Monitoring Breast Cancer Response to Neoadjuvant Chemotherapy Using Probability Maps Derived from Quantitative Ultrasound Parametric Images.
Piotr KarwatHanna Piotrzkowska-WroblewskaZiemowit KlimondaKatarzyna S Dobruch-SobczakJerzy LitniewskiPublished in: IEEE transactions on bio-medical engineering (2024)
The proposed approach to monitoring the effects of NAC not only leads to a better classification of responses, but also may contribute to a better understanding of the microstructure of neoplastic tumors observed in an ultrasound examination.
Keyphrases
- neoadjuvant chemotherapy
- deep learning
- locally advanced
- magnetic resonance imaging
- lymph node
- sentinel lymph node
- transcription factor
- machine learning
- white matter
- ultrasound guided
- convolutional neural network
- contrast enhanced ultrasound
- high resolution
- rectal cancer
- squamous cell carcinoma
- early stage
- mass spectrometry
- computed tomography