1
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Zhang L, Bounds A, Girkin J. Using spatial frequency domain imaging to monitor a skin biopsy wound: a pilot study. BIOMEDICAL OPTICS EXPRESS 2024; 15:5872-5885. [PMID: 39421765 PMCID: PMC11482166 DOI: 10.1364/boe.536843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Revised: 08/28/2024] [Accepted: 09/07/2024] [Indexed: 10/19/2024]
Abstract
Surgical wound infection is a global postoperative issue adding a significant clinical burden and increasing healthcare costs. Early detection and subsequent diagnosis of infection is vital for accurate, early, and effective treatments. In this paper, we report a pilot study exploring spatial frequency domain imaging (SFDI) to monitor, in-vivo, a biopsy wound in human skin. The reduced scattering coefficient, μ s ' , absorption coefficient, μ a and the oxygen saturation, StO 2, were measured using a SFDI system at 617 and 850 nm. We found the μ s ' was better capable of monitoring structural changes, possible pus within the wound, re-epithelialization, and collagen fiber remodeling, than with the eye alone. The μ a map is capable of revealing the total hemoglobin distribution in the wound area but was limited in some regions due to the scab covering. This case study indicates SFDI's potential for monitoring and quantifying the process of surgical wound healing and infection.
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Affiliation(s)
- Lai Zhang
- Centre for Advanced Instrumentation, Department of Physics, Durham University, Durham DH1 3LE, United Kingdom
| | - Alistair Bounds
- Occuity Ltd, The Blade, Abbey Square, Reading RG1 3BE, United Kingdom
| | - John Girkin
- Centre for Advanced Instrumentation, Department of Physics, Durham University, Durham DH1 3LE, United Kingdom
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2
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Zhang L, Bounds A, Girkin J. Monte Carlo simulations and phantom modeling for spatial frequency domain imaging of surgical wound monitoring. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:126003. [PMID: 38098981 PMCID: PMC10720737 DOI: 10.1117/1.jbo.28.12.126003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2023] [Revised: 11/30/2023] [Accepted: 11/30/2023] [Indexed: 12/17/2023]
Abstract
Significance Postoperative surgical wound infection is a serious problem around the globe, including in countries with advanced healthcare systems, and a method for early detection of infection is urgently required. Aim We explore spatial frequency domain imaging (SFDI) for distinguishing changes in surgical wound healing based on the tissue scattering properties and surgical wound width measurements. Approach A comprehensive numerical method is developed by applying a three-dimensional Monte Carlo simulation to a vertical heterogeneous wound model. The Monte Carlo simulation results are validated using resin phantom imaging experiments. Results We report on the SFDI lateral resolution with varying reduced scattering value and wound width and discuss the partial volume effect at the sharp vertical boundaries present in a surgical incision. The detection sensitivity of this method is dependent on spatial frequency, wound reduced scattering coefficient, and wound width. Conclusions We provide guidelines for future SFDI instrument design and explanation for the expected error in SFDI measurements.
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Affiliation(s)
- Lai Zhang
- Durham University, Department of Physics, Centre for Advanced Instrumentation, Durham, United Kingdom
| | | | - John Girkin
- Durham University, Department of Physics, Centre for Advanced Instrumentation, Durham, United Kingdom
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3
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Advances in Medical Imaging for Wound Repair and Regenerative Medicine. Regen Med 2023. [DOI: 10.1007/978-981-19-6008-6_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
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4
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Song B, Yin X, Fan Y, Zhao Y. Quantitative spatial mapping of tissue water and lipid content using spatial frequency domain imaging in the 900- to 1000-nm wavelength region. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:JBO-220120GRR. [PMID: 36303279 PMCID: PMC9612091 DOI: 10.1117/1.jbo.27.10.105005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 10/06/2022] [Indexed: 06/16/2023]
Abstract
Significance Water and lipid are key participants of many biological processes, but there are few label-free, non-contact optical methods that can spatially map these components in-vivo. Shortwave infrared meso-patterned imaging (SWIR-MPI) is an emerging technique that successfully addresses this need. However, it requires a dedicated SWIR camera to probe the 900- to 1300-nm wavelength region, which hinders practical translation of the technology. Aim Compared with SWIR-MPI, we aim to develop a new technique that can dramatically reduce the cost in detector while maintaining high accuracy for the quantification of tissue water and lipid content. Approach By utilizing water and lipid absorption features in the 900- to 1000-nm wavelength region as well as optimal wavelength and spatial frequency combinations, we develop a new imaging technique based on spatial frequency domain imaging to quantitatively map tissue water and lipid content using a regular silicon-based camera. Results The proposed method is validated with a phantom study, which shows average error of 0.9 ± 1.2 % for water content estimation, and -0.4 ± 0.7 % for lipid content estimation, respectively. The proposed method is also demonstrated for ex vivo porcine tissue lipid mapping as well as in-vivo longitudinal water content monitoring. Conclusions The proposed technique enables spatial mapping of tissue water and lipid content with the cost in detector reduced by two orders of magnitude compared with SWIR-MPI while maintaining high accuracy. The experimental results highlight the potential of this technique for substantial impact in both scientific and industrial applications.
