Visualization of breast cancer using contrast-enhanced optical coherence elastography based on tissue heterogeneity

弹性成像 可视化 乳腺癌 对比度(视觉) 连贯性(哲学赌博策略) 光学相干层析成像 计算机科学 计算机视觉 放射科 人工智能 医学物理学 癌症 医学 超声波 数学 内科学 统计
作者
Jiayue Li,Ken Y. Foo,Rowan W. Sanderson,Renate Zilkens,Mireille Hardie,Laura Gale,Yen Yeow,C. Green,Farah Abdul-Aziz,Juliana Hamzah,James Stephenson,Ammar Tayaran,Jose Cid Fernandez,Lee Jackson,Synn Lynn Chin,Saud Hamza,Anmol Rijhumal,Christobel Saunders,Brendan F. Kennedy
出处
期刊:IEEE Transactions on Medical Imaging [Institute of Electrical and Electronics Engineers]
卷期号:PP: 1-1 被引量:1
标识
DOI:10.1109/tmi.2025.3593507
摘要

By mapping the mechanical properties of tissue, elastography can improve identification of breast cancer. On the macro-scale, ultrasound elastography and magnetic resonance elastography have emerged as effective clinical methods for the diagnosis of tumors. On the micro-scale, optical coherence elastography (OCE) shows promise for intraoperative tumor margin assessment during breast-conserving surgery. Whilst several OCE studies have demonstrated strong potential, the mechanical models used require the assumption of uniaxial stress throughout the sample. However, breast tissue is heterogeneous and contains compressible features (e.g., ducts and blood vessels) and collagen-rich fibrotic features (e.g., stroma). This heterogeneity can invalidate the assumption of uniaxial stress and reduce the accuracy of OCE, often making it challenging to interpret images. Here, we demonstrate a new variant of OCE based on mapping the Euler angle, i.e., the angle between the principal compression and the loading axis induced by tissue heterogeneity, which removes the assumption of uniaxial deformation. This is enabled by a hybrid three-dimensional (3-D) displacement estimation method that combines phase-sensitive detection and complex cross-correlation, providing access to the 3-D displacement and 3-D strain tensor on the micro-scale. Through experiments on phantoms, we demonstrate that an accuracy of 98.6%, a sensitivity of 0.95° (i.e., 16.58 mrad), and a spatial resolution as high as 36 μm can be achieved in Euler angle imaging. We demonstrate the potential of Euler angle imaging for visualization of breast cancer. Through close correspondence with histology, our results show that mapping the Euler angle provides additional contrast to both optical coherence tomography and a compression OCE technique in identifying cancer. Mapping the Euler angle in breast tissue may provide a new biomarker for intraoperative tumor margin assessment.
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