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James BL, Sunny SP, Heidari AE, Ramanjinappa RD, Lam T, Tran AV, Kankanala S, Sil S, Tiwari V, Patrick S, Pillai V, Shetty V, Hedne N, Shah D, Shah N, Chen ZP, Kandasarma U, Raghavan SA, Gurudath S, Nagaraj PB, Wilder-Smith P, Suresh A, Kuriakose MA. Validation of a Point-of-Care Optical Coherence Tomography Device with Machine Learning Algorithm for Detection of Oral Potentially Malignant and Malignant Lesions. Cancers (Basel) 2021; 13:3583. [PMID: 34298796 PMCID: PMC8304149 DOI: 10.3390/cancers13143583] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Revised: 06/03/2021] [Accepted: 06/04/2021] [Indexed: 11/29/2022] Open
Abstract
Non-invasive strategies that can identify oral malignant and dysplastic oral potentially-malignant lesions (OPML) are necessary in cancer screening and long-term surveillance. Optical coherence tomography (OCT) can be a rapid, real time and non-invasive imaging method for frequent patient surveillance. Here, we report the validation of a portable, robust OCT device in 232 patients (lesions: 347) in different clinical settings. The device deployed with algorithm-based automated diagnosis, showed efficacy in delineation of oral benign and normal (n = 151), OPML (n = 121), and malignant lesions (n = 75) in community and tertiary care settings. This study showed that OCT images analyzed by automated image processing algorithm could distinguish the dysplastic-OPML and malignant lesions with a sensitivity of 95% and 93%, respectively. Furthermore, we explored the ability of multiple (n = 14) artificial neural network (ANN) based feature extraction techniques for delineation high grade-OPML (moderate/severe dysplasia). The support vector machine (SVM) model built over ANN, delineated high-grade dysplasia with sensitivity of 83%, which in turn, can be employed to triage patients for tertiary care. The study provides evidence towards the utility of the robust and low-cost OCT instrument as a point-of-care device in resource-constrained settings and the potential clinical application of device in screening and surveillance of oral cancer.
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Affiliation(s)
- Bonney Lee James
- Integrated Head and Neck Oncology Program (DSRG-5), Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (B.L.J.); (S.P.S.); (R.D.R.); (P.B.N.)
- Manipal Academy of Higher Education (MAHE), Karnataka 576104, India
| | - Sumsum P. Sunny
- Integrated Head and Neck Oncology Program (DSRG-5), Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (B.L.J.); (S.P.S.); (R.D.R.); (P.B.N.)
- Manipal Academy of Higher Education (MAHE), Karnataka 576104, India
- Department of Head and Neck Oncology, Mazumdar Shaw Medical Center, NH Health City, Bangalore 560099, India; (V.P.); (V.S.); (N.H.)
| | - Andrew Emon Heidari
- Beckman Laser Institute, UCI, Irvine, CA 92612, USA; (A.E.H.); (T.L.); (A.V.T.); (Z.-p.C.); (P.W.-S.)
| | - Ravindra D. Ramanjinappa
- Integrated Head and Neck Oncology Program (DSRG-5), Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (B.L.J.); (S.P.S.); (R.D.R.); (P.B.N.)
| | - Tracie Lam
- Beckman Laser Institute, UCI, Irvine, CA 92612, USA; (A.E.H.); (T.L.); (A.V.T.); (Z.-p.C.); (P.W.-S.)
| | - Anne V. Tran
- Beckman Laser Institute, UCI, Irvine, CA 92612, USA; (A.E.H.); (T.L.); (A.V.T.); (Z.-p.C.); (P.W.-S.)
| | - Sandeep Kankanala
- Department of Oral Medicine and Radiology, KLE Society’s Institute of Dental Sciences, Bangalore 560022, India; (S.K.); (S.S.); (S.A.R.); (S.G.)
| | - Shiladitya Sil
- Department of Oral Medicine and Radiology, KLE Society’s Institute of Dental Sciences, Bangalore 560022, India; (S.K.); (S.S.); (S.A.R.); (S.G.)
| | - Vidya Tiwari
- Biocon Foundation, Bangalore 560100, India; (V.T.); (S.P.)
| | | | - Vijay Pillai
- Department of Head and Neck Oncology, Mazumdar Shaw Medical Center, NH Health City, Bangalore 560099, India; (V.P.); (V.S.); (N.H.)
| | - Vivek Shetty
- Department of Head and Neck Oncology, Mazumdar Shaw Medical Center, NH Health City, Bangalore 560099, India; (V.P.); (V.S.); (N.H.)
| | - Naveen Hedne
- Department of Head and Neck Oncology, Mazumdar Shaw Medical Center, NH Health City, Bangalore 560099, India; (V.P.); (V.S.); (N.H.)
