Ultrasound-based quantitative microvasculature imaging for early prediction of response to neoadjuvant chemotherapy in patients with breast cancer
- Soroosh Sabeti 1, Nicholas B Larson 2, Judy C Boughey 3, Daniela L Stan 4, Malvika H Solanki 5, Robert T Fazzio 6, Mostafa Fatemi 1, Azra Alizad 7,8
- 1Department of Physiology and Biomedical Engineering, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA.
- 2Department of Quantitative Health Sciences, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA.
- 3Division of Breast and Melanoma Surgical Oncology, Department of Surgery, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA.
- 4Department of Medicine, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA.
- 5Department of Laboratory Medicine and Pathology, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA.
- 6Department of Radiology, Mayo Clinic College of Medicine and Science, 200 1st Street SW, Rochester, MN, 55905, USA.
- 7Department of Physiology and Biomedical Engineering, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA. Alizad.Azra@mayo.edu.
- 8Department of Radiology, Mayo Clinic College of Medicine and Science, 200 1st Street SW, Rochester, MN, 55905, USA. Alizad.Azra@mayo.edu.
- 0Department of Physiology and Biomedical Engineering, Mayo Clinic College of Medicine and Science, Rochester, MN, 55905, USA.
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View abstract on PubMed
Summary
This summary is machine-generated.Quantitative high-definition microvasculature imaging (qHDMI) can assess neoadjuvant chemotherapy (NAC) response in breast cancer. This contrast-free ultrasound method identified significant microvascular changes in responders versus non-responders.
Area Of Science
- Medical Imaging
- Oncology
- Biomedical Engineering
Background
- Neoadjuvant chemotherapy (NAC) impacts breast tumor angiogenic activity, a potential marker for treatment response.
- Ultrasound-based imaging offers a non-invasive, accessible method for evaluating tumoral vascular changes.
- Quantitative high-definition microvasculature imaging (qHDMI) uses contrast-free ultrasound for NAC response assessment in breast cancer.
Purpose Of The Study
- To evaluate the efficacy of qHDMI in monitoring breast cancer response to neoadjuvant chemotherapy (NAC).
- To identify quantitative imaging biomarkers indicative of treatment response.
- To assess microvascular structural changes during NAC using ultrasound.
Main Methods
- Invasive breast cancer patients undergoing NAC were enrolled.
- Ultrafast ultrasound data were acquired at multiple time points (pre-NAC, mid-NAC, post-NAC).
- qHDMI processed ultrasound data to analyze microvasculature morphology, yielding 12 biomarkers. Response was classified by residual cancer burden (RCB).
Main Results
- Six of 12 qHDMI biomarkers showed statistically significant differences in trends between responders (RCB 0/I) and non-responders (RCB II/III).
- Key biomarkers with significant trends included vessel density, maximum tortuosity, maximum diameter, fractal dimension, and mean/maximum Murray's deviation.
- These findings indicate distinct microvascular morphological changes correlating with treatment response.
Conclusions
- qHDMI provides an objective, quantitative, and contrast-free ultrasound framework to observe microvasculature changes during NAC in breast cancer.
- The observed qHDMI biomarker trends suggest its potential for early identification of NAC response in breast cancer patients.
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