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Alekseev A, Yuk D, Lazarev A, Labelle D, Mourokh L, Lazarev P. Canine Cancer Diagnostics by X-ray Diffraction of Claws. Cancers (Basel) 2024; 16:2422. [PMID: 39001484 PMCID: PMC11240636 DOI: 10.3390/cancers16132422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 06/26/2024] [Accepted: 06/28/2024] [Indexed: 07/16/2024] Open
Abstract
We report the results of X-ray diffraction (XRD) measurements of the dogs' claws and show the feasibility of using this approach for early, non-invasive cancer detection. The obtained two-dimensional XRD patterns can be described by Fourier coefficients, which were calculated for the radial and circular (angular) directions. We analyzed these coefficients using the supervised learning algorithm, which implies optimization of the random forest classifier by using samples from the training group and following the calculation of mean cancer probability per patient for the blind dataset. The proposed algorithm achieved a balanced accuracy of 85% and ROC-AUC of 0.91 for a blind group of 68 dogs. The transition from samples to patients additionally improved the ROC-AUC by 10%. The best specificity and sensitivity values for 68 patients were 97.4% and 72.4%, respectively. We also found that the structural parameter (biomarker) most important for the diagnostics is the intermolecular distance.
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Affiliation(s)
| | - Delvin Yuk
- Arion Diagnostics, Inc., 911 Mustang Ct, Petaluma, CA 94954, USA; (D.Y.); (A.L.); (D.L.)
| | - Alexander Lazarev
- Arion Diagnostics, Inc., 911 Mustang Ct, Petaluma, CA 94954, USA; (D.Y.); (A.L.); (D.L.)
| | - Daizie Labelle
- Arion Diagnostics, Inc., 911 Mustang Ct, Petaluma, CA 94954, USA; (D.Y.); (A.L.); (D.L.)
| | - Lev Mourokh
- Physics Department, Queens College of the City University of New York, 65-30 Kissena Blvd, Flushing, NY 11367, USA
| | - Pavel Lazarev
- Matur UK Ltd., 5 New Street Square, London EC4A 3TW, UK; (A.A.); (P.L.)
- Arion Diagnostics, Inc., 911 Mustang Ct, Petaluma, CA 94954, USA; (D.Y.); (A.L.); (D.L.)
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Feenstra L, van der Stel SD, Da Silva Guimaraes M, Dashtbozorg B, Ruers TJM. Point Projection Mapping System for Tracking, Registering, Labeling, and Validating Optical Tissue Measurements. J Imaging 2024; 10:37. [PMID: 38392085 PMCID: PMC10890146 DOI: 10.3390/jimaging10020037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 01/23/2024] [Accepted: 01/27/2024] [Indexed: 02/24/2024] Open
Abstract
The validation of newly developed optical tissue-sensing techniques for tumor detection during cancer surgery requires an accurate correlation with the histological results. Additionally, such an accurate correlation facilitates precise data labeling for developing high-performance machine learning tissue-classification models. In this paper, a newly developed Point Projection Mapping system will be introduced, which allows non-destructive tracking of the measurement locations on tissue specimens. Additionally, a framework for accurate registration, validation, and labeling with the histopathology results is proposed and validated on a case study. The proposed framework provides a more-robust and accurate method for the tracking and validation of optical tissue-sensing techniques, which saves time and resources compared to the available conventional techniques.
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Affiliation(s)
- Lianne Feenstra
- Image-Guided Surgery, Department of Surgical Oncology, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands; (S.D.v.d.S.); (B.D.); (T.J.M.R.)
- Department of Nanobiophysics, Faculty of Science and Technology, University of Twente, Drienerlolaan 5, 7522 NB Enschede, The Netherlands
| | - Stefan D. van der Stel
- Image-Guided Surgery, Department of Surgical Oncology, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands; (S.D.v.d.S.); (B.D.); (T.J.M.R.)
- Department of Nanobiophysics, Faculty of Science and Technology, University of Twente, Drienerlolaan 5, 7522 NB Enschede, The Netherlands
| | - Marcos Da Silva Guimaraes
- Department of Pathology, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands;
| | - Behdad Dashtbozorg
- Image-Guided Surgery, Department of Surgical Oncology, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands; (S.D.v.d.S.); (B.D.); (T.J.M.R.)
| | - Theo J. M. Ruers
- Image-Guided Surgery, Department of Surgical Oncology, Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, The Netherlands; (S.D.v.d.S.); (B.D.); (T.J.M.R.)
- Department of Nanobiophysics, Faculty of Science and Technology, University of Twente, Drienerlolaan 5, 7522 NB Enschede, The Netherlands
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Shanthakumar D, Leiloglou M, Kelliher C, Darzi A, Elson DS, Leff DR. A Comparison of Spectroscopy and Imaging Techniques Utilizing Spectrally Resolved Diffusely Reflected Light for Intraoperative Margin Assessment in Breast-Conserving Surgery: A Systematic Review and Meta-Analysis. Cancers (Basel) 2023; 15:cancers15112884. [PMID: 37296847 DOI: 10.3390/cancers15112884] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 05/12/2023] [Accepted: 05/16/2023] [Indexed: 06/12/2023] Open
Abstract
Up to 19% of patients require re-excision surgery due to positive margins in breast-conserving surgery (BCS). Intraoperative margin assessment tools (IMAs) that incorporate tissue optical measurements could help reduce re-excision rates. This review focuses on methods that use and assess spectrally resolved diffusely reflected light for breast cancer detection in the intraoperative setting. Following PROSPERO registration (CRD42022356216), an electronic search was performed. The modalities searched for were diffuse reflectance spectroscopy (DRS), multispectral imaging (MSI), hyperspectral imaging (HSI), and spatial frequency domain imaging (SFDI). The inclusion criteria encompassed studies of human in vivo or ex vivo breast tissues, which presented data on accuracy. The exclusion criteria were contrast use, frozen samples, and other imaging adjuncts. 19 studies were selected following PRISMA guidelines. Studies were divided into point-based (spectroscopy) or whole field-of-view (imaging) techniques. A fixed-or random-effects model analysis generated pooled sensitivity/specificity for the different modalities, following heterogeneity calculations using the Q statistic. Overall, imaging-based techniques had better pooled sensitivity/specificity (0.90 (CI 0.76-1.03)/0.92 (CI 0.78-1.06)) compared with probe-based techniques (0.84 (CI 0.78-0.89)/0.85 (CI 0.79-0.91)). The use of spectrally resolved diffusely reflected light is a rapid, non-contact technique that confers accuracy in discriminating between normal and malignant breast tissue, and it constitutes a potential IMA tool.
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Affiliation(s)
- Dhurka Shanthakumar
- Department of Surgery and Cancer, Imperial College London, London W12 0HS, UK
- The Hamlyn Centre, Imperial College London, London SW7 2AZ, UK
| | - Maria Leiloglou
- Department of Surgery and Cancer, Imperial College London, London W12 0HS, UK
- The Hamlyn Centre, Imperial College London, London SW7 2AZ, UK
| | - Colm Kelliher
- Department of Surgery and Cancer, Imperial College London, London W12 0HS, UK
| | - Ara Darzi
- Department of Surgery and Cancer, Imperial College London, London W12 0HS, UK
- The Hamlyn Centre, Imperial College London, London SW7 2AZ, UK
| | - Daniel S Elson
- Department of Surgery and Cancer, Imperial College London, London W12 0HS, UK
- The Hamlyn Centre, Imperial College London, London SW7 2AZ, UK
| | - Daniel R Leff
- Department of Surgery and Cancer, Imperial College London, London W12 0HS, UK
- The Hamlyn Centre, Imperial College London, London SW7 2AZ, UK
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Losch MS, Kardux F, Dankelman J, Hendriks BHW. Diffuse reflectance spectroscopy of the spine: improved breach detection with angulated fibers. BIOMEDICAL OPTICS EXPRESS 2023; 14:739-750. [PMID: 36874502 PMCID: PMC9979673 DOI: 10.1364/boe.471725] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 12/07/2022] [Accepted: 12/14/2022] [Indexed: 06/18/2023]
Abstract
Accuracy in spinal fusion varies greatly depending on the experience of the physician. Real-time tissue feedback with diffuse reflectance spectroscopy has been shown to provide cortical breach detection using a conventional probe with two parallel fibers. In this study, Monte Carlo simulations and optical phantom experiments were conducted to investigate how angulation of the emitting fiber affects the probed volume to allow for the detection of acute breaches. Difference in intensity magnitude between cancellous and cortical spectra increased with the fiber angle, suggesting that outward angulated fibers are beneficial in acute breach scenarios. Proximity to the cortical bone could be detected best with fibers angulated at θ f = 45 ∘ for impending breaches between θ p = 0 ∘ and θ p = 45 ∘ . An orthopedic surgical device comprising a third fiber perpendicular to the device axis could thus cover the full impending breach range from θ p = 0 ∘ to θ p = 90 ∘ .
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Affiliation(s)
- Merle S. Losch
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Famke Kardux
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Jenny Dankelman
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Benno H. W. Hendriks
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
- Image Guided Therapy and Ultrasound Devices
and System Department, Philips Research,
Royal Philips NV, Eindhoven, The
Netherlands
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Optical spectroscopy and chemometrics in intraoperative tumor margin assessment. Trends Analyt Chem 2023. [DOI: 10.1016/j.trac.2023.116955] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
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Wilson BC, Eu D. Optical Spectroscopy and Imaging in Surgical Management of Cancer Patients. TRANSLATIONAL BIOPHOTONICS 2022. [DOI: 10.1002/tbio.202100009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Affiliation(s)
- Brian C. Wilson
- Princess Margaret Cancer Centre/University Health Network 101 College Street Toronto Ontario Canada
- Department of Medical Biophysics, Faculty of Medicine University of Toronto Canada
| | - Donovan Eu
- Department of Otolaryngology‐Head and Neck Surgery‐Surgical Oncology, Princess Margaret Cancer Centre/University Health Network University of Toronto Canada
- Department of Otolaryngology‐Head and Neck Surgery National University Hospital System Singapore
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Losch MS, Kardux F, Dankelman J, Hendriks BHW. Steering light in fiber-optic medical devices: a patent review. Expert Rev Med Devices 2022; 19:259-271. [PMID: 35298323 PMCID: PMC11229789 DOI: 10.1080/17434440.2022.2054334] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 03/10/2022] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Steering light is relevant to many medical applications that require tissue illumination, sensing, or modification. To control the propagation direction of light beams, a great variety of innovative fiber-optic medical devices have been designed. AREAS COVERED This review provides a comprehensive overview of the patent literature on light beam control in fiber-optic medical devices. The Web of Science Derwent Innovation Index database was scanned, and 81 patents on fiber-optic devices published in the last 20 years (2001-2021) were retrieved and categorized based on the working principle to steer light (refraction/reflection, scattering, diffraction) and the design strategy that was employed (within fiber, at fiber end, outside fiber). EXPERT OPINION Patents describing medical devices were found for all categories, except for generating diffraction at the fiber end surface. The insight in the different designs reveals that there are still several opportunities to design innovative devices that can collect light at an angle off-axis, reduce the angular distribution of light, or split light into multiple beams.