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Affiliation(s)
- Bowen Song
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| | - Xinman Yin
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| | - Yubo Fan
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| | - Yanyu Zhao
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
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5
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Lim D, Renteria ES, Sime DS, Ju YM, Kim JH, Criswell T, Shupe TD, Atala A, Marini FC, Gurcan MN, Soker S, Hunsberger J, Yoo JJ. Bioreactor design and validation for manufacturing strategies in tissue engineering. Biodes Manuf 2021; 5:43-63. [PMID: 35223131 PMCID: PMC8870603 DOI: 10.1007/s42242-021-00154-3] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
The fields of regenerative medicine and tissue engineering offer new therapeutic options to restore, maintain or improve tissue function following disease or injury. To maximize the biological function of a tissue-engineered clinical product, specific conditions must be maintained within a bioreactor to allow the maturation of the product in preparation for implantation. Specifically, the bioreactor should be designed to mimic the mechanical, electrochemical and biochemical environment that the product will be exposed to in vivo. Real-time monitoring of the functional capacity of tissue-engineered products during manufacturing is a critical component of the quality management process. The present review provides a brief overview of bioreactor engineering considerations. In addition, strategies for bioreactor automation, in-line product monitoring and quality assurance are discussed.
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Affiliation(s)
- Diana Lim
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Eric S. Renteria
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Drake S. Sime
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Young Min Ju
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Ji Hyun Kim
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Tracy Criswell
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Thomas D. Shupe
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Anthony Atala
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Frank C. Marini
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Metin N. Gurcan
- Center for Biomedical Informatics, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Shay Soker
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
| | - Joshua Hunsberger
- RegenMed Development Organization (ReMDO), Winston Salem, NC 27106, USA
| | - James J. Yoo
- Wake Forest Institute for Regenerative Medicine, Wake Forest School of Medicine, Winston-Salem, NC 27157, USA
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6
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Li S, Renick P, Senkowsky J, Nair A, Tang L. Diagnostics for Wound Infections. Adv Wound Care (New Rochelle) 2021; 10:317-327. [PMID: 32496977 DOI: 10.1089/wound.2019.1103] [Citation(s) in RCA: 57] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Significance: Infections can significantly delay the healing process in chronic wounds, placing an enormous economic burden on health care resources. Identification of infection biomarkers and imaging modalities to observe and quantify them has seen progress over the years. Recent Advances: Traditionally, clinicians determine the presence of infection through visual observation of wounds and confirm their diagnosis through wound culture. Many laboratory markers, including C-reactive protein, procalcitonin, presepsin, and bacterial protease activity, have been quantified to assist diagnosis of infection. Moreover, imaging modalities like plain radiography, computed tomography, magnetic resonance imaging, ultrasound imaging, spatial frequency domain imaging, thermography, autofluorescence imaging, and biosensors have emerged for real-time wound infection diagnosis and showed their unique advantages in deeper wound infection diagnosis. Critical Issues: While traditional diagnostic approaches provide valuable information, they are time-consuming and depend on clinicians' experiences. There is a need for noninvasive wound infection diagnostics that are highly specific, rapid, and accurate, and do not require extensive training. Future Directions: While innovative diagnostics utilizing various imaging instrumentation are being developed, new biomarkers have been investigated as potential indicators for wound infection. Products may be developed to either qualitatively or quantitatively measure these biomarkers. This review summarizes and compares all available diagnostics for wound infection, including those currently used in clinics and still under development. This review could serve as a valuable resource for clinicians treating wound infections as well as patients and wound care providers who would like to be informed of the recent developments.
