SB
Sarah Brüningk
Spinal Cord InjuriesBrain NeoplasmsMachine learningMachine LearningSpinal cord injuryArtificial Intelligencemachine learningRecovery of FunctionRecovery predictioneess.IV
On Valency
published · living versionsW_rr76pcbc·v1 · currentpublished
From Natural Images to Medical Scans: Transferability of Diffusion Models for Medical Image Generation
with Efthymios Georgiou, Ioannis Kakogeorgiou
1 version
Preprints & journals
60 papers in the corpus · 2014–2026Deep Learning for Longitudinal Medical Imaging: A Scoping Review2610.08838v1 · Francesca Mussa, Divyanshu Tak, Atlas H. Avval et al.2026 · 0 citationsarXiv
An introduction to the machine learning lifecycle for clinical microbiology.42603701 · Lboukili, Imane, McFadden, Benjamin R, Sethi, Tavpritesh et al.2026 · 1 citationClinical microbiology and infection : the official publication of the European Society of Clinical Microbiology and Infectious Diseases. 2026
Toward uncertainty-aware manual delineation of brain tumours using eye-tracking and image-derived features.42630840 · Baumgartner, Nina, Laslo, Daria, Fontanesi, Laura et al.2026 · 0 citationsPhysics and imaging in radiation oncology. 2026;40:101056
Unsupervised Data Driven Clustering of the Neurological Assessments of People With Traumatic SCI Focusing on Sensorimotor Complete Injuries.42387673 · Taran, Olga, Rupp, Rüdiger, Lukas, Louis P et al.2026 · 0 citationsNeurorehabilitation and neural repair. 2026:15459683261454947
Optimized L1CAM-CAR T cells enhance activity against moderate-antigen-density rhabdomyosarcoma models.42336095 · Piccand, Caroline, Gauthier, Corentin, Klöckner, Pascal et al.2026 · 0 citationsCancer letters. 2026;657:218691
A Benchmark of (MRI-) Foundation Models to Predict IDH Mutational Status in Glioma2606.23172v2 · Nathan Hollet, Elise Robinson, Efthymios Georgiou et al.2026 · 0 citationsarXiv
The EU AI Act: implications and compliance guidance for healthcare facilities.42359444 · Dennstädt, Fabio, Hastings, Janna, Windisch, Paul et al.2026 · 3 citationsFrontiers in digital health. 2026;8:1808373
Generative AI for spatial tumor growth on MRI: a proof-of-principle study in pediatric diffuse midline glioma.42151998 · Laslo, Daria, Wolleb, Julia, Monzon, Maria et al.2026 · 1 citationBMC medicine. 2026;24(1)
Linking neurological status to functional outcomes in spinal cord injury: a multi-class, task-specific approach.41987246 · Tuci, Miklovana, Steck, Lena, Lukas, Louis P et al.2026 · 1 citationBMC biomedical engineering. 2026;8(1)
Large Language Model-Based Classification of Case Report Abstracts: A Pilot Study on Interactions Between Radiotherapy and Systemic Therapies.42234939 · Dennstädt, Fabio, Bobnar, Til, Handra, Alin et al.2026 · 0 citationsJCO clinical cancer informatics. 2026;10(2):e2500386
Motor Score Patterns Complement the AIS Grade in the Analysis of Segmental Motor Recovery after Spinal Cord Injury.41902634 · Lukas, Louis P, Bourguignon, Lucie, Rupp, Rüdiger et al.2026 · 0 citationsJournal of neurotrauma. 2026:8977151261434501
Assessing the robustness and clinical evaluation of a deep-learning segmentation model for head and neck cancer.41768244 · Schanne, Daniel H, Cuenot, Léandre, Brüningk, Sarah et al.2026 · 0 citationsFrontiers in oncology. 2026;16:1731007
The future of mathematical oncology in the age of AI.41588010 · Rockne, Russell C, Andersen, Morten, Anderson, Alexander R A et al.2026 · 2 citationsNPJ systems biology and applications. 2026;12(1):22
Joint representation learning for oncology applications.41160498 · Nandan, Tanya, Fan, Bowen, Håkansson, Samuel et al.2026 · 0 citationsBioinformatics (Oxford, England). 2026;42(1)
The ASIA Data Science Challenge: Predicting Functional and Neurological Recovery from Acute ISNCSCI Scores.42583186 · Villines, J, Stirnimann, R, Lukas, L P et al.2026 · 0 citationsTopics in spinal cord injury rehabilitation. 2026;32(3):12-23
Artificial Intelligence and Data Science for Spinal Cord Injury: Bridging Clinical and Computational Perspectives.42583528 · Taran, Olga, Torres-Espín, Abel, Zariffa, José et al.2026 · 0 citationsTopics in spinal cord injury rehabilitation. 2026;32(3):1-11
