List of works by Hugo Aerts

A DSA-based method using contrast-motion estimation for the assessment of the intra-aneurysmal flow changes induced by flow-diverter stents.

scientific article

A semiautomatic CT-based ensemble segmentation of lung tumors: comparison with oncologists' delineations and with the surgical specimen

scientific article

Accurate prediction of pathological rectal tumor response after two weeks of preoperative radiochemotherapy using (18)F-fluorodeoxyglucose-positron emission tomography-computed tomography imaging.

scientific article published on 29 July 2009

Application of the 3D slicer chest imaging platform segmentation algorithm for large lung nodule delineation

scientific article

Applications and limitations of radiomics

scientific article published on 08 June 2016

Artificial Intelligence in Radiation Oncology Imaging

scientific article published on 18 October 2018

Artificial intelligence for global health

scientific article published on 01 November 2019

Artificial intelligence in cancer imaging: Clinical challenges and applications

scholarly article by Wenya Linda Bi et al published 1 March 2019 in CA

Artificial intelligence in radiation oncology

scientific article published on 25 August 2020

Artificial intelligence in radiation oncology: A specialty-wide disruptive transformation?

article

Artificial intelligence in radiology

scientific article published on 01 August 2018

Assessing the Effects of Software Platforms on Volumetric Segmentation of Glioblastoma

scientific article published on 20 July 2016

Assessment of pharmacogenomic agreement

scientific article

Associations Between Somatic Mutations and Metabolic Imaging Phenotypes in Non-Small Cell Lung Cancer

scientific article published on 29 September 2016

Associations between radiologist-defined semantic and automatically computed radiomic features in non-small cell lung cancer

scientific article

Associations of Radiomic Data Extracted from Static and Respiratory-Gated CT Scans with Disease Recurrence in Lung Cancer Patients Treated with SBRT

scientific article

Author Correction: Deep Learning for Fully-Automated Localization and Segmentation of Rectal Cancer on Multiparametric MR.

scientific article

Automated Delineation of Lung Tumors from CT Images Using a Single Click Ensemble Segmentation Approach.

scientific article

Binding of cetuximab to the EGFRvIII deletion mutant and its biological consequences in malignant glioma cells

scientific article

CT-based radiomic analysis of stereotactic body radiation therapy patients with lung cancer.

scientific article published on 10 June 2016

CT-based radiomic signature predicts distant metastasis in lung adenocarcinoma

scientific article

Cardiac Radiation Dose, Cardiac Disease, and Mortality in Patients With Lung Cancer

scientific article published on 01 June 2019

Characterization of Conserved Toxicogenomic Responses in Chemically Exposed Hepatocytes across Species and Platforms.

scientific article published on 14 July 2015

Clinical Outcomes After Lung Stereotactic Body Radiation Therapy in Patients With or Without a Prior Lung Resection

scientific article published on 4 November 2016

Clinical variables and magnetic resonance imaging-based radiomics predict human papillomavirus status of oropharyngeal cancer

scientific article published on 07 October 2020

Comparison and validation of genomic predictors for anticancer drug sensitivity

scientific article published on 26 January 2013

Comparison between perfusion computed tomography and dynamic contrast-enhanced magnetic resonance imaging in rectal cancer.

scientific article published on 3 September 2009

Comparison of texture features derived from static and respiratory-gated PET images in non-small cell lung cancer

scientific article

Computational Radiomics System to Decode the Radiographic Phenotype

scientific article

Corrigendum to “Externally validated HPV-based prognostic nomogram for oropharyngeal carcinoma patients yields more accurate predictions than TNM staging” [Radiother Oncol 113 (2014) 324–30]

scientific article published on 11 July 2017

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

scientific article published on 7 August 2014

Corrigendum: Defining a Radiomic Response Phenotype: A Pilot Study using targeted therapy in NSCLC.

scientific article published on 17 February 2017

Corrigendum: Phylogenetic ctDNA analysis depicts early-stage lung cancer evolution

scientific article published in Nature

Current Status and Future Perspectives on Neoadjuvant Therapy in Lung Cancer

scientific article published on 27 September 2018

D7-05: FDG-PET allows identification of radioresistant areas within the tumor during and after radiation treatment of NSCLC

