Using diffuse reflectance spectroscopy to distinguish tumor tissue from fibrosis in rectal cancer patients as a guide to surgery

Elisabeth J.M. Baltussen, Susan G. Brouwer de Koning, Joyce Sanders, Arend G.J. Aalbers, Niels F.M. Kok, Geerard L. Beets, Benno H.W. Hendriks, Henricus J.C.M. Sterenborg, Koert F.D. Kuhlmann, Theo J.M. Ruers

Research output: Contribution to journalArticleScientificpeer-review

2 Citations (Scopus)

Abstract

Background and Objectives: In patients with rectal cancer who received neoadjuvant (chemo)radiotherapy, fibrosis is induced in and around the tumor area. As tumors and fibrosis have similar visual and tactile feedback, they are hard to distinguish during surgery. To prevent positive resection margins during surgery and spare healthy tissue, it would be of great benefit to have a real-time tissue classification technology that can be used in vivo. Study Design/Materials and Methods: In this study diffuse reflectance spectroscopy (DRS) was evaluated for real-time tissue classification of tumor and fibrosis. DRS spectra of fibrosis and tumor were obtained on excised rectal specimens. After normalization using the area under the curve, a support vector machine was trained using a 10-fold cross-validation. Results: Using spectra of pure tumor tissue and pure fibrosis tissue, we obtained a mean accuracy of 0.88. This decreased to a mean accuracy of 0.61 when tumor measurements were used in which a layer of healthy tissue, mainly fibrosis, was present between the tumor and the measurement surface. Conclusion: It is possible to distinguish pure fibrosis from pure tumor. However, when the measurements on tumor also involve fibrotic tissue, the classification accuracy decreases. Lasers Surg. Med.

Original languageEnglish
Pages (from-to)604-611
JournalLasers in Surgery and Medicine
Volume52
Issue number7
DOIs
Publication statusPublished - 2020

Keywords

  • colorectal cancer
  • diffuse reflectance spectroscopy
  • fibrosis
  • machine learning
  • tumor

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