Ralph T.H. Leijenaar

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Philippe LambinProfessor of Precision Medicine, Maastricht University & Scientist ULBVerified email at maastrichtuniversity.nl
Hugo AertsDirector AI in Medicine (AIM) @ Harvard-MGB | Professor @ MaastrichtUVerified email at dfci.harvard.edu
Wouter van ElmptMaastricht University Medical CentreVerified email at maastro.nl
Emmanuel Rios VelazquezBusiness Development Manager - Precision Health & Nutrition @imec - OnePlanet Research CenterVerified email at imec.nl
Andre DekkerProfessor of Clinical Data Science, MAASTRO Clinic, Maastricht University, GROW, Maastricht UMC+Verified email at maastro.nl
Frank HoebersRadiation Oncology (MAASTRO); Maastricht University; Brigham and Women's Hospital, Harvard MedicalVerified email at maastro.nl
Sean WalshRadiomics - Insight-based decision makingVerified email at radiomics.bio
Henry C WoodruffThe D-Lab, Department of Precision Medicine, Maastricht UniversityVerified email at maastrichtuniversity.nl
Janita van TimmerenRadboudumcVerified email at radboudumc.nl
Robert GilliesChair of Cancer Physiology, H. Lee Moffitt Cancer CenterVerified email at moffitt.org
Sara João CarvalhoBiostatistician @ Health iQVerified email at medschl.cam.ac.uk
Chintan ParmarAstraZeneca (past: PathAI, Novartis, Harvard-DFCI-BWH, ISI-Kolkata, DAIICT)Verified email at astrazeneca.com
Benjamin Haibe-KainsScientist (Principal Investigator), Princess Margaret Cancer Centre, University Health NetworkVerified email at uhnresearch.ca
Patrick GrossmannPh.D. Candidate conducting research at Harvard Medical School, Dana-Farber Cancer Institute, BWHVerified email at jimmy.harvard.edu
Esther TroostResident in Radiation OncologyVerified email at uniklinikum-dresden.de
Evelyn De JongPhD studentVerified email at maastrichtuniversity.nl
Ruud G.P.M. van StiphoutPrincipal Data Scientist at imec within OnePlanet Research CenterVerified email at imec.nl
John QuackenbushHarvard T.H. Chan School of Public Health, Channing Division of Network Medicine, and Dana-FarberVerified email at hsph.harvard.edu
Catharina M.L. ZegersDepartment of Radiation Oncology (MAASTRO), GROW – School for Oncology and Developmental BiologyVerified email at maastro.nl
Ronald BoellaardProfessor Clinical Physics of Positron Emission Tomography, VUmc, AmsterdamVerified email at vumc.nl

Ralph T.H. Leijenaar

PhD

Verified email at maastrichtuniversity.nl

Radiomics advanced medical image analysis artificial intelligence / machine learning data science


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Radiomics: extracting more information from medical images using advanced feature analysis P Lambin, E Rios-Velazquez, R Leijenaar, S Carvalho, ... European journal of cancer 48 (4), 441-446, 2012	5337	2012
Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach HJWL Aerts, ER Velazquez, RTH Leijenaar, C Parmar, P Grossmann, ... Nature communications 5 (1), 4006, 2014	4978	2014
Radiomics: the bridge between medical imaging and personalized medicine P Lambin, RTH Leijenaar, TM Deist, J Peerlings, EEC De Jong, ... Nature reviews Clinical oncology 14 (12), 749-762, 2017	4303	2017
The image biomarker standardization initiative: standardized quantitative radiomics for high-throughput image-based phenotyping A Zwanenburg, M Vallières, MA Abdalah, HJWL Aerts, V Andrearczyk, ... Radiology 295 (2), 328-338, 2020	2716	2020
CT-based radiomic signature predicts distant metastasis in lung adenocarcinoma TP Coroller, P Grossmann, Y Hou, ER Velazquez, RTH Leijenaar, ... Radiotherapy and Oncology 114 (3), 345-350, 2015	771	2015
Robust radiomics feature quantification using semiautomatic volumetric segmentation C Parmar, E Rios Velazquez, R Leijenaar, M Jermoumi, S Carvalho, ... PloS one 9 (7), e102107, 2014	649	2014
Radiomic feature clusters and prognostic signatures specific for lung and head & neck cancer C Parmar, RTH Leijenaar, P Grossmann, E Rios Velazquez, J Bussink, ... Scientific reports 5 (1), 11044, 2015	493	2015
Stability of FDG-PET radiomics features: an integrated analysis of test-retest and inter-observer variability RTH Leijenaar, S Carvalho, ER Velazquez, WJC Van Elmpt, C Parmar, ... Acta oncologica 52 (7), 1391-1397, 2013	471	2013
The effect of SUV discretization in quantitative FDG-PET Radiomics: the need for standardized methodology in tumor texture analysis RTH Leijenaar, G Nalbantov, S Carvalho, WJ Van Elmpt, EGC Troost, ... Scientific reports 5 (1), 11075, 2015	470	2015
Image biomarker standardisation initiative A Zwanenburg, S Leger, M Vallières, S Löck arXiv preprint arXiv:1612.07003, 2016	458	2016
Defining the biological basis of radiomic phenotypes in lung cancer P Grossmann, O Stringfield, N El-Hachem, MM Bui, E Rios Velazquez, ... elife 6, e23421, 2017	338	2017
Influence of gray level discretization on radiomic feature stability for different CT scanners, tube currents and slice thicknesses: a comprehensive phantom study RTHM Larue, JE van Timmeren, EEC de Jong, G Feliciani, RTH Leijenaar, ... Acta oncologica 56 (11), 1544-1553, 2017	248	2017
External validation of a prognostic CT-based radiomic signature in oropharyngeal squamous cell carcinoma RTH Leijenaar, S Carvalho, FJP Hoebers, HJWL Aerts, WJC Van Elmpt, ... Acta oncologica 54 (9), 1423-1429, 2015	237	2015
Rapid Learning health care in oncology’–an approach towards decision support systems enabling customised radiotherapy P Lambin, E Roelofs, B Reymen, ER Velazquez, J Buijsen, CML Zegers, ... Radiotherapy and Oncology 109 (1), 159-164, 2013	222	2013
Data from NSCLC-radiomics H Aerts, ER Velazquez, RT Leijenaar, C Parmar, P Grossmann, ... The cancer imaging archive, 2015	189	2015
Survival prediction of non-small cell lung cancer patients using radiomics analyses of cone-beam CT images JE van Timmeren, RTH Leijenaar, W van Elmpt, B Reymen, C Oberije, ... Radiotherapy and Oncology 123 (3), 363-369, 2017	184	2017
A review in radiomics: making personalized medicine a reality via routine imaging J Guiot, A Vaidyanathan, L Deprez, F Zerka, D Danthine, AN Frix, ... Medicinal research reviews 42 (1), 426-440, 2022	180	2022
Test–retest data for radiomics feature stability analysis: generalizable or study-specific? JE van Timmeren, RTH Leijenaar, W van Elmpt, J Wang, Z Zhang, ... Tomography 2 (4), 361, 2016	180	2016
Decision support systems for personalized and participative radiation oncology P Lambin, J Zindler, BGL Vanneste, L Van De Voorde, D Eekers, ... Advanced drug delivery reviews 109, 131-153, 2017	158	2017
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, FJP Hoebers, FWR Wesseling, ... The British journal of radiology 91 (1086), 20170498, 2018	144	2018

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