Alex Zwanenburg

Affiliations

OncoRay-National Center for Radiation Research in Oncology, Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany.
National Center for Tumor Diseases (NCT), Partner Site Dresden, Germany: German Cancer Research Center (DKFZ), Heidelberg, Germany.
Faculty of Medicine and University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany.
Helmholtz Association / Helmholtz-Zentrum Dresden-Rossendorf (HZDR), Dresden, Germany.
German Cancer Consortium (DKTK), Partner Site Dresden, and German Cancer Research Center (DKFZ), Heidelberg, Germany.

Publications (23)

RaCaT: An open source and easy to use radiomics calculator tool.

PloS one

Avec: Elisabeth Pfaehler , Alex Zwanenburg , Johan R de Jong , Ronald Boellaard

Comparison of patient stratification by computed tomography radiomics and hypoxia positron emission tomography in head-and-neck cancer radiotherapy.

Physics and imaging in radiation oncology

Avec: Jairo A Socarrás Fernández , David Mönnich , Sara Leibfarth , Stefan Welz , Alex Zwanenburg , Stefan Leger , Steffen Löck , Christina Pfannenberg , Christian La Fougère , Gerald Reischl , Michael Baumann , Daniel Zips , Daniela Thorwarth

Prediction of clinically relevant postoperative pancreatic fistula using radiomic features and preoperative data.

Scientific reports

Avec: Nithya Bhasker , Fiona R Kolbinger , Nadiia Skorobohach , Alex Zwanenburg , Steffen Löck , Jürgen Weitz , Ralf-Thorsten Hoffmann , Marius Distler , Stefanie Speidel , Stefan Leger , Jens-Peter Kühn

Coronary Artery Calcium Scoring Using Virtual Versus True Noncontrast Images From Photon-Counting Coronary CT Angiography.

Radiology

Avec: Nina P Haag , Arwed E Michael , Simon Lennartz , Christoph Panknin , Julius H Niehoff , Jan Borggrefe , Iram Shahzadi , Alex Zwanenburg , Jan Robert Kroeger

Artificial intelligence for response prediction and personalisation in radiation oncology.

Strahlentherapie und Onkologie : Organ der Deutschen Rontgengesellschaft ... [et al]

Avec: Alex Zwanenburg , Gareth Price , Steffen Löck

Why -aVF can be used in STAN as a proxy for scalp electrode-derived signal; reply to comments by Kjellmer et al.

PloS one

Avec: Tammo Delhaas , Peter Andriessen , Judith Oeh van Laar , Rik Vullings , Ben Jm Hermans , Hendrik J Niemarkt , Reint K Jellema , Daan Rmg Ophelders , Tim Gam Wolfs , Boris W Kramer , Alex Zwanenburg

CheckList for EvaluAtion of Radiomics research (CLEAR): a step-by-step reporting guideline for authors and reviewers endorsed by ESR and EuSoMII.

Insights into imaging

Avec: Burak Kocak , Bettina Baessler , Spyridon Bakas , Renato Cuocolo , Andrey Fedorov , Lena Maier-Hein , Nathaniel Mercaldo , Henning Müller , Fanny Orlhac , Daniel Pinto Dos Santos , Arnaldo Stanzione , Lorenzo Ugga , Alex Zwanenburg

Analysis of MRI and CT-based radiomics features for personalized treatment in locally advanced rectal cancer and external validation of published radiomics models.

Scientific reports

Avec: Iram Shahzadi , Alex Zwanenburg , Annika Lattermann , Annett Linge , Christian Baldus , Jan C Peeken , Stephanie E Combs , Markus Diefenhardt , Claus Rödel , Simon Kirste , Anca-Ligia Grosu , Michael Baumann , Mechthild Krause , Esther G C Troost , Steffen Löck

Short-term mortality prediction in acute pulmonary embolism: Radiomics values of skeletal muscle and intramuscular adipose tissue.

Journal of cachexia, sarcopenia and muscle

Avec: Iram Shahzadi , Alex Zwanenburg , Lynn Johann Frohwein , Dominik Schramm , Hans Jonas Meyer , Mattes Hinnerichs , Christoph Moenninghoff , Julius Henning Niehoff , Jan Robert Kroeger , Jan Borggrefe , Alexey Surov

Assessing robustness of radiomic features by image perturbation.

Scientific reports

Avec: Alex Zwanenburg , Stefan Leger , Linda Agolli , Karoline Pilz , Esther G C Troost , Christian Richter , Steffen Löck

2D and 3D convolutional neural networks for outcome modelling of locally advanced head and neck squamous cell carcinoma.

