Medical imaging deep learning with differential privacy
Ziller, Alexander, Usynin, Dmitrii, Braren, Rickmer, Makowski, Marcus, Rueckert, Daniel, Kaissis, Georgios
Published in Scientific reports (29.06.2021)
Published in Scientific reports (29.06.2021)
Get full text
Journal Article
Secure, privacy-preserving and federated machine learning in medical imaging
Kaissis, Georgios A., Makowski, Marcus R., Rückert, Daniel, Braren, Rickmer F.
Published in Nature machine intelligence (01.06.2020)
Published in Nature machine intelligence (01.06.2020)
Get full text
Journal Article
Acceleration of chemical shift encoding-based water fat MRI for liver proton density fat fraction and T2 mapping using compressed sensing
Lohöfer, Fabian K, Kaissis, Georgios A, Müller-Leisse, Christina, Franz, Daniela, Katemann, Christoph, Hock, Andreas, Peeters, Johannes M, Rummeny, Ernst J, Karampinos, Dimitrios, Braren, Rickmer F
Published in PloS one (15.11.2019)
Published in PloS one (15.11.2019)
Get full text
Journal Article
Federated deep learning for detecting COVID-19 lung abnormalities in CT: a privacy-preserving multinational validation study
Dou, Qi, So, Tiffany Y, Jiang, Meirui, Liu, Quande, Vardhanabhuti, Varut, Kaissis, Georgios, Li, Zeju, Si, Weixin, Lee, Heather H C, Yu, Kevin, Feng, Zuxin, Dong, Li, Burian, Egon, Jungmann, Friederike, Braren, Rickmer, Makowski, Marcus, Kainz, Bernhard, Rueckert, Daniel, Glocker, Ben, Yu, Simon C H, Heng, Pheng Ann
Published in NPJ digital medicine (29.03.2021)
Published in NPJ digital medicine (29.03.2021)
Get full text
Journal Article
End-to-end privacy preserving deep learning on multi-institutional medical imaging
Kaissis, Georgios, Ziller, Alexander, Passerat-Palmbach, Jonathan, Ryffel, Théo, Usynin, Dmitrii, Trask, Andrew, Lima, Ionésio, Mancuso, Jason, Jungmann, Friederike, Steinborn, Marc-Matthias, Saleh, Andreas, Makowski, Marcus, Rueckert, Daniel, Braren, Rickmer
Published in Nature machine intelligence (01.06.2021)
Published in Nature machine intelligence (01.06.2021)
Get full text
Journal Article
Feature Robustness and Diagnostic Capabilities of Convolutional Neural Networks Against Radiomics Features in Computed Tomography Imaging
Ziegelmayer, Sebastian, Reischl, Stefan, Harder, Felix, Makowski, Marcus, Braren, Rickmer, Gawlitza, Joshua
Published in Investigative radiology (01.03.2022)
Published in Investigative radiology (01.03.2022)
Get more information
Journal Article
Dual-layer spectral computed tomography: Virtual non-contrast in comparison to true non-contrast images
Sauter, Andreas P., Muenzel, Daniela, Dangelmaier, Julia, Braren, Rickmer, Pfeiffer, Franz, Rummeny, Ernst J., Noël, Peter B., Fingerle, Alexander A.
Published in European journal of radiology (01.07.2018)
Published in European journal of radiology (01.07.2018)
Get full text
Journal Article
Motion compensated renal diffusion weighted imaging
McTavish, Sean, Van, Anh T., Peeters, Johannes M., Weiss, Kilian, Makowski, Marcus R., Braren, Rickmer F., Karampinos, Dimitrios C.
Published in Magnetic resonance in medicine (01.01.2023)
Published in Magnetic resonance in medicine (01.01.2023)
Get full text
Journal Article
Automated detection of the contrast phase in MDCT by an artificial neural network improves the accuracy of opportunistic bone mineral density measurements
Rühling, Sebastian, Navarro, Fernando, Sekuboyina, Anjany, El Husseini, Malek, Baum, Thomas, Menze, Bjoern, Braren, Rickmer, Zimmer, Claus, Kirschke, Jan S.
Published in European radiology (01.03.2022)
Published in European radiology (01.03.2022)
Get full text
Journal Article
Noise reduction in diffusion weighted MRI of the pancreas using an L1-regularized iterative SENSE reconstruction
Kamal, Omar, McTavish, Sean, Harder, Felix N., Van, Anh T., Peeters, Johannes M., Weiss, Kilian, Makowski, Marcus R., Karampinos, Dimitrios C., Braren, Rickmer F.
Published in Magnetic resonance imaging (01.04.2022)
Published in Magnetic resonance imaging (01.04.2022)
Get full text
Journal Article
A machine learning algorithm predicts molecular subtypes in pancreatic ductal adenocarcinoma with differential response to gemcitabine-based versus FOLFIRINOX chemotherapy
Kaissis, Georgios, Ziegelmayer, Sebastian, Lohöfer, Fabian, Steiger, Katja, Algül, Hana, Muckenhuber, Alexander, Yen, Hsi-Yu, Rummeny, Ernst, Friess, Helmut, Schmid, Roland, Weichert, Wilko, Siveke, Jens T, Braren, Rickmer
Published in PloS one (02.10.2019)
Published in PloS one (02.10.2019)
Get full text
Journal Article
Algorithmic transparency and interpretability measures improve radiologists’ performance in BI-RADS 4 classification
Jungmann, Friederike, Ziegelmayer, Sebastian, Lohoefer, Fabian K., Metz, Stephan, Müller-Leisse, Christina, Englmaier, Maximilian, Makowski, Marcus R., Kaissis, Georgios A., Braren, Rickmer F.