| | - Darshat Shah
- Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (D.S.); (N.S.)
| | - Nameeta Shah
- Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (D.S.); (N.S.)
| | - Zhong-ping Chen
- Beckman Laser Institute, UCI, Irvine, CA 92612, USA; (A.E.H.); (T.L.); (A.V.T.); (Z.-p.C.); (P.W.-S.)
| | - Uma Kandasarma
- Department of Oral and Maxillofacial Pathology, KLE Society’s Institute of Dental Sciences, Bangalore 560022, India;
| | - Subhashini Attavar Raghavan
- Department of Oral Medicine and Radiology, KLE Society’s Institute of Dental Sciences, Bangalore 560022, India; (S.K.); (S.S.); (S.A.R.); (S.G.)
| | - Shubha Gurudath
- Department of Oral Medicine and Radiology, KLE Society’s Institute of Dental Sciences, Bangalore 560022, India; (S.K.); (S.S.); (S.A.R.); (S.G.)
| | - Praveen Birur Nagaraj
- Integrated Head and Neck Oncology Program (DSRG-5), Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (B.L.J.); (S.P.S.); (R.D.R.); (P.B.N.)
- Department of Oral Medicine and Radiology, KLE Society’s Institute of Dental Sciences, Bangalore 560022, India; (S.K.); (S.S.); (S.A.R.); (S.G.)
- Biocon Foundation, Bangalore 560100, India; (V.T.); (S.P.)
| | - Petra Wilder-Smith
- Beckman Laser Institute, UCI, Irvine, CA 92612, USA; (A.E.H.); (T.L.); (A.V.T.); (Z.-p.C.); (P.W.-S.)
| | - Amritha Suresh
- Integrated Head and Neck Oncology Program (DSRG-5), Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (B.L.J.); (S.P.S.); (R.D.R.); (P.B.N.)
- Department of Head and Neck Oncology, Mazumdar Shaw Medical Center, NH Health City, Bangalore 560099, India; (V.P.); (V.S.); (N.H.)
| | - Moni Abraham Kuriakose
- Integrated Head and Neck Oncology Program (DSRG-5), Mazumdar Shaw Center for Translational Research (MSCTR), Mazumdar Shaw Medical Foundation, NH Health City, Bangalore 560099, India; (B.L.J.); (S.P.S.); (R.D.R.); (P.B.N.)
- Department of Head and Neck Oncology, Mazumdar Shaw Medical Center, NH Health City, Bangalore 560099, India; (V.P.); (V.S.); (N.H.)
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Karnowski K, Li Q, Poudyal A, Villiger M, Farah CS, Sampson DD. Influence of tissue fixation on depth-resolved birefringence of oral cavity tissue samples. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:JBO-200071R. [PMID: 32914607 PMCID: PMC7481436 DOI: 10.1117/1.jbo.25.9.096003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Accepted: 07/29/2020] [Indexed: 06/11/2023]
Abstract
SIGNIFICANCE To advance our understanding of the contrast observed when imaging with polarization-sensitive optical coherence tomography (PS-OCT) and its correlation with oral cancerous pathologies, a detailed comparison with histology provided via ex vivo fixed tissue is required. The effects of tissue fixation, however, on such polarization-based contrast have not yet been investigated. AIM A study was performed to assess the impact of tissue fixation on depth-resolved (i.e., local) birefringence measured with PS-OCT. APPROACH A PS-OCT system based on depth-encoded polarization multiplexing and polarization-diverse detection was used to measure the Jones matrix of a sample. A wide variety of ex vivo samples were measured freshly after excision and 24 h after fixation, consistent with standard pathology. Some samples were also measured 48 h after fixation. RESULTS The tissue fixation does not diminish the birefringence contrast. Statistically significant changes were observed in 11 out of 12 samples; these changes represented an increase in contrast, overall, by 11% on average. CONCLUSIONS We conclude that the fixed samples are suitable for studies seeking a deeper understanding of birefringence contrast in oral tissue pathology. The enhancement of contrast removes the need to image immediately postexcision and will facilitate future investigations with PS-OCT and other advanced polarization-sensitive microscopy methods, such as mapping of the local optic axis with PS-OCT and PS-optical coherence microscopy.
