The impact of radiomics for human papillomavirus status prediction in oropharyngeal cancer: systematic review and radiomics quality score assessment
Creators
- 1. Department of Advanced Biomedical Sciences, University of Naples "Federico II", Via Sergio Pansini 5, 80131, Naples (Italy)
- 2. Department of Radiology, Fondazione IRCCS Istituto Nazionale Dei Tumori, Via Giacomo Venezian 1, 20133, Milan (Italy)
- 3. Interdepartmental Research Center on Management and Innovation in Healthcare - CIRMIS, University of Naples "Federico II", Via Sergio Pansini 5, 80131, Naples (Italy)
- 4. Department of Clinical Medicine and Surgery, University of Naples "Federico II", Via Sergio Pansini 5, 80131, Naples (Italy)
Description
Human papillomavirus (HPV) status assessment is crucial for decision making in oropharyngeal cancer patients. In last years, several articles have been published investigating the possible role of radiomics in distinguishing HPV-positive from HPV-negative neoplasms. Aim of this review was to perform a systematic quality assessment of radiomic studies published on this topic. Radiomics studies on HPV status prediction in oropharyngeal cancer patients were selected. The Radiomic Quality Score (RQS) was assessed by three readers to evaluate their methodological quality. In addition, possible correlations between RQS% and journal type, year of publication, impact factor, and journal rank were investigated. After the literature search, 19 articles were selected whose RQS median was 33% (range 0-42%). Overall, 16/19 studies included a well-documented imaging protocol, 13/19 demonstrated phenotypic differences, and all were compared with the current gold standard. No study included a public protocol, phantom study, or imaging at multiple time points. More than half (13/19) included feature selection and only 2 were comprehensive of non-radiomic features. Mean RQS was significantly higher in clinical journals. Radiomics has been proposed for oropharyngeal cancer HPV status assessment, with promising results. However, these are supported by low methodological quality investigations. Further studies with higher methodological quality, appropriate standardization, and greater attention to validation are necessary prior to clinical adoption.
Availability note (English)
Available from: http://dx.doi.org/10.1007/s00234-022-02959-0Additional details
Identifiers
Publishing Information
- Journal Title
- Neuroradiology
- Journal Volume
- 64
- Journal Issue
- 8
- Journal Page Range
- p. 1639-1647
- ISSN
- 0028-3940
- CODEN
- NRDYAB
INIS
- Country of Publication
- Germany
- Country of Input or Organization
- Germany
- INIS RN
- 53087464
- Subject category
- S62: RADIOLOGY AND NUCLEAR MEDICINE;
- Descriptors DEI
- CARCINOMAS; COMPARATIVE EVALUATIONS; COMPUTERIZED TOMOGRAPHY; CORRELATIONS; DATA ANALYSIS; DECISION MAKING; MACHINE LEARNING; NMR IMAGING; PHANTOMS; PHARYNX; RADIOMICS; REVIEWS; STANDARDIZATION; VALIDATION; VIRUSES
- Descriptors DEC
- ALGORITHMS; ARTIFICIAL INTELLIGENCE; BODY; DATA PROCESSING; DIAGNOSTIC TECHNIQUES; DIGESTIVE SYSTEM; DISEASES; DOCUMENT TYPES; EVALUATION; LEARNING; MATHEMATICAL LOGIC; MEDICINE; MICROORGANISMS; MOCKUP; NEOPLASMS; NUCLEAR MEDICINE; ORGANS; PARASITES; PROCESSING; RADIOLOGY; RESPIRATORY SYSTEM; STRUCTURAL MODELS; TESTING; TOMOGRAPHY