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Affiliation(s)
- Shuxin Li
- Department of Bioengineering, The University of Texas at Arlington, Arlington, Texas, USA
| | - Paul Renick
- Department of Bioengineering, The University of Texas at Arlington, Arlington, Texas, USA
| | - Jon Senkowsky
- Texas Health Physician's Group, Arlington, Texas, USA
| | | | - Liping Tang
- Department of Bioengineering, The University of Texas at Arlington, Arlington, Texas, USA
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7
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Abstract
Wound care is a multidisciplinary field with significant economic burden to our healthcare system. Not only does wound care cost the US healthcare system $20 billion annually, but wounds also remarkably impact the quality of life of patients; wounds pose significant risk of mortality, as the five-year mortality rate for diabetic foot ulcers (DFUs) and ischemic ulcers is notably higher compared to commonly encountered cancers such as breast and prostate. Although it is important to measure how wounds may or may not be improving over time, the only relative "marker" for this is wound area measurement-area measurements can help providers determine if a wound is on a healing or non-healing trajectory. Because wound area measurements are currently the only readily available "gold standard" for predicting healing outcomes, there is a pressing need to understand how other relative biomarkers may play a role in wound healing. Currently, wound care centers across the nation employ various techniques to obtain wound area measurements; length and width of a wound can be measured with a ruler, but this carries a high amount of inter- and intrapersonal error as well as uncertainty. Acetate tracings could be used to limit the amount of error but do not account for depth, thereby making them inaccurate. Here, we discuss current imaging modalities and how they can serve to accurately measure wound size and serve as useful adjuncts in wound assessment. Moreover, new imaging modalities are also discussed and how up-and-coming technologies can provide important information on "biomarkers" for wound healing.
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8
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Spatial-Frequency Domain Imaging: An Emerging Depth-Varying and Wide-Field Technique for Optical Property Measurement of Biological Tissues. PHOTONICS 2021. [DOI: 10.3390/photonics8050162] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Measurement of optical properties is critical for understanding light-tissue interaction, properly interpreting measurement data, and gaining better knowledge of tissue physicochemical properties. However, conventional optical measuring techniques are limited in point measurement, which partly hinders the applications on characterizing spatial distribution and inhomogeneity of optical properties of biological tissues. Spatial-frequency domain imaging (SFDI), as an emerging non-contact, depth-varying and wide-field optical imaging technique, is capable of measuring the optical properties in a wide field-of-view on a pixel-by-pixel basis. This review first describes the typical SFDI system and the principle for estimating optical properties using the SFDI technique. Then, the applications of SFDI in the fields of biomedicine, as well as food and agriculture, are reviewed, including burn assessment, skin tissue evaluation, tumor tissue detection, brain tissue monitoring, and quality evaluation of agro-products. Finally, a discussion on the challenges and future perspectives of SFDI for optical property estimation is presented.
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9
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Applegate MB, Spink SS, Roblyer D. Dual-DMD hyperspectral spatial frequency domain imaging (SFDI) using dispersed broadband illumination with a demonstration of blood stain spectral monitoring. BIOMEDICAL OPTICS EXPRESS 2021; 12:676-688. [PMID: 33520393 PMCID: PMC7818964 DOI: 10.1364/boe.411976] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Revised: 12/17/2020] [Accepted: 12/17/2020] [Indexed: 06/12/2023]
Abstract
Spatial frequency domain imaging (SFDI) is a widefield diffuse optical measurement technique capable of generating 2D maps of sub-surface absorption and scattering in biological tissue. We developed a new hyperspectral SFDI instrument capable of collecting images at wavelengths from the visible to the near infrared. The system utilizes a custom-built monochromator with a digital micromirror device (DMD) that can dynamically select illumination wavelength bands from a broadband quartz tungsten halogen lamp, and a second DMD to provide spatially modulated sample illumination. The system is capable of imaging 10 wavelength bands in approximately 25 seconds. The spectral resolution can be varied from 12 to 30 nm by tuning the input slit width and the output DMD column width. We compared the optical property extraction accuracy between the new device and a commercial SFDI system and found an average error of 23% in absorption and 6% in scattering. The system was highly stable, with less than 5% variation in absorption and less than 0.2% variation in scattering across all wavelengths over two hours. The system was used to monitor hyperspectral changes in the optical absorption and reduced scattering spectra of blood exposed to air over 24 hours. This served as a general demonstration of the utility of this system, and points to a potential application for blood stain age estimation. We noted significant changes in both absorption and reduced scattering spectra over multiple discrete stages of aging. To our knowledge, these are the first measurement of changes in scattering of blood stains. This hyperspectral SFDI system holds promise for a multitude of applications in quantitative tissue and diffuse sample imaging.