Conditional survival in glioblastoma: The evolution of prognostic factors over time.41472359 · Mueller, Timothy, Vasella, Flavio, Velz, Julia et al.2026 · 0 citationsInternational journal of cancer. 2026;158(10):2571-2580
LLM-Based Classification of Case Report Abstracts: A Pilot Study on Interactions between Radiotherapy and Systemic Therapies10.64898/2025.12.22.25342797v1 · Dennstaedt, F., Bobnar, T., Handra, A. et al.2025 · 0 citationsmedRxiv
Advancing mold identification in the routine laboratory, performance of smartphone-based imaging and a newly developed convolutional neural network.41400419 · Weber, Lukas, Brueningk, Sarah, Schulthess, Bettina et al.2026 · 2 citationsMicrobiology spectrum. 2026;14(2):e0292425
Evaluation of compartmentalized automatic segmentation for definition of the GTV in glioblastoma radiotherapy.41308924 · Poel, Robert, Mose, Lucas, Reinhardt, Philipp et al.2025 · 1 citationRadiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology. 2026;214:111308
Artificial Intelligence for Response Assessment in Pediatric Neuro-Oncology (AI-RAPNO), part 1: review of the current state of the art.41167227 · Kann, Benjamin H, Vossough, Arastoo, Brüningk, Sarah C et al.2026 · 9 citationsThe Lancet. Oncology. 2025;26(11):e597-e606
Artificial Intelligence for Response Assessment in Pediatric Neuro-Oncology (AI-RAPNO), part 2: challenges, opportunities, and recommendations for clinical translation.41167228 · Kazerooni, Anahita Fathi, Familiar, Ariana M, Aboian, Mariam et al.2026 · 11 citationsThe Lancet. Oncology. 2025;26(11):e607-e618
Reassessing the Role of Machine Learning in Clinical Prediction: A Benchmark of Predicting Walking Function after Spinal Cord Injury.41163583 · Bugajska, Julia, Lukas, Louis P, Rupp, Rüdiger et al.2026 · 2 citationsJournal of neurotrauma. 2026;43(9-10):749-761
Exploring synthetic controls in rare diseases with a proof of concept in spinal cord injury.41137105 · Lukas, Louis P, Håkansson, Samuel, Tuci, Miklovana et al.2025 · 3 citationsBMC medicine. 2025;23(1):581
Mechanistic Learning with Guided Diffusion Models to Predict Spatio-Temporal Brain Tumor Growth2509.09610v1 · Daria Laslo, Efthymios Georgiou, Marius George Linguraru et al.2025 · 3 citationsarXiv
ESCMID workshop: Artificial intelligence and machine learning in medical microbiology diagnostics.40915468 · Greutmann, Mariella, Borgwardt, Karsten, Brüningk, Sarah et al.2026 · 1 citationMicrobes and infection. 2025;27(8):105562
Response to the Editor - Exploring the Potential of routine serological markers in predicting neurological outcomes in spinal cord injury.40532965 · Matthias, Jan, Lukas, Louis P, Brüningk, Sarah C et al.2026 · 0 citationsExperimental neurology. 2025;392:115346
Mapping Tumor Microenvironment and Treatment Response of Diffuse Midline Glioma Using Multiplexed Immunofluorescence and AI Models10.1101/2025.03.23.644698v1 · Laternser, S., De Micheli, A. J., Brueningk, S. et al.2025 · 2 citationsbioRxiv
Exploring the potential of routine serological markers in predicting neurological outcomes in spinal cord injury.39142367 · Matthias, Jan, Lukas, Louis P, Brüningk, Sarah C et al.2024 · 4 citationsExperimental neurology. 2024;380:114918
Prediction of segmental motor outcomes in traumatic spinal cord injury: Advances beyond sum scores.39097076 · Brüningk, Sarah C, Bourguignon, Lucie, Lukas, Louis P et al.2024 · 12 citationsExperimental neurology. 2024;380:114905
Data-driven prediction of spinal cord injury recovery: An exploration of current status and future perspectives.39097073 · Håkansson, Samuel, Tuci, Miklovana, Bolliger, Marc et al.2024 · 26 citationsExperimental neurology. 2024;380:114913
Biomarker identification by interpretable maximum mean discrepancy.38940158 · Adamer, Michael F, Brüningk, Sarah C, Chen, Dexiong et al.2024 · 2 citationsBioinformatics (Oxford, England). 2024;40(Suppl 1):i501-i510
Comparison of Volumetric and 2D Measurements and Longitudinal Trajectories in the Response Assessment of BRAF V600E-Mutant Pediatric Gliomas in the Pacific Pediatric Neuro-Oncology Consortium Clinical Trial.38453411 · Ramakrishnan, Divya, Brüningk, Sarah C, von Reppert, Marc et al.2024 · 5 citationsAJNR. American journal of neuroradiology. 2024;45(4):475-482
