R Hosch

Affiliations

Institute for Artificial Intelligence in Medicine, University Hospital Essen (AöR), Essen, Germany.

Publications (29)

Contrast agent dose reduction in computed tomography with deep learning using a conditional generative adversarial network.

European radiology

Avec: Johannes Haubold , René Hosch , Lale Umutlu , Axel Wetter , Patrizia Haubold , Alexander Radbruch , Michael Forsting , Felix Nensa , Sven Koitka

FHIR-PYrate: a data science friendly Python package to query FHIR servers.

BMC health services research

Avec: René Hosch , Giulia Baldini , Vicky Parmar , Katarzyna Borys , Sven Koitka , Merlin Engelke , Kamyar Arzideh , Moritz Ulrich , Felix Nensa

Fully automated preoperative liver volumetry incorporating the anatomical location of the central hepatic vein.

Scientific reports

Avec: Sven Koitka , Phillip Gudlin , Jens M Theysohn , Arzu Oezcelik , Dieter P Hoyer , Murat Dayangac , René Hosch , Johannes Haubold , Nils Flaschel , Felix Nensa , Eugen Malamutmann

Deep learning-based assessment of body composition and liver tumour burden for survival modelling in advanced colorectal cancer.

Journal of cachexia, sarcopenia and muscle

Avec: Julius Keyl , René Hosch , Aaron Berger , Oliver Ester , Tobias Greiner , Simon Bogner , Jürgen Treckmann , Saskia Ting , Brigitte Schumacher , David Albers , Peter Markus , Marcel Wiesweg , Michael Forsting , Felix Nensa , Martin Schuler , Stefan Kasper , Jens Kleesiek

Optimizing Platelet Transfusion through a Personalized Deep Learning Risk Assessment System for Demand Management.

Blood

Avec: Merlin Engelke , Cynthia Sabrina Schmidt , Giulia Baldini , Vicky Parmar , René Hosch , Katarzyna Borys , Sven Koitka , Amin T Turki , Johannes Haubold , Peter A Horn , Felix Nensa

Fully Automated MR Based Virtual Biopsy of Cerebral Gliomas.

Cancers

Avec: Johannes Haubold , René Hosch , Vicky Parmar , Martin Glas , Nika Guberina , Onofrio Antonio Catalano , Daniela Pierscianek , Karsten Wrede , Cornelius Deuschl , Michael Forsting , Felix Nensa , Nils Flaschel , Lale Umutlu

Artificial intelligence guided enhancement of digital PET: scans as fast as CT?

European journal of nuclear medicine and molecular imaging

Avec: René Hosch , Manuel Weber , Miriam Sraieb , Nils Flaschel , Johannes Haubold , Moon-Sung Kim , Lale Umutlu , Jens Kleesiek , Ken Herrmann , Felix Nensa , Christoph Rischpler , Sven Koitka , Robert Seifert , David Kersting

Biomarkers extracted by fully automated body composition analysis from chest CT correlate with SARS-CoV-2 outcome severity.

Scientific reports

Avec: René Hosch , Simone Kattner , Marc Moritz Berger , Thorsten Brenner , Johannes Haubold , Jens Kleesiek , Sven Koitka , Lennard Kroll , Anisa Kureishi , Nils Flaschel , Felix Nensa

Contrast Agent Dose Reduction in MRI Utilizing a Generative Adversarial Network in an Exploratory Animal Study.

Investigative radiology

Avec: Johannes Haubold , Gregor Jost , Jens Matthias Theysohn , Johannes Maximilian Ludwig , Yan Li , Jens Kleesiek , Benedikt Michael Schaarschmidt , Michael Forsting , Felix Nensa , Hubertus Pietsch , René Hosch

A proof of concept for microcirculation monitoring using machine learning based hyperspectral imaging in critically ill patients: a monocentric observational study.

Critical care (London, England)

Avec: Judith Kohnke , Kevin Pattberg , Felix Nensa , Henning Kuhlmann , Thorsten Brenner , Karsten Schmidt , René Hosch , Florian Espeter

AI-derived body composition parameters as prognostic factors in patients with HCC undergoing TACE in a multicenter study.

JHEP reports : innovation in hepatology

Avec: Lukas Müller , Aline Mähringer-Kunz , Timo Alexander Auer , Uli Fehrenbach , Bernhard Gebauer , Johannes Haubold , Benedikt Michael Schaarschmidt , Moon-Sung Kim , René Hosch , Felix Nensa , Jens Kleesiek , Thierno D Diallo , Michel Eisenblätter , Hanna Kuzior , Natascha Roehlen , Dominik Bettinger , Verena Steinle , Philipp Mayer , David Zopfs , Daniel Pinto Dos Santos , Roman Kloeckner

CT-based body composition analysis and pulmonary fat attenuation volume as biomarkers to predict overall survival in patients with non-specific interstitial pneumonia.

