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An optical photothermal infrared investigation of lymph nodal metastases of oral squamous cell carcinoma
by
Shaw, Richard J.
, Weightman, Peter
, Barrett, Steve D.
, Lima, Cassio
, Gunning, Philip J.
, Triantafyllou, Asterios
, Smith, Caroline I.
, Risk, Janet M.
, Goodacre, Royston
, Al Jedani, Safaa
in
631/67/1536
/ 639/766/747
/ Biopsy
/ Carcinoma, Squamous Cell - pathology
/ Cervical carcinoma
/ Electrons
/ Female
/ Humanities and Social Sciences
/ Humans
/ Humidity
/ Investigations
/ Laboratories
/ Lasers
/ Light microscopy
/ Lymph nodes
/ Lymph Nodes - pathology
/ Lymphatic Metastasis - pathology
/ Lymphatic system
/ Machine Learning
/ Male
/ Metabolism
/ Metastases
/ Metastasis
/ Microscopy
/ Morphology
/ Mouth Neoplasms - pathology
/ multidisciplinary
/ Neural networks
/ Neural Networks, Computer
/ Oral cancer
/ Oral carcinoma
/ Oral squamous cell carcinoma
/ Ovarian cancer
/ ROC Curve
/ Science
/ Science (multidisciplinary)
/ Spectrophotometry, Infrared - methods
/ Spectrum analysis
/ Squamous cell carcinoma
2024
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An optical photothermal infrared investigation of lymph nodal metastases of oral squamous cell carcinoma
by
Shaw, Richard J.
, Weightman, Peter
, Barrett, Steve D.
, Lima, Cassio
, Gunning, Philip J.
, Triantafyllou, Asterios
, Smith, Caroline I.
, Risk, Janet M.
, Goodacre, Royston
, Al Jedani, Safaa
in
631/67/1536
/ 639/766/747
/ Biopsy
/ Carcinoma, Squamous Cell - pathology
/ Cervical carcinoma
/ Electrons
/ Female
/ Humanities and Social Sciences
/ Humans
/ Humidity
/ Investigations
/ Laboratories
/ Lasers
/ Light microscopy
/ Lymph nodes
/ Lymph Nodes - pathology
/ Lymphatic Metastasis - pathology
/ Lymphatic system
/ Machine Learning
/ Male
/ Metabolism
/ Metastases
/ Metastasis
/ Microscopy
/ Morphology
/ Mouth Neoplasms - pathology
/ multidisciplinary
/ Neural networks
/ Neural Networks, Computer
/ Oral cancer
/ Oral carcinoma
/ Oral squamous cell carcinoma
/ Ovarian cancer
/ ROC Curve
/ Science
/ Science (multidisciplinary)
/ Spectrophotometry, Infrared - methods
/ Spectrum analysis
/ Squamous cell carcinoma
2024
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An optical photothermal infrared investigation of lymph nodal metastases of oral squamous cell carcinoma
by
Shaw, Richard J.
, Weightman, Peter
, Barrett, Steve D.
, Lima, Cassio
, Gunning, Philip J.
, Triantafyllou, Asterios
, Smith, Caroline I.
, Risk, Janet M.
, Goodacre, Royston
, Al Jedani, Safaa
in
631/67/1536
/ 639/766/747
/ Biopsy
/ Carcinoma, Squamous Cell - pathology
/ Cervical carcinoma
/ Electrons
/ Female
/ Humanities and Social Sciences
/ Humans
/ Humidity
/ Investigations
/ Laboratories
/ Lasers
/ Light microscopy
/ Lymph nodes
/ Lymph Nodes - pathology
/ Lymphatic Metastasis - pathology
/ Lymphatic system
/ Machine Learning
/ Male
/ Metabolism
/ Metastases
/ Metastasis
/ Microscopy
/ Morphology
/ Mouth Neoplasms - pathology
/ multidisciplinary
/ Neural networks
/ Neural Networks, Computer
/ Oral cancer
/ Oral carcinoma
/ Oral squamous cell carcinoma
/ Ovarian cancer
/ ROC Curve
/ Science
/ Science (multidisciplinary)
/ Spectrophotometry, Infrared - methods
/ Spectrum analysis
/ Squamous cell carcinoma
2024
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An optical photothermal infrared investigation of lymph nodal metastases of oral squamous cell carcinoma
Journal Article
An optical photothermal infrared investigation of lymph nodal metastases of oral squamous cell carcinoma
2024
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Overview
In this study, optical photothermal infrared (O-PTIR) spectroscopy combined with machine learning algorithms were used to evaluate 46 tissue cores of surgically resected cervical lymph nodes, some of which harboured oral squamous cell carcinoma nodal metastasis. The ratios obtained between O-PTIR chemical images at 1252 cm
−1
and 1285 cm
−1
were able to reveal morphological details from tissue samples that are comparable to the information achieved by a pathologist’s interpretation of optical microscopy of haematoxylin and eosin (H&E) stained samples. Additionally, when used as input data for a hybrid convolutional neural network (CNN) and random forest (RF) analyses, these yielded sensitivities, specificities and precision of 98.6 ± 0.3%, 92 ± 4% and 94 ± 5%, respectively, and an area under receiver operator characteristic (AUC) of 94 ± 2%. Our findings show the potential of O-PTIR technology as a tool to study cancer on tissue samples.
Publisher
Nature Publishing Group UK,Nature Publishing Group,Nature Portfolio
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