Scientific reports

Avec: Sebastian Starke , Stefan Leger , Alex Zwanenburg , Karoline Leger , Fabian Lohaus , Annett Linge , Andreas Schreiber , Goda Kalinauskaite , Inge Tinhofer , Nika Guberina , Maja Guberina , Panagiotis Balermpas , Jens von der Grün , Ute Ganswindt , Claus Belka , Jan C Peeken , Stephanie E Combs , Simon Boeke , Daniel Zips , Christian Richter , Esther G C Troost , Mechthild Krause , Michael Baumann , Steffen Löck

Test-Retest Data for the Assessment of Breast MRI Radiomic Feature Repeatability.

Journal of magnetic resonance imaging : JMRI

Avec: R W Y Granzier , A Ibrahim , S Primakov , S A Keek , I Halilaj , A Zwanenburg , S M E Engelen , M B I Lobbes , P Lambin , H C Woodruff , M L Smidt

Radiomics-based tumor phenotype determination based on medical imaging and tumor microenvironment in a preclinical setting.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

Avec: Johannes Müller , Stefan Leger , Alex Zwanenburg , Theresa Suckert , Armin Lühr , Elke Beyreuther , Cläre von Neubeck , Mechthild Krause , Steffen Löck , Antje Dietrich , Rebecca Bütof

Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis.

European journal of nuclear medicine and molecular imaging

Avec: Alex Zwanenburg

Comparative analysis of radiomics and deep-learning algorithms for survival prediction in hepatocellular carcinoma.

Scientific reports

Avec: Felix Schön , Aaron Kieslich , Heiner Nebelung , Carina Riediger , Ralf-Thorsten Hoffmann , Alex Zwanenburg , Steffen Löck , Jens-Peter Kühn

Multitask Learning with Convolutional Neural Networks and Vision Transformers Can Improve Outcome Prediction for Head and Neck Cancer Patients.

Cancers

Avec: Sebastian Starke , Alex Zwanenburg , Karoline Leger , Fabian Lohaus , Annett Linge , Goda Kalinauskaite , Inge Tinhofer , Nika Guberina , Maja Guberina , Panagiotis Balermpas , Jens von der Grün , Ute Ganswindt , Claus Belka , Jan C Peeken , Stephanie E Combs , Simon Boeke , Daniel Zips , Christian Richter , Esther G C Troost , Mechthild Krause , Michael Baumann , Steffen Löck

Longitudinal and Multimodal Radiomics Models for Head and Neck Cancer Outcome Prediction.

Cancers

Avec: Sebastian Starke , Alexander Zwanenburg , Karoline Leger , Klaus Zöphel , Jörg Kotzerke , Mechthild Krause , Michael Baumann , Esther G C Troost , Steffen Löck

CT imaging during treatment improves radiomic models for patients with locally advanced head and neck cancer.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology

Avec: Stefan Leger , Alex Zwanenburg , Karoline Pilz , Sebastian Zschaeck , Klaus Zöphel , Jörg Kotzerke , Andreas Schreiber , Daniel Zips , Mechthild Krause , Michael Baumann , Esther G C Troost , Christian Richter , Steffen Löck

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

Radiology

Avec: Alex Zwanenburg , Martin Vallières , Mahmoud A Abdalah , Hugo J W L Aerts , Vincent Andrearczyk , Aditya Apte , Saeed Ashrafinia , Spyridon Bakas , Roelof J Beukinga , Ronald Boellaard , Marta Bogowicz , Luca Boldrini , Irène Buvat , Gary J R Cook , Christos Davatzikos , Adrien Depeursinge , Marie-Charlotte Desseroit , Nicola Dinapoli , Cuong Viet Dinh , Sebastian Echegaray , Issam El Naqa , Andriy Y Fedorov , Roberto Gatta , Robert J Gillies , Vicky Goh , Michael Götz , Matthias Guckenberger , Sung Min Ha , Mathieu Hatt , Fabian Isensee , Philippe Lambin , Stefan Leger , Ralph T H Leijenaar , Jacopo Lenkowicz , Fiona Lippert , Are Losnegård , Klaus H Maier-Hein , Olivier Morin , Henning Müller , Sandy Napel , Christophe Nioche , Fanny Orlhac , Sarthak Pati , Elisabeth A G Pfaehler , Arman Rahmim , Arvind U K Rao , Jonas Scherer , Muhammad Musib Siddique , Nanna M Sijtsema , Jairo Socarras Fernandez , Emiliano Spezi , Roel J H M Steenbakkers , Stephanie Tanadini-Lang , Daniela Thorwarth , Esther G C Troost , Taman Upadhaya , Vincenzo Valentini , Lisanne V van Dijk , Joost van Griethuysen , Floris H P van Velden , Philip Whybra , Christian Richter , Steffen Löck

Comprehensive Analysis of Tumour Sub-Volumes for Radiomic Risk Modelling in Locally Advanced HNSCC.