European radiology experimental

Avec: Luca Salhöfer , Francesco Bonella , Mathias Meetschen , Lale Umutlu , Michael Forsting , Benedikt M Schaarschmidt , Marcel Opitz , Nikolas Beck , Sebastian Zensen , René Hosch , Vicky Parmar , Felix Nensa , Johannes Haubold

Differentiation Between Anteroposterior and Posteroanterior Chest X-Ray View Position With Convolutional Neural Networks.

RoFo : Fortschritte auf dem Gebiete der Rontgenstrahlen und der Nuklearmedizin

Avec: René Hosch , Lennard Kroll , Felix Nensa , Sven Koitka

CT-derived body composition analysis could possibly replace DXA and BIA to monitor NET-patients.

Scientific reports

Avec: Lennard Kroll , Annie Mathew , Giulia Baldini , René Hosch , Sven Koitka , Jens Kleesiek , Christoph Rischpler , Johannes Haubold , Dagmar Fuhrer , Felix Nensa , Harald Lahner

Individualized scan protocols for CT angiography: an animal study for contrast media or radiation dose optimization.

European radiology experimental

Avec: Johannes Haubold , Sebastian Zensen , René Hosch , Benedikt Michael Schaarschmidt , Denise Bos , Bernhardt Schmidt , Thomas Flohr , Yan Li , Michael Forsting , Hubertus Pietsch , Felix Nensa , Gregor Jost

AI-based digital histopathology for perihilar cholangiocarcinoma: A step, not a jump.

Journal of pathology informatics

Avec: Dieter P Hoyer , Saskia Ting , Nina Rogacka , Sven Koitka , René Hosch , Nils Flaschel , Johannes Haubold , Eugen Malamutmann , Björn-Ole Stüben , Jürgen Treckmann , Felix Nensa , Giulia Baldini

Elexacaftor/tezacaftor/ivacaftor influences body composition in adults with cystic fibrosis: a fully automated CT-based analysis.

Scientific reports

Avec: Dirk Westhölter , Johannes Haubold , Matthias Welsner , Luca Salhöfer , Johannes Wienker , Sivagurunathan Sutharsan , Svenja Straßburg , Christian Taube , Lale Umutlu , Benedikt M Schaarschmidt , Sven Koitka , Sebastian Zensen , Michael Forsting , Felix Nensa , René Hosch , Marcel Opitz

Addressing the Contrast Media Recognition Challenge: A Fully Automated Machine Learning Approach for Predicting Contrast Phases in CT Imaging.

Investigative radiology

Avec: Giulia Baldini , René Hosch , Cynthia S Schmidt , Katarzyna Borys , Lennard Kroll , Sven Koitka , Patrizia Haubold , Obioma Pelka , Felix Nensa , Johannes Haubold

Automated 3D-Body Composition Analysis as a Predictor of Survival in Patients With Idiopathic Pulmonary Fibrosis.

Journal of thoracic imaging

Avec: Luca Salhöfer , Francesco Bonella , Mathias Meetschen , Lale Umutlu , Michael Forsting , Benedikt Michael Schaarschmidt , Marcel Klaus Opitz , Jens Kleesiek , Rene Hosch , Sven Koitka , Vicky Parmar , Felix Nensa , Johannes Haubold

SAROS: A dataset for whole-body region and organ segmentation in CT imaging.

Scientific data

Avec: Sven Koitka , Giulia Baldini , Lennard Kroll , Natalie van Landeghem , Olivia B Pollok , Johannes Haubold , Obioma Pelka , Moon Kim , Jens Kleesiek , Felix Nensa , René Hosch

Contrast Media Reduction in Computed Tomography With Deep Learning Using a Generative Adversarial Network in an Experimental Animal Study.

Investigative radiology

The importance of educational tools and a new software solution for visualizing and quantifying report correction in radiology training.

Scientific reports

Avec: Luca Salhöfer , Johannes Haubold , Maurice Gutt , René Hosch , Lale Umutlu , Mathias Meetschen , Maximilian Schuessler , Michael Forsting , Felix Nensa , Benedikt Michael Schaarschmidt

Prognostic value of deep learning-derived body composition in advanced pancreatic cancer-a retrospective multicenter study.

ESMO open

Avec: J Keyl , A Bucher , F Jungmann , R Hosch , A Ziller , R Armbruster , P Malkomes , T M Reissig , S Koitka , I Tzianopoulos , P Keyl , K Kostbade , D Albers , P Markus , J Treckmann , K Nassenstein , J Haubold , M Makowski , M Forsting , H A Baba , S Kasper , J T Siveke , F Nensa , M Schuler , G Kaissis , J Kleesiek , R Braren

Body composition impacts outcome of bronchoscopic lung volume reduction in patients with severe emphysema: a fully automated CT-based analysis.