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Affiliation(s)
- Matthew B. Applegate
- Boston University, Dept. of Biomedical Engineering, Boston, MA 02215, USA
- Authors contributed equally to this work
| | - Samuel S. Spink
- Boston University, Dept. of Biomedical Engineering, Boston, MA 02215, USA
- Authors contributed equally to this work
| | - Darren Roblyer
- Boston University, Dept. of Biomedical Engineering, Boston, MA 02215, USA
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10
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Applegate MB, Karrobi K, Angelo Jr. JP, Austin W, Tabassum SM, Aguénounon E, Tilbury K, Saager RB, Gioux S, Roblyer D. OpenSFDI: an open-source guide for constructing a spatial frequency domain imaging system. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:1-13. [PMID: 31925946 PMCID: PMC7008504 DOI: 10.1117/1.jbo.25.1.016002] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 12/12/2019] [Indexed: 05/09/2023]
Abstract
Significance: Spatial frequency domain imaging (SFDI) is a diffuse optical measurement technique that can quantify tissue optical absorption (μa) and reduced scattering (<inline-formula>μs'</inline-formula>) on a pixel-by-pixel basis. Measurements of μa at different wavelengths enable the extraction of molar concentrations of tissue chromophores over a wide field, providing a noncontact and label-free means to assess tissue viability, oxygenation, microarchitecture, and molecular content. We present here openSFDI: an open-source guide for building a low-cost, small-footprint, three-wavelength SFDI system capable of quantifying μa and <inline-formula>μs'</inline-formula> as well as oxyhemoglobin and deoxyhemoglobin concentrations in biological tissue. The companion website provides a complete parts list along with detailed instructions for assembling the openSFDI system.<p> Aim: We describe the design of openSFDI and report on the accuracy and precision of optical property extractions for three different systems fabricated according to the instructions on the openSFDI website.</p> <p> Approach: Accuracy was assessed by measuring nine tissue-simulating optical phantoms with a physiologically relevant range of μa and <inline-formula>μs'</inline-formula> with the openSFDI systems and a commercial SFDI device. Precision was assessed by repeatedly measuring the same phantom over 1 h.</p> <p> Results: The openSFDI systems had an error of 0 ± 6 % in μa and -2 ± 3 % in <inline-formula>μs'</inline-formula>, compared to a commercial SFDI system. Bland-Altman analysis revealed the limits of agreement between the two systems to be ± 0.004 mm - 1 for μa and -0.06 to 0.1 mm - 1 for <inline-formula>μs'</inline-formula>. The openSFDI system had low drift with an average standard deviation of 0.0007 mm - 1 and 0.05 mm - 1 in μa and <inline-formula>μs'</inline-formula>, respectively.</p>,<p> Conclusion: The openSFDI provides a customizable hardware platform for research groups seeking to utilize SFDI for quantitative diffuse optical imaging.</p>
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Affiliation(s)
- Matthew B. Applegate
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Kavon Karrobi
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | | | - Wyatt Austin
- University of Maine, Department of Chemical and Biomedical Engineering, Orono, Maine, United States
| | - Syeda M. Tabassum
- Boston University, Department of Electrical and Computer Engineering, Boston, Massachusetts, United States
| | | | - Karissa Tilbury
- University of Maine, Department of Chemical and Biomedical Engineering, Orono, Maine, United States
| | - Rolf B. Saager
- Linköping University, Department of Biomedical Engineering, Linköping Sweden
| | - Sylvain Gioux
- University of Strasbourg, ICube Laboratory, Strasbourg, France
| | - Darren Roblyer
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
- Address all correspondence to Darren Roblyer, E-mail:
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11
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Kennedy GT, Stone R, Kowalczewski AC, Rowland R, Chen JH, Baldado ML, Ponticorvo A, Bernal N, Christy RJ, Durkin AJ. Spatial frequency domain imaging: a quantitative, noninvasive tool for in vivo monitoring of burn wound and skin graft healing. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-9. [PMID: 31313538 PMCID: PMC6630099 DOI: 10.1117/1.jbo.24.7.071615] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Accepted: 06/27/2019] [Indexed: 05/12/2023]
Abstract
There is a need for noninvasive, quantitative methods to characterize wound healing in the context of longitudinal investigations related to regenerative medicine. Such tools have the potential to inform the assessment of wound status and healing progression and aid the development of new treatments. We employed spatial frequency domain imaging (SFDI) to characterize the changes in optical properties of tissue during wound healing progression in a porcine model of split-thickness skin grafts and also in a model of burn wound healing with no graft intervention. Changes in the reduced scattering coefficient measured using SFDI correlated with structural changes reported by histology of biopsies taken concurrently. SFDI was able to measure spatial inhomogeneity in the wounds and predicted heterogeneous healing. In addition, we were able to visualize differences in healing rate, depending on whether a wound was debrided and grafted, versus not debrided and left to heal without intervention apart from topical burn wound care. Changes in the concentration of oxy- and deoxyhemoglobin were also quantified, giving insight into hemodynamic changes during healing.
