Publications by authors named "Mustafa A Mahmutoglu"

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Robust Brain Extraction Tool for Nonenhanced CT and CT Angiography: CTA-BET.
Mustafa Ahmed Mahmutoglu, Aditya Rastogi, Yeong Chul Yun, Sanya Middha, Julius Kernbach

Radiol Artif Intell· January 2026

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Optimizing MRI sequence classification performance: insights from domain shift analysis.
Mustafa Ahmed Mahmutoglu, Aditya Rastogi, Gianluca Brugnara, Philipp Vollmuth, Martha Foltyn-Dumitru

Eur Radiol· November 2025

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Histopathological and molecular characteristics of IDH-wildtype glioblastoma without contrast enhancement: Implications for clinical outcomes.
Martha Foltyn-Dumitru, Rouzbeh Banan, Marianne Schell, Mustafa Ahmed Mahmutoglu, Tobias Kessler

Neuro Oncol· September 2025

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Shape matters: unsupervised exploration of IDH-wildtype glioma imaging survival predictors.
Martha Foltyn-Dumitru, Mustafa Ahmed Mahmutoglu, Gianluca Brugnara, Tobias Kessler, Felix Sahm

Eur Radiol· March 2025

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The potential of GPT-4 advanced data analysis for radiomics-based machine learning models.
Martha Foltyn-Dumitru, Aditya Rastogi, Jaeyoung Cho, Marianne Schell, Mustafa Ahmed Mahmutoglu

Neurooncol Adv· December 2024

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Addressing the Generalizability of AI in Radiology Using a Novel Data Augmentation Framework with Synthetic Patient Image Data: Proof-of-Concept and External Validation for Classification Tasks in Multiple Sclerosis.
Gianluca Brugnara, Chandrakanth Jayachandran Preetha, Katerina Deike, Robert Haase, Thomas Pinetz, Mustafa A Mahmutoglu

Radiol Artif Intell· November 2024

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Deep learning-based defacing tool for CT angiography: CTA-DEFACE.
Mustafa Ahmed Mahmutoglu, Aditya Rastogi, Marianne Schell, Martha Foltyn-Dumitru, Michael Baumgartner

Eur Radiol Exp· October 2024

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Cerebrospinal Fluid cfDNA Sequencing for Classification of Central Nervous System Glioma.
Florian Iser, Felix Hinz, Dirk C Hoffmann, Niklas Grassl, Cansu Güngoör, Mustafa Ahmed Mahmutoglu

Clin Cancer Res· July 2024

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Deep-learning-based reconstruction of undersampled MRI to reduce scan times: a multicentre, retrospective, cohort study.
Aditya Rastogi, Gianluca Brugnara, Martha Foltyn-Dumitru, Mustafa Ahmed Mahmutoglu, Chandrakanth J Preetha

Lancet Oncol· March 2024

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Deep Learning-based Identification of Brain MRI Sequences Using a Model Trained on Large Multicentric Study Cohorts.
Mustafa Ahmed Mahmutoglu, Chandrakanth Jayachandran Preetha, Hagen Meredig, Joerg-Christian Tonn, Michael Weller

Radiol Artif Intell· January 2024

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Deep-learning based detection of vessel occlusions on CT-angiography in patients with suspected acute ischemic stroke.
Gianluca Brugnara, Michael Baumgartner, Edwin David Scholze, Katerina Deike-Hofmann, Klaus Kades, Mustafa Ahmed Mahmutoglu

Nat Commun· August 2023

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Dynamics of cerebral perfusion and oxygenation parameters following endovascular treatment of acute ischemic stroke.
Gianluca Brugnara, Christian Herweh, Ulf Neuberger, Mikkel Bo Hansen, Christian Ulfert, Mustafa Ahmed Mahmutoglu

J Neurointerv Surg· January 2022

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Deep-learning-based synthesis of post-contrast T1-weighted MRI for tumour response assessment in neuro-oncology: a multicentre, retrospective cohort study.
Chandrakanth Jayachandran Preetha, Hagen Meredig, Gianluca Brugnara, Mustafa A Mahmutoglu, Martha Foltyn

Lancet Digit Health· December 2021

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Posterior insular activity contributes to the late laser-evoked potential component in EEG recordings.
Mustafa Ahmed Mahmutoglu, Ulf Baumgärtner, André Rupp

Clin Neurophysiol· March 2021

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Multimodal Predictive Modeling of Endovascular Treatment Outcome for Acute Ischemic Stroke Using Machine-Learning.
Gianluca Brugnara, Ulf Neuberger, Mustafa A Mahmutoglu, Martha Foltyn, Christian Herweh

Stroke· December 2020

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