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The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study
PURPOSE: In brain tumor surgery, it is crucial to achieve complete tumor resection while conserving adjacent noncancerous brain tissue. Several groups have demonstrated that optical coherence tomography (OCT) has the potential of identifying tumorous brain tissue. However, there is little evidence o...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10150702/ https://www.ncbi.nlm.nih.gov/pubmed/37139150 http://dx.doi.org/10.3389/fonc.2023.1151149 |
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author | Kuppler, Patrick Strenge, Paul Lange, Birgit Spahr-Hess, Sonja Draxinger, Wolfgang Hagel, Christian Theisen-Kunde, Dirk Brinkmann, Ralf Huber, Robert Tronnier, Volker Bonsanto, Matteo Mario |
author_facet | Kuppler, Patrick Strenge, Paul Lange, Birgit Spahr-Hess, Sonja Draxinger, Wolfgang Hagel, Christian Theisen-Kunde, Dirk Brinkmann, Ralf Huber, Robert Tronnier, Volker Bonsanto, Matteo Mario |
author_sort | Kuppler, Patrick |
collection | PubMed |
description | PURPOSE: In brain tumor surgery, it is crucial to achieve complete tumor resection while conserving adjacent noncancerous brain tissue. Several groups have demonstrated that optical coherence tomography (OCT) has the potential of identifying tumorous brain tissue. However, there is little evidence on human in vivo application of this technology, especially regarding applicability and accuracy of residual tumor detection (RTD). In this study, we execute a systematic analysis of a microscope integrated OCT-system for this purpose. EXPERIMENTAL DESIGN: Multiple 3-dimensional in vivo OCT-scans were taken at protocol-defined sites at the resection edge in 21 brain tumor patients. The system was evaluated for its intraoperative applicability. Tissue biopsies were obtained at these locations, labeled by a neuropathologist and used as ground truth for further analysis. OCT-scans were visually assessed with a qualitative classifier, optical OCT-properties were obtained and two artificial intelligence (AI)-assisted methods were used for automated scan classification. All approaches were investigated for accuracy of RTD and compared to common techniques. RESULTS: Visual OCT-scan classification correlated well with histopathological findings. Classification with measured OCT image-properties achieved a balanced accuracy of 85%. A neuronal network approach for scan feature recognition achieved 82% and an auto-encoder approach 85% balanced accuracy. Overall applicability showed need for improvement. CONCLUSION: Contactless in vivo OCT scanning has shown to achieve high values of accuracy for RTD, supporting what has well been described for ex vivo OCT brain tumor scanning, complementing current intraoperative techniques and even exceeding them in accuracy, while not yet in applicability. |
format | Online Article Text |
id | pubmed-10150702 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101507022023-05-02 The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study Kuppler, Patrick Strenge, Paul Lange, Birgit Spahr-Hess, Sonja Draxinger, Wolfgang Hagel, Christian Theisen-Kunde, Dirk Brinkmann, Ralf Huber, Robert Tronnier, Volker Bonsanto, Matteo Mario Front Oncol Oncology PURPOSE: In brain tumor surgery, it is crucial to achieve complete tumor resection while conserving adjacent noncancerous brain tissue. Several groups have demonstrated that optical coherence tomography (OCT) has the potential of identifying tumorous brain tissue. However, there is little evidence on human in vivo application of this technology, especially regarding applicability and accuracy of residual tumor detection (RTD). In this study, we execute a systematic analysis of a microscope integrated OCT-system for this purpose. EXPERIMENTAL DESIGN: Multiple 3-dimensional in vivo OCT-scans were taken at protocol-defined sites at the resection edge in 21 brain tumor patients. The system was evaluated for its intraoperative applicability. Tissue biopsies were obtained at these locations, labeled by a neuropathologist and used as ground truth for further analysis. OCT-scans were visually assessed with a qualitative classifier, optical OCT-properties were obtained and two artificial intelligence (AI)-assisted methods were used for automated scan classification. All approaches were investigated for accuracy of RTD and compared to common techniques. RESULTS: Visual OCT-scan classification correlated well with histopathological findings. Classification with measured OCT image-properties achieved a balanced accuracy of 85%. A neuronal network approach for scan feature recognition achieved 82% and an auto-encoder approach 85% balanced accuracy. Overall applicability showed need for improvement. CONCLUSION: Contactless in vivo OCT scanning has shown to achieve high values of accuracy for RTD, supporting what has well been described for ex vivo OCT brain tumor scanning, complementing current intraoperative techniques and even exceeding them in accuracy, while not yet in applicability. Frontiers Media S.A. 2023-04-13 /pmc/articles/PMC10150702/ /pubmed/37139150 http://dx.doi.org/10.3389/fonc.2023.1151149 Text en Copyright © 2023 Kuppler, Strenge, Lange, Spahr-Hess, Draxinger, Hagel, Theisen-Kunde, Brinkmann, Huber, Tronnier and Bonsanto https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Kuppler, Patrick Strenge, Paul Lange, Birgit Spahr-Hess, Sonja Draxinger, Wolfgang Hagel, Christian Theisen-Kunde, Dirk Brinkmann, Ralf Huber, Robert Tronnier, Volker Bonsanto, Matteo Mario The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study |
title | The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study |
title_full | The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study |
title_fullStr | The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study |
title_full_unstemmed | The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study |
title_short | The neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: A clinical study |
title_sort | neurosurgical benefit of contactless in vivo optical coherence tomography regarding residual tumor detection: a clinical study |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10150702/ https://www.ncbi.nlm.nih.gov/pubmed/37139150 http://dx.doi.org/10.3389/fonc.2023.1151149 |
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