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Affiliation(s)
- Merle S Losch
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Famke Kardux
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Jenny Dankelman
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
| | - Benno H W Hendriks
- Department of Biomechanical Engineering, Delft University of Technology, Delft, The Netherlands
- Department of In-Body Systems, Philips ResearchRoyal Philips, Eindhoven, The Netherlands
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Gkouzionis I, Nazarian S, Kawka M, Darzi A, Patel N, Peters CJ, Elson DS. Real-time tracking of a diffuse reflectance spectroscopy probe used to aid histological validation of margin assessment in upper gastrointestinal cancer resection surgery. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:JBO-210293R. [PMID: 35106980 PMCID: PMC8804336 DOI: 10.1117/1.jbo.27.2.025001] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Accepted: 01/10/2022] [Indexed: 05/27/2023]
Abstract
SIGNIFICANCE Diffuse reflectance spectroscopy (DRS) allows discrimination of tissue type. Its application is limited by the inability to mark the scanned tissue and the lack of real-time measurements. AIM This study aimed to develop a real-time tracking system to enable localization of a DRS probe to aid the classification of tumor and non-tumor tissue. APPROACH A green-colored marker attached to the DRS probe was detected using hue-saturation-value (HSV) segmentation. A live, augmented view of tracked optical biopsy sites was recorded in real time. Supervised classifiers were evaluated in terms of sensitivity, specificity, and overall accuracy. A developed software was used for data collection, processing, and statistical analysis. RESULTS The measured root mean square error (RMSE) of DRS probe tip tracking was 1.18 ± 0.58 mm and 1.05 ± 0.28 mm for the x and y dimensions, respectively. The diagnostic accuracy of the system to classify tumor and non-tumor tissue in real time was 94% for stomach and 96% for the esophagus. CONCLUSIONS We have successfully developed a real-time tracking and classification system for a DRS probe. When used on stomach and esophageal tissue for tumor detection, the accuracy derived demonstrates the strength and clinical value of the technique to aid margin assessment in cancer resection surgery.
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Affiliation(s)
- Ioannis Gkouzionis
- Imperial College London, Department of Surgery and Cancer, London, United Kingdom
- Imperial College London, Hamlyn Centre, London, United Kingdom
| | - Scarlet Nazarian
- Imperial College London, Department of Surgery and Cancer, London, United Kingdom
| | - Michal Kawka
- Imperial College London, Department of Surgery and Cancer, London, United Kingdom
| | - Ara Darzi
- Imperial College London, Department of Surgery and Cancer, London, United Kingdom
- Imperial College London, Hamlyn Centre, London, United Kingdom
| | - Nisha Patel
- Imperial College London, Department of Surgery and Cancer, London, United Kingdom
| | | | - Daniel S. Elson
- Imperial College London, Department of Surgery and Cancer, London, United Kingdom
- Imperial College London, Hamlyn Centre, London, United Kingdom
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Mazza C, Gaydou V, Eymard JC, Birembaut P, Untereiner V, Côté JF, Brocheriou I, Coeffic D, Villena P, Larré S, Vuiblet V, Piot O. Identification of Neoadjuvant Chemotherapy Response in Muscle-Invasive Bladder Cancer by Fourier-Transform Infrared Micro-Imaging. Cancers (Basel) 2021; 14:cancers14010021. [PMID: 35008184 PMCID: PMC8750189 DOI: 10.3390/cancers14010021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 12/09/2021] [Accepted: 12/17/2021] [Indexed: 11/24/2022] Open
Abstract
Simple Summary Assessing the tumor response to chemotherapy is a paramount predictive step to improve patient care. Infrared spectroscopy probes the chemical composition of samples, and in combination with statistical multivariate processing, presents the capacity to highlight subtle molecular alterations associated with malignancy characteristics. Microscopic infrared imaging of tissue samples reveals spectral heterogeneity within histological structures, providing a new approach to characterize tumoral heterogeneity. We have taken advantage of the analytical capabilities of mid-infrared spectral imaging to implement a classification model to predict the response of a tumor to chemotherapy. Our development was demonstrated in muscle-invasive bladder cancer (MIBC) by comparing samples from responders and non-responders to neoadjuvant chemotherapy. Abstract Background: Neoadjuvant chemotherapy (NAC) improves survival in responder patients. However, for non-responders, the treatment represents an ineffective exposure to chemotherapy and its potential adverse events. Predicting the response to treatment is a major issue in the therapeutic management of patients, particularly for patients with muscle-invasive bladder cancer. Methods: Tissue samples of trans-urethral resection of bladder tumor collected at the diagnosis time, were analyzed by mid-infrared imaging. A sequence of spectral data processing was implemented for automatic recognition of informative pixels and scoring each pixel according to a continuous scale (from 0 to 10) associated with the response to NAC. The ground truth status of the responder or non-responder was based on histopathological examination of the samples. Results: Although the TMA spots of tumors appeared histologically homogeneous, the infrared approach highlighted spectral heterogeneity. Both the quantification of this heterogeneity and the scoring of the NAC response at the pixel level were used to construct sensitivity and specificity maps from which decision criteria can be extracted to classify cancerous samples. Conclusions: This proof-of-concept appears as the first to evaluate the potential of the mid-infrared approach for the prediction of response to neoadjuvant chemotherapy in MIBC tissues.
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Affiliation(s)
- Camille Mazza
- Jean Godinot Institute, 51100 Reims, France; (C.M.); (J.-C.E.)
| | - Vincent Gaydou
- BioSpecT (Translational BioSpectroscopy) EA 7506, SFR Santé, Université de Reims Champagne-Ardenne, 51100 Reims, France; (V.G.); (S.L.)
| | | | - Philippe Birembaut
- Department of Biopathology, University Hospital of Reims, 51100 Reims, France;
| | - Valérie Untereiner
- Cellular and Tissular Imaging Platform (PICT), Université de Reims Champagne-Ardenne, 51100 Reims, France;
| | - Jean-François Côté
- Department of Biopathology, Hôpital de la Pitié-Salpêtrière, APHP, 51100 Paris, France; (J.-F.C.); (I.B.)
| | - Isabelle Brocheriou
- Department of Biopathology, Hôpital de la Pitié-Salpêtrière, APHP, 51100 Paris, France; (J.-F.C.); (I.B.)
| | - David Coeffic
- Polyclinique Courlancy, 51100 Reims, France; (D.C.); (P.V.)
| | | | - Stéphane Larré
- BioSpecT (Translational BioSpectroscopy) EA 7506, SFR Santé, Université de Reims Champagne-Ardenne, 51100 Reims, France; (V.G.); (S.L.)
- Department of Urology, University Hospital of Reims, 51100 Reims, France
| | - Vincent Vuiblet
- BioSpecT (Translational BioSpectroscopy) EA 7506, SFR Santé, Université de Reims Champagne-Ardenne, 51100 Reims, France; (V.G.); (S.L.)
- Department of Biopathology, University Hospital of Reims, 51100 Reims, France;
- Correspondence: (V.V.); (O.P.)
| | - Olivier Piot
- BioSpecT (Translational BioSpectroscopy) EA 7506, SFR Santé, Université de Reims Champagne-Ardenne, 51100 Reims, France; (V.G.); (S.L.)
- Cellular and Tissular Imaging Platform (PICT), Université de Reims Champagne-Ardenne, 51100 Reims, France;
- Correspondence: (V.V.); (O.P.)
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Bugter O, Li Y, Wolters AH, Agrawal V, Dravid A, Chang A, Hardillo J, Giepmans BN, Baatenburg de Jong RJ, Amelink A, Backman V, Robinson DJ. Early Upper Aerodigestive Tract Cancer Detection Using Electron Microscopy to Reveal Chromatin Packing Alterations in Buccal Mucosa Cells. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2021; 27:878-888. [PMID: 34108070 PMCID: PMC8939050 DOI: 10.1017/s1431927621000507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
A profound characteristic of field cancerization is alterations in chromatin packing. This study aimed to quantify these alterations using electron microscopy image analysis of buccal mucosa cells of laryngeal, esophageal, and lung cancer patients. Analysis was done on normal-appearing mucosa, believed to be within the cancerization field, and not tumor itself. Large-scale electron microscopy (nanotomy) images were acquired of cancer patients and controls. Within the nuclei, the chromatin packing of euchromatin and heterochromatin was characterized. Furthermore, the chromatin organization was quantified through chromatin packing density scaling. A significant difference was found between the cancer and control groups in the chromatin packing density scaling parameter for length scales below the optical diffraction limit (200 nm) in both the euchromatin (p = 0.002) and the heterochromatin (p = 0.006). The chromatin packing scaling analysis also indicated that the chromatin organization of cancer patients deviated significantly from the control group. They might allow for novel strategies for cancer risk stratification and diagnosis with high sensitivity. This could aid clinicians in personalizing screening strategies for high-risk patients and follow-up strategies for treated cancer patients.
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Affiliation(s)
- Oisín Bugter
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
- Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
| | - Yue Li
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Anouk H.G. Wolters
- Department of Biomedical Sciences of Cells and Systems, University of Groningen, University Medical Center Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands
| | - Vasundhara Agrawal
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Amil Dravid
- Department of Electrical Engineering and Computer Science, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Andrew Chang
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Jose Hardillo
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
| | - Ben N.G. Giepmans
- Department of Biomedical Sciences of Cells and Systems, University of Groningen, University Medical Center Groningen, Antonius Deusinglaan 1, 9713 AV Groningen, the Netherlands
| | - Robert J. Baatenburg de Jong
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
| | - Arjen Amelink
- Department of Optics, the Netherlands Organization for Applied Scientific Research (TNO), Stieltjesweg 1, 2628 CK Delft, the Netherlands
- Department of Physics and Astronomy, Vrije Universiteit Amsterdam, De Boelelaan 1081, 1081 HV Amsterdam, the Netherlands
| | - Vadim Backman
- Department of Biomedical Engineering, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA
| | - Dominic J. Robinson
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
- Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, Postbus 2040, 3000 CA Rotterdam, the Netherlands
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Carrico E, Sun T, Zhu C. Numerical investigation of depth-sensitive diffuse reflectance and fluorescence measurements on murine subcutaneous tissue with growing solid tumors. BIOMEDICAL OPTICS EXPRESS 2020; 11:6311-6323. [PMID: 33282492 PMCID: PMC7687953 DOI: 10.1364/boe.405321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 09/24/2020] [Accepted: 10/05/2020] [Indexed: 05/08/2023]
Abstract
In most biomedical optical spectroscopy platforms, a fiber-probe consisting of single or multiple illumination and collection fibers was commonly used for the delivery of illuminating light and the collection of emitted light. Typically, the signals from all collection fibers were combined and then sampled to characterize tissue samples. Such simple averaged optical measurements may induce significant errors for in vivo tumor characterization, especially in longitudinal studies where the tumor size and location vary with tumor stages. In this study, we utilized the Monte Carlo technique to optimize the fiber-probe geometries of a spectroscopy platform to enable tumor-sensitive diffuse reflectance and fluorescence measurements on murine subcutaneous tissues with growing solid tumors that have different sizes and depths. Our data showed that depth-sensitive techniques offer improved sensitivity in tumor detection compared to the simple averaged approach in both reflectance and fluorescence measurements. Through the numerical studies, we optimized the source-detector distances, fiber diameters, and numerical apertures for sensitive measurement of small solid tumors with varying size and depth buried in murine subcutaneous tissues. Our study will advance the design of a fiber-probe in an optical spectroscopy system that can be used for longitudinal tumor metabolism and vasculature monitoring.
