MR radiomics unveils neoadjuvant chemo-responsiveness with insights into selective treatment de-intensification in HPV-positive oropharyngeal carcinoma

被引:0
作者
Lyu, Wenjiao [1 ]
Gong, Jing [2 ]
Zhu, Lin [1 ]
Xu, Tingting [1 ]
Huang, Shenglin [3 ]
Shen, Chunying [1 ]
Wang, Cuihong [1 ]
He, Xiayun [1 ]
Ying, Hongmei [1 ]
Hu, Chaosu [1 ]
Wang, Yu [4 ]
Ji, Qinghai [4 ]
Gu, Yajia [2 ]
Zhou, Xin [1 ]
Lu, Xueguan [1 ]
机构
[1] Fudan Univ, Shanghai Canc Ctr, Dept Radiat Oncol, Shanghai 200032, Peoples R China
[2] Fudan Univ, Shanghai Canc Ctr, Dept Radiol, Shanghai 200032, Peoples R China
[3] Fudan Univ S, Shanghai Key Lab Med Epigenet, Shanghai Canc Ctr, Shanghai 200032, Peoples R China
[4] Fudan Univ, Shanghai Canc Ctr, Dept Head & Neck Surg, Shanghai 200032, Peoples R China
基金
中国国家自然科学基金;
关键词
Radiomics; Human papillomavirus; Oropharyngeal cancer; Neoadjuvant chemotherapy; Prognosis; Treatment de-escalation; SQUAMOUS-CELL CARCINOMA; INDUCTION CHEMOTHERAPY; HUMAN-PAPILLOMAVIRUS; NECK; HEAD; CANCER; CHEMORADIATION; TRIAL;
D O I
10.1016/j.oraloncology.2024.107049
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Accurate prediction of neoadjuvant chemotherapy (NAC) response allows for NAC-guided personalized treatment de-intensification in HPV-positive oropharyngeal squamous cell carcinoma (OPSCC). In this study, we aimed to apply baseline MR radiomic features to predict NAC response to help select NAC-guided de-intensification candidates, and to explore biological underpinnings of response-oriented radiomics. Methods: Pre-treatment MR images and clinical data of 131 patients with HPV-positive OPSCC were retrieved from Fudan University Shanghai Cancer Center. Patients were divided into training cohort (n = 47), validation cohort 1 (n = 49) from NAC response-adapted de-intensification trial (IChoice-01, NCT04012502) and real-world validation cohort 2 (n = 35). NAC prediction model using linear support vector machine (SVM) was built and validated. Subsequent nomograms combined radiomics and clinical characteristics were established to predict survival outcomes. RNA-seq and proteomic data were compared to interpret the molecular features underlying radiomic signatures with differential NAC response. Findings: For NAC response prediction, the fusion model with both oropharyngeal and nodal signatures achieved encouraging performance to predict good responders in the training cohort (AUC 0<middle dot>89, 95% CI, 0<middle dot>79-0<middle dot>95) and validation cohort 1 (AUC 0<middle dot>71, 95% CI, 0<middle dot>59-0<middle dot>83). For prognosis prediction, radiomics-based nomograms exhibited satisfactory discriminative ability between low-risk and high-risk patients (PFS, C-index 0<middle dot>85, 0<middle dot>76 and 0<middle dot>83; OS, C-index 0<middle dot>79, 0<middle dot>76 and 0<middle dot>87, respectively) in three cohorts. Expression analysis unveiled NAC poor responders had predominantly enhanced keratinization while good responders were featured by upregulated immune response and oxidative stress. Interpretation: The MR-based radiomic models and prognostic models efficiently discriminate among patients with different NAC response and survival risk, which help candidate selection in HPV-positive OPSCC with regard to personalized treatment de-intensification.