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Affiliation(s)
- Gordon T. Kennedy
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Randolph Stone
- Combat Trauma and Burn Injury Research, United States Army Institute of Surgical Research, JBSA Fort Sam Houston, Texas, United States
| | - Andrew C. Kowalczewski
- Combat Trauma and Burn Injury Research, United States Army Institute of Surgical Research, JBSA Fort Sam Houston, Texas, United States
| | - Rebecca Rowland
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Jeffrey H. Chen
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Melissa L. Baldado
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Adrien Ponticorvo
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Nicole Bernal
- UC Irvine Regional Burn Center, Department of Surgery, Orange, California, United States
| | - Robert J. Christy
- Combat Trauma and Burn Injury Research, United States Army Institute of Surgical Research, JBSA Fort Sam Houston, Texas, United States
| | - Anthony J. Durkin
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
- University of California, Department of Biomedical Engineering, Irvine, California, United States
- Address all correspondence to Anthony J. Durkin, E-mail:
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12
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Gioux S, Mazhar A, Cuccia DJ. Spatial frequency domain imaging in 2019: principles, applications, and perspectives. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-18. [PMID: 31222987 PMCID: PMC6995958 DOI: 10.1117/1.jbo.24.7.071613] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2019] [Accepted: 05/09/2019] [Indexed: 05/20/2023]
Abstract
Spatial frequency domain imaging (SFDI) has witnessed very rapid growth over the last decade, owing to its unique capabilities for imaging optical properties and chromophores over a large field-of-view and in a rapid manner. We provide a comprehensive review of the principles of this imaging method as of 2019, review the modeling of light propagation in this domain, describe acquisition methods, provide an understanding of the various implementations and their practical limitations, and finally review applications that have been published in the literature. Importantly, we also introduce a group effort by several key actors in the field for the dissemination of SFDI, including publications, advice in hardware and implementations, and processing code, all freely available online.
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Affiliation(s)
- Sylvain Gioux
- University of Strasbourg, ICube Laboratory, Strasbourg, France
- Address all correspondence to Sylvain Gioux, E-mail:
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13
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Wang P, Cao Y, Yin M, Li Y, Lv S, Huang L, Zhang D, Luo Y, Wu J. Full-field burn depth detection based on near-infrared hyperspectral imaging and ensemble regression. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2019; 90:064103. [PMID: 31255006 DOI: 10.1063/1.5034503] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Accepted: 05/28/2019] [Indexed: 06/09/2023]
Abstract
The accurate and instant diagnosis of burn severity is always the key point of optimal wound management and clinical treatment. However, the accuracy of burn depth assessment is low via visual inspection and lacks a quantitative measurement. In this work, a full-field burn depth detection system is proposed using the near-infrared hyperspectral imaging with the ensemble regression. The rotational feature subspace ensemble regression is introduced to establish a complex regression model between the hyperspectral imaging data and the burn depth. By the in vivo measurement of a porcine model, the method can get the average relative error about 7% for the burn depth measurement, which demonstrates that the proposed method can perform an accurate full-field assessment of burn depth and provide more practical references for clinicians.
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Affiliation(s)
- Pin Wang
- School of Microelectronics and Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Yao Cao
- School of Microelectronics and Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Meifang Yin
- Institute of Burn Research, Southwest Hospital, Third Military Medical University, Chongqing 400038, China
| | - Yongming Li
- School of Microelectronics and Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Shanshan Lv
- School of Microelectronics and Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Lixian Huang
- Chinese Academy of Engineering Physics, Institute of Fluid Physics, Mianyang, Sichuan 621000, China
| | - Dayong Zhang
- Chinese Academy of Engineering Physics, Institute of Fluid Physics, Mianyang, Sichuan 621000, China
| | - Yongquan Luo
- Chinese Academy of Engineering Physics, Institute of Fluid Physics, Mianyang, Sichuan 621000, China
| | - Jun Wu
- Department of Burns, The First Affiliated Hospital Sun Yat-Sen University, Guangzhou 510080, China
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14
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Gioux S, Mazhar A, Cuccia DJ. Spatial frequency domain imaging in 2019: principles, applications, and perspectives. JOURNAL OF BIOMEDICAL OPTICS 2019. [PMID: 31222987 DOI: 10.1117/1] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Spatial frequency domain imaging (SFDI) has witnessed very rapid growth over the last decade, owing to its unique capabilities for imaging optical properties and chromophores over a large field-of-view and in a rapid manner. We provide a comprehensive review of the principles of this imaging method as of 2019, review the modeling of light propagation in this domain, describe acquisition methods, provide an understanding of the various implementations and their practical limitations, and finally review applications that have been published in the literature. Importantly, we also introduce a group effort by several key actors in the field for the dissemination of SFDI, including publications, advice in hardware and implementations, and processing code, all freely available online.