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Affiliation(s)
- Evan Carrico
- Department of Electrical Engineering, University of Kentucky, Lexington, KY 40506, USA
| | - Tengfei Sun
- Department of Biomedical Engineering, University of Kentucky, Lexington, KY 40506, USA
| | - Caigang Zhu
- Department of Biomedical Engineering, University of Kentucky, Lexington, KY 40506, USA
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Zharkikh E, Dremin V, Zherebtsov E, Dunaev A, Meglinski I. Biophotonics methods for functional monitoring of complications of diabetes mellitus. JOURNAL OF BIOPHOTONICS 2020; 13:e202000203. [PMID: 32654427 DOI: 10.1002/jbio.202000203] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 07/02/2020] [Accepted: 07/04/2020] [Indexed: 06/11/2023]
Abstract
The prevalence of diabetes complications is a significant public health problem with a considerable economic cost. Thus, the timely diagnosis of complications and prevention of their development will contribute to increasing the length and quality of patient life, and reducing the economic costs of their treatment. This article aims to review the current state-of-the-art biophotonics technologies used to identify the complications of diabetes mellitus and assess the quality of their treatment. Additionally, these technologies assess the structural and functional properties of biological tissues, and they include capillaroscopy, laser Doppler flowmetry and hyperspectral imaging, laser speckle contrast imaging, diffuse reflectance spectroscopy and imaging, fluorescence spectroscopy and imaging, optical coherence tomography, optoacoustic imaging and confocal microscopy. Recent advances in the field of optical noninvasive diagnosis suggest a wider introduction of biophotonics technologies into clinical practice and, in particular, in diabetes care units.
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Affiliation(s)
- Elena Zharkikh
- Research & Development Center of Biomedical Photonics, Orel State University, Orel, Russia
| | - Viktor Dremin
- Research & Development Center of Biomedical Photonics, Orel State University, Orel, Russia
- School of Engineering and Applied Science, Aston University, Birmingham, UK
| | - Evgeny Zherebtsov
- Research & Development Center of Biomedical Photonics, Orel State University, Orel, Russia
- Optoelectronics and Measurement Techniques unit, University of Oulu, Oulu, Finland
| | - Andrey Dunaev
- Research & Development Center of Biomedical Photonics, Orel State University, Orel, Russia
| | - Igor Meglinski
- School of Engineering and Applied Science, Aston University, Birmingham, UK
- Optoelectronics and Measurement Techniques unit, University of Oulu, Oulu, Finland
- Interdisciplinary Laboratory of Biophotonics, National Research Tomsk State University, Tomsk, Russia
- Institute of Engineering Physics for Biomedicine (PhysBio), National Research Nuclear University-MEPhI, Moscow, Russia
- School of Life and Health Sciences, Aston University, Birmingham, UK
- Department of Histology, Cytology and Embryology, Institute of Clinical Medicine N.V. Sklifosovsky, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
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13
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Gunaratne R, Goncalves J, Monteath I, Sheh R, Kapfer M, Chipper R, Robertson B, Khan R, Fick D, Ironside CN. Wavelength weightings in machine learning for ovine joint tissue differentiation using diffuse reflectance spectroscopy (DRS). BIOMEDICAL OPTICS EXPRESS 2020; 11:5122-5131. [PMID: 33014603 PMCID: PMC7510883 DOI: 10.1364/boe.397593] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 08/02/2020] [Accepted: 08/09/2020] [Indexed: 05/03/2023]
Abstract
Objective: To investigate the DRS of ovine joint tissue to determine the optimal optical wavelengths for tissue differentiation and relate these wavelengths to the biomolecular composition of tissues. In this study, we combine machine learning with DRS for tissue classification and then look further at the weighting matrix of the classifier to further understand the key differentiating features. Methods: Supervised machine learning was used to analyse DRS data. After normalising the data, dimension reduction was achieved through multiclass Fisher's linear discriminant analysis (Multiclass FLDA) and classified with linear discriminant analysis (LDA). The classifier was first run with all the tissue types and the wavelength range 190 nm - 1081 nm. We analysed the weighting matrix of the classifier and then ran the classifier again, the first time using the ten highest weighted wavelengths and the second using only the single highest. Our method was applied to a dataset containing ovine joint tissue including cartilage, cortical and subchondral bone, fat, ligament, meniscus, and muscle. Results: It achieved a classification accuracy of 100% using the wavelength 190 nm - 1081 nm (2048 attributes) with an accuracy of 90% being present for 10 attributes with the exception of those with comparable compositions such as ligament and meniscus. An accuracy greater than 70% was achieved using a single wavelength, with the same exceptions. Conclusion: Multiclass FLDA combined with LDA is a viable technique for tissue identification from DRS data. The majority of differentiating features existed within the wavelength ranges 370-470 and 800-1010 nm. Focusing on key spectral regions means that a spectrometer with a narrower range can potentially be used, with less computational power needed for subsequent analysis.
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Affiliation(s)
| | - Joshua Goncalves
- Australian Institute of Robotic Orthopaedics, 2 Centro Avenue, Subiaco 6008, Australia
| | | | - Raymond Sheh
- Curtin University, Kent Street, Bentley 6102, Australia
| | - Michael Kapfer
- Australian Institute of Robotic Orthopaedics, 2 Centro Avenue, Subiaco 6008, Australia
| | - Richard Chipper
- Australian Institute of Robotic Orthopaedics, 2 Centro Avenue, Subiaco 6008, Australia
| | - Brett Robertson
- Australian Institute of Robotic Orthopaedics, 2 Centro Avenue, Subiaco 6008, Australia
| | - Riaz Khan
- Australian Institute of Robotic Orthopaedics, 2 Centro Avenue, Subiaco 6008, Australia
- The Joint Studio, 85 Monash Avenue, Nedlands 6009, Australia
- Department of Medicine, The University of Notre Dame, Fremantle, Australia
| | - Daniel Fick
- Australian Institute of Robotic Orthopaedics, 2 Centro Avenue, Subiaco 6008, Australia
- The Joint Studio, 85 Monash Avenue, Nedlands 6009, Australia
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14
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Hohmann M, Albrecht H, Lengenfelder B, Klämpfl F, Schmidt M. Factors influencing the accuracy for tissue classification in multi spectral in-vivo endoscopy for the upper gastro-internal tract. Sci Rep 2020; 10:3546. [PMID: 32103066 PMCID: PMC7044217 DOI: 10.1038/s41598-020-60389-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2019] [Accepted: 02/10/2020] [Indexed: 11/12/2022] Open
Abstract
Hyper spectral imaging is a possible way for disease detection. However, for carcinoma detection most of the results are ex-vivo. However, in-vivo results of endoscopic studies still show fairly low accuracies in contrast to the good results of many ex-vivo studies. To overcome this problem and to provide a reasonable explanation, Monte-Carlo simulations of photon trajectories are proposed as a tool to generate multi spectral images including inter patient variations to simulate 40 patients. Furthermore, these simulations have the huge advantage that the position of the carcinoma is known. Due to this, the effect of mislabelled data can be studied. As shown in this study, a percentage of 30–35% of mislabelled data might lead to significant decrease of the accuracy from around 90% to around 70–75%. Therefore, the main focus of hyper spectral imaging has to be the exact characterization of the training data in the future.
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Affiliation(s)
- Martin Hohmann
- Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Institute of Photonic Technologies (LPT), Konrad-Zuse-Straße 3/5, 91052, Erlangen, Germany. .,Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052, Erlangen, Germany.
| | - Heinz Albrecht
- Department of Internal Medicine II, Kliniken des Landkreises Neumarkt i.d.OPf., Nürnberger Str. 12, 92318, Neumarkt, Germany
| | - Benjamin Lengenfelder
- Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Institute of Photonic Technologies (LPT), Konrad-Zuse-Straße 3/5, 91052, Erlangen, Germany.,Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052, Erlangen, Germany
| | - Florian Klämpfl
- Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Institute of Photonic Technologies (LPT), Konrad-Zuse-Straße 3/5, 91052, Erlangen, Germany.,Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052, Erlangen, Germany
| | - Michael Schmidt
- Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Institute of Photonic Technologies (LPT), Konrad-Zuse-Straße 3/5, 91052, Erlangen, Germany.,Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052, Erlangen, Germany
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15
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Can ethanol affect the cell structure? A dynamic molecular and Raman spectroscopy study. Photodiagnosis Photodyn Ther 2020; 30:101675. [PMID: 31991233 DOI: 10.1016/j.pdpdt.2020.101675] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2019] [Revised: 12/27/2019] [Accepted: 01/24/2020] [Indexed: 11/24/2022]
Abstract
The role that tobacco consumption plays in the etiology of oral cancer carcinogenesis, and of alcohol consumption acting as a co-factor, have been well established. However, in recent years, the contribution of alcohol consumption alone to oral cancer has been proposed. In fact, a high percentage of patients who develop oral cancer have both habits (tobacco and alcohol consumption), and other small patient groups only consume alcohol or do not have any other identifiable bad habits. In the present study we demonstrate, using a combination of dynamic molecular modelling and Raman spectroscopy, that ethanol has a significant effect on oral cells in vitro, mainly interacting with the lipids of the cell membrane, changing their conformation. Thus, it is possible to conclude that ethanol can affect the cell permeability, and by consequence serve as a possible trigger in oral carcinogenesis.
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16
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Baltussen EJM, Brouwer de Koning SG, Sanders J, Aalbers AGJ, Kok NFM, Beets GL, Hendriks BHW, Sterenborg HJCM, Kuhlmann KFD, Ruers TJM. Using Diffuse Reflectance Spectroscopy to Distinguish Tumor Tissue From Fibrosis in Rectal Cancer Patients as a Guide to Surgery. Lasers Surg Med 2019; 52:604-611. [PMID: 31793012 DOI: 10.1002/lsm.23196] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/16/2019] [Indexed: 01/10/2023]
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. © 2019 Wiley Periodicals, Inc.
