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漫反射光谱学作为结直肠癌手术中实时组织评估的工具。

Diffuse reflectance spectroscopy as a tool for real-time tissue assessment during colorectal cancer surgery.

机构信息

Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands.

Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Pathology, Amsterdam, The Netherlands.

出版信息

J Biomed Opt. 2017 Oct;22(10):1-6. doi: 10.1117/1.JBO.22.10.106014.

Abstract

Colorectal surgery is the standard treatment for patients with colorectal cancer. To overcome two of the main challenges, the circumferential resection margin and postoperative complications, real-time tissue assessment could be of great benefit during surgery. In this ex vivo study, diffuse reflectance spectroscopy (DRS) was used to differentiate tumor tissue from healthy surrounding tissues in patients with colorectal neoplasia. DRS spectra were obtained from tumor tissue, healthy colon, or rectal wall and fat tissue, for every patient. Data were randomly divided into training (80%) and test (20%) sets. After spectral band selection, the spectra were classified using a quadratic classifier and a linear support vector machine. Of the 38 included patients, 36 had colorectal cancer and 2 had an adenoma. When the classifiers were applied to the test set, colorectal cancer could be discriminated from healthy tissue with an overall accuracy of 0.95 (±0.03). This study demonstrates the possibility to separate colorectal cancer from healthy surrounding tissue by applying DRS. High classification accuracies were obtained both in homogeneous and inhomogeneous tissues. This is a fundamental step toward the development of a tool for real-time in vivo tissue assessment during colorectal surgery.

摘要

结直肠手术是治疗结直肠癌患者的标准方法。为了克服两个主要挑战,即环周切缘和术后并发症,实时组织评估在手术中可能会有很大的帮助。在这项离体研究中,漫反射光谱(DRS)被用于区分结直肠肿瘤患者的肿瘤组织与健康周围组织。对每位患者的肿瘤组织、健康结肠或直肠壁和脂肪组织进行 DRS 光谱采集。数据随机分为训练集(80%)和测试集(20%)。在进行光谱带选择后,使用二次分类器和线性支持向量机对光谱进行分类。在 38 名纳入的患者中,36 名患有结直肠癌,2 名患有腺瘤。当将分类器应用于测试集时,结直肠癌可以与健康组织区分开来,总体准确率为 0.95(±0.03)。这项研究证明了通过应用 DRS 从健康组织中分离结直肠肿瘤的可能性。在同质和非同质组织中均获得了较高的分类准确率。这是开发一种用于结直肠手术中实时体内组织评估工具的重要步骤。

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