Comprehensive Multimodal Deep Learning Survival Prediction Enabled by a Transformer Architecture: A Multicenter Study in Glioblastoma

Autor: Gomaa, Ahmed, Huang, Yixing, Hagag, Amr, Schmitter, Charlotte, Höfler, Daniel, Weissmann, Thomas, Breininger, Katharina, Schmidt, Manuel, Stritzelberger, Jenny, Delev, Daniel, Coras, Roland, Dörfler, Arnd, Schnell, Oliver, Frey, Benjamin, Gaipl, Udo S., Semrau, Sabine, Bert, Christoph, Fietkau, Rainer, Putz, Florian

Background: This research aims to improve glioblastoma survival prediction by integrating MR images, clinical and molecular-pathologic data in a transformer-based deep learning model, addressing data heterogeneity and performance generalizability. Me

Externí odkaz: http://arxiv.org/abs/2405.12963

The Segment Anything foundation model achieves favorable brain tumor autosegmentation accuracy on MRI to support radiotherapy treatment planning

Autor: Putz, Florian, Grigo, Johanna, Weissmann, Thomas, Schubert, Philipp, Hoefler, Daniel, Gomaa, Ahmed, Tkhayat, Hassen Ben, Hagag, Amr, Lettmaier, Sebastian, Frey, Benjamin, Gaipl, Udo S., Distel, Luitpold V., Semrau, Sabine, Bert, Christoph, Fietkau, Rainer, Huang, Yixing

Background: Tumor segmentation in MRI is crucial in radiotherapy (RT) treatment planning for brain tumor patients. Segment anything (SA), a novel promptable foundation model for autosegmentation, has shown high accuracy for multiple segmentation task

Externí odkaz: http://arxiv.org/abs/2304.07875

Tento výsledek nelze pro nepřihlášené uživatele zobrazit.
K zobrazení výsledku je třeba se přihlásit.

Tento výsledek nelze pro nepřihlášené uživatele zobrazit.
K zobrazení výsledku je třeba se přihlásit.

Comprehensive multimodal deep learning survival prediction enabled by a transformer architecture: A multicenter study in glioblastoma.

Autor: Gomaa A; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; The Bavarian Cancer Research Center (BZKF), Erlangen, Germany., Huang Y; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; The Bavarian Cancer Research Center (BZKF), Erlangen, Germany., Hagag A; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Schmitter C; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Höfler D; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Weissmann T; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Breininger K; Department Artificial Intelligence in Biomedical Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Schmidt M; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; Institute of Neuroradiology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; The Bavarian Cancer Research Center (BZKF), Erlangen, Germany., Stritzelberger J; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; Department of Neurology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Delev D; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; Department of Neurosurgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Coras R; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; Institute for Neuropathology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Dörfler A; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; Institute of Neuroradiology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Schnell O; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; Department of Neurosurgery, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany., Frey B; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Gaipl US; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; FAU Profile Center Immunomedicine (FAU I-MED), Friedrich-Alexander-Universität (FAU) Erlangen-Nürnberg, Erlangen, Germany., Semrau S; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Bert C; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Hau P; The Bavarian Cancer Research Center (BZKF), Erlangen, Germany., Fietkau R; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany., Putz F; Department of Radiation Oncology, University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany.; Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.; The Bavarian Cancer Research Center (BZKF), Erlangen, Germany.

Publikováno v: Neuro-oncology advances [Neurooncol Adv] 2024 Jul 11; Vol. 6 (1), pp. vdae122. Date of Electronic Publication: 2024 Jul 11 (Print Publication: 2024).