A review of mechanistic learning in mathematical oncology.38533513 · Metzcar, John, Jutzeler, Catherine R, Macklin, Paul et al.2024 · 72 citationsFrontiers in immunology. 2024;15:1363144
Persistent complement dysregulation with signs of thromboinflammation in active Long Covid.38236961 · Cervia-Hasler, Carlo, Brüningk, Sarah C, Hoch, Tobias et al.2024 · 409 citationsScience (New York, N.Y.). 2024;383(6680):eadg7942
Studying missingness in spinal cord injury data: challenges and impact of data imputation.38184529 · Bourguignon, Lucie, Lukas, Louis P, Guest, James D et al.2024 · 10 citationsBMC medical research methodology. 2024;24(1):5
Comparison of volumetric and 2D-based response methods in the PNOC-001 pediatric low-grade glioma clinical trial.38221978 · von Reppert, Marc, Ramakrishnan, Divya, Brüningk, Sarah C et al.2026 · 9 citationsNeuro-oncology advances. 2024;6(1):vdad172
An unsupervised machine learning approach to predict recovery from traumatic spinal cord injury10.1101/2023.09.26.23295361v1 · Brueningk, S. C., Bourguignon, L., Lukas, L. et al.2023 · 2 citationsmedRxiv
Gastrointestinal Toxicity Prediction Not Influenced by Rectal Contour or Dose-Volume Histogram Definition.37433374 · Brand, Douglas H, Brüningk, Sarah C, Wilkins, Anna et al.2023 · 2 citationsInternational journal of radiation oncology, biology, physics. 2023;117(5):1163-1173
Machine learning to predict poor school performance in paediatric survivors of intensive care: a population-based cohort study.37354231 · Gilholm, Patricia, Gibbons, Kristen, Brüningk, Sarah et al.2023 · 15 citationsIntensive care medicine. 2023;49(7):785-795
reComBat: batch-effect removal in large-scale multi-source gene-expression data integration.36699372 · Adamer, Michael F, Brüningk, Sarah C, Tejada-Arranz, Alejandro et al.2023 · 27 citationsBioinformatics advances. 2022;2(1):vbac071
The Fraction Size Sensitivity of Late Genitourinary Toxicity: Analysis of Alpha/Beta (α/β) Ratios in the CHHiP Trial.35985457 · Brand, Douglas H, Brüningk, Sarah C, Wilkins, Anna et al.2023 · 35 citationsInternational journal of radiation oncology, biology, physics. 2023;115(2):327-336
Characterization of Acoustic, Cavitation, and Thermal Properties of Poly(vinyl alcohol) Hydrogels for Use as Therapeutic Ultrasound Tissue Mimics.35337687 · Braunstein, Lisa, Brüningk, Sarah C, Rivens, Ian et al.2022 · 35 citationsUltrasound in medicine & biology. 2022;48(6):1095-1109
Determinants of SARS-CoV-2 transmission to guide vaccination strategy in an urban area.35310621 · Brüningk, Sarah C, Klatt, Juliane, Stange, Madlen et al.2022 · 17 citationsVirus evolution. 2022;8(1):veac002
Author Correction: Intermittent radiotherapy as alternative treatment for recurrent high grade glioma: a modeling study based on longitudinal tumor measurements.35292722 · Brüningk, Sarah C, Peacock, Jeffrey, Whelan, Christopher J et al.2022 · 0 citationsScientific reports. 2022;12(1):4441
A Century of Fractionated Radiotherapy: How Mathematical Oncology Can Break the Rules.35163240 · Ghaderi, Nima, Jung, Joseph, Brüningk, Sarah C et al.2022 · 39 citationsInternational journal of molecular sciences. 2022;23(3)
reComBat: Batch effect removal in large-scale, multi-source omics data integration10.1101/2021.11.22.469488v2 · Adamer, M. F., Brueningk, S. C., Tejada-Arranz, A. et al.2021 · 0 citationsbioRxiv
Interpretability Aware Model Training to Improve Robustness against Out-of-Distribution Magnetic Resonance Images in Alzheimer's Disease Classification2111.08701v1 · Merel Kuijs, Catherine R. Jutzeler, Bastian Rieck et al.2021 · 0 citationsarXiv
Intermittent radiotherapy as alternative treatment for recurrent high grade glioma: a modeling study based on longitudinal tumor measurements.34642366 · Brüningk, Sarah C, Peacock, Jeffrey, Whelan, Christopher J et al.2022 · 30 citationsScientific reports. 2021;11(1):20219
Quantification of Differential Response of Tumour and Normal Cells to Microbeam Radiation in the Absence of FLASH Effects.34209502 · Steel, Harriet, Brüningk, Sarah C, Box, Carol et al.2025 · 17 citationsCancers. 2021;13(13)
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