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Affiliation(s)
- Sylvain Gioux
- University of Strasbourg, ICube Laboratory, Strasbourg, France
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15
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Saager RB, Rowland RA, Baldado ML, Kennedy GT, Bernal NP, Ponticorvo A, Christy RJ, Durkin AJ. Impact of hemoglobin breakdown products in the spectral analysis of burn wounds using spatial frequency domain spectroscopy. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:1-4. [PMID: 30724041 PMCID: PMC6398280 DOI: 10.1117/1.jbo.24.2.020501] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Accepted: 01/15/2019] [Indexed: 05/23/2023]
Abstract
Burn wounds and wound healing invoke several biological processes that may complicate the interpretation of spectral imaging data. Through analysis of spatial frequency domain spectroscopy data (450 to 1000 nm) obtained from longitudinal investigations using a graded porcine burn wound healing model, we have identified features in the absorption spectrum that appear to suggest the presence of hemoglobin breakdown products, e.g., methemoglobin. Our results show that the calculated concentrations of methemoglobin directly correlate with burn severity, 24 h after the injury. In addition, tissue parameters such as oxygenation (StO2) and water fraction may be underestimated by 20% and 78%, respectively, if methemoglobin is not included in the spectral analysis.
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Affiliation(s)
- Rolf B Saager
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Rebecca A Rowland
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Melissa L Baldado
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Gordon T Kennedy
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Nicole P Bernal
- UC Irvine Regional Burn Center, Department of Surgery, Orange, California, United States
| | - Adrien Ponticorvo
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Robert J Christy
- United States Army Institute of Surgical Research, Burn and Soft Tissue Injury, San Antonio, Texas, United States
| | - Anthony J Durkin
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
- University of California Irvine, Department of Biomedical Engineering, Irvine, California, United States
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16
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Angelo JP, Chen SJ, Ochoa M, Sunar U, Gioux S, Intes X. Review of structured light in diffuse optical imaging. JOURNAL OF BIOMEDICAL OPTICS 2018; 24:1-20. [PMID: 30218503 PMCID: PMC6676045 DOI: 10.1117/1.jbo.24.7.071602] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/06/2018] [Accepted: 05/31/2018] [Indexed: 05/11/2023]
Abstract
Diffuse optical imaging probes deep living tissue enabling structural, functional, metabolic, and molecular imaging. Recently, due to the availability of spatial light modulators, wide-field quantitative diffuse optical techniques have been implemented, which benefit greatly from structured light methodologies. Such implementations facilitate the quantification and characterization of depth-resolved optical and physiological properties of thick and deep tissue at fast acquisition speeds. We summarize the current state of work and applications in the three main techniques leveraging structured light: spatial frequency-domain imaging, optical tomography, and single-pixel imaging. The theory, measurement, and analysis of spatial frequency-domain imaging are described. Then, advanced theories, processing, and imaging systems are summarized. Preclinical and clinical applications on physiological measurements for guidance and diagnosis are summarized. General theory and method development of tomographic approaches as well as applications including fluorescence molecular tomography are introduced. Lastly, recent developments of single-pixel imaging methodologies and applications are reviewed.