Cancers

Avec: Stefan Leger , Alex Zwanenburg , Karoline Leger , Fabian Lohaus , Annett Linge , Andreas Schreiber , Goda Kalinauskaite , Inge Tinhofer , Nika Guberina , Maja Guberina , Panagiotis Balermpas , Jens von der Grün , Ute Ganswindt , Claus Belka , Jan C Peeken , Stephanie E Combs , Simon Boeke , Daniel Zips , Christian Richter , Mechthild Krause , Michael Baumann , Esther G C Troost , Steffen Löck

An artificial intelligence framework integrating longitudinal electronic health records with real-world data enables continuous pan-cancer prognostication.

Nature cancer

Avec: Olivier Morin , Martin Vallières , Steve Braunstein , Jorge Barrios Ginart , Taman Upadhaya , Henry C Woodruff , Alex Zwanenburg , Avishek Chatterjee , Javier E Villanueva-Meyer , Gilmer Valdes , William Chen , Julian C Hong , Sue S Yom , Timothy D Solberg , Steffen Löck , Jan Seuntjens , Catherine Park , Philippe Lambin

Building reliable radiomic models using image perturbation.

Scientific reports

Avec: Xinzhi Teng , Jiang Zhang , Alex Zwanenburg , Jiachen Sun , Yuhua Huang , Saikit Lam , Yuanpeng Zhang , Bing Li , Ta Zhou , Haonan Xiao , Chenyang Liu , Wen Li , Xinyang Han , Zongrui Ma , Tian Li , Jing Cai

METhodological RadiomICs Score (METRICS): a quality scoring tool for radiomics research endorsed by EuSoMII.

Insights into imaging

Avec: Burak Kocak , Tugba Akinci D'Antonoli , Nathaniel Mercaldo , Angel Alberich-Bayarri , Bettina Baessler , Ilaria Ambrosini , Anna E Andreychenko , Spyridon Bakas , Regina G H Beets-Tan , Keno Bressem , Irene Buvat , Roberto Cannella , Luca Alessandro Cappellini , Armando Ugo Cavallo , Leonid L Chepelev , Linda Chi Hang Chu , Aydin Demircioglu , Nandita M deSouza , Matthias Dietzel , Salvatore Claudio Fanni , Andrey Fedorov , Laure S Fournier , Valentina Giannini , Rossano Girometti , Kevin B W Groot Lipman , Georgios Kalarakis , Brendan S Kelly , Michail E Klontzas , Dow-Mu Koh , Elmar Kotter , Ho Yun Lee , Mario Maas , Luis Marti-Bonmati , Henning Müller , Nancy Obuchowski , Fanny Orlhac , Nikolaos Papanikolaou , Ekaterina Petrash , Elisabeth Pfaehler , Daniel Pinto Dos Santos , Andrea Ponsiglione , Sebastià Sabater , Francesco Sardanelli , Philipp Seeböck , Nanna M Sijtsema , Arnaldo Stanzione , Alberto Traverso , Lorenzo Ugga , Martin Vallières , Lisanne V van Dijk , Joost J M van Griethuysen , Robbert W van Hamersvelt , Peter van Ooijen , Federica Vernuccio , Alan Wang , Stuart Williams , Jan Witowski , Zhongyi Zhang , Alex Zwanenburg , Renato Cuocolo