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Affiliation(s)
- Elisabeth J M Baltussen
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Susan G Brouwer de Koning
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Joyce Sanders
- Department of Pathology, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Arend G J Aalbers
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Niels F M Kok
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Geerard L Beets
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Benno H W Hendriks
- Department of In-body Systems, Philips Research, Eindhoven, 5656 AE, The Netherlands.,Department of Biomechanical Engineering, Delft University of Technology, Delft, 2600 AA, The Netherlands
| | - Henricus J C M Sterenborg
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands.,Department of Biomedical Engineering and Physics, Amsterdam University Medical Centre, University of Amsterdam, Amsterdam, 1105 AZ, The Netherlands
| | - Koert F D Kuhlmann
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands
| | - Theo J M Ruers
- Department of Surgery, Antoni van Leeuwenhoek Hospital, The Netherlands Cancer Institute, Amsterdam, 1066 CX, The Netherlands.,Faculty TNW, Group Nanobiophysics, Twente University, Enschede, 7522 NB, The Netherlands
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17
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Bugter O, van Brummelen SE, van der Leest KH, Aerts JGJV, Maat APWM, Baatenburg de Jong RJ, Amelink A, Robinson DJ. Towards the Optical Detection of Field Cancerization in the Buccal Mucosa of Patients with Lung Cancer. Transl Oncol 2019; 12:1533-1538. [PMID: 31473370 PMCID: PMC6743047 DOI: 10.1016/j.tranon.2019.07.018] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Revised: 07/24/2019] [Accepted: 07/26/2019] [Indexed: 12/20/2022] Open
Abstract
INTRODUCTION An increase in detection of early-stage asymptomatic lung tumors could increase the overall survival rate of lung cancer patients. A new approach to cancer (pre-)screening focusses on detecting field cancerization instead of the tumor itself. The objective of this study was to investigate the use of optical spectroscopy to detect field cancerization in the buccal mucosa of lung cancer patients. METHODS Optical buccal mucosa measurements were performed in lung cancer patients and controls using multidiameter single-fiber reflectance spectroscopy. We analyzed whether the measured optical parameters could distinguish lung cancer patients from controls. RESULTS Twenty-three lung cancer patients, 24 chronic obstructive pulmonary disease (COPD) control patients, and 36 non-COPD controls were included. The majority of tumors were non-small-cell lung carcinomas (96%) and classified as stage I (48%). The tissue scattering properties μs' and γ at 800 nm and the tissue bilirubin concentration were all near-significantly different (P=.072, 0.058, and 0.060, respectively) between the lung cancer and COPD group. μs' at 800 nm had a sensitivity of 74% and a specificity of 63%. The microvascular blood oxygen saturation of the lung cancer patients was also higher than the COPD patients (78% vs. 62%, P=.002), this is probably a consequence of the systemic effect of COPD. CONCLUSIONS We have demonstrated that μs' at 800 nm is increased in the buccal mucosa of patients with lung cancer compared to controls with COPD. This might be an indication of field cancerization in the oral cavity of patients with lung cancer.
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Affiliation(s)
- O Bugter
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands; Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands.
| | - S E van Brummelen
- Department of Pulmonology, Fransiscus Gasthuis & Vlietland, Kleiweg 500, 3045 PM, Rotterdam, The Netherlands
| | - K H van der Leest
- Department of Pulmonology, Amphia, Molengracht 21, 4818 CK, Breda, The Netherlands
| | - J G J V Aerts
- Department of Pulmonology, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands
| | - A P W M Maat
- Department of Cardiothoracic Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands
| | - R J Baatenburg de Jong
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands
| | - A Amelink
- Department of Optics, TNO, Stieltjesweg 1, 2628 CK Delft, The Netherlands
| | - D J Robinson
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands; Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, Dr. Molewaterplein 40, 3015 GD, Rotterdam, The Netherlands
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18
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Propagation of Cylindrical Vector Laser Beams in Turbid Tissue-Like Scattering Media. PHOTONICS 2019. [DOI: 10.3390/photonics6020056] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
We explore the propagation of the cylindrical vector beams (CVB) in turbid tissue-like scattering medium in comparison with the conventional Gaussian laser beam. The study of propagation of CVB and Gaussian laser beams in the medium is performed utilizing the unified electric field Monte Carlo model. The implemented Monte Carlo model is a part of a generalized on-line computational tool and utilizes parallel computing, executed on the NVIDIA Graphics Processing Units (GPUs) supporting Compute Unified Device Architecture (CUDA). Using extensive computational studies, we demonstrate that after propagation through the turbid tissue-like scattering medium, the degree of fringe contrast for CVB becomes at least twice higher in comparison to the conventional linearly polarized Gaussian beam. The results of simulations agree with the results of experimental studies. Both experimental and theoretical results suggest that there is a high potential of the application of CVB in the diagnosis of biological tissues.
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19
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Cals FLJ, Bakker Schut TC, Caspers PJ, Baatenburg de Jong RJ, Koljenović S, Puppels GJ. Raman spectroscopic analysis of the molecular composition of oral cavity squamous cell carcinoma and healthy tongue tissue. Analyst 2019; 143:4090-4102. [PMID: 30083685 DOI: 10.1039/c7an02106b] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
A Raman tissue spectrum is a quantitative representation of the overall molecular composition of that tissue. Raman spectra are often used as tissue fingerprints without further interpretation of the specific information that they contain about the tissue's molecular composition. In this study, we analyzed the differences in molecular composition between oral cavity squamous cell carcinoma (OCSCC) and healthy tissue structures in tongue, based on their Raman spectra. A total of 1087 histopathologically annotated spectra (142 OCSCC, 202 surface squamous epithelium, 61 muscle, 65 adipose tissue, 581 connective tissue, 26 gland, and 10 nerve) were obtained from Raman maps of 44 tongue samples from 21 patients. A characteristic, average spectrum of each tissue structure was fitted with a set of 55 pure-compound reference spectra, to define the best library of fit-spectra. Reference spectra represented proteins, lipids, nucleic acids, carbohydrates, amino acids and other miscellaneous molecules. A non-negative least-squares algorithm was used for fitting. Individual spectra per histopathological annotation were then fitted with this selected library in order to determine the molecular composition per tissue structure. The spectral contribution per chemical class was calculated. The results show that all characteristic tissue-type spectra could be fitted with a low residual of <4.82%. The content of carbohydrates, proteins and amino acids was the strongest discriminator between OCSCC and healthy tissue. The combination of carbohydrates, proteins and amino acids was used for a classification model of 'tumor' versus 'healthy tissue'. Validation of this model on an independent dataset showed a specificity of 93% at a sensitivity of 100%.
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Affiliation(s)
- F L J Cals
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer institute, University Medical Center Rotterdam, The Netherlands
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20
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Swamy A, Burström G, Spliethoff JW, Babic D, Reich C, Groen J, Edström E, Elmi Terander A, Racadio JM, Dankelman J, Hendriks BHW. Diffuse reflectance spectroscopy, a potential optical sensing technology for the detection of cortical breaches during spinal screw placement. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-11. [PMID: 30701722 PMCID: PMC6985697 DOI: 10.1117/1.jbo.24.1.017002] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Accepted: 01/07/2019] [Indexed: 05/08/2023]
Abstract
Safe and accurate placement of screws remains a critical issue in open and minimally invasive spine surgery. We propose to use diffuse reflectance (DR) spectroscopy as a sensing technology at the tip of a surgical instrument to ensure a safe path of the instrument through the cancellous bone of the vertebrae. This approach could potentially reduce the rate of cortical bone breaches, thereby resulting in fewer neural and vascular injuries during spinal fusion surgery. In our study, DR spectra in the wavelength ranges of 400 to 1600 nm were acquired from cancellous and cortical bone from three human cadavers. First, it was investigated whether these spectra can be used to distinguish between the two bone types based on fat, water, and blood content along with photon scattering. Subsequently, the penetration of the bone by an optical probe was simulated using the Monte-Carlo (MC) method, to study if the changes in fat content along the probe path would still enable distinction between the bone types. Finally, the simulation findings were validated via an experimental insertion of an optical screw probe into the vertebra aided by x-ray image guidance. The DR spectra indicate that the amount of fat, blood, and photon scattering is significantly higher in cancellous bone than in cortical bone (p < 0.01), which allows distinction between the bone types. The MC simulations showed a change in fat content more than 1 mm before the optical probe came in contact with the cortical bone. The experimental insertion of the optical screw probe gave similar results. This study shows that spectral tissue sensing, based on DR spectroscopy at the instrument tip, is a promising technology to identify the transition zone from cancellous to cortical vertebral bone. The technology therefore has the potential to improve the safety and accuracy of spinal screw placement procedures.
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Affiliation(s)
- Akash Swamy
- Delft University of Technology, Department of Biomechanical Engineering, Delft, Netherlands
- Department of In-Body Systems, Philips Research, Royal Philips NV, Eindhoven, Netherlands
- Address all correspondence to Akash Swamy, E-mail:
| | - Gustav Burström
- Karolinska Institutet, Department of Clinical Neuroscience, Section for Neurosurgery, Stockholm, Sweden
- Karolinska University Hospital, Department of Neurosurgery, Stockholm, Sweden
| | - Jarich W. Spliethoff
- Department of In-Body Systems, Philips Research, Royal Philips NV, Eindhoven, Netherlands
| | - Drazenko Babic
- Department of In-Body Systems, Philips Research, Royal Philips NV, Eindhoven, Netherlands
| | - Christian Reich
- Department of In-Body Systems, Philips Research, Royal Philips NV, Eindhoven, Netherlands
| | - Joanneke Groen
- Department of In-Body Systems, Philips Research, Royal Philips NV, Eindhoven, Netherlands
| | - Erik Edström
- Karolinska Institutet, Department of Clinical Neuroscience, Section for Neurosurgery, Stockholm, Sweden
- Karolinska University Hospital, Department of Neurosurgery, Stockholm, Sweden
| | - Adrian Elmi Terander
- Karolinska Institutet, Department of Clinical Neuroscience, Section for Neurosurgery, Stockholm, Sweden
- Karolinska University Hospital, Department of Neurosurgery, Stockholm, Sweden
| | - John M. Racadio
- Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States
| | - Jenny Dankelman
- Delft University of Technology, Department of Biomechanical Engineering, Delft, Netherlands
| | - Benno H. W. Hendriks
- Delft University of Technology, Department of Biomechanical Engineering, Delft, Netherlands
- Department of In-Body Systems, Philips Research, Royal Philips NV, Eindhoven, Netherlands
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Adank MW, Fleischer JC, Dankelman J, Hendriks BHW. Real-time oncological guidance using diffuse reflectance spectroscopy in electrosurgery: the effect of coagulation on tissue discrimination. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-10. [PMID: 30447060 DOI: 10.1117/1.jbo.23.11.115004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2018] [Accepted: 10/15/2018] [Indexed: 05/15/2023]
Abstract
In breast surgery, a lack of knowledge about what is below the tissue surface may lead to positive tumor margins and iatrogenic damage. Diffuse reflectance spectroscopy (DRS) is a spectroscopic technique that can distinguish between healthy and tumor tissue making it a suitable technology for intraoperative guidance. However, because tumor surgeries are often performed with an electrosurgical knife, the effect of a coagulated tissue layer on DRS measurements must be taken into account. It is evaluated whether real-time DRS measurements obtained with a photonic electrosurgical knife could provide useful information of tissue properties also when tissue is coagulated and cut. The size of the coagulated area is determined and the effect of its presence on DR spectra is studied using ex vivo porcine adipose and muscle tissue. A coagulated tissue layer with a depth of 0.1 to 0.4 mm is observed after coagulating muscle with an electrosurgical knife. The results show that the effect of coagulating adipose tissue is negligible. Using the fat/water ratio's calculated from the measured spectra of the photonic electrosurgical knife, it was possible to determine the distance from the instrument tip to a tissue transition during cutting. In conclusion, the photonic electrosurgical knife can determine tissue properties of coagulated and cut tissue and has, therefore, the potential to provide real-time feedback about the presence of breast tumor margins during cutting, helping surgeons to establish negative margins and improve patient outcome.