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Affiliation(s)
- Joseph P. Angelo
- National Institute of Standards and Technology, Sensor Science Division, Gaithersburg, Maryland, United States
- Address all correspondence to: Joseph P. Angelo, E-mail: ; Sez-Jade Chen, E-mail:
| | - Sez-Jade Chen
- Rensselaer Polytechnic Institute, Department of Biomedical Engineering, Troy, New York, United States
- Address all correspondence to: Joseph P. Angelo, E-mail: ; Sez-Jade Chen, E-mail:
| | - Marien Ochoa
- Rensselaer Polytechnic Institute, Department of Biomedical Engineering, Troy, New York, United States
| | - Ulas Sunar
- Wright State University, Department of Biomedical Industrial and Human Factor Engineering, Dayton, Ohio, United States
| | - Sylvain Gioux
- University of Strasbourg, ICube Laboratory, Strasbourg, France
| | - Xavier Intes
- Rensselaer Polytechnic Institute, Department of Biomedical Engineering, Troy, New York, United States
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17
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Poon C, Sunar U, Rohrbach DJ, Krishnamurthy S, Olsen T, Kent M, Weir NM, Simman R, Travers JB. Early assessment of burn severity in human tissue ex vivo with multi-wavelength spatial frequency domain imaging. Toxicol In Vitro 2018; 52:251-254. [PMID: 29859991 DOI: 10.1016/j.tiv.2018.05.015] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2018] [Accepted: 05/28/2018] [Indexed: 12/20/2022]
Abstract
Early knowledge about burn severity and depth can lead to improved outcome for patients. In this study, we investigated the change in optical properties in ex vivo human skin following thermal burn injuries. Human skin removed during body contouring procedures was subjected to thermal burn injury for either 10 or 60 s. Multi-wavelength spatial frequency domain imaging (SFDI) measurements were performed on each sample and the optical properties (absorption and scattering parameters) were obtained at each wavelength. Multi-wavelength fitting was used to quantify absorption and scattering parameters, and these parameters were compared to histologic assessments of burn depth related to burn severity. Our results indicated substantial changes in optical scattering parameters and these changes correlated well with the burn severity and depth, and fit closely with previously reported studies using porcine in vivo models. This study provides the characterization of thermal burn injury on human skin ex vivo by using the optical method of SFDI with high sensitivity and specificity. This preclinical human model system without live animals could have uses in testing the imaging parameters of other skin injuries, including from caustic agents.
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Affiliation(s)
- Chien Poon
- Department of Biomedical, Industrial & Human Factors Engineering, Wright State University, Dayton, OH 45435, USA
| | - Ulas Sunar
- Department of Biomedical, Industrial & Human Factors Engineering, Wright State University, Dayton, OH 45435, USA
| | - Daniel J Rohrbach
- Department of Biomedical, Industrial & Human Factors Engineering, Wright State University, Dayton, OH 45435, USA
| | - Smita Krishnamurthy
- Department of Dermatology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; Dayton Veterans Administration Medical Center, Dayton, OH 45428, USA; Department of Pathology & Laboratory Medicine, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA
| | - Thomas Olsen
- Department of Dermatology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; Dermpathology Laboratory of Central States, Dayton, OH 45459, USA
| | - Michael Kent
- Department of Dermatology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; Dermpathology Laboratory of Central States, Dayton, OH 45459, USA
| | - Nathan M Weir
- Department of Dermatology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA
| | - Richard Simman
- Department of Dermatology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; Department of Pharmacology & Toxicology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA
| | - Jeffrey B Travers
- Department of Dermatology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; Department of Pharmacology & Toxicology, Boonshoft School of Medicine, Wright State University, Dayton, OH 45435, USA; Dayton Veterans Administration Medical Center, Dayton, OH 45428, USA.
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18
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Wang P, Cao Y, Yin M, Li Y, Wu J. A burn depth detection system based on near infrared spectroscopy and ensemble learning. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2017; 88:114302. [PMID: 29195365 DOI: 10.1063/1.4997121] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Near infrared (NIR) spectroscopy can effectively detect the changes in the burned tissue. However, due to the complex relationship between the spectral signals and the burn depth, simple methods of data analysis are difficult to solve this problem effectively. Therefore, in this paper, a machine learning method is introduced into the NIR spectral signal analysis, which is used to establish the relationship between NIR spectral signals and burn depth. First, based on the intensity of the spectral signal and the diffuse reflection theory, the optical properties that can reflect the change of burned tissue are extracted. And then the chained-agent genetic algorithm (CAGA) optimized support vector regression (SVR) is applied to establish a regression model between the optical property parameters and burn depth. Finally, the porcine model was used for verification. The experimental results demonstrate that the proposed CAGA-SVR integrated inversion model with optical properties can perform accurate inversion of burn depth and provide a reference for doctors.
