玻璃片上H&E染色组织的红外光谱病理学检测乳腺癌

Jiayi Tang , Daniela Kurfürstová , Peter Gardner
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引用次数: 4

摘要

红外光谱病理学在过去几年中获得了极大的关注,因为它已被证明能够很容易地识别活检样本中的癌组织。然而,红外技术通常需要将组织切片安装在红外透明载玻片上。不幸的是,这些滑梯既昂贵又特别脆弱。此外,在专家载玻片上安装样品是样品制备工作流程中的另一个步骤,理想情况下应该避免。将红外成像直接应用于病理学家常用的玻片上的H&E染色组织,可以帮助红外成像技术融入当前的癌症诊断工作流程,降低检测的总成本。使用玻片的缺点是可用的光谱范围仅限于高波数区域(2500-3600 cm−1)。在这项工作中,我们对来自不同患者的120个乳腺组织活检芯进行了研究,以证明在有限的光谱信息下,可以从H&E玻片中识别乳腺癌。建立了四类组织学Adboost分类模型。对分类阈值进行了优化,以减少假阴性的数量。使用0.1的阈值,癌核的检测准确率为95.8%。这被整合到一个简单的交通灯系统中,可以用作预筛选工具。这项工作,展示了在标准病理样本上使用红外光谱病理学,从而在一定程度上克服了将红外技术成功转化为临床的障碍之一。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Breast cancer detection using infrared spectral pathology from H&E stained tissue on glass slides

Breast cancer detection using infrared spectral pathology from H&E stained tissue on glass slides

Infrared spectral pathology has gained significant attention in the last few years, since it has been demonstrated to be able to readily identify cancerous tissue in biopsy samples. The Infrared technique, however, normally requires tissue sections to be mounted on infrared transparent slides. Unfortunately, these slides are both expensive and particularly frangible. In addition, mounting samples on specialist slides is an additional step in the sample preparation workflow, which ideally should be avoided. Applying infrared imaging directly to the H&E stained tissue on the glass slides that are normally used by pathologists, could help the infrared imaging technique be incorporated into current cancer diagnosis work flow and lower the total cost of detection. The disadvantage of using glass slides is that the spectral range available is restricted to just the high wavenumber region (2500–3600 cm−1). In this work a study has been conducted on 120 breast tissues biopsy cores from different patients, to demonstrate that with the limited spectral information, breast cancer can be identified from the H&E glass slides. A four-class histological Adboost classification model has been constructed. Optimisation of the classification threshold was carried out to reduce the number of false negatives. Using a threshold of 0.1 the cancerous cores could be detected with an accuracy of 95.8 %. This was incorporated into a simple traffic light system that could be used as a prescreening tool. This work, demonstrating the use of infrared spectral pathology on standard pathology samples slide, thus goes some way to overcome one of the barriers to successful translation of the infrared technique into the clinic.

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