Mathieu Hatt

Affiliations

Laboratoire de Traitement de l'Information Médicale (LATIM), INSERM, UMR 1101, Université de Bretagne Occidentale, IBSAM, faculté de médecine, 29238 Brest CEDEX, France.

Publications (19)

Use of radiomics in the radiation oncology setting: Where do we stand and what do we need?

Cancer radiotherapie : journal de la Societe francaise de radiotherapie oncologique

Avec: U Schick , F Lucia , V Bourbonne , G Dissaux , O Pradier , V Jaouen , F Tixier , D Visvikis , M Hatt

Reoxygenation during radiotherapy in intermediate-risk prostate cancer.

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

Avec: Stéphane Supiot , Caroline Rousseau , Mélanie Dore , Catherine Chèze-Le-Rest , Christine Kandel-Aznar , Vincent Potiron , Stéphane Guerif , François Paris , Ludovic Ferrer , Loïc Campion , Philippe Meingan , Grégory Delpon , Mathieu Hatt , Dimitris Visvikis

Radiomics: Data Are Also Images.

Journal of nuclear medicine : official publication, Society of Nuclear Medicine

Avec: Mathieu Hatt , Catherine Cheze Le Rest , Florent Tixier , Bogdan Badic , Ulrike Schick , Dimitris Visvikis

Machine learning for radiomics-based multimodality and multiparametric modeling.

The quarterly journal of nuclear medicine and molecular imaging : official publication of the Italian Association of Nuclear Medicine (AIMN) [and] the International Association of Radiopharmacology (IAR), [and] Section of the Society of...

Avec: Lise Wei , Sarah Osman , Mathieu Hatt , Issam El Naqa

External validation of a combined PET and MRI radiomics model for prediction of recurrence in cervical cancer patients treated with chemoradiotherapy.

European journal of nuclear medicine and molecular imaging

Avec: François Lucia , Dimitris Visvikis , Martin Vallières , Marie-Charlotte Desseroit , Omar Miranda , Philippe Robin , Pietro Andrea Bonaffini , Joanne Alfieri , Ingrid Masson , Augustin Mervoyer , Caroline Reinhold , Olivier Pradier , Mathieu Hatt , Ulrike Schick

Artificial intelligence: Deep learning in oncological radiomics and challenges of interpretability and data harmonization.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)

Avec: Panagiotis Papadimitroulas , Lennart Brocki , Neo Christopher Chung , Wistan Marchadour , Franck Vermet , Laurent Gaubert , Vasilis Eleftheriadis , Dimitris Plachouris , Dimitris Visvikis , George C Kagadis , Mathieu Hatt

Comparison and Fusion of Machine Learning Algorithms for Prospective Validation of PET/CT Radiomic Features Prognostic Value in Stage II-III Non-Small Cell Lung Cancer.

Diagnostics (Basel, Switzerland)

Avec: Shima Sepehri , Olena Tankyevych , Taman Upadhaya , Dimitris Visvikis , Mathieu Hatt , Catherine Cheze Le Rest

Radiomics in PET/CT: Current Status and Future AI-Based Evolutions.

Seminars in nuclear medicine

Avec: Mathieu Hatt , Catherine Cheze Le Rest , Nils Antonorsi , Florent Tixier , Olena Tankyevych , Vincent Jaouen , Francois Lucia , Vincent Bourbonne , Ulrike Schick , Bogdan Badic , Dimitris Visvikis

Accurate Tumor Delineation

Frontiers in oncology

Avec: Shima Sepehri , Olena Tankyevych , Andrei Iantsen , Dimitris Visvikis , Mathieu Hatt , Catherine Cheze Le Rest

A transfer learning approach to facilitate ComBat-based harmonization of multicentre radiomic features in new datasets.

PloS one

Avec: Ronrick Da-Ano , François Lucia , Ingrid Masson , Ronan Abgral , Joanne Alfieri , Caroline Rousseau , Augustin Mervoyer , Caroline Reinhold , Olivier Pradier , Ulrike Schick , Dimitris Visvikis , Mathieu Hatt

Identification of CT radiomic features robust to acquisition and segmentation variations for improved prediction of radiotherapy-treated lung cancer patient recurrence.

