Predictive and prognostic value of CT based radiomics signature in locally advanced head and neck cancers patients treated with concurrent chemoradiotherapy or bioradiotherapy and its added value to Human Papillomavirus status

被引:77
作者
Ou, Dan [1 ,2 ]
Blanchard, Pierre [1 ]
Rosellini, Silvia [3 ]
Levy, Antonin [1 ]
Nguyen, France [1 ]
Leijenaar, Ralph T. H. [4 ]
Garberis, Ingrid [5 ]
Gorphe, Philippe [6 ]
Bidault, Francois [7 ]
Ferte, Charles [6 ]
Robert, Charlotte [1 ]
Casiraghi, Odile [5 ]
Scoazec, Jean-Yves [5 ]
Lambin, Philippe [4 ]
Temam, Stephane [6 ]
Deutsch, Eric [1 ]
Tao, Yungan [1 ]
机构
[1] Inst Gustave Roussy, Dept Radiat Oncol, 114 Rue Edouard Vaillant, F-94805 Villejuif, France
[2] Fudan Univ, Dept Radiat Oncol, Shanghai Canc Ctr, Shanghai, Peoples R China
[3] Inst Gustave Roussy, Dept Biostat, Villejuif, France
[4] Maastricht Univ, Dept Radiat Oncol, MAASTRO Clin, Res Inst GROW, NL-6229 ET Maastricht, Netherlands
[5] Inst Gustave Roussy, Dept Pathol, Villejuif, France
[6] Inst Gustave Roussy, Dept Head & Neck Oncol, Villejuif, France
[7] Inst Gustave Roussy, Dept Radiol, Villejuif, France
基金
欧盟地平线“2020”;
关键词
Radiomics; Locally advanced head and neck cancer; HPV; Chemoradiotherapy; Bioradiotherapy; SQUAMOUS-CELL CARCINOMAS; TEXTURE ANALYSIS; OROPHARYNGEAL CANCER; SURVIVAL; HETEROGENEITY; RADIOTHERAPY; CISPLATIN; BIOMARKER; CETUXIMAB; CHEMOTHERAPY;
D O I
10.1016/j.oraloncology.2017.06.015
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objectives: To explore prognostic and predictive value of radiomics in patients with locally advanced head and neck squamous cell carcinomas (LAHNSCC) treated with concurrent chemoradiotherapy (CRT) or bioradiotherapy (BRT). Materials and Methods: Data of 120 patients (CRT vs. BRT matched 2: 1) were retrospectively analyzed. A total of 544 radiomics features of the primary tumor were extracted from radiotherapy planning computed tomography scans. Cox proportional hazards models were used to examine the association between survival and radiomics features with false discovery rate correction. The discriminatory performance was evaluated using receiver operating characteristic curve analysis. Results: Multivariate analysis showed a 24-feature based signature significantly predicted for OS (HR = 0.3, P = 0.02) and progression-free survival (PFS) (HR = 0.3, P = 0.01). Combining the radiomics signature with p16 status showed a significant improvement of prognostic performance compared with p16 (AUC = 0.78 vs. AUC = 0.64 at 5 years, P = 0.01) or radiomics signature (AUC = 0.78 vs. AUC = 0.67, P = 0.01) alone. When patients were stratified according to this combination, OS and PFS were significantly different according to the 4 sub-types (p16+ with low/high signature score; p16-with low/high signature score) (P < 0.001). Patients with high signature score significantly benefited from CRT (vs. BRT) in terms of OS (P = 0.004), while no benefit from CRT in patients with low signature score. Conclusion: Our analysis suggests an added value of radiomics features as prognostic and predictive biomarker in HNSCC treated with CRT/BRT. Moreover, the radiomics signature provided additional information to HPV/p16 status to further stratify patients. External validation of such findings is mandatory given the risk of overfitting. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:150 / 155
页数:6
相关论文
共 24 条
[1]   Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach [J].
Aerts, Hugo J. W. L. ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Parmar, Chintan ;
Grossmann, Patrick ;
Cavalho, Sara ;
Bussink, Johan ;
Monshouwer, Rene ;
Haibe-Kains, Benjamin ;
Rietveld, Derek ;
Hoebers, Frank ;
Rietbergen, Michelle M. ;
Leemans, C. Rene ;
Dekker, Andre ;
Quackenbush, John ;
Gillies, Robert J. ;
Lambin, Philippe .
