Radiomic Analysis for Human Papillomavirus Assessment in Oropharyngeal Carcinoma: Lessons and Pitfalls for the Next Future

被引:0
|
作者
Morelli, Ilaria [1 ]
Becherini, Carlotta [2 ]
Banini, Marco [1 ]
Valzano, Marianna [1 ]
Bertini, Niccolo [1 ]
Loi, Mauro [2 ]
Francolini, Giulio [2 ]
Meattini, Icro [1 ,2 ]
Salvestrini, Viola [2 ]
Bonomo, Pierluigi [2 ]
Livi, Lorenzo [1 ]
Desideri, Isacco [1 ,2 ]
机构
[1] Univ Florence, Dept Expt & Clin Biomed Sci Mario Serio, I-50121 Florence, Italy
[2] Azienda Osped Univ Careggi, Radiat Oncol Unit, I-50134 Florence, Italy
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 23期
关键词
radiomics; human papillomavirus; oropharyngeal squamous cell carcinoma; SQUAMOUS-CELL CARCINOMA; APPARENT DIFFUSION-COEFFICIENT; HPV STATUS; COMPUTED-TOMOGRAPHY; PROGNOSTIC VALUE; ORAL-CAVITY; HEAD; NECK; SURVIVAL; CHEMORADIOTHERAPY;
D O I
10.3390/app132312942
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Featured Application This review reports the current evidence available regarding the role of radiomic features extracted from conventional imaging (MRI, CT and 18F-FDG PET scans) in assessing the status of Human Papillomavirus (HPV) in Oropharyngeal Squamous Cell Carcinoma (OPSCC) patients. The paper evaluates the possible future adoption of radiomic models in determining viral status in a non-invasive manner, especially for those not tolerating biopsy, when biopsy is not feasible or in case of discrepancies between immunohistochemistry and Polymerase Chain Reaction. This could also lead to more tailored treatment strategies.Abstract Background: Oropharyngeal Squamous Cell Carcinoma (OPSCC) is rapidly increasing due to the spread of Human Papillomavirus (HPV) infection. HPV-positive disease has unique characteristics, with better response to treatment and consequent better prognosis. HPV status is routinely assessed via p16 immunohistochemistry or HPV DNA Polymerase Chain Reaction. Radiomics is a quantitative approach to medical imaging which can overcome limitations due to its subjective interpretation and correlation with clinical data. The aim of this narrative review is to evaluate the impact of radiomic features on assessing HPV status in OPSCC patients. Methods: A narrative review was performed by synthesizing literature results from PUBMED. In the search strategy, Medical Subject Headings (MeSH) terms were used. Retrospective mono- or multicentric works assessing the correlation between radiomic features and HPV status prediction in OPSCC were included. Selected papers were in English and included studies on humans. The range of publication date was July 2015-April 2023. Results: Our research returned 23 published papers; the accuracy of radiomic models was evaluated by ROC curves and AUC values. MRI- and CT-based radiomic models proved of comparable efficacy. Also, metabolic imaging showed crucial importance in the determination of HPV status, albeit with lower AUC values. Conclusions: Radiomic features from conventional imaging can play a complementary role in the assessment of HPV status in OPSCC. Both primary tumor- and nodal-related features and multisequencing-based models demonstrated higher accuracy.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Oropharyngeal carcinoma related to human papillomavirus
    Mehanna, Hisham
    Jones, Terence M.
    Gregoire, Vincent
    Ang, K. Kian
    BMJ-BRITISH MEDICAL JOURNAL, 2010, 340
  • [2] Human papillomavirus and oral and oropharyngeal carcinoma: the essentials
    Yakin, M.
    Seo, B.
    Hussaini, H.
    Rich, A.
    Hunter, K.
    AUSTRALIAN DENTAL JOURNAL, 2019, 64 (01) : 11 - 18
  • [3] Human papillomavirus-related oropharyngeal carcinoma
    Saito, Yuki
    Homma, Akihiro
    Kiyota, Naomi
    Tahara, Makoto
    Hanai, Nobuhiro
    Asakage, Takahiro
    Matsuura, Kazuto
    Ota, Ichiro
    Yokota, Tomoya
    Sano, Daisuke
    Kodaira, Takeshi
    Motegi, Atsushi
    Yasuda, Koichi
    Takahashi, Shunji
    Tanaka, Kaoru
    Onoe, Takuma
    Okano, Susumu
    Imamura, Yoshinori
    Ariizumi, Yosuke
    Hayashi, Ryuichi
    JAPANESE JOURNAL OF CLINICAL ONCOLOGY, 2022, 52 (07) : 692 - 698
  • [4] Radiomic Features Prognostic for Recurrence in Human Papillomavirus-Positive Oropharyngeal Cancer
    Altazi, B. A.
    Zhang, G. G.
    Naghavi, A. O.
    Moros, E. G.
    Caudell, J. J.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2016, 96 (02): : S70 - S71
  • [5] Detection of human papillomavirus in oropharyngeal squamous cell carcinoma
    Fauzi, Fatin Hazwani
    Hamzan, Nurul Izzati
    Rahman, Nurhayu Ab
    Suraiya, Siti
    Mohamad, Suharni
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE B, 2020, 21 (12): : 961 - 976
  • [6] The Role of Human Papillomavirus in Oropharyngeal Squamous Cell Carcinoma
    Ducatman, Barbara S.
    ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE, 2018, 142 (06) : 715 - 718
  • [7] Human papillomavirus (HPV) and oropharyngeal squamous cell carcinoma
    Dalianis, Tina
    PRESSE MEDICALE, 2014, 43 (12): : E429 - E434
  • [8] The role of human papillomavirus on the prognosis and treatment of oropharyngeal carcinoma
    Nicholas Fung
    Farhoud Faraji
    Hyunseok Kang
    Carole Fakhry
    Cancer and Metastasis Reviews, 2017, 36 : 449 - 461
  • [9] The role of human papillomavirus on the prognosis and treatment of oropharyngeal carcinoma
    Fung, Nicholas
    Faraji, Farhoud
    Kang, Hyunseok
    Fakhry, Carole
    CANCER AND METASTASIS REVIEWS, 2017, 36 (03) : 449 - 461
  • [10] Human papillomavirus oropharyngeal cancer and vaccine: present and future perspective
    Zorzi, Stefano
    Tagliabue, Marta
    De Berardinis, Rita
    Chu, Francesco
    Ansarin, Mohssen
    EUROPEAN JOURNAL OF CANCER PREVENTION, 2025, 34 (02) : 113 - 114