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Affiliation(s)
- Maartje W Adank
- Delft University of Technology, Biomechanical Engineering Department, Delft, The Netherlands
| | - Julie C Fleischer
- Delft University of Technology, Biomechanical Engineering Department, Delft, The Netherlands
| | - Jenny Dankelman
- Delft University of Technology, Biomechanical Engineering Department, Delft, The Netherlands
| | - Benno H W Hendriks
- Delft University of Technology, Biomechanical Engineering Department, Delft, The Netherlands
- Philips Research, In-Body Systems Department, Eindhoven, The Netherlands
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Seadia O, Landesman-Milo D, Kosoburd T, Oren N, Sherman L, Yaniv A, Landesman I. Combined reflectance spectroscopy and coherent light backscattering measurement differentiate cervical cancer from normal epithelial tissue in a xenograft mouse model. APPLIED OPTICS 2018; 57:8964-8970. [PMID: 30461883 DOI: 10.1364/ao.57.008964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 09/04/2018] [Indexed: 06/09/2023]
Abstract
Cervical cancer is a type of slow-growing cancer associated with high mortality rates. Early detection can enable lifesaving early intervention. Current cervical premalignant lesion detection methods suffer from both high miss rates and excessive referrals for unnecessary biopsies. Herein, coherent light backscatter and modifications in reflected white-light spectra were measured to specifically discriminate between cervical tumors and normal squamous epithelial tissues resected from a mouse xenograft model. The combined measurements resulted in 92% sensitivity and 93% specificity in discrimination between the two tissues. These methods can be used to develop a noninvasive portable optical probe for sensitive and objective detection of precancer and cancer epithelial lesions in the cervix and other accessible epithelial tissues.
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Bugter O, Hardillo JA, Baatenburg de Jong RJ, Amelink A, Robinson DJ. Optical pre-screening for laryngeal cancer using reflectance spectroscopy of the buccal mucosa. BIOMEDICAL OPTICS EXPRESS 2018; 9:4665-4678. [PMID: 30319894 PMCID: PMC6179391 DOI: 10.1364/boe.9.004665] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2018] [Revised: 08/06/2018] [Accepted: 08/06/2018] [Indexed: 05/04/2023]
Abstract
A new approach in early cancer detection focuses on detecting field cancerization (FC) instead of the tumor itself. The aim of the current study is to investigate whether reflectance spectroscopy can detect FC in the buccal mucosa of patients with laryngeal cancer. The optical properties of the buccal mucosa of patients were measured with multidiameter single-fiber reflectance spectroscopy. The blood oxygen saturation and blood volume fraction were significantly lower in the buccal mucosa of laryngeal cancer patients than in non-oncologic controls. The data of these two parameters were combined to form a single 'biomarker α', which optimally discriminates these two groups. Alpha was lower in the laryngeal cancer group (0.28) than the control group (0.30, p = 0.007). Alpha could identify oncologic patients with a sensitivity of 78% and a specificity of 74%. These results might be the first step toward optical pre-screening for laryngeal cancer.
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Affiliation(s)
- Oisín Bugter
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, 's-Gravendijkwal 230, 3015 CE Rotterdam, the Netherlands
- Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, 's-Gravendijkwal 230, 3015 CE Rotterdam, the Netherlands
| | - Jose A. Hardillo
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, 's-Gravendijkwal 230, 3015 CE Rotterdam, the Netherlands
| | - Robert J. Baatenburg de Jong
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, 's-Gravendijkwal 230, 3015 CE Rotterdam, the Netherlands
| | - Arjen Amelink
- Department of Optics, the Netherlands Organization for Applied Scientific Research (TNO), Stieltjesweg 1, 2628 CK Delft, the Netherlands
| | - Dominic J. Robinson
- Department of Otorhinolaryngology and Head and Neck Surgery, Erasmus MC Cancer Institute, 's-Gravendijkwal 230, 3015 CE Rotterdam, the Netherlands
- Center for Optical Diagnostics and Therapy, Erasmus MC Cancer Institute, 's-Gravendijkwal 230, 3015 CE Rotterdam, the Netherlands
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Swami MK, Gupta PK. Optical Spectroscopy for Biomedical Diagnosis. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES INDIA SECTION A-PHYSICAL SCIENCES 2018. [DOI: 10.1007/s40010-018-0519-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Mouras R, Noor MR, Pastorino L, Bagnoli E, Mani A, Durack E, Antipov A, D’Autilia F, Bianchini P, Diaspro A, Soulimane T, Silien C, Ruggiero C, Tofail SAM. Image-Based Tracking of Anticancer Drug-Loaded Nanoengineered Polyelectrolyte Capsules in Cellular Environments Using a Fast Benchtop Mid-Infrared (MIR) Microscope. ACS OMEGA 2018; 3:6143-6150. [PMID: 30023942 PMCID: PMC6044925 DOI: 10.1021/acsomega.7b01859] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Accepted: 04/17/2018] [Indexed: 06/08/2023]
Abstract
Drug delivery monitoring and tracking in the human body are two of the biggest challenges in targeted therapy to be addressed by nanomedicine. The ability of imaging drugs and micro-/nanoengineered drug carriers and of visualizing their interactions at the cellular interface in a label-free manner is crucial in providing the ability of tracking their cellular pathways and will help understand their biological impact, allowing thus to improve the therapeutic efficacy. We present a fast, label-free technique to achieve high-resolution imaging at the mid-infrared (MIR) spectrum that provides chemical information. Using our custom-made benchtop infrared microscope using a high-repetition-rate pulsed laser (80 MHz, 40 ps), we were able to acquire images with subwavelength resolution (0.8 × λ) at very high speeds. As a proof-of-concept, we embarked on the investigation of nanoengineered polyelectrolyte capsules (NPCs) containing the anticancer drug, docetaxel. These NPCs were synthesized using a layer-by-layer approach built upon a calcium carbonate (CaCO3) core, which was then removed away with ethylenediaminetetraacetic acid. The obtained MIR images show that NPCs are attached to the cell membrane, which is a good step toward an efficient drug delivery. This has been confirmed by both three-dimensional confocal fluorescence and stimulated emission depletion microscopy. Coupled with additional instrumentation and data processing advancements, this setup is capable of video-rate imaging speeds and will be significantly complementing current super-resolution microscopy techniques while providing an unperturbed view into living cells.
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Affiliation(s)
- Rabah Mouras
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
| | - Mohamed R. Noor
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
| | - Laura Pastorino
- Department
of Informatics, Bioengineering, Robotics and Systems Engineering, University of Genova, Via Opera Pia, 13, 16145 Genova, Italy
| | - Enrico Bagnoli
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
- Department
of Informatics, Bioengineering, Robotics and Systems Engineering, University of Genova, Via Opera Pia, 13, 16145 Genova, Italy
| | - Aladin Mani
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
| | - Edel Durack
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
| | - Alexei Antipov
- PlasmaChem
GmbH, Schwarzschildstr.
10, 12489 Berlin, Germany
| | - Francesca D’Autilia
- Nanophysics, Istituto Italiano di Tecnologia, Via Morego, 30, 16163 Genova, Italy
| | - Paolo Bianchini
- Nanophysics, Istituto Italiano di Tecnologia, Via Morego, 30, 16163 Genova, Italy
| | - Alberto Diaspro
- Nanophysics, Istituto Italiano di Tecnologia, Via Morego, 30, 16163 Genova, Italy
| | - Tewfik Soulimane
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
| | - Christophe Silien
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
| | - Carmelina Ruggiero
- Department
of Informatics, Bioengineering, Robotics and Systems Engineering, University of Genova, Via Opera Pia, 13, 16145 Genova, Italy
| | - Syed A. M. Tofail
- Department
of Physics, Bernal Institute and Department of Chemical Sciences,
Bernal Institute, University of Limerick, Castletroy, Limerick V94
T9PX, Ireland
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Bugter O, Spaander MCW, Bruno MJ, Baatenburg de Jong RJ, Amelink A, Robinson DJ. Optical detection of field cancerization in the buccal mucosa of patients with esophageal cancer. Clin Transl Gastroenterol 2018; 9:152. [PMID: 29712897 PMCID: PMC5928160 DOI: 10.1038/s41424-018-0023-6] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2017] [Revised: 02/28/2018] [Accepted: 03/12/2018] [Indexed: 11/17/2022] Open
Abstract
Introduction Esophageal cancer is an increasingly common type of neoplasm with a very poor prognosis. This prognosis could improve with more early tumor detection. We have previously shown that we can use an optical spectroscopy to detect field cancerization in the buccal mucosa of patients with laryngeal cancer. The aim of this prospective study was to investigate whether we could detect field cancerization of buccal mucosa of patients with esophageal squamous cell carcinoma (ESCC) and esophageal adenocarcinoma (EAC). Methods Optical measurements were performed in vivo using a novel optical technique: multidiameter single-fiber reflectance (MDSFR) spectroscopy. MDSFR spectra were acquired by a handheld probe incorporating three fiber diameters. Multiple absorption and scattering parameters that are related to the physiological and ultrastructural properties of the buccal mucosa were derived from these spectra. A linear discriminant analysis of the parameters was performed to create a combined biomarker σ to discriminate oncologic from non-oncologic patients. Results Twelve ESCC, 12 EAC, and 24 control patients were included in the study. The median value of our biomarker σ was significantly higher in patients with ESCC (2.07 [1.93–2.10]) than control patients (1.86 [1.73–1.95], p = 0.022). After cross-validation σ was able to identify ESCC patients with a sensitivity of 66.7% and a specificity of 70.8%. There were no significant differences between the EAC group and the control group. Conclusion Field cancerization in the buccal mucosa can be detected using optical spectroscopy in ESCC patients. This may be the first step towards non-invasive ESCC cancer screening.