NATURE COMMUNICATIONS, 2014, 5
[2]   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
[3]   PD-1-Expressing Tumor-Infiltrating T Cells Are a Favorable Prognostic Biomarker in HPV-Associated Head and Neck Cancer [J].
Badoual, Cecile ;
Hans, Stephane ;
Merillon, Nathalie ;
Van Ryswick, Cordelia ;
Ravel, Patrice ;
Benhamouda, Nadine ;
Levionnois, Emeline ;
Nizard, Mevyn ;
Si-Mohamed, Ali ;
Besnier, Nicolas ;
Gey, Alain ;
Rotem-Yehudar, Rinat ;
Pere, Helene ;
Tran, Thi ;
Guerin, Coralie L. ;
Chauvat, Anne ;
Dransart, Estelle ;
Alanio, Cecile ;
Albert, Sebastien ;
Barry, Beatrix ;
Sandoval, Federico ;
Quintin-Colonna, Francoise ;
Bruneval, Patrick ;
Fridman, Wolf H. ;
Lemoine, Francois M. ;
Oudard, Stephane ;
Johannes, Ludger ;
Olive, Daniel ;
Brasnu, Daniel ;
Tartour, Eric .
CANCER RESEARCH, 2013, 73 (01) :128-138
[4]   Human Papillomavirus-Associated Oropharyngeal Cancer: Defining Risk Groups and Clinical Trials [J].
Bhatia, Aarti ;
Burtness, Barbara .
JOURNAL OF CLINICAL ONCOLOGY, 2015, 33 (29) :3243-+
[5]   Using Texture Analysis to Determine Human Papillomavirus Status of Oropharyngeal Squamous Cell Carcinomas on CT [J].
Buch, K. ;
Fujita, A. ;
Li, B. ;
Kawashima, Y. ;
Qureshi, M. M. ;
Sakai, O. .
AMERICAN JOURNAL OF NEURORADIOLOGY, 2015, 36 (07) :1343-1348
[6]   CT-based radiomic signature predicts distant metastasis in lung adenocarcinoma [J].
Coroller, Thibaud P. ;
Grossmann, Patrick ;
Hou, Ying ;
Velazquez, Emmanuel Rios ;
Leijenaar, Ralph T. H. ;
Hermann, Gretchen ;
Lambin, Philippe ;
Haibe-Kains, Benjamin ;
Mak, Raymond H. ;
Aerts, Hugo J. W. L. .
RADIOTHERAPY AND ONCOLOGY, 2015, 114 (03) :345-350
[7]   Difference Between HPV-Positive and HPV-Negative Non-Oropharyngeal Head and Neck Cancer: Texture Analysis Features on CT [J].
Fujita, Akifumi ;
Buch, Karen ;
Li, Baojun ;
Kawashima, Yusuke ;
Qureshi, Muhammad M. ;
Sakai, Osamu .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 2016, 40 (01) :43-47
[8]   Tumour heterogeneity in oesophageal cancer assessed by CT texture analysis: Preliminary evidence of an association with tumour metabolism, stage, and survival [J].
Ganeshan, B. ;
Skogen, K. ;
Pressney, I. ;
Coutroubis, D. ;
Miles, K. .
CLINICAL RADIOLOGY, 2012, 67 (02) :157-164
[9]   Cisplatin Versus Cetuximab With Radiotherapy in Locally Advanced Squamous Cell Carcinoma of the Head and Neck [J].
Husain, Zain A. ;
Burtness, Barbara A. ;
Decker, Roy H. .
JOURNAL OF CLINICAL ONCOLOGY, 2016, 34 (05) :396-+
[10]   Radiomics: Extracting more information from medical images using advanced feature analysis [J].
Lambin, Philippe ;
Rios-Velazquez, Emmanuel ;
Leijenaar, Ralph ;
Carvalho, Sara ;
van Stiphout, Ruud G. P. M. ;
Granton, Patrick ;
Zegers, Catharina M. L. ;
Gillies, Robert ;
Boellard, Ronald ;
Dekker, Andre ;
Aerts, Hugo J. W. L. .
EUROPEAN JOURNAL OF CANCER, 2012, 48 (04) :441-446