecht, Maarten [1 ]
Van Calster, Ben [2 ,3 ]
Vandecaveye, Vincent [4 ]
De Keyzer, Frederik [4 ]
Roebben, Ilse [4 ]
Hermans, Robert [4 ]
Nuyts, Sandra [1 ]
机构
[1] Katholieke Univ Leuven, Dept Oncol, Lab Expt Radiotherapy, B-3000 Louvain, Belgium
[2] Katholieke Univ Leuven, Dept Dev & Regenerat, B-3000 Louvain, Belgium
[3] Univ Hosp Leuven, Leuvens Kankerinst, Biostat Unit, Louvain, Belgium
[4] Univ Hosp Leuven, Dept Radiol, Louvain, Belgium
关键词
Prognostic model; Head and neck cancer; Diffusion weighted imaging; CANCER; RADIOTHERAPY; SURVIVAL; THERAPY; HYPOXIA;
D O I
10.1016/j.radonc.2014.01.004
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Introduction: In head and neck squamous cell carcinoma (HNSCC) the ability to anticipate an individual patient's outcome is very valuable. With this study we wanted to assess the prognostic value of pretreatment apparent diffusion coefficient (ADC) in a large patient population and integrate it into a multivariable prognostic model. Methods: From 2004 to 2010 175 patients with pathology proven HNSCC were included in this study. All patients underwent a pretreatment MRI with diffusion weighted imaging (DWI) using six b-values. For each tumor, three ADC values were calculated using different b-value combinations: ADC(low) (b 0-50-100 s/mm(2)), ADC(high) (b 500-750-1000 s/mm(2)) and ADC(avg) (all b-values). The clinical and radiological variables included: tumor and nodal volume, tumor location and age. Disease recurrence was analyzed using competing risk regression. A prognostic model for disease recurrence was developed, and internal validation was performed using bootstrapping and by dividing patients in three equal sized groups based on prognosis. Results: One hundred and sixty-one patients were eligible for analysis. Median follow-up was 50 months (range 4-86). A total of 67 patients experienced disease recurrence during follow-up (42%). ADChigh was a prognostic factor for disease recurrence (adjusted hazard ratio: 1.14 per 10(-4) mm(2)/s, 95% CI 1.04-1.25). Harrell's c-index of the multivariable prognostic model was 0.62(95% Cl 0.56-0.70) after internal validation. The validated 3-year disease recurrence rates for the groups with worst, intermediate, and best prognosis were 56%, 33% and 31% respectively. Conclusion: Pretreatment ADC value derived from high b-values is an independent prognostic factor in HNSCC and increases the performance of a multivariable prognostic model in addition to known clinical and radiological variables. Integration of other biomarkers and external validation is necessary to ensure its clinical applicability. (c) 2014 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:429 / 434
页数:6
相关论文
共 25 条
[1]   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
[2]   Diffusion-Weighted Magnetic Resonance Imaging as a Cancer Biomarker: Consensus and Recommendations [J].
不详 .
NEOPLASIA, 2009, 11 (02) :102-125
[3]   Molecular Imaging-Based Dose Painting: A Novel Paradigm for Radiation Therapy Prescription [J].
Bentzen, Soren M. ;
Gregoire, Vincent .
SEMINARS IN RADIATION ONCOLOGY, 2011, 21 (02) :101-110
[4]   Hyperfractionated or accelerated radiotherapy in head and neck cancer:: a meta-analysis [J].
Bourhis, Jean ;
Overgaard, Jens ;
Audry, Helene ;
Ang, Kian K. ;
Saunders, Michele ;
Bernier, Jacques ;
Horiot, Jean-Claude ;
Le Maitre, Aurlie ;
Pajak, Thomas F. ;
Paulsen, Michael G. ;
O'Sullivan, Brian ;
Dobrowsky, Werner ;
Hliniak, Andrzej ;
Skladowski, Krzysztof ;
Hay, John H. ;
Pinto, Luiz H. J. ;
Fallai, Carlo ;
Fu, Karen K. ;
Sylvester, Richard ;
Pignon, Jean-Pierre .
LANCET, 2006, 368 (9538) :843-854
[5]   Tumor hypoxia adversely affects the prognosis of carcinoma of the head and neck [J].
Brizel, DM ;
Sibley, GS ;
Prosnitz, LR ;
Scher, RL ;
Dewhirst, MW .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 1997, 38 (02) :285-289
[6]   Diffusion magnetic resonance imaging: an early surrogate marker of therapeutic efficacy in brain tumors [J].
Chenevert, TL ;
Stegman, LD ;
Taylor, JMG ;
Robertson, PL ;
Greenberg, HS ;
Rehemtulla, A ;
Ross, BD .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2000, 92 (24) :2029-2036
[7]   Survival analysis part I: Basic concepts and first analyses [J].
Clark, TG ;
Bradburn, MJ ;
Love, SB ;
Altman, DG .
BRITISH JOURNAL OF CANCER, 2003, 89 (02) :232-238
[8]   Mechanisms of Disease: Hypoxia and Inflammation. [J].
Eltzschig, Holger K. ;
Carmeliet, Peter .
NEW ENGLAND JOURNAL OF MEDICINE, 2011, 364 (07) :656-665
[9]   A proportional hazards model for the subdistribution of a competing risk [J].
Fine, JP ;
Gray, RJ .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1999, 94 (446) :496-509
[10]   Apparent Diffusion Coefficient Calculated with Relatively High b-Values Correlates with Local Failure of Head and Neck Squamous Cell Carcinoma Treated with Radiotherapy [J].
Hatakenaka, M. ;
Shioyama, Y. ;
Nakamura, K. ;
Yabuuchi, H. ;
Matsuo, Y. ;
Sunami, S. ;
Kamitani, T. ;
Yoshiura, T. ;
Nakashima, T. ;
Nishikawa, K. ;
Honda, H. .
AMERICAN JOURNAL OF NEURORADIOLOGY, 2011, 32 (10) :1904-1910