Réseau de co-auteurs

Steffen Löck 14 collaborations

Stefan Leger 8 collaborations

Esther G C Troost 8 collaborations

Michael Baumann 7 collaborations

Mechthild Krause 7 collaborations

Christian Richter 6 collaborations

Daniel Zips 5 collaborations

Annett Linge 4 collaborations

Jan C Peeken 4 collaborations

Stephanie E Combs 4 collaborations

Karoline Leger 4 collaborations

Iram Shahzadi 3 collaborations

Spyridon Bakas 3 collaborations

Henning Müller 3 collaborations

Fanny Orlhac 3 collaborations

Sebastian Starke 3 collaborations

Fabian Lohaus 3 collaborations

Andreas Schreiber 3 collaborations

Goda Kalinauskaite 3 collaborations

Inge Tinhofer 3 collaborations

Nika Guberina 3 collaborations

Maja Guberina 3 collaborations

Panagiotis Balermpas 3 collaborations

Jens von der Grün 3 collaborations

Ute Ganswindt 3 collaborations

Claus Belka 3 collaborations

Simon Boeke 3 collaborations

Martin Vallières 3 collaborations

Elisabeth Pfaehler 2 collaborations

Ronald Boellaard 2 collaborations

Daniela Thorwarth 2 collaborations

Ralf-Thorsten Hoffmann 2 collaborations

Jens-Peter Kühn 2 collaborations

Jan Borggrefe 2 collaborations

Jan Robert Kroeger 2 collaborations

Burak Kocak 2 collaborations

Bettina Baessler 2 collaborations

Renato Cuocolo 2 collaborations

Andrey Fedorov 2 collaborations

Nathaniel Mercaldo 2 collaborations

Daniel Pinto Dos Santos 2 collaborations

Arnaldo Stanzione 2 collaborations

Lorenzo Ugga 2 collaborations

Karoline Pilz 2 collaborations

Klaus Zöphel 2 collaborations

Jörg Kotzerke 2 collaborations

Philippe Lambin 2 collaborations

Olivier Morin 2 collaborations

Nanna M Sijtsema 2 collaborations

Taman Upadhaya 2 collaborations

Lisanne V van Dijk 2 collaborations

Johan R de Jong 1 collaboration

Jairo A Socarrás Fernández 1 collaboration

David Mönnich 1 collaboration

Sara Leibfarth 1 collaboration

Stefan Welz 1 collaboration

Christina Pfannenberg 1 collaboration

Christian La Fougère 1 collaboration

Gerald Reischl 1 collaboration

Nithya Bhasker 1 collaboration

Fiona R Kolbinger 1 collaboration

Nadiia Skorobohach 1 collaboration

Jürgen Weitz 1 collaboration

Marius Distler 1 collaboration

Stefanie Speidel 1 collaboration

Nina P Haag 1 collaboration

Arwed E Michael 1 collaboration

Simon Lennartz 1 collaboration

Christoph Panknin 1 collaboration

Julius H Niehoff 1 collaboration

Gareth Price 1 collaboration

Tammo Delhaas 1 collaboration

Peter Andriessen 1 collaboration

Judith Oeh van Laar 1 collaboration

Rik Vullings 1 collaboration

Ben Jm Hermans 1 collaboration

Hendrik J Niemarkt 1 collaboration

Reint K Jellema 1 collaboration

Daan Rmg Ophelders 1 collaboration

Tim Gam Wolfs 1 collaboration

Boris W Kramer 1 collaboration

Lena Maier-Hein 1 collaboration

Annika Lattermann 1 collaboration

Christian Baldus 1 collaboration

Markus Diefenhardt 1 collaboration

Claus Rödel 1 collaboration

Simon Kirste 1 collaboration

Anca-Ligia Grosu 1 collaboration

Lynn Johann Frohwein 1 collaboration

Dominik Schramm 1 collaboration

Hans Jonas Meyer 1 collaboration

Mattes Hinnerichs 1 collaboration

Christoph Moenninghoff 1 collaboration

Julius Henning Niehoff 1 collaboration

Alexey Surov 1 collaboration

Linda Agolli 1 collaboration

R W Y Granzier 1 collaboration

A Ibrahim 1 collaboration

S Primakov 1 collaboration

S A Keek 1 collaboration

I Halilaj 1 collaboration

A Zwanenburg 1 collaboration

S M E Engelen 1 collaboration

M B I Lobbes 1 collaboration

P Lambin 1 collaboration

H C Woodruff 1 collaboration

M L Smidt 1 collaboration

Johannes Müller 1 collaboration

Theresa Suckert 1 collaboration

Armin Lühr 1 collaboration

Elke Beyreuther 1 collaboration

Cläre von Neubeck 1 collaboration

Antje Dietrich 1 collaboration

Rebecca Bütof 1 collaboration

Felix Schön 1 collaboration

Aaron Kieslich 1 collaboration

Heiner Nebelung 1 collaboration

Carina Riediger 1 collaboration

Alexander Zwanenburg 1 collaboration