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Affiliation(s)
- Oisín Bugter
- Erasmus MC Cancer Institute, 's-Gravendijkwal 230, Rotterdam, 3015 CE, The Netherlands. .,Department of Otorhinolaryngology and Head and Neck Surgery, Rotterdam, The Netherlands. .,Center for Optical Diagnostics and Therapy, Rotterdam, The Netherlands.
| | - Manon C W Spaander
- Erasmus MC Cancer Institute, 's-Gravendijkwal 230, Rotterdam, 3015 CE, The Netherlands.,Department of Gastroenterology and Hepatology, Rotterdam, The Netherlands
| | - Marco J Bruno
- Erasmus MC Cancer Institute, 's-Gravendijkwal 230, Rotterdam, 3015 CE, The Netherlands.,Department of Gastroenterology and Hepatology, Rotterdam, The Netherlands
| | - Robert J Baatenburg de Jong
- Erasmus MC Cancer Institute, 's-Gravendijkwal 230, Rotterdam, 3015 CE, The Netherlands.,Department of Otorhinolaryngology and Head and Neck Surgery, Rotterdam, The Netherlands
| | - Arjen Amelink
- Department of Optics, TNO, Stieltjesweg 1, Delft, 2628 CK, The Netherlands
| | - Dominic J Robinson
- Erasmus MC Cancer Institute, 's-Gravendijkwal 230, Rotterdam, 3015 CE, The Netherlands.,Department of Otorhinolaryngology and Head and Neck Surgery, Rotterdam, The Netherlands.,Center for Optical Diagnostics and Therapy, Rotterdam, The Netherlands
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27
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Baltussen EJM, Snaebjornsson P, de Koning SGB, Sterenborg HJCM, Aalbers AGJ, Kok N, Beets GL, Hendriks BHW, Kuhlmann KFD, Ruers TJM. Diffuse reflectance spectroscopy as a tool for real-time tissue assessment during colorectal cancer surgery. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-6. [PMID: 29076310 DOI: 10.1117/1.jbo.22.10.106014] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Accepted: 10/02/2017] [Indexed: 05/11/2023]
Abstract
Colorectal surgery is the standard treatment for patients with colorectal cancer. To overcome two of the main challenges, the circumferential resection margin and postoperative complications, real-time tissue assessment could be of great benefit during surgery. In this ex vivo study, diffuse reflectance spectroscopy (DRS) was used to differentiate tumor tissue from healthy surrounding tissues in patients with colorectal neoplasia. DRS spectra were obtained from tumor tissue, healthy colon, or rectal wall and fat tissue, for every patient. Data were randomly divided into training (80%) and test (20%) sets. After spectral band selection, the spectra were classified using a quadratic classifier and a linear support vector machine. Of the 38 included patients, 36 had colorectal cancer and 2 had an adenoma. When the classifiers were applied to the test set, colorectal cancer could be discriminated from healthy tissue with an overall accuracy of 0.95 (±0.03). This study demonstrates the possibility to separate colorectal cancer from healthy surrounding tissue by applying DRS. High classification accuracies were obtained both in homogeneous and inhomogeneous tissues. This is a fundamental step toward the development of a tool for real-time in vivo tissue assessment during colorectal surgery.
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Affiliation(s)
- Elisabeth J M Baltussen
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Petur Snaebjornsson
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Pathology, Amsterdam, The Netherlands
| | - Susan G Brouwer de Koning
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Henricus J C M Sterenborg
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
- Academic Medical Centre, Department of Biomedical Engineering and Physics, Amsterdam, The Netherlands
| | - Arend G J Aalbers
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Niels Kok
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Geerard L Beets
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Benno H W Hendriks
- Philips Research, Department of In-body Systems, Eindhoven, The Netherlands
- Delft University of Technology, Department of Biomechanical Engineering, Delft, The Netherlands
| | - Koert F D Kuhlmann
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Theo J M Ruers
- Antoni van Leeuwenhoek Hospital-The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
- Technical University Twente, MIRA Institute, Enschede, The Netherlands
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Wan QS, Wang T, Zhang KH. Biomedical optical spectroscopy for the early diagnosis of gastrointestinal neoplasms. Tumour Biol 2017; 39:1010428317717984. [PMID: 28671054 DOI: 10.1177/1010428317717984] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Gastrointestinal cancer is a leading contributor to cancer-related morbidity and mortality worldwide. Early diagnosis currently plays a key role in the prognosis of patients with gastrointestinal cancer. Despite the advances in endoscopy over the last decades, missing lesions, undersampling and incorrect sampling in biopsies, as well as invasion still result in a poor diagnostic rate of early gastrointestinal cancers. Accordingly, there is a pressing need to develop non-invasive methods for the early detection of gastrointestinal cancers. Biomedical optical spectroscopy, including infrared spectroscopy, Raman spectroscopy, diffuse scattering spectroscopy and autofluorescence, is capable of providing structural and chemical information about biological specimens with the advantages of non-destruction, non-invasion and reagent-free and waste-free analysis and has thus been widely investigated for the diagnosis of oesophageal, gastric and colorectal cancers. This review will introduce the advances of biomedical optical spectroscopy techniques, highlight their applications for the early detection of gastrointestinal cancers and discuss their limitations.
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Affiliation(s)
- Qin-Si Wan
- Department of Gastroenterology, Jiangxi Institute of Gastroenterology & Hepatology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Ting Wang
- Department of Gastroenterology, Jiangxi Institute of Gastroenterology & Hepatology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Kun-He Zhang
- Department of Gastroenterology, Jiangxi Institute of Gastroenterology & Hepatology, The First Affiliated Hospital of Nanchang University, Nanchang, China
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29
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Shaikh R, Prabitha VG, Dora TK, Chopra S, Maheshwari A, Deodhar K, Rekhi B, Sukumar N, Krishna CM, Subhash N. A comparative evaluation of diffuse reflectance and Raman spectroscopy in the detection of cervical cancer. JOURNAL OF BIOPHOTONICS 2017; 10:242-252. [PMID: 26929106 DOI: 10.1002/jbio.201500248] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Revised: 01/13/2016] [Accepted: 01/25/2016] [Indexed: 05/09/2023]
Abstract
Optical spectroscopic techniques show improved diagnostic accuracy for non-invasive detection of cervical cancers. In this study, sensitivity and specificity of two in vivo modalities, i.e diffuse reflectance spectroscopy (DRS) and Raman spectroscopy (RS), were compared by utilizing spectra recorded from the same sites (67 tumor (T), 22 normal cervix (C), and 57 normal vagina (V)). Data was analysed using principal component - linear discriminant analysis (PC-LDA), and validated using leave-one-out-cross-validation (LOOCV). Sensitivity, specificity, positive predictive value and negative predictive value for classification between normal (N) and tumor (T) sites were 91%, 96%, 95% and 93%, respectively for RS and 85%, 95%, 93% and 88%, respectively for DRS. Even though DRS revealed slightly lower diagnostic accuracies, owing to its lower cost and portability, it was found to be more suited for cervical cancer screening in low resource settings. On the other hand, RS based devices could be ideal for screening patients with centralised facilities in developing countries.
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Affiliation(s)
- Rubina Shaikh
- Chilakapati Laboratory, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Vasumathi G Prabitha
- Biophotonics Laboratory, National Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India
| | - Tapas Kumar Dora
- Tata Memorial Center, Radiation Oncology, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Supriya Chopra
- Tata Memorial Center, Radiation Oncology, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Amita Maheshwari
- Tata Memorial Hospital, Gynecology Oncology, Parel, Mumbai, 400012, India
| | - Kedar Deodhar
- Tata Memorial Hospital, Surgical Pathology, Cytopathology, Parel, Mumbai, 400012, India
| | - Bharat Rekhi
- Tata Memorial Hospital, Surgical Pathology, Cytopathology, Parel, Mumbai, 400012, India
| | - Nita Sukumar
- Biophotonics Laboratory, National Centre for Earth Science Studies, Akkulam, Thiruvananthapuram, 695 031, Kerala, India
| | - C Murali Krishna
- Chilakapati Laboratory, ACTREC, Kharghar, Navi Mumbai, 410210, India
| | - Narayanan Subhash
- Sascan Meditech Pvt Ltd, Centre for Innovation in Medical Electronics, BMS College of Engineering, Basavanagudi, Bangalore, 560019, India
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30
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Autofluorescence Imaging and Spectroscopy of Human Lung Cancer. APPLIED SCIENCES-BASEL 2016. [DOI: 10.3390/app7010032] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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31
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Ghasemi F, Parvin P, Hosseini Motlagh NS, Amjadi A, Abachi S. Laser induced breakdown spectroscopy and acoustic response techniques to discriminate healthy and cancerous breast tissues. APPLIED OPTICS 2016; 55:8227-8235. [PMID: 27828067 DOI: 10.1364/ao.55.008227] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Laser induced breakdown spectroscopy and subsequent acoustic response during microplasma formation are employed to identify cancerous human breast tissues. The characteristic optical emissions identify Ca, Na, and Mg rich species in cancerous tissues compared to those of healthy ones. Furthermore, we show that the characteristic parameters of the microplasma, generated on the unhealthy tissues, are elevated. We report higher decibel audio signals emanating from laser induced microplasma and a subsequent audio blueshift for malignant tissues. The higher abundance of trace elements in cancerous tissues as well as higher plasma temperature and electron density in laser induced microplasma (leading to a stronger shockwave) intensify the acoustic signals.
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32
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Tanis E, Evers DJ, Spliethoff JW, Pully VV, Kuhlmann K, van Coevorden F, Hendriks BHW, Sanders J, Prevoo W, Ruers TJM. In vivo tumor identification of colorectal liver metastases with diffuse reflectance and fluorescence spectroscopy. Lasers Surg Med 2016; 48:820-827. [PMID: 27605447 DOI: 10.1002/lsm.22581] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/15/2016] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND OBJECTIVE Over the last decade, an increasing effort has been put towards the implementation of optical guidance techniques to aid surgeons during cancer surgery. Diffuse reflectance spectroscopy (DRS) and fluorescence spectroscopy (FS) are two of these new techniques. The objective of this study is to investigate whether in vivo optical spectroscopy is able to accurately discriminate colorectal liver metastases (CRLM) from normal liver tissue in vivo. MATERIALS AND METHODS DRS and FS were incorporated at the tip of a needle and were used for in vivo tissue differentiation during resection of CRLM. Measurements were taken in and around the tumor lesions and measurement sites were marked and correlated to histology (i.e., normal liver tissue or tumor tissue). Patients with and without neoadjuvant systemic chemotherapy were included into the study. RESULTS Four hundred and eighty-four measurements were taken in and near 19 liver lesions prior to resection. Overall sensitivity and specificity for DRS was 95% and 92%, respectively. Bile was the most discriminative parameter. The addition of FS did not improve the overall accuracy. Sensitivity and specificity was not hampered by neo-adjuvant chemotherapy; sensitivity and specificity after neo-adjuvant chemotherapy were 92% and 100%, respectively. CONCLUSION We have successfully integrated spectroscopy technology into a disposable 15 Gauge optical needle and we have shown that DRS and FS can accurately discriminate CRLM from normal liver tissue in the in vivo setting regardless of whether the patient was pre-treated with systemic therapy. This technique makes in vivo guidance accessible for common surgical practice. Lasers Surg. Med. 48:820-827, 2016. © 2016 Wiley Periodicals, Inc.
