Role of Texture Analysis in Oropharyngeal Carcinoma: A Systematic Review of the Literature

被引:10
作者
Bicci, Eleonora [1 ]
Nardi, Cosimo [1 ]
Calamandrei, Leonardo [1 ]
Pietragalla, Michele [1 ]
Cavigli, Edoardo [2 ]
Mungai, Francesco [2 ]
Bonasera, Luigi [2 ]
Miele, Vittorio [2 ]
机构
[1] Univ Florence Azienda Osped Univ Careggi, Radiodiagnost Unit 2, Dept Expt & Clin Biomed Sci, Largo Brambilla 3, I-50134 Florence, Italy
[2] Univ Florence Azienda Osped Univ Careggi, Dept Radiol, Largo Brambilla 3, I-50134 Florence, Italy
关键词
radiomics; texture analysis; tonsil; oropharynx; head and neck; squamous cell carcinoma; SQUAMOUS-CELL CARCINOMA; HUMAN-PAPILLOMAVIRUS STATUS; NECK-CANCER; ORAL-CAVITY; COMPUTED-TOMOGRAPHY; RADIOMICS PREDICTS; F-18-FDG PET/CT; HEAD; TUMOR; HETEROGENEITY;
D O I
10.3390/cancers14102445
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary The incidence of squamous cell carcinomas of the oropharynx has rapidly increased in the last two decades due to human papilloma virus infection (HPV). HPV-positive and HPV-negative squamous cell tumours differ in radiological imaging, treatment, and prognosis; therefore, differential diagnosis is mandatory. Radiomics with texture analysis is an innovative technique that has been used increasingly in recent years to characterise the tissue heterogeneity of certain structures such as neoplasms or organs by measuring the spatial distribution of pixel values on radiological imaging. This review delineates the application of texture analysis in oropharyngeal tumours and explores how radiomics may potentially improve clinical decision-making. Human papilloma virus infection (HPV) is associated with the development of lingual and palatine tonsil carcinomas. Diagnosing, differentiating HPV-positive from HPV-negative cancers, and assessing the presence of lymph node metastases or recurrences by the visual interpretation of images is not easy. Texture analysis can provide structural information not perceptible to human eyes. A systematic literature search was performed on 16 February 2022 for studies with a focus on texture analysis in oropharyngeal cancers. We conducted the research on PubMed, Scopus, and Web of Science platforms. Studies were screened for inclusion according to the preferred reporting items for systematic reviews. Twenty-six studies were included in our review. Nineteen articles related specifically to the oropharynx and seven articles analysed the head and neck area with sections dedicated to the oropharynx. Six, thirteen, and seven articles used MRI, CT, and PET, respectively, as the imaging techniques by which texture analysis was performed. Regarding oropharyngeal tumours, this review delineates the applications of texture analysis in (1) the diagnosis, prognosis, and assessment of disease recurrence or persistence after therapy, (2) early differentiation of HPV-positive versus HPV-negative cancers, (3) the detection of cancers not visualised by imaging alone, and (4) the assessment of lymph node metastases from unknown primary carcinomas.
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页数:19
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