引用
收藏
页数:12
相关论文
共 42 条
  • [1] Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach
    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
    [J]. NATURE COMMUNICATIONS, 2014, 5
  • [2] Human Papillomavirus and Survival of Patients with Oropharyngeal Cancer
    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.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2010, 363 (01) : 24 - 35
  • [3] Prevalence and distribution of cervical lymph node metastases in HPV-positive and HPV-negative oropharyngeal squamous cell carcinoma
    Bauwens, Laurence
    Baltres, Aline
    Fiani, Danny-Joe
    Zrounba, Philippe
    Buiret, Guillaume
    Fleury, Bertrand
    Benzerdjeb, Nazim
    Gregoire, Vincent
    [J]. RADIOTHERAPY AND ONCOLOGY, 2021, 157 : 122 - 129
  • [4] Induction chemotherapy followed by concurrent chemoradiation versus concurrent chemoradiation alone in the definitive management of p16-positive oropharyngeal squamous cell carcinoma with low-neck or N3 disease
    Bhattasali, Onita
    Han, Jeannie
    Thompson, Lester D. R.
    Buchschacher, Gary L., Jr.
    Abdalla, Iman A.
    Iganej, Shawn
    [J]. ORAL ONCOLOGY, 2018, 78 : 151 - 155
  • [5] Magnetic resonance imaging based radiomics prediction of Human Papillomavirus infection status and overall survival in oropharyngeal squamous cell carcinoma
    Boot, Paulien A.
    Mes, Steven W.
    de Bloeme, Christiaan M.
    Martens, Roland M.
    Leemans, C. Rene
    Boellaard, Ronald
    van de Wiel, Mark A.
    de Graaf, Pim
    [J]. ORAL ONCOLOGY, 2023, 137
  • [6] Radiomics and radiogenomics in head and neck squamous cell carcinoma: Potential contribution to patient management and challenges
    Bruixola, Gema
    Remacha, Elena
    Jimenez-Pastor, Ana
    Dualde, Delfina
    Viala, Alba
    Monton, Jose Vicente
    Ibarrola-Villava, Maider
    Alberich-Bayarri, Angel
    Cervantes, Andres
    [J]. CANCER TREATMENT REVIEWS, 2021, 99
  • [7] Reduced-dose radiotherapy for human papillomavirus-associated squamous-cell carcinoma of the oropharynx: a single-arm, phase 2 study
    Chen, Allen M.
    Felix, Carol
    Wang, Pin-Chieh
    Hsu, Sophia
    Basehart, Vincent
    Garst, Jordan
    Beron, Phillip
    Wong, Deborah
    Rosove, Michael H.
    Rao, Shyam
    Melanson, Heather
    Kim, Edward
    Palmer, Daphne
    Qi, Lihong
    Kelly, Karen
    Steinberg, Michael L.
    Kupelian, Patrick A.
    Daly, Megan E.
    [J]. LANCET ONCOLOGY, 2017, 18 (06) : 803 - 811
  • [8] Radiotherapy plus cetuximab or cisplatin in human papillomavirus-positive oropharyngeal cancer (NRG Oncology RTOG 1016): a randomised, multicentre, non-inferiority trial
    Gillison, Maura L.
    Trotti, Andy M.
    Harris, Jonathan
    Eisbruch, Avraham
    Harari, Paul M.
    Adelstein, David J.
    Sturgis, Erich M.
    Burtness, Barbara
    Ridge, John A.
    Ringash, Jolie
    Galvin, James
    Yao, Min
    Koyfman, Shlomo A.
    Blakaj, Dukagjin M.
    Razaq, Mohammed A.
    Colevas, A. Dimitrios
    Beitler, Jonathan J.
    Jones, Christopher U.
    Dunlap, Neal E.
    Seaward, Samantha A.
    Spencer, Sharon
    Galloway, Thomas J.
    Phan, Jack
    Dignam, James J.
    Quynh Thu Le
    [J]. LANCET, 2019, 393 (10166) : 40 - 50
  • [9] Epidemiology of Human Papillomavirus-Positive Head and Neck Squamous Cell Carcinoma
    Gillison, Maura L.
    Chaturvedi, Anil K.
    Anderson, William F.
    Fakhry, Carole
    [J]. JOURNAL OF CLINICAL ONCOLOGY, 2015, 33 (29) : 3235 - +
  • [10] Fusion of quantitative imaging features and serum biomarkers to improve performance of computer-aided diagnosis scheme for lung cancer: A preliminary study
    Gong, Jing
    Liu, Ji-yu
    Jiang, Yao-jun
    Sun, Xi-wen
    Zheng, Bin
    Nie, Sheng-dong
    [J]. MEDICAL PHYSICS, 2018, 45 (12) : 5472 - 5481