Data Analysis Strategies in Medical Imaging

scholarly article by Chintan Parmar et al published 1 August 2018 in Clinical Cancer Research

Data Science in Radiology: A Path Forward

scientific article

Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

scientific article

Deep Learning Predicts Lung Cancer Treatment Response from Serial Medical Imaging

scientific article published on 22 April 2019

Deep Learning Using Chest Radiographs to Identify High-Risk Smokers for Lung Cancer Screening Computed Tomography: Development and Validation of a Prediction Model

scientific article published on 01 September 2020

Deep Learning for Fully-Automated Localization and Segmentation of Rectal Cancer on Multiparametric MR

scientific article

Deep Learning to Assess Long-term Mortality From Chest Radiographs

scientific article published on 03 July 2019

Deep learning classification of lung cancer histology using CT images

scientific article published on 09 March 2021

Deep learning for lung cancer prognostication: A retrospective multi-cohort radiomics study

scientific article published on 30 November 2018

Defining a Radiomic Response Phenotype: A Pilot Study using targeted therapy in NSCLC.

scientific article published on 20 September 2016

Defining the biological basis of radiomic phenotypes in lung cancer.

scientific article published on 21 July 2017

Density and morphology of coronary artery calcium for the prediction of cardiovascular events: insights from the Framingham Heart Study

scientific article published on 02 May 2019

Development and evaluation of a cetuximab-based imaging probe to target EGFR and EGFRvIII.

scientific article published on 24 May 2007

Development and validation of a prognostic model using blood biomarker information for prediction of survival of non-small-cell lung cancer patients treated with combined chemotherapy and radiation or radiotherapy alone (NCT00181519, NCT00573040, an

scientific article published in October 2010

Disparity between in vivo EGFR expression and 89Zr-labeled cetuximab uptake assessed with PET.

scientific article

Distributed radiomics as a signature validation study using the Personal Health Train infrastructure

scientific article published on 22 October 2019

Effectiveness of surgery and individualized high-dose hyperfractionated accelerated radiotherapy on survival in clinical stage I non-small cell lung cancer. A propensity score matched analysis

scientific article published on 28 September 2010

Enhancing reproducibility in cancer drug screening: how do we move forward?

scientific article

Erratum: Semi-automated pulmonary nodule interval segmentation using the NLST data

scholarly article

Evaluation of database-derived pathway development for enabling biomarker discovery for hepatotoxicity

scientific article

Exploratory Study to Identify Radiomics Classifiers for Lung Cancer Histology

scientific article published on 30 March 2016

External validation of a prognostic CT-based radiomic signature in oropharyngeal squamous cell carcinoma

scientific article published on 12 August 2015

Externally validated HPV-based prognostic nomogram for oropharyngeal carcinoma patients yields more accurate predictions than TNM staging.

scientific article published on 24 October 2014

FDG for dose painting: a rational choice

scientific article published on 17 June 2010

Feasibility Study of Needle Placement in Percutaneous Vertebroplasty: Cone-Beam Computed Tomography Guidance Versus Conventional Fluoroscopy

scientific article published on 20 March 2013

Fully automatic GBM segmentation in the TCGA-GBM dataset: Prognosis and correlation with VASARI features

scientific article published on 18 November 2015

Histopathological image QTL discovery of immune infiltration variants

Identification of residual metabolic-active areas within NSCLC tumours using a pre-radiotherapy FDG-PET-CT scan: a prospective validation

scientific article published on 22 July 2011

Identification of residual metabolic-active areas within individual NSCLC tumours using a pre-radiotherapy (18)Fluorodeoxyglucose-PET-CT scan

scientific article

Imaging biomarker roadmap for cancer studies ⬇️

scientific article

Imaging-genomics reveals driving pathways of MRI derived volumetric tumor phenotype features in Glioblastoma

scientific article

Impact of experimental design on PET radiomics in predicting somatic mutation status.

scientific article published on 9 October 2017

Importance of collection in gene set enrichment analysis of drug response in cancer cell lines.

scientific article published on 13 February 2014

Inconsistency in large pharmacogenomic studies

scientific article

Increased (18)F-deoxyglucose uptake in the lung during the first weeks of radiotherapy is correlated with subsequent Radiation-Induced Lung Toxicity (RILT): a prospective pilot study

scientific article published on 3 February 2009

Increasing the impact of medical image computing using community-based open-access hackathons: The NA-MIC and 3D Slicer experience.