Scientific reports

Avec: Thomas Louis , François Lucia , François Cousin , Carole Mievis , Nicolas Jansen , Bernard Duysinx , Romain Le Pennec , Dimitris Visvikis , Malik Nebbache , Martin Rehn , Mohamed Hamya , Margaux Geier , Pierre-Yves Salaun , Ulrike Schick , Mathieu Hatt , Philippe Coucke , Pierre Lovinfosse , Roland Hustinx

Revisiting the identification of tumor sub-volumes predictive of residual uptake after (chemo)radiotherapy: influence of segmentation methods on

Scientific reports

Avec: Mathieu Hatt , Florent Tixier , Marie-Charlotte Desseroit , Bogdan Badic , Baptiste Laurent , Dimitris Visvikis , Catherine Cheze Le Rest

Transcriptomics in cancer revealed by Positron Emission Tomography radiomics.

Scientific reports

Avec: Florent Tixier , Catherine Cheze-le-Rest , Ulrike Schick , Brigitte Simon , Xavier Dufour , Stéphane Key , Olivier Pradier , Marc Aubry , Mathieu Hatt , Laurent Corcos , Dimitris Visvikis

Next-Generation Radiogenomics Sequencing for Prediction of EGFR and KRAS Mutation Status in NSCLC Patients Using Multimodal Imaging and Machine Learning Algorithms.

Molecular imaging and biology

Avec: Isaac Shiri , Hasan Maleki , Ghasem Hajianfar , Hamid Abdollahi , Saeed Ashrafinia , Mathieu Hatt , Habib Zaidi , Mehrdad Oveisi , Arman Rahmim

Non-invasive imaging prediction of tumor hypoxia: A novel developed and externally validated CT and FDG-PET-based radiomic signatures.

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

Avec: Sebastian Sanduleanu , Arthur Jochems , Taman Upadhaya , Aniek J G Even , Ralph T H Leijenaar , Frank J W M Dankers , Remy Klaassen , Henry C Woodruff , Mathieu Hatt , Hans J A M Kaanders , Olga Hamming-Vrieze , Hanneke W M van Laarhoven , Rathan M Subramiam , Shao Hui Huang , Brian O'Sullivan , Scott V Bratman , Ludwig J Dubois , Razvan L Miclea , Dario Di Perri , Xavier Geets , Mireia Crispin-Ortuzar , Aditya Apte , Joseph O Deasy , Jung Hun Oh , Nancy Y Lee , John L Humm , Heiko Schöder , Dirk De Ruysscher , Frank Hoebers , Philippe Lambin

["Adaptation of the tumour and its ecosystem to radiotherapies: Mechanisms, imaging and therapeutic approaches" XIVth edition of the workshop organised by the "Vectorisation, Imagerie, Radiothérapies" network of the Cancéropôle Grand-Ouest, 22-25 September 2021, Le Bono, France].

Bulletin du cancer

Avec: Françoise Léost , Grégory Delpon , Emmanuel Garcion , Jean-François Gestin , Mathieu Hatt , Vincent Potiron , Latifa Rbah-Vidal , Stéphane Supiot

Radiomics prognostic analysis of PET/CT images in a multicenter head and neck cancer cohort: investigating ComBat strategies, sub-volume characterization, and automatic segmentation.

European journal of nuclear medicine and molecular imaging

Avec: Hui Xu , Nassib Abdallah , Jean-Marie Marion , Pierre Chauvet , Clovis Tauber , Thomas Carlier , Lijun Lu , Mathieu Hatt

Enhancing histopathological image classification of invasive ductal carcinoma using hybrid harmonization techniques.

Scientific reports

Avec: Nassib Abdallah , Jean-Marie Marion , Clovis Tauber , Thomas Carlier , Mathieu Hatt , Pierre Chauvet

Radiomics analysis of 3D dose distributions to predict toxicity of radiotherapy for lung cancer.

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

Avec: V Bourbonne , R Da-Ano , V Jaouen , F Lucia , G Dissaux , J Bert , O Pradier , D Visvikis , M Hatt , U Schick

