Modern radiotherapy for head and neck cancer

D Alterio, G Marvaso, A Ferrari, S Volpe, R Orecchia… - Seminars in …, 2019 - Elsevier
Radiation therapy (RT) plays a key role in curative-intent treatments for head and neck
cancers. Its use is indicated as a sole therapy in early stage tumors or in combination with …

Recent advances of PET imaging in clinical radiation oncology

M Unterrainer, C Eze, H Ilhan, S Marschner… - Radiation …, 2020 - Springer
Radiotherapy and radiation oncology play a key role in the clinical management of patients
suffering from oncological diseases. In clinical routine, anatomic imaging such as contrast …

[HTML][HTML] Application of radiomics and machine learning in head and neck cancers

Z Peng, Y Wang, Y Wang, S Jiang, R Fan… - … journal of biological …, 2021 - ncbi.nlm.nih.gov
With the continuous development of medical image informatics technology, more and more
high-throughput quantitative data could be extracted from digital medical images, which has …

Applications of radiomics in precision diagnosis, prognostication and treatment planning of head and neck squamous cell carcinomas

SP Haider, B Burtness, WG Yarbrough… - Cancers of the head & …, 2020 - Springer
Recent advancements in computational power, machine learning, and artificial intelligence
technology have enabled automated evaluation of medical images to generate quantitative …

Effect of machine learning re-sampling techniques for imbalanced datasets in 18F-FDG PET-based radiomics model on prognostication performance in cohorts of …

C **e, R Du, JWK Ho, HH Pang, KWH Chiu… - European journal of …, 2020 - Springer
Purpose Biomedical data frequently contain imbalance characteristics which make
achieving good predictive performance with data-driven machine learning approaches a …

A systematic review of PET textural analysis and radiomics in cancer

M Piñeiro-Fiel, A Moscoso, V Pubul, Á Ruibal… - Diagnostics, 2021 - mdpi.com
Background: Although many works have supported the utility of PET radiomics, several
authors have raised concerns over the robustness and replicability of the results. This study …

Radiomics in oncological PET imaging: a systematic review—Part 1, Supradiaphragmatic cancers

D Morland, EKA Triumbari, L Boldrini, R Gatta… - Diagnostics, 2022 - mdpi.com
Radiomics is an upcoming field in nuclear oncology, both promising and technically
challenging. To summarize the already undertaken work on supradiaphragmatic neoplasia …

Development and validation of an 18F-FDG PET radiomic model for prognosis prediction in patients with nasal-type extranodal natural killer/T cell lymphoma

H Wang, S Zhao, L Li, R Tian - European Radiology, 2020 - Springer
Objectives To identify an 18 F-fluorodeoxyglucose (18 F-FDG) positron emission
tomography (PET) radiomics-based model for predicting progression-free survival (PFS) and …

[HTML][HTML] Prediction of post-radiotherapy locoregional progression in HPV-associated oropharyngeal squamous cell carcinoma using machine-learning analysis of …

SP Haider, K Sharaf, T Zeevi, P Baumeister… - Translational …, 2021 - Elsevier
Locoregional failure remains a therapeutic challenge in oropharyngeal squamous cell
carcinoma (OPSCC). We aimed to devise novel objective imaging biomarkers for prediction …