首页> 外文期刊>Journal of biomedical optics >Diffuse reflectance spectroscopy as a tool for real-time tissue assessment during colorectal cancer surgery
【24h】

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

机译:漫反射光谱法作为结直肠癌手术中实时组织评估的工具

获取原文
获取原文并翻译 | 示例
           

摘要

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.
机译:结直肠外科手术是结直肠癌患者的标准治疗方法。为了克服两个主要挑战,即周缘切除术边缘和术后并发症,实时组织评估可能在手术期间大有裨益。在这项离体研究中,漫反射光谱法(DRS)用于区分结直肠瘤形成患者的肿瘤组织与健康的周围组织。从每个患者的肿瘤组织,健康的结肠或直肠壁和脂肪组织获得DRS光谱。将数据随机分为训练(80%)和测试(20%)组。选择光谱带后,使用二次分类器和线性支持向量机对光谱进行分类。在38位患者中,有36位患有大肠癌,有2位患有腺瘤。当将分类器应用于测试集时,可以以0.95(±0.03)的总体准确度将结直肠癌与健康组织区分开。这项研究证明了通过应用DRS将大肠癌与健康的周围组织分开的可能性。在均质和非均质组织中均获得了较高的分类精度。这是大肠手术期间开发实时体内组织评估工具的基本步骤。

著录项

  • 来源
    《Journal of biomedical optics》 |2017年第10期|106014.1-106014.6|共6页
  • 作者单位

    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;

    Academic Medical Centre, Department of Biomedical Engineering and Physics, Amsterdam, The Netherlands;

    Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands,Academic Medical Centre, Department of Biomedical Engineering and Physics, Amsterdam, The Netherlands;

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

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

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

    Philips Research, Department of In-body Systems, Eindhoven, The Netherlands,Delft University of Technology, Department of Biomechanical Engineering, Delft, The Netherlands;

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

    Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands,Technical University Twente, MIRA Institute, Enschede, The Netherlands;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    diffuse reflectance spectroscopy; colorectal cancer; margin assessment; support vector machine; machine learning;

    机译:漫反射光谱大肠癌;保证金评估;支持向量机机器学习;

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号