Réseau de co-auteurs

Dimitris Visvikis 11 collaborations

Ulrike Schick 6 collaborations

Catherine Cheze Le Rest 5 collaborations

Florent Tixier 4 collaborations

Bogdan Badic 3 collaborations

François Lucia 3 collaborations

Olivier Pradier 3 collaborations

Olena Tankyevych 3 collaborations

U Schick 2 collaborations

F Lucia 2 collaborations

V Bourbonne 2 collaborations

G Dissaux 2 collaborations

O Pradier 2 collaborations

V Jaouen 2 collaborations

D Visvikis 2 collaborations

M Hatt 2 collaborations

Stéphane Supiot 2 collaborations

Caroline Rousseau 2 collaborations

Vincent Potiron 2 collaborations

Grégory Delpon 2 collaborations

Marie-Charlotte Desseroit 2 collaborations

Joanne Alfieri 2 collaborations

Ingrid Masson 2 collaborations

Augustin Mervoyer 2 collaborations

Caroline Reinhold 2 collaborations

Shima Sepehri 2 collaborations

Taman Upadhaya 2 collaborations

Nassib Abdallah 2 collaborations

Jean-Marie Marion 2 collaborations

Pierre Chauvet 2 collaborations

Clovis Tauber 2 collaborations

Thomas Carlier 2 collaborations

F Tixier 1 collaboration

Mélanie Dore 1 collaboration

Catherine Chèze-Le-Rest 1 collaboration

Christine Kandel-Aznar 1 collaboration

Stéphane Guerif 1 collaboration

François Paris 1 collaboration

Ludovic Ferrer 1 collaboration

Loïc Campion 1 collaboration

Philippe Meingan 1 collaboration

Lise Wei 1 collaboration

Sarah Osman 1 collaboration

Issam El Naqa 1 collaboration

Martin Vallières 1 collaboration

Omar Miranda 1 collaboration

Philippe Robin 1 collaboration

Pietro Andrea Bonaffini 1 collaboration

Panagiotis Papadimitroulas 1 collaboration

Lennart Brocki 1 collaboration

Neo Christopher Chung 1 collaboration

Wistan Marchadour 1 collaboration

Franck Vermet 1 collaboration

Laurent Gaubert 1 collaboration

Vasilis Eleftheriadis 1 collaboration

Dimitris Plachouris 1 collaboration

George C Kagadis 1 collaboration

Nils Antonorsi 1 collaboration

Vincent Jaouen 1 collaboration

Francois Lucia 1 collaboration

Vincent Bourbonne 1 collaboration

Andrei Iantsen 1 collaboration

Ronrick Da-Ano 1 collaboration

Ronan Abgral 1 collaboration

Thomas Louis 1 collaboration

François Cousin 1 collaboration

Carole Mievis 1 collaboration

Nicolas Jansen 1 collaboration

Bernard Duysinx 1 collaboration

Romain Le Pennec 1 collaboration

Malik Nebbache 1 collaboration

Martin Rehn 1 collaboration

Mohamed Hamya 1 collaboration

Margaux Geier 1 collaboration

Pierre-Yves Salaun 1 collaboration

Philippe Coucke 1 collaboration

Pierre Lovinfosse 1 collaboration

Roland Hustinx 1 collaboration

Baptiste Laurent 1 collaboration

Catherine Cheze-le-Rest 1 collaboration

Brigitte Simon 1 collaboration

Xavier Dufour 1 collaboration

Stéphane Key 1 collaboration

Marc Aubry 1 collaboration

Laurent Corcos 1 collaboration

Isaac Shiri 1 collaboration

Hasan Maleki 1 collaboration

Ghasem Hajianfar 1 collaboration

Hamid Abdollahi 1 collaboration

Saeed Ashrafinia 1 collaboration

Habib Zaidi 1 collaboration

Mehrdad Oveisi 1 collaboration

Arman Rahmim 1 collaboration

Sebastian Sanduleanu 1 collaboration

Arthur Jochems 1 collaboration

Aniek J G Even 1 collaboration

Ralph T H Leijenaar 1 collaboration

Frank J W M Dankers 1 collaboration

Remy Klaassen 1 collaboration

Henry C Woodruff 1 collaboration

Hans J A M Kaanders 1 collaboration

Olga Hamming-Vrieze 1 collaboration

Hanneke W M van Laarhoven 1 collaboration

Rathan M Subramiam 1 collaboration

Shao Hui Huang 1 collaboration

Brian O'Sullivan 1 collaboration

Scott V Bratman 1 collaboration

Ludwig J Dubois 1 collaboration

Razvan L Miclea 1 collaboration

Dario Di Perri 1 collaboration

Xavier Geets 1 collaboration

Mireia Crispin-Ortuzar 1 collaboration

Aditya Apte 1 collaboration

Joseph O Deasy 1 collaboration

Jung Hun Oh 1 collaboration

Nancy Y Lee 1 collaboration

John L Humm 1 collaboration

Heiko Schöder 1 collaboration

Dirk De Ruysscher 1 collaboration

Frank Hoebers 1 collaboration

Philippe Lambin 1 collaboration

Françoise Léost 1 collaboration

Emmanuel Garcion 1 collaboration

Jean-François Gestin 1 collaboration

Latifa Rbah-Vidal 1 collaboration

Hui Xu 1 collaboration

Lijun Lu 1 collaboration

R Da-Ano 1 collaboration

J Bert 1 collaboration