Spatial Radiomic Graphs for Outcome Prediction in Radiation Therapy–treated Head and Neck Squamous Cell Carcinoma Using Pretreatment CT
- 1 March 2025
- journal article
- research article
- Published by Radiological Society of North America (RSNA) in Radiology: Imaging Cancer
- Vol. 7 (2) , e240161
Abstract
Radiomic graph analysis of pretreatment CT enables holistic analysis of head and neck squamous cell carcinoma tumors and their surrounding environment, showing good performance in local-regional recurrence and distant metastasis prediction and unique model interpretability.Keywords
Funding Information
- National Institutes of Health (1R01CA297843-01, 1R21CA258493-01A1)
- National Institute of General Medical Sciences (T32GM008444)
This publication has 23 references indexed in Scilit:
- Image based prognosis in head and neck cancer using convolutional neural networks: a case study in reproducibility and optimizationScientific Reports, 2023
- CT radiomic signature predicts survival and chemotherapy benefit in stage I and II HPV-associated oropharyngeal carcinomanpj Precision Oncology, 2023
- Development and validation of radiomic signatures of head and neck squamous cell carcinoma molecular features and subtypesEBioMedicine, 2019
- Deep learning in head & neck cancer outcome predictionScientific Reports, 2019
- Patterns of Treatment Failure and Postrecurrence Outcomes Among Patients With Locally Advanced Head and Neck Squamous Cell Carcinoma After Chemoradiotherapy Using Modern Radiation TechniquesJAMA Oncology, 2017
- Radiomics strategies for risk assessment of tumour failure in head-and-neck cancerScientific Reports, 2017
- Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approachNature Communications, 2014
- The Cancer Imaging Archive (TCIA): Maintaining and Operating a Public Information RepositoryJournal of Digital Imaging, 2013
- Prognostic significance of microscopic and macroscopic extracapsular spread from metastatic tumor in the cervical lymph nodesOral Oncology, 2002
- Changing Patterns of Failure of Head and Neck CancerJAMA Otolaryngology–Head & Neck Surgery, 2002