Towards Automated Detection and Localization of Radiation-Induced Pneumonitis based on T2-Maps of Lung Cancer Patients
Motivation: Repeated follow-up CT-scans, assessed by a radiologist, are still necessary to infer and monitor potential radiation-induced pneumonitis (RP) in patients after lung radiotherapy. Goal(s): We aimed at developing a workflow based on MRI that would allow the automated identification of RP patients and the detection of the affected lung area. Approach: T2-maps were acquired 2-3 months after the end of MRI-guided radiotherapy for 22 patients and T2 values investigated in high-dose lung regions. Results: T2-values in the high-dose regions showed significant differences between RP and non-RP patients and T2-maps might allow an automatic segmentation of the RP region. Impact: The acquisition of T2-maps for lung tumor patients 2-3 months after the end of radiotherapy could replace the repeated follow-up CT-scans for these patients and could also allow to automatically identify radiation-induced pneumonitis patients and the affected lung area.
Authors
- Stefanie Corradini (ORCID: https://orcid.org/0000-0001-8709-7252)
- Chukwuka Eze (ORCID: https://orcid.org/0000-0003-3779-1398)
- Rabea Klaar (ORCID: https://orcid.org/0009-0006-9739-2865)
- Claus Belka (ORCID: https://orcid.org/0000-0002-1287-7825)
- Julien Dinkel (ORCID: https://orcid.org/0000-0003-1239-6084)
- Christopher Kurz
- Moritz Rabe (ORCID: https://orcid.org/0000-0002-7085-4066)
- Guillaume Landry (ORCID: https://orcid.org/0000-0003-1707-4068)
- Kaltra Begaj (ORCID: https://orcid.org/0009-0003-4785-1849)
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2025-09-16
- DOI
- https://doi.org/10.58530/2025/5184
- Primary Topic
- Lung Cancer Diagnosis and Treatment
- Type
- article
- Field-Weighted Citation Impact
- 0.00