Privacy-preserving distributed learning of radiomics to predict overall survival and HPV status in head and neck cancer

Development and validation of a radiomic signature to predict HPV (p16) status from standard CT imaging: a multicenter study

(2018) Ralph TH Leijenaar et al.   BRITISH JOURNAL OF RADIOLOGY

A Deep Look into the Future of Quantitative Imaging in Oncology: A Statement of Working Principles and Proposal for Change

(2018) Olivier Morin et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

[OA071] O-RAW: Ontology-guided radiomics analysis workflow

(2018) Zhenwei Shi et al.   Physica Medica-European Journal of Medical Physics

Radiomics and its emerging role in lung cancer research, imaging biomarkers and clinical management: State of the art

(2017) Geewon Lee et al.   EUROPEAN JOURNAL OF RADIOLOGY

Developing and Validating a Survival Prediction Model for NSCLC Patients Through Distributed Learning Across 3 Countries

(2017) Arthur Jochems et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Computed Tomography Radiomics Predicts HPV Status and Local Tumor Control After Definitive Radiochemotherapy in Head and Neck Squamous Cell Carcinoma

(2017) Marta Bogowicz et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Radiomics: the bridge between medical imaging and personalized medicine

(2017) Philippe Lambin et al.   Nature Reviews Clinical Oncology

Individualized early death and long-term survival prediction after stereotactic radiosurgery for brain metastases of non-small cell lung cancer: Two externally validated nomograms

(2017) Jaap D. Zindler et al.   RADIOTHERAPY AND ONCOLOGY

Post-radiochemotherapy PET radiomics in head and neck cancer – The influence of radiomics implementation on the reproducibility of local control tumor models

(2017) Marta Bogowicz et al.   RADIOTHERAPY AND ONCOLOGY

Data Sharing

(2016) Howard Bauchner et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Applications and limitations of radiomics

(2016) Stephen S F Yip et al.   PHYSICS IN MEDICINE AND BIOLOGY

Distributed learning: Developing a predictive model based on data from multiple hospitals without data leaving the hospital – A real life proof of concept

(2016) Arthur Jochems et al.   RADIOTHERAPY AND ONCOLOGY

Effects of contrast-enhancement, reconstruction slice thickness and convolution kernel on the diagnostic performance of radiomics signature in solitary pulmonary nodule

(2016) Lan He et al.   Scientific Reports

Modern clinical research: How rapid learning health care and cohort multiple randomised clinical trials complement traditional evidence based medicine

(2015) Philippe Lambin et al.   ACTA ONCOLOGICA

From big data analysis to personalized medicine for all: challenges and opportunities

(2015) Akram Alyass et al.   BMC Medical Genomics

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD Statement

(2015) Gary S Collins et al.   BMC Medicine

Measuring Computed Tomography Scanner Variability of Radiomics Features

(2015) Dennis Mackin et al.   INVESTIGATIVE RADIOLOGY

Recent advances and emerging challenges of feature selection in the context of big data

(2015) V. Bolón-Canedo et al.   KNOWLEDGE-BASED SYSTEMS

Radiomic Machine-Learning Classifiers for Prognostic Biomarkers of Head and Neck Cancer

(2015) Chintan Parmar et al.   Frontiers in Oncology

Impact of HPV-associated p16-expression on radiotherapy outcome in advanced oropharynx and non-oropharynx cancer

(2014) Pernille Lassen et al.   RADIOTHERAPY AND ONCOLOGY

Erratum: Corrigendum: Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

(2014) Hugo J.W.L. Aerts et al.   Nature Communications

‘Rapid Learning health care in oncology’ – An approach towards decision support systems enabling customised radiotherapy’

(2013) Philippe Lambin et al.   RADIOTHERAPY AND ONCOLOGY

Radiosensitivity and effect of hypoxia in HPV positive head and neck cancer cells

(2013) Brita Singers Sørensen et al.   RADIOTHERAPY AND ONCOLOGY

Radiomics: Extracting more information from medical images using advanced feature analysis

(2012) Philippe Lambin et al.   EUROPEAN JOURNAL OF CANCER

Grid Binary LOgistic REgression (GLORE): building shared models without sharing data

(2012) Yuan Wu et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Human papillomavirus related head and neck cancer survival: A systematic review and meta-analysis

(2012) M.A. O’Rorke et al.   ORAL ONCOLOGY