Exploratory Radiomic Analysis of Conventional vs. Quantitative Brain MRI: Toward Automatic Diagnosis of Early Multiple Sclerosis

by Elizaveta Lavrova, Elizaveta Lavrova, Emilie Lommers, Emilie Lommers, Henry C. Woodruff, Henry C. Woodruff, Avishek Chatterjee, Pierre Maquet, Pierre Maquet, Eric Salmon, Philippe Lambin, Philippe Lambin, Christophe Phillips, Christophe Phillips
Published 2021-08-01

Making Radiomics More Reproducible across Scanner and Imaging Protocol Variations: A Review of Harmonization Methods

by Shruti Atul Mali, Abdalla Ibrahim, Henry C. Woodruff, Vincent Andrearczyk, Henning Müller, Sergey Primakov, Zohaib Salahuddin, Avishek Chatterjee, Philippe Lambin
Published 2021-08-01

The application of a workflow integrating the variable reproducibility and harmonizability of radiomic features on a phantom dataset.

by Abdalla Ibrahim, Turkey Refaee, Ralph T H Leijenaar, Sergey Primakov, Roland Hustinx, Felix M Mottaghy, Henry C Woodruff, Andrew D A Maidment, Philippe Lambin
Published 2021-01-01

Modeling-Based Decision Support System for Radical Prostatectomy Versus External Beam Radiotherapy for Prostate Cancer Incorporating an <i>In Silico</i> Clinical Trial and a Cost–U...

by Yvonka van Wijk, Bram Ramaekers, Ben G. L. Vanneste, Iva Halilaj, Cary Oberije, Avishek Chatterjee, Tom Marcelissen, Arthur Jochems, Henry C. Woodruff, Philippe Lambin
Published 2021-05-01

Blockchain for Privacy Preserving and Trustworthy Distributed Machine Learning in Multicentric Medical Imaging (C-DistriM)

by Fadila Zerka, Visara Urovi, Akshayaa Vaidyanathan, Samir Barakat, Ralph T. H. Leijenaar, Sean Walsh, Hanif Gabrani-Juma, Benjamin Miraglio, Henry C. Woodruff, Michel Dumontier, Philippe Lambin
Published 2020-01-01

Reproducibility of CT-Based Hepatocellular Carcinoma Radiomic Features across Different Contrast Imaging Phases: A Proof of Concept on SORAMIC Trial Data

by Abdalla Ibrahim, Yousif Widaatalla, Turkey Refaee, Sergey Primakov, Razvan L. Miclea, Osman Öcal, Matthias P. Fabritius, Michael Ingrisch, Jens Ricke, Roland Hustinx, Felix M. Mottaghy, Henry C. Woodruff, Max Seidensticker, Philippe Lambin
Published 2021-09-01

The Effects of In-Plane Spatial Resolution on CT-Based Radiomic Features’ Stability with and without ComBat Harmonization

by Abdalla Ibrahim, Turkey Refaee, Sergey Primakov, Bruno Barufaldi, Raymond J. Acciavatti, Renée W. Y. Granzier, Roland Hustinx, Felix M. Mottaghy, Henry C. Woodruff, Joachim E. Wildberger, Philippe Lambin, Andrew D. A. Maidment
Published 2021-04-01

Reply to Orlhac, F.; Buvat, I. Comment on “Ibrahim et al. The Effects of In-Plane Spatial Resolution on CT-Based Radiomic Features’ Stability with and without ComBat Harmonization....

by Abdalla Ibrahim, Turkey Refaee, Sergey Primakov, Bruno Barufaldi, Raymond J. Acciavatti, Renée W. Y. Granzier, Roland Hustinx, Felix M. Mottaghy, Henry C. Woodruff, Joachim E. Wildberger, Philippe Lambin, Andrew D. A. Maidment
Published 2021-06-01

Dedicated Axillary MRI-Based Radiomics Analysis for the Prediction of Axillary Lymph Node Metastasis in Breast Cancer

by Sanaz Samiei, Renée W. Y. Granzier, Abdalla Ibrahim, Sergey Primakov, Marc B. I. Lobbes, Regina G. H. Beets-Tan, Thiemo J. A. van Nijnatten, Sanne M. E. Engelen, Henry C. Woodruff, Marjolein L. Smidt
Published 2021-02-01

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.

by Janna E van Timmeren, Sara Carvalho, Ralph T H Leijenaar, Esther G C Troost, Wouter van Elmpt, Dirk de Ruysscher, Jean-Pierre Muratet, Fabrice Denis, Tanja Schimek-Jasch, Ursula Nestle, Arthur Jochems, Henry C Woodruff, Cary Oberije, Philippe Lambin
Published 2019-01-01

MRI-Based Radiomics Analysis for the Pretreatment Prediction of Pathologic Complete Tumor Response to Neoadjuvant Systemic Therapy in Breast Cancer Patients: A Multicenter Study

by Renée W. Y. Granzier, Abdalla Ibrahim, Sergey P. Primakov, Sanaz Samiei, Thiemo J. A. van Nijnatten, Maaike de Boer, Esther M. Heuts, Frans-Jan Hulsmans, Avishek Chatterjee, Philippe Lambin, Marc B. I. Lobbes, Henry C. Woodruff, Marjolein L. Smidt
Published 2021-05-01

Development and External Validation of Deep-Learning-Based Tumor Grading Models in Soft-Tissue Sarcoma Patients Using MR Imaging

by Fernando Navarro, Hendrik Dapper, Rebecca Asadpour, Carolin Knebel, Matthew B. Spraker, Vincent Schwarze, Stephanie K. Schaub, Nina A. Mayr, Katja Specht, Henry C. Woodruff, Philippe Lambin, Alexandra S. Gersing, Matthew J. Nyflot, Bjoern H. Menze, Stephanie E. Combs, Jan C. Peeken
Published 2021-06-01

