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Pawłowska A., Żołek N., Leśniak-Plewińska B.♦, Dobruch-Sobczak K., Klimonda Z., Piotrzkowska-Wróblewska H., Litniewski J., Preliminary assessment of the effectiveness of neoadjuvant chemotherapy in breast cancer with the use of ultrasound image quality indexes,
Biomedical Signal Processing and Control, ISSN: 1746-8094, DOI: 10.1016/j.bspc.2022.104393, Vol.80, No.104393, pp.1-9, 2023 Abstract:
Objective: Neoadjuvant chemotherapy (NAC) in breast cancer requires non-invasive methods of monitoring its effects after each dose of drug therapy. The aim is to isolate responding and non-responding tumors prior to surgery in order to increase patient safety and select the optimal medical follow-up. Methods: A new method of monitoring NAC therapy has been proposed. The method is based on image quality indexes (IQI) calculated from ultrasound data obtained from breast tumors and surrounding tissue. Four different tissue regions from the preliminary set of 38 tumors and three data pre-processing techniques are considered. Postoperative histopathology results were used as a benchmark in evaluating the effectiveness of the IQI classification. Results: Out of ten parameters considered, the best results were obtained for the Gray Relational Coefficient. Responding and non-responding tumors were predicted after the first dose of NAC with an area under the receiver operating characteristics curve of 0.88 and 0.75, respectively. When considering subsequent doses of NAC, other IQI parameters also proved usefulness in evaluating NAC therapy. Conclusions: The image quality parameters derived from the ultrasound data are well suited for assessing the effects of NAC therapy, in particular on breast tumors.
Keywords:
Quantitative ultrasound; Image quality; Neoadjuvant chemotherapy; Breast cancer; Treatment response Affiliations:
| Pawłowska A. | - | IPPT PAN | | Żołek N. | - | IPPT PAN | | Leśniak-Plewińska B. | - | other affiliation | | Dobruch-Sobczak K. | - | IPPT PAN | | Klimonda Z. | - | IPPT PAN | | Piotrzkowska-Wróblewska H. | - | IPPT PAN | | Litniewski J. | - | IPPT PAN |
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