Quantitative Assessment of the Echogenicity of a Breast Tumor Predicts the Response to Neoadjuvant Chemotherapy.
Katarzyna Sylwia Dobruch-SobczakHanna Piotrzkowska-WróblewskaPiotr KarwatZiemowit KlimondaEwa Markiewicz-GrodzickaJerzy LitniewskiPublished in: Cancers (2021)
The aim of the study was to improve monitoring the treatment response in breast cancer patients undergoing neoadjuvant chemotherapy (NAC). The IRB approved this prospective study. Ultrasound examinations were performed prior to treatment and 7 days after four consecutive NAC cycles. Residual malignant cell (RMC) measurement at surgery was the standard of reference. Alteration in B-mode ultrasound (tumor echogenicity and volume) and the Kullback-Leibler divergence (kld), as a quantitative measure of amplitude difference, were used. Correlations of these parameters with RMC were assessed and Receiver Operating Characteristic curve (ROC) analysis was performed. Thirty-nine patients (mean age 57 y.) with 50 tumors were included. There was a significant correlation between RMC and changes in quantitative parameters (KLD) after the second, third and fourth course of NAC, and alteration in echogenicity after the third and fourth course. Multivariate analysis of the echogenicity and KLD after the third NAC course revealed a sensitivity of 91%, specificity of 92%, PPV = 77%, NPV = 97%, accuracy = 91%, and AUC of 0.92 for non-responding tumors (RMC ≥ 70%). In conclusion, monitoring the echogenicity and KLD parameters made it possible to accurately predict the treatment response from the second course of NAC.
Keyphrases
- neoadjuvant chemotherapy
- transcription factor
- locally advanced
- lymph node
- sentinel lymph node
- patients undergoing
- genome wide analysis
- end stage renal disease
- magnetic resonance imaging
- single cell
- high resolution
- newly diagnosed
- ejection fraction
- chronic kidney disease
- minimally invasive
- rectal cancer
- prognostic factors
- squamous cell carcinoma
- radiation therapy
- cell therapy
- early stage
- peritoneal dialysis
- computed tomography
- mesenchymal stem cells
- contrast enhanced ultrasound
- mass spectrometry
- young adults
- replacement therapy
- atrial fibrillation
- resting state
- functional connectivity
- coronary artery disease
- childhood cancer