Publications

2021

Deep learning for the fully automated segmentation of the inner ear on MRI – February 2021 – Scientific Reports

2020

Development and Validation of an Automated Radiomic CT Signature for Detecting COVID-19 – December 2020 – Diagnostics (MDPI)

Non-invasive imaging prediction of tumour hypoxia: A novel developed and externally validated CT and FDG-PET-based radiomic signature – December 2020 – Radiotherapy and Oncology

Diagnosis of Invasive Lung Adenocarcinoma Based on Chest CT Radiomic Features of Part-Solid Pulmonary Nodules: A Multicenter Study – November 2020 – Radiology

Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM) – October 2020 – IEEE Access

Computed tomography-derived radiomic signature of head and neck squamous cell carcinoma (peri)tumoral tissue for the prediction of locoregional recurrence and distant metastasis after concurrent chemo-radiotherapy – May 2020 – PlosOne

The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping – May 2020 – Radiology

Systematic Review of Privacy-Preserving Distributed Machine Learning From Federated Databases in Health Care – March 2020 - JCO Clinical Cancer Informatics

Preoperative CT-based radiomics combined with intraoperative frozen section is predictive of invasive adenocarcinoma in pulmonary nodules: a multicenter study – January 2020 – European Radiology

The Emerging Role of Radiomics in COPD and Lung Cancer– January 2020 – Respiration

2019

Radiomics Analysis for Clinical Decision Support in Nuclear Medicine – September 2019 – Seminars in Nuclear Medicine

Challenges and caveats of a multi-center retrospective radiomics study: an example of early treatment response assessment for NSCLC patients using FDG-PET/CT radiomics – June 2019 – PlosOne

Longitudinal radiomics of cone-beam CT images from non-small cell lung cancer patients: Evaluation of the added prognostic value for overall survival and locoregional recurrence – April 2019 – Radiotherapy and Oncology

Decision Support Systems in Oncology – February 2019 - JCO Clinical Cancer Informatics

2018

Applicability of a prognostic CT-based radiomic signature model trained on stage I-III non-small cell lung cancer in stage IV non-small cell lung cancer – October 2018 – Lung Cancer

A review on radiomics and the future of theranostics for patient selection in precision medicine – July 2018 - British Journal of Radiology

Pre-treatment CT radiomics to predict 3-year overall survival following chemoradiotherapy of esophageal cancer – August 2018 – Acta Oncologica

Radiomics for clinical decision support system in oncology – August 2018 - Physica Medica

18F-fluorodeoxyglucose positron-emission tomography (FDG-PET)-Radiomics of metastatic lymph nodes and primary tumor in non-small cell lung cancer (NSCLC) - A prospective externally validated study – March 2018 – PlosOne

Development and validation of a radiomic signature to predict HPV (p16) status from standard CT imaging: a multicenter study – February 2018 – British Journal of Radiology

Noninvasive Glioblastoma Testing: Multimodal Approach to Monitoring and Predicting Treatment Response – January 2018 – Disease Markers

2017

Post-radiochemotherapy PET radiomics in head and neck cancer - The influence of radiomics implementation on the reproducibility of local control tumor models – December 2017 – Radiotherapy and Oncology

Big Data in radiation therapy: challenges and opportunities – December 2017 – British Journal of Radiology

Radiomics: the bridge between medical imaging and personalized medicine – October 2017 - Nature Reviews Clinical Oncology

Influence of gray level discretization on radiomic feature stability for different CT scanners, tube currents and slice thicknesses: a comprehensive phantom study – September 2017 – Acta Oncologica

Feature selection methodology for longitudinal cone-beam CT radiomics – August 2017 – Acta Oncologica

4DCT imaging to assess radiomics feature stability: An investigation for thoracic cancers - August 2017 - Radiotherapy and Oncology

Defining the biological basis of radiomic phenotypes in lung cancer – July 2017 – eLife

Predictive and prognostic value of CT based radiomics signature in locally advanced head and neck cancers patients treated with concurrent chemoradiotherapy or bioradiotherapy and its added value to Human Papillomavirus status – June 2017 – Oral Oncology

Infrastructure and distributed learning methodology for privacy-preserving multi-centric rapid learning health care: euroCAT – June 2017 – Clinical and Translational Radiation Oncology

Decision support systems for personalized and participative radiation oncology – January 2017 – Advanced Drug Delivery Reviews