scientific article published on 7 July 2016

Inter-scan and inter-observer tumour volume delineation variability on cone beam computed tomography in patients treated with stereotactic body radiation therapy for early-stage non-small cell lung cancer

scientific article published on 05 October 2016

Lymph node volume predicts survival but not nodal clearance in Stage IIIA-IIIB NSCLC

scientific article

MO-DE-207B-01: JACK FOWLER JUNIOR INVESTIGATOR COMPETITION WINNER: Between Somatic Mutations and PET-Based Radiomic Features in Non-Small Cell Lung Cancer

article

MO-FG-207B-01: Thorax/Lung

scientific article published on 01 June 2016

Machine Learning methods for Quantitative Radiomic Biomarkers

scientific article

Metabolic control probability in tumour subvolumes or how to guide tumour dose redistribution in non-small cell lung cancer (NSCLC): an exploratory clinical study

scientific article

Outcomes by tumor histology and KRAS mutation status after lung stereotactic body radiation therapy for early-stage non-small-cell lung cancer

scientific article published on 30 September 2014

PET imaging of hypoxia using [18F]HX4: a phase I trial

scientific article

PET imaging of zirconium-89 labelled cetuximab: A phase I trial in patients with head and neck and lung cancer

scientific article published on 21 December 2016

Peritumoral radiomics features predict distant metastasis in locally advanced NSCLC

scientific article published in PLoS ONE

PharmacoGx: an R package for analysis of large pharmacogenomic datasets.

scientific article published on 9 December 2015

Phylogenetic ctDNA analysis depicts early-stage lung cancer evolution

scientific article

Predicting Response to Cancer Immunotherapy using Non-invasive Radiomic Biomarkers

scientific article published on 01 June 2019

Predicting outcomes in radiation oncology--multifactorial decision support systems

scientific article

Prediction of residual metabolic activity after treatment in NSCLC patients

scientific article published on October 2010

Proceedings of the fourth international molecular pathological epidemiology (MPE) meeting

scientific article published on 08 May 2019

Prognostic value of metabolic metrics extracted from baseline positron emission tomography images in non-small cell lung cancer.

scientific article published on 9 September 2013

Quantification of internal carotid artery flow with digital subtraction angiography: validation of an optical flow approach with Doppler ultrasound.

scientific article published on 8 August 2013

Quantitative Imaging Biomarkers for Risk Stratification of Patients with Recurrent Glioblastoma Treated with Bevacizumab

scientific article published on 11 May 2017

Quantitative computed tomographic descriptors associate tumor shape complexity and intratumor heterogeneity with prognosis in lung adenocarcinoma.

scientific article

Quantitative imaging of cancer in the postgenomic era: Radio(geno)mics, deep learning, and habitats

scientific article published in November 2018

Quantitative imaging test approval and biomarker qualification: interrelated but distinct activities

scientific article

Radiation Therapy Outcomes Models in the Era of Radiomics and Radiogenomics: Uncertainties and Validation

scientific article published on 18 October 2018

Radiographic prediction of meningioma grade by semantic and radiomic features

scientific article published on 16 November 2017

Radiologic-pathologic correlation of response to chemoradiation in resectable locally advanced NSCLC.

scientific article published on 14 October 2016

Radiomic Biomarkers to Refine Risk Models for Distant Metastasis in HPV-related Oropharyngeal Carcinoma.

scientific article published in February 2018

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

scientific article

Radiomic feature clusters and prognostic signatures specific for Lung and Head & Neck cancer

scientific article

Radiomic phenotype features predict pathological response in non-small cell lung cancer.

scientific article published on 13 April 2016

Radiomic-Based Pathological Response Prediction from Primary Tumors and Lymph Nodes in NSCLC.

scientific article published on 26 November 2016

Radiomics features of the primary tumor fail to improve prediction of overall survival in large cohorts of CT- and PET-imaged head and neck cancer patients

scientific article published on 19 September 2019

Radiomics of Coronary Artery Calcium in the Framingham Heart Study

scientific article published on 27 February 2020

Radiomics performs comparable to morphologic assessment by expert radiologists for prediction of response to neoadjuvant chemoradiotherapy on baseline staging MRI in rectal cancer

scientific article published on 01 March 2020

Radiomics strategies for risk assessment of tumour failure in head-and-neck cancer.