Sebastian Zschaeck 1 collaboration

Mahmoud A Abdalah 1 collaboration

Hugo J W L Aerts 1 collaboration

Vincent Andrearczyk 1 collaboration

Aditya Apte 1 collaboration

Saeed Ashrafinia 1 collaboration

Roelof J Beukinga 1 collaboration

Marta Bogowicz 1 collaboration

Luca Boldrini 1 collaboration

Irène Buvat 1 collaboration

Gary J R Cook 1 collaboration

Christos Davatzikos 1 collaboration

Adrien Depeursinge 1 collaboration

Marie-Charlotte Desseroit 1 collaboration

Nicola Dinapoli 1 collaboration

Cuong Viet Dinh 1 collaboration

Sebastian Echegaray 1 collaboration

Issam El Naqa 1 collaboration

Andriy Y Fedorov 1 collaboration

Roberto Gatta 1 collaboration

Robert J Gillies 1 collaboration

Vicky Goh 1 collaboration

Michael Götz 1 collaboration

Matthias Guckenberger 1 collaboration

Sung Min Ha 1 collaboration

Mathieu Hatt 1 collaboration

Fabian Isensee 1 collaboration

Ralph T H Leijenaar 1 collaboration

Jacopo Lenkowicz 1 collaboration

Fiona Lippert 1 collaboration

Are Losnegård 1 collaboration

Klaus H Maier-Hein 1 collaboration

Sandy Napel 1 collaboration

Christophe Nioche 1 collaboration

Sarthak Pati 1 collaboration

Elisabeth A G Pfaehler 1 collaboration

Arman Rahmim 1 collaboration

Arvind U K Rao 1 collaboration

Jonas Scherer 1 collaboration

Muhammad Musib Siddique 1 collaboration

Jairo Socarras Fernandez 1 collaboration

Emiliano Spezi 1 collaboration

Roel J H M Steenbakkers 1 collaboration

Stephanie Tanadini-Lang 1 collaboration

Vincenzo Valentini 1 collaboration

Joost van Griethuysen 1 collaboration

Floris H P van Velden 1 collaboration

Philip Whybra 1 collaboration

Steve Braunstein 1 collaboration

Jorge Barrios Ginart 1 collaboration

Henry C Woodruff 1 collaboration

Avishek Chatterjee 1 collaboration

Javier E Villanueva-Meyer 1 collaboration

Gilmer Valdes 1 collaboration

William Chen 1 collaboration

Julian C Hong 1 collaboration

Sue S Yom 1 collaboration

Timothy D Solberg 1 collaboration

Jan Seuntjens 1 collaboration

Catherine Park 1 collaboration

Xinzhi Teng 1 collaboration

Jiang Zhang 1 collaboration

Jiachen Sun 1 collaboration

Yuhua Huang 1 collaboration

Saikit Lam 1 collaboration

Yuanpeng Zhang 1 collaboration

Bing Li 1 collaboration

Ta Zhou 1 collaboration

Haonan Xiao 1 collaboration

Chenyang Liu 1 collaboration

Wen Li 1 collaboration

Xinyang Han 1 collaboration

Zongrui Ma 1 collaboration

Tian Li 1 collaboration

Jing Cai 1 collaboration

Tugba Akinci D'Antonoli 1 collaboration

Angel Alberich-Bayarri 1 collaboration

Ilaria Ambrosini 1 collaboration

Anna E Andreychenko 1 collaboration

Regina G H Beets-Tan 1 collaboration

Keno Bressem 1 collaboration

Irene Buvat 1 collaboration

Roberto Cannella 1 collaboration

Luca Alessandro Cappellini 1 collaboration

Armando Ugo Cavallo 1 collaboration

Leonid L Chepelev 1 collaboration

Linda Chi Hang Chu 1 collaboration

Aydin Demircioglu 1 collaboration

Nandita M deSouza 1 collaboration

Matthias Dietzel 1 collaboration

Salvatore Claudio Fanni 1 collaboration

Laure S Fournier 1 collaboration

Valentina Giannini 1 collaboration

Rossano Girometti 1 collaboration

Kevin B W Groot Lipman 1 collaboration

Georgios Kalarakis 1 collaboration

Brendan S Kelly 1 collaboration

Michail E Klontzas 1 collaboration

Dow-Mu Koh 1 collaboration

Elmar Kotter 1 collaboration

Ho Yun Lee 1 collaboration

Mario Maas 1 collaboration

Luis Marti-Bonmati 1 collaboration

Nancy Obuchowski 1 collaboration

Nikolaos Papanikolaou 1 collaboration

Ekaterina Petrash 1 collaboration

Andrea Ponsiglione 1 collaboration

Sebastià Sabater 1 collaboration

Francesco Sardanelli 1 collaboration

Philipp Seeböck 1 collaboration

Alberto Traverso 1 collaboration

Joost J M van Griethuysen 1 collaboration

Robbert W van Hamersvelt 1 collaboration

Peter van Ooijen 1 collaboration

Federica Vernuccio 1 collaboration

Alan Wang 1 collaboration

Stuart Williams 1 collaboration

Jan Witowski 1 collaboration

Zhongyi Zhang 1 collaboration