重复性
灵敏度(控制系统)
乳腺癌
超声波
分辨率(逻辑)
医学
材料科学
光学
癌症
医学物理学
生物医学工程
放射科
计算机科学
物理
内科学
数学
人工智能
统计
电子工程
工程类
作者
Megan A. Morris,Emily Durie,Victoria Sinnett,Matthieu Toulemonde,Ioannis Roxanis,Steven L. Allen,Kate Downey,Julie Scudder,Tanja Gagliardi,P.L. Scott-Mackie,Samantha Nimalasena,Jipeng Yan,Biao Huang,Joseph Hansen-Shearer,Lone Gothard,Justine Hughes,Matthew Blackledge,Navita Somaiah,Meng-Xing Tang
标识
DOI:10.1101/2024.10.15.24315514
摘要
Abstract Purpose Super-resolution ultrasound (SRUS) is a promising imaging modality for detecting early microvascular changes after cancer treatment, offering advantages over tumour-size methods to evaluate response. For clinical application, it is crucial to assess repeatability of SRUS-derived biomarkers and their sensitivity to post-treatment changes. Experimental Design Clinical data were collected from breast cancer patients undergoing radiotherapy. 24 repeatability scans were conducted, and 11 participants underwent SRUS response assessment at 2-weeks and 6-months post-radiotherapy. Ultrafast CEUS acquisitions sampled four imaging planes of each tumour, generating 2D SRUS maps of microvascular structure and dynamics. SRUS-derived quantitative parameters were extracted, with repeatability assessed using the Repeatability Coefficient (RC). Changes in quantitative parameters were analysed post-radiotherapy, and the RC defined significant changes. SRUS-derived quantitative parameters were compared to histopathological CD31 staining of biopsy samples. Results The RCs of SRUS quantitative parameters improved when averaged over more imaging planes, indicating improved repeatability. Significant changes in SRUS quantitative parameters were observed at 2-weeks post-RT in 5/11 participants. In contrast, only 1/11 participants showed significant tumour size changes. By 2-weeks or 6-months post-RT, significant changes in SRUS quantitative parameter were detected in all participants, while significant changes in tumour size were observed in 6/11 participants. Among 10 participants with corresponding CD31 vessel counts, 7 showed a correlation between the direction of change in histopathological vessel count scores and SRUS vessel density. Conclusions This repeatability and response assessment study establishes multi-plane SRUS as a robust and sensitive tool for detecting early tumour microvascular changes in patients undergoing treatment. Funding CRUK Convergence Science Centre, Kortuc Inc., NHS, NIHR, ICiC, IAA.
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