基于传输的微波成像系统检测肿瘤的可行性

IF 3.2 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Medical physics Pub Date : 2025-09-12 DOI:10.1002/mp.18080
Pedram Mojabi, Roger Y. Tsang, Bobbie Docktor, Danielle Deutscher, Anita Garland, Md Mahsin, Jeremie Bourqui, Elise Fear
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引用次数: 0

摘要

微波成像已被提议用于乳腺癌检测,依赖于健康组织和癌组织微波频率特性之间的差异。具体地说,局部的介电常数和/或电导率的增加可以在用微波断层扫描产生的乳房图像中识别出来。在基于雷达的图像中,可以注意到属性变化发生的响应。我们的团队开发了一种微波成像方法,通过分析通过组织传输的信号的特征来创建介电常数图,以类似于乳房x光检查的视角扫描乳房。目的探讨基于传输的微波成像系统检测肿瘤的可行性。具体来说,对照组和诊断为癌症的妇女的两个乳房都在颅尾侧(CC)和内侧外侧斜(MLO)方向进行扫描,以便与乳房x光检查进行比较。方法微波扫描仪由平面发射阵列和平面接收阵列组成,与乳房接触。阵列水平放置以收集CC视图,然后倾斜到45度的角度以收集MLO视图。频率含量为0.1 ~ 8ghz的信号通过组织传输,检测到的信号的特性被用来估计微波频率特性(介电常数)。每个传感器对的估计值被映射到成像平面。计算每个图像中识别的乳房区域的平均微波频率特性。图像也使用k-means和阈值分割来进一步探索肿瘤检测。应用统计分析,特别是方差分析(ANOVA)来确定观点和群体之间的差异。结果对20名健康受试者和14名癌症患者进行了扫描。对每个病人的左右乳房进行比较。当比较健康参与者乳房的CC扫描时,一致性被注意到;MLO扫描也得到了类似的观察结果。同一乳房的CC和MLO视图之间的相似性也被注意到,并通过方差分析检验证实。对于确诊的癌症患者,在观察图像和平均特征时,至少在一个视图上可以注意到乳房之间的较大差异。当考虑CC视图时,癌变乳房与对侧乳房的平均介电常数之比与健康志愿者观察到的比率有显著差异。在乳腺密度较高的患者中也观察到更高的比率。结论本研究证明了基于透射的微波扫描仪在肿瘤检测中的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Feasibility of tumor detection with a transmission-based microwave imaging system

Feasibility of tumor detection with a transmission-based microwave imaging system

Feasibility of tumor detection with a transmission-based microwave imaging system

Feasibility of tumor detection with a transmission-based microwave imaging system

Background

Microwave imaging has been proposed for breast cancer detection, relying on differences between the microwave frequency properties of healthy and cancerous tissues. Specifically, localized increases in permittivity and/or conductivity may be identified in images of the breast created with microwave tomography. In radar-based images, responses may be noted where property changes occur. Our team has developed a microwave imaging approach that creates maps of permittivity by analyzing the characteristics of signals transmitted through the tissues, scanning the breast in views similar to mammography.

Purpose

This study aims to assess the feasibility of tumor detection with a transmission-based microwave imaging system. Specifically, both breasts of a control group and a group of women with a cancer diagnosis are scanned in both cranial–caudal (CC) and medial–lateral oblique (MLO) orientations to facilitate comparison with mammography.

Methods

The microwave scanner consists of planar transmit and receive arrays that are placed in contact with the breast. The arrays are placed horizontally to collect the CC view, then tilted to an angle of 45 degrees to collect the MLO view. Signals with frequency content from 0.1 to 8 GHz are transmitted through the tissue, and the characteristics of the detected signals are used to estimate the microwave frequency properties (permittivity). Estimates at each sensor pair are mapped to the imaging plane. The average microwave frequency properties are calculated for the breast region identified in each image. Images are also segmented using k-means and thresholding to further explore tumor detection. Statistical analysis is applied, specifically analysis of variance (ANOVA) to determine differences between views and groups.

Results

20 healthy participants and 14 cancer patients are scanned. Right and left breasts are compared for each patient. Consistency is noted when comparing the CC scans of the breasts of healthy participants; similar observations are made for the MLO scans. Similarity between CC and MLO views of the same breast is also noted and confirmed via ANOVA testing. For patients with confirmed cancer, greater differences are noted between the breasts in at least one view when observing images and average properties. The ratio of the average permittivity of the cancerous breast to the contralateral breast is significantly different than the ratio observed in healthy volunteers when considering CC views. Greater ratios are also observed for patients with higher breast densities.

Conclusion

This study demonstrates the potential for a transmission-based microwave scanner to detect tumors.

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来源期刊
Medical physics
Medical physics 医学-核医学
CiteScore
6.80
自引率
15.80%
发文量
660
审稿时长
1.7 months
期刊介绍: Medical Physics publishes original, high impact physics, imaging science, and engineering research that advances patient diagnosis and therapy through contributions in 1) Basic science developments with high potential for clinical translation 2) Clinical applications of cutting edge engineering and physics innovations 3) Broadly applicable and innovative clinical physics developments Medical Physics is a journal of global scope and reach. By publishing in Medical Physics your research will reach an international, multidisciplinary audience including practicing medical physicists as well as physics- and engineering based translational scientists. We work closely with authors of promising articles to improve their quality.
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