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Affiliation(s)
- Erik Tanis
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
| | - Danny J Evers
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Jarich W Spliethoff
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Vishnu V Pully
- In-Body Systems, Philips Research, Eindhoven, The Netherlands
| | - Koert Kuhlmann
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Frits van Coevorden
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Benno H W Hendriks
- In-Body Systems, Philips Research, Eindhoven, The Netherlands.,Delft University of Technology, Delft, The Netherlands
| | - Joyce Sanders
- Department of Pathology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Warner Prevoo
- Department of Radiology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - Theo J M Ruers
- Department of Surgery, The Netherlands Cancer Institute, Amsterdam, The Netherlands.,MIRA Institute, University of Twente, Enschede, The Netherlands
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Ultra-portable, wireless smartphone spectrometer for rapid, non-destructive testing of fruit ripeness. Sci Rep 2016; 6:32504. [PMID: 27606927 PMCID: PMC5015488 DOI: 10.1038/srep32504] [Citation(s) in RCA: 112] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2016] [Accepted: 08/10/2016] [Indexed: 12/12/2022] Open
Abstract
We demonstrate a smartphone based spectrometer design that is standalone and supported on a wireless platform. The device is inherently low-cost and the power consumption is minimal making it portable to carry out a range of studies in the field. All essential components of the device like the light source, spectrometer, filters, microcontroller and wireless circuits have been assembled in a housing of dimensions 88 mm × 37 mm × 22 mm and the entire device weighs 48 g. The resolution of the spectrometer is 15 nm, delivering accurate and repeatable measurements. The device has a dedicated app interface on the smartphone to communicate, receive, plot and analyze spectral data. The performance of the smartphone spectrometer is comparable to existing bench-top spectrometers in terms of stability and wavelength resolution. Validations of the device were carried out by demonstrating non-destructive ripeness testing in fruit samples. Ultra-Violet (UV) fluorescence from Chlorophyll present in the skin was measured across various apple varieties during the ripening process and correlated with destructive firmness tests. A satisfactory agreement was observed between ripeness and fluorescence signals. This demonstration is a step towards possible consumer, bio-sensing and diagnostic applications that can be carried out in a rapid manner.
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Kholodtsova MN, Daul C, Loschenov VB, Blondel WCPM. Spatially and spectrally resolved particle swarm optimization for precise optical property estimation using diffuse-reflectance spectroscopy. OPTICS EXPRESS 2016; 24:12682-12700. [PMID: 27410289 DOI: 10.1364/oe.24.012682] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
This paper presents a new approach to estimate optical properties (absorption and scattering coefficients µa and µs) of biological tissues from spatially-resolved spectroscopy measurements. A Particle Swarm Optimization (PSO)-based algorithm was implemented and firstly modified to deal with spatial and spectral resolutions of the data, and to solve the corresponding inverse problem. Secondly, the optimization was improved by fitting exponential decays to the two best points among all clusters of the "particles" randomly distributed all over the parameter space (µs, µa) of possible solutions. The consequent acceleration of all the groups of particles to the "best" curve leads to significant error decrease in the optical property estimation. The study analyzes the estimated optical property error as a function of the various PSO parameter combinations, and several performance criteria such as the cost-function error and the number of iterations in the algorithms proposed. The final one led to error values between ground truth and estimated values of µs and µa less than 6%.
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35
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Kaur E, Sahu A, Hole AR, Rajendra J, Chaubal R, Gardi N, Dutt A, Moiyadi A, Krishna CM, Dutt S. Unique spectral markers discern recurrent Glioblastoma cells from heterogeneous parent population. Sci Rep 2016; 6:26538. [PMID: 27221528 PMCID: PMC4879554 DOI: 10.1038/srep26538] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2015] [Accepted: 05/04/2016] [Indexed: 02/08/2023] Open
Abstract
An inability to discern resistant cells from bulk tumour cell population contributes to poor prognosis in Glioblastoma. Here, we compared parent and recurrent cells generated from patient derived primary cultures and cell lines to identify their unique molecular hallmarks. Although morphologically similar, parent and recurrent cells from different samples showed variable biological properties like proliferation and radiation resistance. However, total RNA-sequencing revealed transcriptional landscape unique to parent and recurrent populations. These data suggest that global molecular differences but not individual biological phenotype could differentiate parent and recurrent cells. We demonstrate that Raman Spectroscopy a label-free, non-invasive technique, yields global information about biochemical milieu of recurrent and parent cells thus, classifying them into distinct clusters based on Principal-Component-Analysis and Principal-Component-Linear-Discriminant-Analysis. Additionally, higher lipid related spectral peaks were observed in recurrent population. Importantly, Raman spectroscopic analysis could further classify an independent set of naïve primary glioblastoma tumour tissues into non-responder and responder groups. Interestingly, spectral features from the non-responder patient samples show a considerable overlap with the in-vitro generated recurrent cells suggesting their similar biological behaviour. This feasibility study necessitates analysis of a larger cohort of naïve primary glioblastoma samples to fully envisage clinical utility of Raman spectroscopy in predicting therapeutic response.
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Affiliation(s)
- Ekjot Kaur
- Shilpee Dutt Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Aditi Sahu
- Chilakapati Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Arti R. Hole
- Chilakapati Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Jacinth Rajendra
- Shilpee Dutt Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Rohan Chaubal
- Integrated Cancer Genomics Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Nilesh Gardi
- Integrated Cancer Genomics Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Amit Dutt
- Integrated Cancer Genomics Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Aliasgar Moiyadi
- Department of Neurosurgery, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - C. Murali Krishna
- Chilakapati Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
| | - Shilpee Dutt
- Shilpee Dutt Laboratory, Tata Memorial Centre, Advanced Centre for Treatment, Research and Education in Cancer (ACTREC), Kharghar, Navi Mumbai 410210, India
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36
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Zheng C, Shao W, Paidi SK, Han B, Fu T, Wu D, Bi L, Xu W, Fan Z, Barman I. Pursuing shell-isolated nanoparticle-enhanced Raman spectroscopy (SHINERS) for concomitant detection of breast lesions and microcalcifications. NANOSCALE 2015; 7:16960-8. [PMID: 26415633 DOI: 10.1039/c5nr05319f] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/14/2023]
Abstract
Although tissue staining followed by morphologic identification remains the gold standard for diagnosis of most cancers, such determinations relying solely on morphology are often hampered by inter- and intra-observer variability. Vibrational spectroscopic techniques, in contrast, offer objective markers for diagnoses and can afford disease detection prior to alterations in cellular and extracellular architecture by furnishing a rapid "omics"-like view of the biochemical status of the probed specimen. Here, we report a classification approach to concomitantly detect microcalcification status and local pathological state in breast tissue, featuring a combination of vibrational spectroscopy that focuses on the tumor and its microenvironment, and multivariate data analysis of spectral markers reflecting molecular expression. We employ the unprecedented sensitivity and exquisite molecular specificity offered by Au@SiO2 shell-isolated nanoparticle-enhanced Raman spectroscopy (SHINERS) to probe the presence of calcified deposits and distinguish between normal breast tissues, fibroadenoma, atypical ductal hyperplasia, ductal carcinoma in situ (DCIS), and invasive ductal carcinoma (IDC). By correlating the spectra with the corresponding histologic assessment, we developed partial least squares-discriminant analysis derived decision algorithm that provides excellent diagnostic power in the fresh frozen sections (overall accuracy of 99.4% and 93.6% using SHINs for breast lesions with and without microcalcifications, respectively). The performance of this decision algorithm is competitive with or supersedes that of analogous algorithms employing spontaneous Raman spectroscopy while enabling facile detection due to the considerably higher intensity of SHINERS. Our results pave the way for rapid tissue spectral pathology measurements using SHINERS that can offer a novel stain-free route to accurate and economical diagnoses without human interpretation.
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Affiliation(s)
- Chao Zheng
- Department of Breast Surgery, The First Hospital of Jilin University, Changchun 130021, China.
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Kumar P, Bhattacharjee T, Ingle A, Maru G, Krishna CM. Raman Spectroscopy of Experimental Oral Carcinogenesis: Study on Sequential Cancer Progression in Hamster Buccal Pouch Model. Technol Cancer Res Treat 2015; 15:NP60-72. [PMID: 26272064 DOI: 10.1177/1533034615598622] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2015] [Accepted: 07/01/2015] [Indexed: 01/06/2023] Open
Abstract
Oral cancers suffer from poor 5-year survival rates, owing to late detection of the disease. Current diagnostic/screening tools need to be upgraded in view of disadvantages like invasiveness, tedious sample preparation, long output times, and interobserver variances. Raman spectroscopy has been shown to identify many disease conditions, including oral cancers, from healthy conditions. Further studies in exploring sequential changes in oral carcinogenesis are warranted. In this Raman spectroscopy study, sequential progression in experimental oral carcinogenesis in Hamster buccal pouch model was investigated using 3 approaches-ex vivo, in vivo sequential, and in vivo follow-up. In all these studies, spectral changes show lipid dominance in early stages while later stages and tumors showed increased protein to lipid ratio and nucleic acids. On similar lines, early weeks of 7,12-dimethylbenz(a)anthracene-treated and control groups showed higher overlap and low classification. The classification efficiency increased progressively, reached a plateau phase and subsequently increased up to 100% by 14 weeks. The misclassifications between treated and control spectra suggested some changes in controls as well, which was confirmed by a careful reexamination of histopathological slides. These findings suggests Raman spectroscopy may be able to identify microheterogeneity, which may often go unnoticed in conventional biochemistry wherein tissue extracts are employed, as well as in histopathology. In vivo findings, quite comparable to gold-standard supported ex vivo findings, give further proof of Raman spectroscopy being a promising label-free, noninvasive diagnostic adjunct for future clinical applications.
