Area of research
Radiology, Nuclear Medicine and Imaging · Pulmonary and Respiratory Medicine
Research interest
Research interests include Radiomics and Machine Learning in Medical Imaging, Advanced Radiotherapy Techniques, Prostate Cancer Treatment and Research, and Glioma Diagnosis and Treatment.
oDigital pathology biomarkers for guiding radiotherapy-based treatment concepts in prostate cancer − a systematic review and expert consensus
Biomarkers in prostate cancer: current status and future directions in radiotherapy—statement from the Prostate Cancer Working Group of the German Society of Radiation Oncology (DEGRO)
Deep learning for autosegmentation for radiotherapy treatment planning: State-of-the-art and novel perspectives
Radiomics-based prediction of local control in patients with brain metastases following postoperative stereotactic radiotherapy
Imaging meningioma biology: Machine learning predicts integrated risk score in WHO grade 2/3 meningioma
CT-based radiomics for predicting breast cancer radiotherapy side effects
European association of urology risk stratification predicts outcome in patients receiving PSMA-PET-planned salvage radiotherapy for biochemical recurrence following radical prostatectomy
Influence of brain metastases on the classification, treatment, and outcome of patients with extracranial oligometastasis: a single-center cross-sectional analysis
Pneumonitis after normofractionated radioimmunotherapy: a method for dosimetric evaluation
Development and Validation of a Multi-institutional Nomogram of Outcomes for PSMA-PET–Based Salvage Radiotherapy for Recurrent Prostate Cancer
The prognostic significance of a negative PSMA-PET scan prior to salvage radiotherapy following radical prostatectomy
PSMA-PET/CT-guided salvage radiotherapy in recurrent or persistent prostate cancer and PSA < 0.2 ng/ml
Development of PSMA-PET-guided CT-based radiomic signature to predict biochemical recurrence after salvage radiotherapy
Salvage radiotherapy is effective in patients with PSMA-PET-negative biochemical recurrence- results of a retrospective study
Identifying core MRI sequences for reliable automatic brain metastasis segmentation
Development and Evaluation of MR-Based Radiogenomic Models to Differentiate Atypical Lipomatous Tumors from Lipomas
The importance of planning CT-based imaging features for machine learning-based prediction of pain response
Multitask Learning with Convolutional Neural Networks and Vision Transformers Can Improve Outcome Prediction for Head and Neck Cancer Patients
Identifying core MRI sequences for reliable automatic brain metastasis segmentation
Analysis of MRI and CT-based radiomics features for personalized treatment in locally advanced rectal cancer and external validation of published radiomics models
Metastasis-Free Survival and Patterns of Distant Metastatic Disease After Prostate-Specific Membrane Antigen Positron Emission Tomography (PSMA-PET)-Guided Salvage Radiation Therapy in Recurrent or Persistent Prostate Cancer After Prostatectomy
The maximum standardized uptake value in patients with recurrent or persistent prostate cancer after radical prostatectomy and PSMA-PET-guided salvage radiotherapy—a multicenter retrospective analysis
Development and external validation of an MRI-based neural network for brain metastasis segmentation in the AURORA multicenter study
Integrated radiogenomics analyses allow for subtype classification and improved outcome prognosis of patients with locally advanced HNSCC
Biomarker signatures for primary radiochemotherapy of locally advanced HNSCC – Hypothesis generation on a multicentre cohort of the DKTK-ROG
Do We Need Complex Image Features to Personalize Treatment of Patients with Locally Advanced Rectal Cancer?
2D and 3D convolutional neural networks for outcome modelling of locally advanced head and neck squamous cell carcinoma
Comprehensive Analysis of Tumour Sub-Volumes for Radiomic Risk Modelling in Locally Advanced HNSCC
Definition and validation of a radiomics signature for loco-regional tumour control in patients with locally advanced head and neck squamous cell carcinoma
Epigenetic regulation of NFE2 overexpression in myeloproliferative neoplasms