Published in European radiology (01.03.2023)
Published in European radiology (01.03.2023)
Get full text
Journal Article
Motion‐induced phase‐corrected homodyne reconstruction for partial Fourier single‐shot diffusion‐weighted echo planar imaging of the liver
Van, Anh T., McTavish, Sean, Peeters, Johannes M., Weiss, Kilian, Makowski, Marcus R., Braren, Rickmer F., Karampinos, Dimitrios C.
Published in NMR in biomedicine (01.09.2024)
Published in NMR in biomedicine (01.09.2024)
Get full text
Journal Article
CRISPR/Cas9 somatic multiplex-mutagenesis for high-throughput functional cancer genomics in mice
Weber, Julia, Öllinger, Rupert, Friedrich, Mathias, Ehmer, Ursula, Barenboim, Maxim, Steiger, Katja, Heid, Irina, Mueller, Sebastian, Maresch, Roman, Engleitner, Thomas, Gross, Nina, Geumann, Ulf, Fu, Beiyuan, Segler, Angela, Yuan, Detian, Lange, Sebastian, Strong, Alexander, de la Rosa, Jorge, Esposito, Irene, Liu, Pentao, Cadiñanos, Juan, Vassiliou, George S., Schmid, Roland M., Schneider, Günter, Unger, Kristian, Yang, Fengtang, Braren, Rickmer, Heikenwälder, Mathias, Varela, Ignacio, Saur, Dieter, Bradley, Allan, Rad, Roland
Published in Proceedings of the National Academy of Sciences - PNAS (10.11.2015)
Published in Proceedings of the National Academy of Sciences - PNAS (10.11.2015)
Get full text
Journal Article
A computed tomography vertebral segmentation dataset with anatomical variations and multi-vendor scanner data
Liebl, Hans, Schinz, David, Sekuboyina, Anjany, Malagutti, Luca, Löffler, Maximilian T, Bayat, Amirhossein, El Husseini, Malek, Tetteh, Giles, Grau, Katharina, Niederreiter, Eva, Baum, Thomas, Wiestler, Benedikt, Menze, Bjoern, Braren, Rickmer, Zimmer, Claus, Kirschke, Jan S
Published in Scientific data (28.10.2021)
Published in Scientific data (28.10.2021)
Get full text
Journal Article
Proposed diagnostic volumetric bone mineral density thresholds for osteoporosis and osteopenia at the cervicothoracic spine in correlation to the lumbar spine
Rühling, Sebastian, Scharr, Andreas, Sollmann, Nico, Wostrack, Maria, Löffler, Maximilian T., Menze, Bjoern, Sekuboyina, Anjany, El Husseini, Malek, Braren, Rickmer, Zimmer, Claus, Kirschke, Jan S.
Published in European radiology (01.09.2022)
Published in European radiology (01.09.2022)
Get full text
Journal Article
Multiplexed pancreatic genome engineering and cancer induction by transfection-based CRISPR/Cas9 delivery in mice
Maresch, Roman, Mueller, Sebastian, Veltkamp, Christian, Öllinger, Rupert, Friedrich, Mathias, Heid, Irina, Steiger, Katja, Weber, Julia, Engleitner, Thomas, Barenboim, Maxim, Klein, Sabine, Louzada, Sandra, Banerjee, Ruby, Strong, Alexander, Stauber, Teresa, Gross, Nina, Geumann, Ulf, Lange, Sebastian, Ringelhan, Marc, Varela, Ignacio, Unger, Kristian, Yang, Fengtang, Schmid, Roland M, Vassiliou, George S, Braren, Rickmer, Schneider, Günter, Heikenwalder, Mathias, Bradley, Allan, Saur, Dieter, Rad, Roland
Published in Nature communications (26.02.2016)
Published in Nature communications (26.02.2016)
Get full text
Journal Article
Targeting PI3K/mTOR Signaling Displays Potent Antitumor Efficacy against Nonfunctioning Pituitary Adenomas
Lee, Misu, Wiedemann, Tobias, Gross, Claudia, Leinhäuser, Ines, Roncaroli, Federico, Braren, Rickmer, Pellegata, Natalia S
Published in Clinical cancer research (15.07.2015)
Published in Clinical cancer research (15.07.2015)
Get full text
Journal Article
Hyperpolarized 13C pyruvate magnetic resonance spectroscopy for in vivo metabolic phenotyping of rat HCC
Bliemsrieder, Elisabeth, Kaissis, Georgios, Grashei, Martin, Topping, Geoffrey, Altomonte, Jennifer, Hundshammer, Christian, Lohöfer, Fabian, Heid, Irina, Keim, Dominik, Gebrekidan, Selamawit, Trajkovic-Arsic, Marija, Winkelkotte, AM, Steiger, Katja, Nawroth, Roman, Siveke, Jens, Schwaiger, Markus, Makowski, Marcus, Schilling, Franz, Braren, Rickmer
Published in Scientific reports (13.01.2021)
Published in Scientific reports (13.01.2021)
Get full text
Journal Article