Computed tomography-derived radiomic signature of head and neck squamous cell carcinoma (peri)tumoral tissue for the prediction of locoregional recurrence and distant metastasis af...

by Simon Keek, Sebastian Sanduleanu, Frederik Wesseling, Reinout de Roest, Michiel van den Brekel, Martijn van der Heijden, Conchita Vens, Calareso Giuseppina, Lisa Licitra, Kathrin Scheckenbach, Marije Vergeer, C René Leemans, Ruud H Brakenhoff, Irene Nauta, Stefano Cavalieri, Henry C Woodruff, Tito Poli, Ralph Leijenaar, Frank Hoebers, Philippe Lambin
Published 2020-01-01

Correction: Computed tomography-derived radiomic signature of head and neck squamous cell carcinoma (peri)tumoral tissue for the prediction of locoregional recurrence and distant m...

by Simon Keek, Sebastian Sanduleanu, Frederik Wesseling, Reinout de Roest, Michiel van den Brekel, Martijn van der Heijden, Conchita Vens, Calareso Giuseppina, Lisa Licitra, Kathrin Scheckenbach, Marije Vergeer, C René Leemans, Ruud H Brakenhoff, Irene Nauta, Stefano Cavalieri, Henry C Woodruff, Tito Poli, Ralph Leijenaar, Frank Hoebers, Philippe Lambin
Published 2020-01-01

Prognostic Assessment in High-Grade Soft-Tissue Sarcoma Patients: A Comparison of Semantic Image Analysis and Radiomics

by Jan C. Peeken, Jan Neumann, Rebecca Asadpour, Yannik Leonhardt, Joao R. Moreira, Daniel S. Hippe, Olena Klymenko, Sarah C. Foreman, Claudio E. von Schacky, Matthew B. Spraker, Stephanie K. Schaub, Hendrik Dapper, Carolin Knebel, Nina A. Mayr, Henry C. Woodruff, Philippe Lambin, Matthew J. Nyflot, Alexandra S. Gersing, Stephanie E. Combs
Published 2021-04-01

Identification of microRNAs in skeletal muscle associated with lung cancer cachexia

by Wouter R.P.H. van deWorp, Annemie M.W.J. Schols, Anne‐Marie C. Dingemans, Céline M.H. Op den Kamp, Juliette H.R.J. Degens, Marco C.J.M. Kelders, Susan Coort, Henry C. Woodruff, Gueorqui Kratassiouk, Annick Harel‐Bellan, Jan Theys, Ardy vanHelvoort, Ramon C.J. Langen
Published 2020-04-01

Deep learning for the fully automated segmentation of the inner ear on MRI

by Akshayaa Vaidyanathan, Marly F. J. A. van der Lubbe, Ralph T. H. Leijenaar, Marc van Hoof, Fadila Zerka, Benjamin Miraglio, Sergey Primakov, Alida A. Postma, Tjasse D. Bruintjes, Monique A. L. Bilderbeek, Hammer Sebastiaan, Patrick F. M. Dammeijer, Vincent van Rompaey, Henry C. Woodruff, Wim Vos, Seán Walsh, Raymond van de Berg, Philippe Lambin
Published 2021-02-01

A Prospectively Validated Prognostic Model for Patients with Locally Advanced Squamous Cell Carcinoma of the Head and Neck Based on Radiomics of Computed Tomography Images

by Simon A. Keek, Frederik W. R. Wesseling, Henry C. Woodruff, Janita E. van Timmeren, Irene H. Nauta, Thomas K. Hoffmann, Stefano Cavalieri, Giuseppina Calareso, Sergey Primakov, Ralph T. H. Leijenaar, Lisa Licitra, Marco Ravanelli, Kathrin Scheckenbach, Tito Poli, Davide Lanfranco, Marije R. Vergeer, C. René Leemans, Ruud H. Brakenhoff, Frank J. P. Hoebers, Philippe Lambin
Published 2021-06-01

Implementing Systems Modelling and Molecular Imaging to Predict the Efficacy of BCL-2 Inhibition in Colorectal Cancer Patient-Derived Xenograft Models

by Alice C. O’Farrell, Monika A. Jarzabek, Andreas U. Lindner, Steven Carberry, Emer Conroy, Ian S. Miller, Kate Connor, Liam Shiels, Eugenia R. Zanella, Federico Lucantoni, Adam Lafferty, Kieron White, Mariangela Meyer Meyer Villamandos, Patrick Dicker, William M. Gallagher, Simon A. Keek, Sebastian Sanduleanu, Philippe Lambin, Henry C. Woodruff, Andrea Bertotti, Livio Trusolino, Annette T. Byrne, Jochen H.M. Prehn
Published 2020-10-01

Prognostic and Predictive Value of Integrated Qualitative and Quantitative Magnetic Resonance Imaging Analysis in Glioblastoma

by Maikel Verduin, Sergey Primakov, Inge Compter, Henry C. Woodruff, Sander M. J. van Kuijk, Bram L. T. Ramaekers, Maarten te te Dorsthorst, Elles G. M. Revenich, Mark ter ter Laan, Sjoert A. H. Pegge, Frederick J. A. Meijer, Jan Beckervordersandforth, Ernst Jan Speel, Benno Kusters, Wendy W. J. de Leng, Monique M. Anten, Martijn P. G. Broen, Linda Ackermans, Olaf E. M. G. Schijns, Onno Teernstra, Koos Hovinga, Marc A. Vooijs, Vivianne C. G. Tjan-Heijnen, Danielle B. P. Eekers, Alida A. Postma, Philippe Lambin, Ann Hoeben
Published 2021-02-01