scientific article published on 31 August 2017

Radiomics versus Visual and Histogram-based Assessment to Identify Atheromatous Lesions at Coronary CT Angiography: An ex Vivo Study

scientific article published on 06 August 2019

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

scientific article

Radiomics: the process and the challenges

scientific article

Relationship between the Temporal Changes in Positron-Emission-Tomography-Imaging-Based Textural Features and Pathologic Response and Survival in Esophageal Cancer Patients.

scientific article

Reliability of pharmacokinetic parameters: small vs. medium-sized contrast agents.

scientific article published in September 2009

Repeatability of Multiparametric Prostate MRI Radiomics Features

scientific article published on 01 July 2019

Repeated Positron Emission Tomography-Computed Tomography and Perfusion-Computed Tomography Imaging in Rectal Cancer: Fluorodeoxyglucose Uptake Corresponds With Tumor Perfusion

scientific article published on 09 March 2011

Revisiting inconsistency in large pharmacogenomic studies

scientific article published on 16 September 2016

Robust Radiomics feature quantification using semiautomatic volumetric segmentation

scientific article

SU-F-R-53: CT-Based Radiomics Analysis of Non-Small Cell Lung Cancer Patients Treated with Stereotactic Body Radiation Therapy.

scientific article

Safikhani et al. reply

scientific article published in Nature

Safikhani et al. reply

Safikhani et al. reply.

scientific article

Semi-Automated Pulmonary Nodule Interval Segmentation using the NLST data.

scientific article published on 24 January 2018

Sensitivity study of voxel-based PET image comparison to image registration algorithms

scientific article published in November 2014

Somatic Mutations Drive Distinct Imaging Phenotypes in Lung Cancer.

scientific article published on 31 May 2017

Somatic mutations associated with MRI-derived volumetric features in glioblastoma

scientific article

Stability of 18F-deoxyglucose uptake locations within tumor during radiotherapy for NSCLC: a prospective study.

scientific article published on 30 January 2008

Stability of FDG-PET Radiomics features: an integrated analysis of test-retest and inter-observer variability

scientific article

TU-D-207B-07: Radiomic Response Assessment for Recurrent Glioblastoma Treated with Bevacizumab in the BRAIN Trial

scientific article published on 01 June 2016

Technical Challenges in the Clinical Application of Radiomics

scientific article published on 01 November 2017

The ESTRO Breur Lecture 2009. From population to voxel-based radiotherapy: exploiting intra-tumour and intra-organ heterogeneity for advanced treatment of non-small cell lung cancer

scientific article

The Future of Artificial Intelligence in Radiation Oncology

scholarly article by Reid F. Thompson et al published 1 October 2018 in International Journal of Radiation Oncology Biology Physics

The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping

scientific article published on 10 March 2020

The Potential of Radiomic-Based Phenotyping in Precision Medicine: A Review.

scientific article published on 18 August 2016

The effect of SUV discretization in quantitative FDG-PET Radiomics: the need for standardized methodology in tumor texture analysis.

scientific article published on 5 August 2015

The impact of quantitative CT-based tumor volumetric features on the outcomes of patients with limited stage small cell lung cancer

scientific article published on 14 January 2020

The precision of pharmacokinetic parameters in dynamic contrast-enhanced magnetic resonance imaging: the effect of sampling frequency and duration.

scientific article published on 10 August 2011

Tumor delineation based on time-activity curve differences assessed with dynamic fluorodeoxyglucose positron emission tomography-computed tomography in rectal cancer patients

scientific article published on 14 June 2008

Tumor perfusion increases during hypofractionated short-course radiotherapy in rectal cancer: sequential perfusion-CT findings.

scientific article published on 18 January 2010

Use of Crowd Innovation to Develop an Artificial Intelligence-Based Solution for Radiation Therapy Targeting

article

Use of registration-based contour propagation in texture analysis for esophageal cancer pathologic response prediction.

scientific article published on 7 January 2016

Volumetric CT-based segmentation of NSCLC using 3D-Slicer

scientific article

Vulnerabilities of radiomic signature development: The need for safeguards

article

diXa: a data infrastructure for chemical safety assessment

scientific article

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