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Affiliation(s)
- Karol Karnowski
- The University of Western Australia, Optical+Biomedical Engineering Laboratory, Department of Electrical, Electronic, and Computer Engineering, Perth, Western Australia, Australia
- Polish Academy of Sciences, Institute of Physical Chemistry, Warsaw, Poland
| | - Qingyun Li
- The University of Western Australia, Optical+Biomedical Engineering Laboratory, Department of Electrical, Electronic, and Computer Engineering, Perth, Western Australia, Australia
| | - Anima Poudyal
- The University of Western Australia, UWA Dental School, Perth, Western Australia, Australia
| | - Martin Villiger
- Harvard Medical School, Massachusetts General Hospital, Wellman Center for Photomedicine, Boston, Massachusetts, United Sates
| | - Camile S. Farah
- The University of Western Australia, UWA Dental School, Perth, Western Australia, Australia
- Australian Centre for Oral Oncology Research and Education, Perth, Western Australia, Australia
- Fiona Stanley Hospital, Oral, Maxillofacial, and Dental Surgery, Murdoch, Western Australia, Australia
| | - David D. Sampson
- University of Surrey, Surrey Biophotonics, School of Physics, Guilford, United Kingdom
- University of Surrey, Surrey Biophotonics, School of Biosciences and Medicine, Guilford, United Kingdom
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Detection of Oral Dysplastic and Early Cancerous Lesions by Polarization-Sensitive Optical Coherence Tomography. Cancers (Basel) 2020; 12:cancers12092376. [PMID: 32842568 PMCID: PMC7564531 DOI: 10.3390/cancers12092376] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Revised: 08/14/2020] [Accepted: 08/19/2020] [Indexed: 12/16/2022] Open
Abstract
Detection of oral dysplastic and early-stage cancerous lesions is difficult with the current tools. Half of oral cancers are diagnosed in a late stage. Detection of early stromal change to predict malignant transformation is a new direction in the diagnosis of early-stage oral cancer. The application of new optical tools to image stroma in vivo is under investigation, and polarization-sensitive optical coherence tomography (PS-OCT) is potentially one of those tools. This is a preliminary study to sequentially image oral stromal changes from normal, hyperplasia, and dysplasia to early-stage cancer by PS-OCT in vivo. We used 4-Nitroquinoline-1-oxide drinking water to induce dysplasia and early-stage oral cancer in 19 K14-EGFP-miR-211-GFP transgenic mice. A total of 8 normal, 12 hyperplastic, 11 dysplastic, and 4 early-stage cancerous lesions were enrolled. A new analytic process of PS-OCT imaging was proposed, called an en-face birefringence map. From the birefringence map, the sensitivity, specificity, positive predictive value, and negative predictive values to detect dysplasia and early-stage cancer were 100.00%, 95.00%, 93.75%, and 100.00%, respectively, and the kappa value of these images between two investigators was 0.942. The mean size of malignant lesions detected in this study is 1.66 ± 0.93 mm. This pilot animal study validates the use of PS-OCT to detect small and early-stage oral malignancy with high accuracy and consistency.
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Walther J, Li Q, Villiger M, Farah CS, Koch E, Karnowski K, Sampson DD. Depth-resolved birefringence imaging of collagen fiber organization in the human oral mucosa in vivo. BIOMEDICAL OPTICS EXPRESS 2019; 10:1942-1956. [PMID: 31086712 PMCID: PMC6484997 DOI: 10.1364/boe.10.001942] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Revised: 12/02/2018] [Accepted: 01/09/2019] [Indexed: 05/18/2023]
Abstract
Stromal collagen organization has been identified as a potential prognostic indicator in a variety of cancers and other diseases accompanied by fibrosis. Changes in the connective tissue are increasingly considered for grading dysplasia and progress of oral squamous cell carcinoma, investigated mainly ex vivo by histopathology. In this study, polarization-sensitive optical coherence tomography (PS-OCT) with local phase retardation imaging is used for the first time to visualize depth-resolved (i.e., local) birefringence of healthy human oral mucosa in vivo. Depth-resolved birefringence is shown to reveal the expected local collagen organization. To demonstrate proof-of-principle, 3D image stacks were acquired at labial and lingual locations of the oral mucosa, chosen as those most commonly affected by cancerous alterations. To enable an intuitive evaluation of the birefringence images suitable for clinical application, color depth-encoded en-face projections were generated. Compared to en-face views of intensity or conventional cumulative phase retardation, we show that this novel approach offers improved visualization of the mucosal connective tissue layer in general, and reveals the collagen fiber architecture in particular. This study provides the basis for future prospective pathological and comparative in vivo studies non-invasively assessing stromal changes in conspicuous and cancerous oral lesions at different stages.