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Affiliation(s)
- Piyush Kumar
- Advanced Centre for Treatment, Research and Education in Cancer, Tata Memorial Centre, Navi Mumbai, India
| | - Tanmoy Bhattacharjee
- Advanced Centre for Treatment, Research and Education in Cancer, Tata Memorial Centre, Navi Mumbai, India
| | - Arvind Ingle
- Advanced Centre for Treatment, Research and Education in Cancer, Tata Memorial Centre, Navi Mumbai, India
| | - Girish Maru
- Advanced Centre for Treatment, Research and Education in Cancer, Tata Memorial Centre, Navi Mumbai, India
| | - C Murali Krishna
- Advanced Centre for Treatment, Research and Education in Cancer, Tata Memorial Centre, Navi Mumbai, India
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Carvalho LFC, Bonnier F, O'Callaghan K, O'Sullivan J, Flint S, Byrne HJ, Lyng FM. Raman micro-spectroscopy for rapid screening of oral squamous cell carcinoma. Exp Mol Pathol 2015; 98:502-9. [DOI: 10.1016/j.yexmp.2015.03.027] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2014] [Revised: 03/12/2015] [Accepted: 03/18/2015] [Indexed: 02/07/2023]
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Zhou Y, Fu X, Ying Y, Fang Z. An integrated fiber-optic probe combined with support vector regression for fast estimation of optical properties of turbid media. Anal Chim Acta 2015; 880:122-9. [DOI: 10.1016/j.aca.2015.04.048] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2015] [Revised: 04/03/2015] [Accepted: 04/23/2015] [Indexed: 10/23/2022]
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Werahera PN, Jasion EA, Crawford ED, La Rosa FG, Lucia MS, van Bokhoven A, Sullivan HT, Port JD, Maroni PD, Daily JW. Systematic diagnosis of prostate cancer using an optical biopsy needle adjunct with fluorescence spectroscopy. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2015; 2014:2165-8. [PMID: 25570414 DOI: 10.1109/embc.2014.6944046] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Transrectal ultrasound guided prostate biopsies often fail to diagnose prostate cancer with 90% of cores reported as benign. Thus, it is desirable to target prostate cancer lesions while reducing the sampling of benign tissue. The concentrations of natural fluorophores in prostate tissue fluctuate with disease states. Hence, fluorescence spectroscopy could be used to quantify these fluctuations to identify prostate cancer. An optical biopsy needle with a light sensitive optical probe at the tip of the inner needle was developed to take prostate biopsies after measuring tissue fluorescence with a laboratory fluorometer. The optical probe consists of eight 100 μm fibers for tissue excitation and a single 200 μm fiber to capture fluorescence spectra. Random biopsy cores were taken from 20 surgically excised prostates after measuring fluorescence spectra of tissue between 295-550nm for several excitations between 280-350nm. Each biopsy core was histopathologically classified and correlated with corresponding spectra. Prostate biopsies were grouped into benign or malignant based on the histological findings. Out of 187 biopsy cores, 109 were benign and 78 were malignant. Partial least square analysis of tissue spectra was performed to identify diagnostically significant principal components as potential classifiers. A linear support vector machine and leave-one-out cross validation method was employed for tissue classification. Study results show 86% sensitivity, 87% specificity, 90% negative predictive value, and 83% positive predictive value for benign versus malignant prostate tissue classification. This study demonstrates potential clinical applications of fluorescence spectroscopy guided optical biopsy needle for prostate cancer diagnosis with the consequent improvement of patient care.
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Bhattacharjee T, Khan A, Maru G, Ingle A, Krishna CM. A preliminary Raman spectroscopic study of urine: diagnosis of breast cancer in animal models. Analyst 2015; 140:456-66. [DOI: 10.1039/c4an01703j] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Analysis of urine by Raman spectroscopy (RS) as an alternative screening and diagnostic tool for breast cancer..
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Affiliation(s)
- T. Bhattacharjee
- Chilakapati Lab
- Advanced Center for Treatment Research and Education in Cancer (ACTREC)
- Tata Memorial Center (TMC)
- Navi-Mumbai
- India
| | - A. Khan
- Chilakapati Lab
- Advanced Center for Treatment Research and Education in Cancer (ACTREC)
- Tata Memorial Center (TMC)
- Navi-Mumbai
- India
| | - G. Maru
- Maru Lab
- ACTREC
- Navi-Mumbai
- India
| | - A. Ingle
- Laboratory Animal Facility
- ACTREC
- Navi-Mumbai
- India
| | - C. Murali Krishna
- Chilakapati Lab
- Advanced Center for Treatment Research and Education in Cancer (ACTREC)
- Tata Memorial Center (TMC)
- Navi-Mumbai
- India
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42
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Advances in imaging probes and optical microendoscopic imaging techniques for early in vivo cancer assessment. Adv Drug Deliv Rev 2014; 74:53-74. [PMID: 24120351 DOI: 10.1016/j.addr.2013.09.012] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2013] [Revised: 09/18/2013] [Accepted: 09/27/2013] [Indexed: 12/12/2022]
Abstract
A new chapter in the history of medical diagnosis happened when the first X-ray technology was invented in the late 1800s. Since then, many non-invasive and minimally invasive imaging techniques have been invented for clinical diagnosis to research in cellular biology, drug discovery, and disease monitoring. These imaging modalities have leveraged the benefits of significant advances in computer, electronics, and information technology and, more recently, targeted molecular imaging. The development of targeted contrast agents such as fluorescent and nanoparticle probes coupled with optical imaging techniques has made it possible to selectively view specific biological events and processes in both in vivo and ex vivo systems with great sensitivity and selectivity. Thus, the combination of targeted molecular imaging probes and optical imaging techniques have become a mainstay in modern medicinal and biological research. Many promising results have demonstrated great potentials to translate to clinical applications. In this review, we describe a discussion of employing imaging probes and optical microendoscopic imaging techniques for cancer diagnosis.
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The use of Au@SiO2 shell-isolated nanoparticle-enhanced Raman spectroscopy for human breast cancer detection. Anal Bioanal Chem 2014; 406:5425-32. [PMID: 24958347 DOI: 10.1007/s00216-014-7967-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2014] [Revised: 05/26/2014] [Accepted: 06/11/2014] [Indexed: 01/08/2023]
Abstract
This study uses the powerful fingerprint features of Raman spectroscopy to distinguish different types of breast tissues including normal breast tissues (NB), fibroadenoma (FD), atypical ductal hyperplasia (ADH), ductal carcinoma in situ (DCIS), and invasive ductal carcinoma (IDC). Thin frozen tissue sections of fresh breast tissues were measured by Raman spectroscopy. Due to the inherent low sensitivity of Raman spectra, Au@SiO2 shell-isolated nanoparticle-enhanced Raman spectroscopy (SHINERS) technique was utilized to provide supplementary and more informative spectral features. A total of 619 Raman spectra were acquired and compared to 654 SHINERS spectra. The maximum enhancement effect of distinct and specific bands was characterized for different tissue types. When applying the new criteria, excellent separation of FD, DCIS, and IDC was obtained for all tissue types. Most importantly, we were able to distinguish ADH from DCIS. Although only a preliminary distinction was characterized between ADH and NB, the results provided a good foundation of criteria to further discriminate ADH from NB and shed more light toward a better understanding of the mechanism of ADH formation. This is the first report to detect the premalignant (ADH and DCIS) breast tissue frozen sections and also the first report exploiting SHINERS to detect and distinguish breast tissues. The results presented in this study show that SHINERS can be applied to accurately and efficiently identify breast lesions. Further, the spectra can be acquired in a minimally invasive procedure and analyzed rapidly facilitating early and accurate diagnosis in vivo/in situ.
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Yohan D, Kim A, Korpela E, Liu S, Niu C, Wilson BC, Chin LCL. Quantitative monitoring of radiation induced skin toxicities in nude mice using optical biomarkers measured from diffuse optical reflectance spectroscopy. BIOMEDICAL OPTICS EXPRESS 2014; 5:1309-20. [PMID: 24876997 PMCID: PMC4026905 DOI: 10.1364/boe.5.001309] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2013] [Revised: 12/15/2013] [Accepted: 12/15/2013] [Indexed: 05/08/2023]
Abstract
Monitoring the onset of erythema following external beam radiation therapy has the potential to offer a means of managing skin toxicities via biological targeted agents - prior to full progression. However, current skin toxicity scoring systems are subjective and provide at best a qualitative evaluation. Here, we investigate the potential of diffuse optical spectroscopy (DOS) to provide quantitative metrics for scoring skin toxicity. A DOS fiberoptic reflectance probe was used to collect white light spectra at two probing depths using two short fixed source-collector pairs with optical probing depths sensitive to the skin surface. The acquired spectra were fit to a diffusion theory model of light transport in tissue to extract optical biomarkers (hemoglobin concentration, oxygen saturation, scattering power and slope) from superficial skin layers of nude mice, which were subjected to erythema inducing doses of ionizing radiation. A statistically significant increase in oxygenated hemoglobin (p < 0.0016) was found in the skin post-irradiation - confirming previous reports. More interesting, we observed for the first time that the spectral scattering parameters, A (p = 0.026) and k (p = 0.011), were an indicator of erythema at day 6 and could potentially serve as an early detection optical biomarker of skin toxicity. Our data suggests that reflectance DOS may be employed to provide quantitative assessment of skin toxicities following curative doses of external beam radiation.
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Affiliation(s)
- Darren Yohan
- Department of Physics, Ryerson University, Ontario, Canada
- These authors contributed equally to this work
| | - Anthony Kim
- Department of Medical Physics, Odette Cancer Centre, Sunnybrook Health Sciences Centre Canada
- These authors contributed equally to this work
| | - Elina Korpela
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute / Campbell Family Institute for Cancer Research Canada
| | - Stanley Liu
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute / Campbell Family Institute for Cancer Research Canada
- Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada
| | - Carolyn Niu
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute / Campbell Family Institute for Cancer Research Canada
| | - Brian C Wilson
- Department of Medical Biophysics, University of Toronto and Ontario Cancer Institute / Campbell Family Institute for Cancer Research Canada
| | - Lee CL Chin
- Department of Physics, Ryerson University, Ontario, Canada
- Department of Medical Physics, Odette Cancer Centre, Sunnybrook Health Sciences Centre Canada
- Department of Radiation Oncology, University of Toronto, Toronto, ON, Canada
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Doronin A, Macdonald C, Meglinski I. Propagation of coherent polarized light in turbid highly scattering medium. JOURNAL OF BIOMEDICAL OPTICS 2014; 19:025005. [PMID: 24556700 DOI: 10.1117/1.jbo.19.2.025005] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2013] [Accepted: 01/24/2014] [Indexed: 05/18/2023]
Abstract
Within the framework of further development of unified Monte Carlo code for the needs of biomedical optics and biophotonics, we present an approach for modeling of coherent polarized light propagation in highly scattering turbid media, such as biological tissues. The temporal coherence of light, linear and circular polarization, interference, and the helicity flip of circularly polarized light due to reflection at the medium boundary and/or backscattering events are taken into account. To achieve higher accuracy in the results and to speed up the modeling, the implementation of the code utilizes parallel computing on NVIDIA graphics processing units using Compute Unified Device Architecture. The results of the simulation of coherent linearly and circularly polarized light are presented in comparison with the results of known theoretical studies and the results of alternative modelings.
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46
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Swiss bare mice: a suitable model for transcutaneous in vivo Raman spectroscopic studies of breast cancer. Lasers Med Sci 2013; 29:325-33. [DOI: 10.1007/s10103-013-1347-9] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2012] [Accepted: 05/08/2013] [Indexed: 12/31/2022]
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