Scientific reports

Avec: Johannes Wienker , Kaid Darwiche , Nele Rüsche , Erik Büscher , Rüdiger Karpf-Wissel , Jane Winantea , Filiz Özkan , Dirk Westhölter , Christian Taube , David Kersting , Hubertus Hautzel , Luca Salhöfer , René Hosch , Felix Nensa , Michael Forsting , Benedikt M Schaarschmidt , Sebastian Zensen , Jens Theysohn , Lale Umutlu , Johannes Haubold , Marcel Opitz

Predicting Individual Patient Platelet Demand in a Large Tertiary Care Hospital Using Machine Learning.

Transfusion medicine and hemotherapy : offizielles Organ der Deutschen Gesellschaft fur Transfusionsmedizin und Immunhamatologie

Avec: Merlin Engelke , Christian Martin Brieske , Vicky Parmar , Nils Flaschel , Anisa Kureishi , Rene Hosch , Sven Koitka , Cynthia Sabrina Schmidt , Peter A Horn , Felix Nensa

AI as a New Frontier in Contrast Media Research: Bridging the Gap Between Contrast Media Reduction, the Contrast-Free Question and New Application Discoveries.

Investigative radiology

Avec: Johannes Haubold , René Hosch , Gregor Jost , Felix Kreis , Michael Forsting , Hubertus Pietsch , Felix Nensa

BOA: A CT-Based Body and Organ Analysis for Radiologists at the Point of Care.

Investigative radiology

Avec: Johannes Haubold , Giulia Baldini , Vicky Parmar , Benedikt Michael Schaarschmidt , Sven Koitka , Lennard Kroll , Natalie van Landeghem , Lale Umutlu , Michael Forsting , Felix Nensa , René Hosch

From admission to discharge: a systematic review of clinical natural language processing along the patient journey.

BMC medical informatics and decision making

Avec: Katrin Klug , Katharina Beckh , Dario Antweiler , Nilesh Chakraborty , Giulia Baldini , Katharina Laue , René Hosch , Felix Nensa , Martin Schuler , Sven Giesselbach

Impact of imaging biomarkers from body composition analysis on outcome of endovascularly treated acute ischemic stroke patients.

Journal of neurointerventional surgery

Avec: Hanna Styczen , Volker Maus , Daniel Weiss , Lukas Goertz , René Hosch , Christian Rubbert , Nikolas Beck , Mathias Holtkamp , Luca Salhöfer , Rosa Schubert , Cornelius Deuschl , Felix Nensa , Johannes Haubold