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Affiliation(s)
- Julia Walther
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Department of Medical Physics and Biomedical Engineering, 01307 Dresden, Germany
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clinical Sensoring and Monitoring, 01307 Dresden, Germany
| | - Qingyun Li
- Optical + Biomedical Engineering Laboratory, Department of Electrical, Electronic & Computer Engineering, The University of Western Australia, Perth, WA 6009, Australia
| | - Martin Villiger
- Harvard Medical School and Massachusetts General Hospital, Wellman Center for Photomedicine, Boston, MA, USA
| | - Camile S. Farah
- UWA Dental School, The University of Western Australia, Perth, WA 6009, Australia
- Australian Centre for Oral Oncology Research and Education, Perth, WA 6009, Australia
| | - Edmund Koch
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clinical Sensoring and Monitoring, 01307 Dresden, Germany
| | - Karol Karnowski
- Optical + Biomedical Engineering Laboratory, Department of Electrical, Electronic & Computer Engineering, The University of Western Australia, Perth, WA 6009, Australia
| | - David D. Sampson
- Optical + Biomedical Engineering Laboratory, Department of Electrical, Electronic & Computer Engineering, The University of Western Australia, Perth, WA 6009, Australia
- University of Surrey, Guilford, Surrey GU2 7XH, United Kingdom
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Mehta DS. Quantitative Phase Optical Microscopic Techniques for Biomedical Imaging and Diagnostic Applications. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES INDIA SECTION A-PHYSICAL SCIENCES 2018. [DOI: 10.1007/s40010-018-0518-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Walther J, Golde J, Kirsten L, Tetschke F, Hempel F, Rosenauer T, Hannig C, Koch E. In vivo imaging of human oral hard and soft tissues by polarization-sensitive optical coherence tomography. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-17. [PMID: 29264891 DOI: 10.1117/1.jbo.22.12.121717] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 11/27/2017] [Indexed: 05/21/2023]
Abstract
Since optical coherence tomography (OCT) provides three-dimensional high-resolution images of biological tissue, the benefit of polarization contrast in the field of dentistry is highlighted in this study. Polarization-sensitive OCT (PS OCT) with phase-sensitive recording is used for imaging dental and mucosal tissues in the human oral cavity in vivo. An enhanced polarization contrast of oral structures is reached by analyzing the signals of the co- and crosspolarized channels of the swept source PS OCT system quantitatively with respect to reflectivity, retardation, optic axis orientation, and depolarization. The calculation of these polarization parameters enables a high tissue-specific contrast imaging for the detailed physical interpretation of human oral hard and soft tissues. For the proof-of-principle, imaging of composite restorations and mineralization defects at premolars as well as gingival, lingual, and labial oral mucosa was performed in vivo within the anterior oral cavity. The achieved contrast-enhanced results of the investigated human oral tissues by means of polarization-sensitive imaging are evaluated by the comparison with conventional intensity-based OCT.
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Affiliation(s)
- Julia Walther
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clini, Germany
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Department of Medical Physics and Biomedical Engi, Germany
| | - Jonas Golde
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clini, Germany
| | - Lars Kirsten
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clini, Germany
| | - Florian Tetschke
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clini, Germany
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Policlinic of Operative and Pediatric Dentistry,, Germany
| | - Franz Hempel
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clini, Germany
| | - Tobias Rosenauer
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Policlinic of Operative and Pediatric Dentistry,, Germany
| | - Christian Hannig
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Policlinic of Operative and Pediatric Dentistry,, Germany
| | - Edmund Koch
- TU Dresden, Faculty of Medicine Carl Gustav Carus, Anesthesiology and Intensive Care Medicine, Clini, Germany
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Sharma P, Sahu K, Kushwaha PK, Kumar S, Swami MK, Kumawat J, Patel HS, Kher S, Sahani PK, Haridas G, Gupta PK. Noninvasive assessment of cutaneous alterations in mice exposed to whole body gamma irradiation using optical imaging techniques. Lasers Med Sci 2017; 32:1535-1544. [PMID: 28699043 DOI: 10.1007/s10103-017-2276-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2016] [Accepted: 06/25/2017] [Indexed: 10/25/2022]
Abstract
We report the results of a study carried out to investigate the potential of optical techniques such as optical coherence tomography, Mueller matrix spectroscopy, and cross-polarization imaging for noninvasive monitoring of the ionizing radiation exposure-induced alterations in cutaneous tissue of mice. Radiation dose-dependent changes were observed in tissue microvasculature and tissue optical parameters like retardance and depolarization as early as 1 h post radiation exposure. Results suggest that these optical techniques may allow early detection of radiation dose-dependent alterations which could help in screening of population exposed to radiation.
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Affiliation(s)
- P Sharma
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India.,Homi Bhabha National Institute, Mumbai, India
| | - K Sahu
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India.
| | - P K Kushwaha
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - S Kumar
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - M K Swami
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - J Kumawat
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - H S Patel
- Laser Biomedical Applications Section, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - S Kher
- Solid State Lasers Division, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - P K Sahani
- Indus Operations, Beam Dynamics & Diagnostics Division, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - G Haridas
- Indus Operations, Beam Dynamics & Diagnostics Division, Raja Ramanna Centre for Advanced Technology, Indore, India
| | - P K Gupta
- Homi Bhabha National Institute, Mumbai, India
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