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基于光纤探头的衰减全反射傅里叶变换红外光谱法快速检测乳腺癌:一项初步研究。

Fiber optic probe-based ATR-FTIR spectroscopy for rapid breast cancer detection: A pilot study.

机构信息

Institute of Materials Research and Engineering (IMRE), Agency for Science, Technology and Research (A*STAR), Singapore.

Department of Biomedical Engineering, National University of Singapore, Singapore.

出版信息

J Biophotonics. 2023 Nov;16(11):e202300199. doi: 10.1002/jbio.202300199. Epub 2023 Aug 14.

Abstract

Breast cancer diagnosis is crucial for timely treatment and improved outcomes. This paper proposes a novel approach for rapid breast cancer diagnosis using optical fiber probe-based attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectroscopy from 750 to 4000 cm . The technique enables direct analysis of tissue samples, eliminating the need for microtome sectioning and staining, thus saving time and resources. By capturing molecular fingerprint information, various machine-learning models were used to analyze the spectroscopic data to classify cancerous and non-cancerous tissues accurately. Comparing deparaffinized and paraffinized samples reveals the impact of sample preparation and experimental methods. The study demonstrates a strong correlation between the cancerous nature of a sample and its ATR-FTIR spectrum, suggesting its potential for breast cancer diagnosis (sensitivity of 74.2% and specificity of 78.3%). The proposed approach holds promise for integration into clinical operations, providing a rapid method for preliminary breast cancer diagnosis.

摘要

乳腺癌诊断对于及时治疗和改善预后至关重要。本文提出了一种使用光纤探针衰减全反射傅里叶变换红外(ATR-FTIR)光谱技术从 750 到 4000 cm 快速诊断乳腺癌的新方法。该技术能够直接分析组织样本,无需进行切片和染色,从而节省时间和资源。通过捕获分子指纹信息,使用各种机器学习模型对光谱数据进行分析,以准确分类癌组织和非癌组织。对比脱蜡和石蜡样本,揭示了样本制备和实验方法的影响。研究表明,样本的癌性与其 ATR-FTIR 光谱之间存在很强的相关性,表明其在乳腺癌诊断中的应用潜力(敏感性为 74.2%,特异性为 78.3%)。该方法有望整合到临床操作中,为初步乳腺癌诊断提供一种快速方法。

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