- Radiomics and Machine Learning in Medical Imaging
- AI in cancer detection
- MRI in cancer diagnosis
- Breast Cancer Treatment Studies
- Medical Imaging Techniques and Applications
Clinical Emergency Hospital Bucharest
2023
Iuliu Hațieganu University of Medicine and Pharmacy
2022
Background and Objectives: Breast cancer (BC) molecular subtypes have unique incidence, survival response to therapy. There are five BC described by immunohistochemistry: luminal A, B HER2 positive negative, triple negative (TNBC) HER2-enriched. Multiparametric breast MRI (magnetic resonance imaging) provides morphological functional characteristics of tumours is nowadays recommended in the preoperative setting. Aim: To evaluate multiparametric features (T2-WI, ADC values DCE) along with...
There are different breast cancer molecular subtypes with differences in incidence, treatment response and outcome. They roughly divided into estrogen progesterone receptor (ER PR) negative positive cancers. In this retrospective study, we included 185 patients augmented 25 SMOTE them two groups: the training group consisted of 150 validation cohort 60 patients. Tumors were manually delineated whole-volume tumor segmentation was used to extract first-order radiomic features. The ADC-based...