Réseau de co-auteurs

Felix Nensa 28 collaborations

René Hosch 26 collaborations

Johannes Haubold 22 collaborations

Sven Koitka 15 collaborations

Michael Forsting 13 collaborations

Lale Umutlu 9 collaborations

Jens Kleesiek 9 collaborations

Giulia Baldini 8 collaborations

Vicky Parmar 7 collaborations

Benedikt Michael Schaarschmidt 7 collaborations

Nils Flaschel 6 collaborations

Lennard Kroll 6 collaborations

Luca Salhöfer 6 collaborations

Gregor Jost 4 collaborations

Hubertus Pietsch 4 collaborations

Sebastian Zensen 4 collaborations

Katarzyna Borys 3 collaborations

Merlin Engelke 3 collaborations

Yan Li 3 collaborations

Mathias Meetschen 3 collaborations

Benedikt M Schaarschmidt 3 collaborations

Marcel Opitz 3 collaborations

Patrizia Haubold 2 collaborations

Dieter P Hoyer 2 collaborations

Eugen Malamutmann 2 collaborations

Jürgen Treckmann 2 collaborations

Saskia Ting 2 collaborations

Martin Schuler 2 collaborations

Cynthia Sabrina Schmidt 2 collaborations

Peter A Horn 2 collaborations

Cornelius Deuschl 2 collaborations

Moon-Sung Kim 2 collaborations

Christoph Rischpler 2 collaborations

David Kersting 2 collaborations

Thorsten Brenner 2 collaborations

Anisa Kureishi 2 collaborations

Jens Matthias Theysohn 2 collaborations

Johannes Maximilian Ludwig 2 collaborations

Francesco Bonella 2 collaborations

Nikolas Beck 2 collaborations

Dirk Westhölter 2 collaborations

Johannes Wienker 2 collaborations

Christian Taube 2 collaborations

Obioma Pelka 2 collaborations

Rene Hosch 2 collaborations

Natalie van Landeghem 2 collaborations

Axel Wetter 1 collaboration

Alexander Radbruch 1 collaboration

Kamyar Arzideh 1 collaboration

Moritz Ulrich 1 collaboration

Phillip Gudlin 1 collaboration

Jens M Theysohn 1 collaboration

Arzu Oezcelik 1 collaboration

Murat Dayangac 1 collaboration

Julius Keyl 1 collaboration

Aaron Berger 1 collaboration

Oliver Ester 1 collaboration

Tobias Greiner 1 collaboration

Simon Bogner 1 collaboration

Brigitte Schumacher 1 collaboration

David Albers 1 collaboration

Peter Markus 1 collaboration

Marcel Wiesweg 1 collaboration

Stefan Kasper 1 collaboration

Amin T Turki 1 collaboration

Martin Glas 1 collaboration

Nika Guberina 1 collaboration

Onofrio Antonio Catalano 1 collaboration

Daniela Pierscianek 1 collaboration

Karsten Wrede 1 collaboration

Manuel Weber 1 collaboration

Miriam Sraieb 1 collaboration

Ken Herrmann 1 collaboration

Robert Seifert 1 collaboration

Simone Kattner 1 collaboration

Marc Moritz Berger 1 collaboration

Judith Kohnke 1 collaboration

Kevin Pattberg 1 collaboration

Henning Kuhlmann 1 collaboration

Karsten Schmidt 1 collaboration

Florian Espeter 1 collaboration

Lukas Müller 1 collaboration

Aline Mähringer-Kunz 1 collaboration

Timo Alexander Auer 1 collaboration

Uli Fehrenbach 1 collaboration

Bernhard Gebauer 1 collaboration

Thierno D Diallo 1 collaboration

Michel Eisenblätter 1 collaboration

Hanna Kuzior 1 collaboration

Natascha Roehlen 1 collaboration

Dominik Bettinger 1 collaboration

Verena Steinle 1 collaboration

Philipp Mayer 1 collaboration

David Zopfs 1 collaboration

Daniel Pinto Dos Santos 1 collaboration

Roman Kloeckner 1 collaboration

Annie Mathew 1 collaboration

Dagmar Fuhrer 1 collaboration

Harald Lahner 1 collaboration

Denise Bos 1 collaboration

Bernhardt Schmidt 1 collaboration

Thomas Flohr 1 collaboration

Nina Rogacka 1 collaboration

Björn-Ole Stüben 1 collaboration

Matthias Welsner 1 collaboration

Sivagurunathan Sutharsan 1 collaboration

Svenja Straßburg 1 collaboration

Cynthia S Schmidt 1 collaboration

Marcel Klaus Opitz 1 collaboration

Olivia B Pollok 1 collaboration

Moon Kim 1 collaboration

Maurice Gutt 1 collaboration

Maximilian Schuessler 1 collaboration

J Keyl 1 collaboration

A Bucher 1 collaboration

F Jungmann 1 collaboration

A Ziller 1 collaboration

R Armbruster 1 collaboration

P Malkomes 1 collaboration

T M Reissig 1 collaboration

S Koitka 1 collaboration

I Tzianopoulos 1 collaboration

P Keyl 1 collaboration

K Kostbade 1 collaboration

D Albers 1 collaboration

P Markus 1 collaboration

J Treckmann 1 collaboration

K Nassenstein 1 collaboration

J Haubold 1 collaboration

M Makowski 1 collaboration

M Forsting 1 collaboration

H A Baba 1 collaboration

S Kasper 1 collaboration

J T Siveke 1 collaboration

F Nensa 1 collaboration

M Schuler 1 collaboration

G Kaissis 1 collaboration

J Kleesiek 1 collaboration

R Braren 1 collaboration

Kaid Darwiche 1 collaboration

Nele Rüsche 1 collaboration

Erik Büscher 1 collaboration

Rüdiger Karpf-Wissel 1 collaboration

Jane Winantea 1 collaboration

Filiz Özkan 1 collaboration

Hubertus Hautzel 1 collaboration

Jens Theysohn 1 collaboration

Christian Martin Brieske 1 collaboration

Felix Kreis 1 collaboration

Katrin Klug 1 collaboration

Katharina Beckh 1 collaboration

Dario Antweiler 1 collaboration

Nilesh Chakraborty 1 collaboration

Katharina Laue 1 collaboration

Sven Giesselbach 1 collaboration

Hanna Styczen 1 collaboration

Volker Maus 1 collaboration

Daniel Weiss 1 collaboration

Lukas Goertz 1 collaboration

Christian Rubbert 1 collaboration

Mathias Holtkamp 1 collaboration

Rosa Schubert 1 collaboration