Using machine learning approaches for multi-omics data analysis: A review
With the development of modern high-throughput omic measurement platforms, it has
become essential for biomedical studies to undertake an integrative (combined) approach to …
become essential for biomedical studies to undertake an integrative (combined) approach to …
Radiomics: from qualitative to quantitative imaging
W Rogers, S Thulasi Seetha… - The British journal of …, 2020 - academic.oup.com
Historically, medical imaging has been a qualitative or semi-quantitative modality. It is
difficult to quantify what can be seen in an image, and to turn it into valuable predictive …
difficult to quantify what can be seen in an image, and to turn it into valuable predictive …
Radiomics strategies for risk assessment of tumour failure in head-and-neck cancer
M Vallieres, E Kay-Rivest, LJ Perrin, X Liem… - Scientific reports, 2017 - nature.com
Quantitative extraction of high-dimensional mineable data from medical images is a process
known as radiomics. Radiomics is foreseen as an essential prognostic tool for cancer risk …
known as radiomics. Radiomics is foreseen as an essential prognostic tool for cancer risk …
Pretreatment identification of head and neck cancer nodal metastasis and extranodal extension using deep learning neural networks
Identification of nodal metastasis and tumor extranodal extension (ENE) is crucial for head
and neck cancer management, but currently only can be diagnosed via postoperative …
and neck cancer management, but currently only can be diagnosed via postoperative …
Intensity modulated proton therapy (IMPT)–The future of IMRT for head and neck cancer
AC Moreno, SJ Frank, AS Garden, DI Rosenthal… - Oral oncology, 2019 - Elsevier
Radiation therapy plays an integral role in the management of head and neck cancers
(HNCs). While most HNC patients have historically been treated with photon-based …
(HNCs). While most HNC patients have historically been treated with photon-based …
Computed tomography radiomics predicts HPV status and local tumor control after definitive radiochemotherapy in head and neck squamous cell carcinoma
M Bogowicz, O Riesterer, K Ikenberg, S Stieb… - International Journal of …, 2017 - Elsevier
Purpose This study aimed to predict local tumor control (LC) after radiochemotherapy of
head and neck squamous cell carcinoma (HNSCC) and human papillomavirus (HPV) status …
head and neck squamous cell carcinoma (HNSCC) and human papillomavirus (HPV) status …
Comparison of PET and CT radiomics for prediction of local tumor control in head and neck squamous cell carcinoma
M Bogowicz, O Riesterer, LS Stark, G Studer… - Acta …, 2017 - Taylor & Francis
Purpose: An association between radiomic features extracted from CT and local tumor
control in the head and neck squamous cell carcinoma (HNSCC) has been shown. This …
control in the head and neck squamous cell carcinoma (HNSCC) has been shown. This …
Texture analysis of medical images for radiotherapy applications
The high-throughput extraction of quantitative information from medical images, known as
radiomics, has grown in interest due to the current necessity to quantitatively characterize …
radiomics, has grown in interest due to the current necessity to quantitatively characterize …
Development and validation of a radiomic signature to predict HPV (p16) status from standard CT imaging: a multicenter study
RTH Leijenaar, M Bogowicz, A Jochems… - The British journal of …, 2018 - academic.oup.com
Objectives: Human papillomavirus (HPV) positive oropharyngeal cancer (oropharyngeal
squamous cell carcinoma, OPSCC) is biologically and clinically different from HPV negative …
squamous cell carcinoma, OPSCC) is biologically and clinically different from HPV negative …
[HTML][HTML] Automatic head and neck tumor segmentation and outcome prediction relying on FDG-PET/CT images: findings from the second edition of the HECKTOR …
V Andrearczyk, V Oreiller, S Boughdad… - Medical Image …, 2023 - Elsevier
By focusing on metabolic and morphological tissue properties respectively,
FluoroDeoxyGlucose (FDG)-Positron Emission Tomography (PET) and Computed …
FluoroDeoxyGlucose (FDG)-Positron Emission Tomography (PET) and Computed …