Literature DB >> 33580641

Handheld macroscopic Raman spectroscopy imaging instrument for machine-learning-based molecular tissue margins characterization.

François Daoust1,2, Tien Nguyen1,2, Patrick Orsini3, Jacques Bismuth3, Marie-Maude de Denus-Baillargeon3, Israel Veilleux1,2, Alexandre Wetter3, Philippe Mckoy3, Isabelle Dicaire3, Maroun Massabki3, Kevin Petrecca4, Frédéric Leblond1,2.   

Abstract

SIGNIFICANCE: Raman spectroscopy has been developed for surgical guidance applications interrogating live tissue during tumor resection procedures to detect molecular contrast consistent with cancer pathophysiological changes. To date, the vibrational spectroscopy systems developed for medical applications include single-point measurement probes and intraoperative microscopes. There is a need to develop systems with larger fields of view (FOVs) for rapid intraoperative cancer margin detection during surgery. AIM: We design a handheld macroscopic Raman imaging system for in vivo tissue margin characterization and test its performance in a model system. APPROACH: The system is made of a sterilizable line scanner employing a coherent fiber bundle for relaying excitation light from a 785-nm laser to the tissue. A second coherent fiber bundle is used for hyperspectral detection of the fingerprint Raman signal over an area of 1  cm2. Machine learning classifiers were trained and validated on porcine adipose and muscle tissue.
RESULTS: Porcine adipose versus muscle margin detection was validated ex vivo with an accuracy of 99% over the FOV of 95  mm2 in ∼3  min using a support vector machine.
CONCLUSIONS: This system is the first large FOV Raman imaging system designed to be integrated in the workflow of surgical cancer resection. It will be further improved with the aim of discriminating brain cancer in a clinically acceptable timeframe during glioma surgery.

Entities:  

Keywords:  Raman spectroscopy; imaging systems; machine learning; macroscopic imaging; surgical guidance

Year:  2021        PMID: 33580641      PMCID: PMC7880244          DOI: 10.1117/1.JBO.26.2.022911

Source DB:  PubMed          Journal:  J Biomed Opt        ISSN: 1083-3668            Impact factor:   3.170


  43 in total

Review 1.  [Organ preserving strategies for rectal cancer treatment].

Authors:  V Vendrely; Q Denost; F Amestoy; B Célérier; D Smith; A Rullier; É Rullier
Journal:  Cancer Radiother       Date:  2015-08-13       Impact factor: 1.018

2.  Failure pattern following complete resection plus radiotherapy and temozolomide is at the resection margin in patients with glioblastoma.

Authors:  Kevin Petrecca; Marie-Christine Guiot; Valerie Panet-Raymond; Luis Souhami
Journal:  J Neurooncol       Date:  2012-10-10       Impact factor: 4.130

3.  Fluorescence Image-Guided Surgery - a Perspective on Contrast Agent Development.

Authors:  Connor W Barth; Summer L Gibbs
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2020-02-19

4.  Rapid, label-free detection of brain tumors with stimulated Raman scattering microscopy.

Authors:  Minbiao Ji; Daniel A Orringer; Christian W Freudiger; Shakti Ramkissoon; Xiaohui Liu; Darryl Lau; Alexandra J Golby; Isaiah Norton; Marika Hayashi; Nathalie Y R Agar; Geoffrey S Young; Cathie Spino; Sandro Santagata; Sandra Camelo-Piragua; Keith L Ligon; Oren Sagher; X Sunney Xie
Journal:  Sci Transl Med       Date:  2013-09-04       Impact factor: 17.956

Review 5.  What is the Surgical Benefit of Utilizing 5-Aminolevulinic Acid for Fluorescence-Guided Surgery of Malignant Gliomas?

Authors:  Costas G Hadjipanayis; Georg Widhalm; Walter Stummer
Journal:  Neurosurgery       Date:  2015-11       Impact factor: 4.654

6.  Perioperative complications and neurological outcomes of first and second craniotomies among patients enrolled in the Glioma Outcome Project.

Authors:  Susan M Chang; Ian F Parney; Michael McDermott; Fred G Barker; Meic H Schmidt; Wei Huang; Edward R Laws; Kevin O Lillehei; Mark Bernstein; Henry Brem; Andrew E Sloan; Mitchel Berger
Journal:  J Neurosurg       Date:  2003-06       Impact factor: 5.115

Review 7.  Fluorescence-Guided Surgery.

Authors:  Tadanobu Nagaya; Yu A Nakamura; Peter L Choyke; Hisataka Kobayashi
Journal:  Front Oncol       Date:  2017-12-22       Impact factor: 6.244

8.  Raman Spectroscopy for Rapid Evaluation of Surgical Margins during Breast Cancer Lumpectomy.

Authors:  Willie C Zúñiga; Veronica Jones; Sarah M Anderson; Alex Echevarria; Nathaniel L Miller; Connor Stashko; Daniel Schmolze; Philip D Cha; Ragini Kothari; Yuman Fong; Michael C Storrie-Lombardi
Journal:  Sci Rep       Date:  2019-10-10       Impact factor: 4.379

9.  Clinical significance of post-surgical residual tumor burden and radiation therapy in treating patients with lacrimal adenoid cystic carcinoma.

Authors:  Jae Myoung Noh; Eonju Lee; Yong Chan Ahn; Dongryul Oh; Yoon-Duck Kim; Kyung In Woo; Young-Hyeh Ko; Seokhwi Kim
Journal:  Oncotarget       Date:  2016-09-13

10.  Success rates of re-excision after positive margins for invasive lobular carcinoma of the breast.

Authors:  Merisa L Piper; Jasmine Wong; Kelly Fahrner-Scott; Cheryl Ewing; Michael Alvarado; Laura J Esserman; Rita A Mukhtar
Journal:  NPJ Breast Cancer       Date:  2019-09-06
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  1 in total

Review 1.  Neurosurgical Clinical Trials for Glioblastoma: Current and Future Directions.

Authors:  Ashish H Shah; John D Heiss
Journal:  Brain Sci       Date:  2022-06-15
  1 in total

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