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Affiliation(s)
- Pin Wang
- College of Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Yao Cao
- College of Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Meifang Yin
- Institute of Burn Research, Southwest Hospital, Third Military Medical University, Chongqing 400038, China
| | - Yongming Li
- College of Communication Engineering, Chongqing University, Chongqing 400044, China
| | - Jun Wu
- Department of Burns, The First Affiliated Hospital Sun Yat-Sen University, Guangzhou 510080, China
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19
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Noncontact and Wide-Field Characterization of the Absorption and Scattering Properties of Apple Fruit Using Spatial-Frequency Domain Imaging. Sci Rep 2016; 6:37920. [PMID: 27910871 PMCID: PMC5133632 DOI: 10.1038/srep37920] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2015] [Accepted: 11/02/2016] [Indexed: 01/08/2023] Open
Abstract
Spatial-frequency domain imaging (SFDI), as a noncontact, low-cost and wide-field optical imaging technique, offers great potential for agro-product safety and quality assessment through optical absorption (μa) and scattering (μ) property measurements. In this study, a laboratory-based SFDI system was constructed and developed for optical property measurement of fruits and vegetables. The system utilized a digital light projector to generate structured, periodic light patterns and illuminate test samples. The diffuse reflected light was captured by a charge coupled device (CCD) camera with the resolution of 1280 × 960 pixels. Three wavelengths (460, 527, and 630 nm) were selected for image acquisition using bandpass filters in the system. The μa and μ were calculated in a region of interest (ROI, 200 × 300 pixels) via nonlinear least-square fitting. Performance of the system was demonstrated through optical property measurement of ‘Redstar’ apples. Results showed that the system was able to acquire spatial-frequency domain images for demodulation and calculation of the μa and μ. The calculated μa of apple tissue experiencing internal browning (IB) were much higher than healthy apple tissue, indicating that the SFDI technique had potential for IB tissue characterization.
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20
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Jayachandran M, Rodriguez S, Solis E, Lei J, Godavarty A. Critical Review of Noninvasive Optical Technologies for Wound Imaging. Adv Wound Care (New Rochelle) 2016; 5:349-359. [PMID: 27602254 DOI: 10.1089/wound.2015.0678] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2015] [Accepted: 03/08/2016] [Indexed: 01/08/2023] Open
Abstract
Significance: Noninvasive imaging approaches can provide greater information about a wound than visual inspection during the wound healing and treatment process. This review article focuses on various optical imaging techniques developed to image different wound types (more specifically ulcers). Recent Advances: The noninvasive optical imaging approaches in this review include hyperspectral imaging, multispectral imaging, near-infrared spectroscopy (NIRS), diffuse reflectance spectroscopy, optical coherence tomography, laser Doppler imaging, laser speckle imaging, spatial frequency domain imaging, and fluorescence imaging. The various wounds imaged using these techniques include open wounds, chronic wounds, diabetic foot ulcers, decubitus ulcers, venous leg ulcers, and burns. Preliminary work in the development and implementation of a near-infrared optical scanner for wound imaging as a noncontact hand-held device is briefly described. The technology is based on NIRS and has demonstrated its potential to differentiate a healing from nonhealing wound region. Critical Issues: While most of the optical imaging techniques can penetrate few hundred microns to a 1-2 mm from the wound surface, NIRS has the potential to penetrate deeper, demonstrating the potential to image internal wounds. Future Directions: All the technologies are currently at various stages of translational efforts to the clinic, with NIRS holding a greater promise for physiological assessment of the wounds internal, beyond the gold-standard visual assessment.
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Affiliation(s)
- Maanasa Jayachandran
- Optical Imaging Laboratory, Department of Biomedical Engineering, Florida International University, Miami, Florida
| | - Suset Rodriguez
- Optical Imaging Laboratory, Department of Biomedical Engineering, Florida International University, Miami, Florida
| | - Elizabeth Solis
- Optical Imaging Laboratory, Department of Biomedical Engineering, Florida International University, Miami, Florida
| | - Jiali Lei
- Optical Imaging Laboratory, Department of Biomedical Engineering, Florida International University, Miami, Florida
| | - Anuradha Godavarty
- Optical Imaging Laboratory, Department of Biomedical Engineering, Florida International University, Miami, Florida
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21
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Thatcher JE, Squiers JJ, Kanick SC, King DR, Lu Y, Wang Y, Mohan R, Sellke EW, DiMaio JM. Imaging Techniques for Clinical Burn Assessment with a Focus on Multispectral Imaging. Adv Wound Care (New Rochelle) 2016; 5:360-378. [PMID: 27602255 DOI: 10.1089/wound.2015.0684] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2016] [Accepted: 03/16/2016] [Indexed: 11/13/2022] Open
Abstract
Significance: Burn assessments, including extent and severity, are some of the most critical diagnoses in burn care, and many recently developed imaging techniques may have the potential to improve the accuracy of these evaluations. Recent Advances: Optical devices, telemedicine, and high-frequency ultrasound are among the highlights in recent burn imaging advancements. We present another promising technology, multispectral imaging (MSI), which also has the potential to impact current medical practice in burn care, among a variety of other specialties. Critical Issues: At this time, it is still a matter of debate as to why there is no consensus on the use of technology to assist burn assessments in the United States. Fortunately, the availability of techniques does not appear to be a limitation. However, the selection of appropriate imaging technology to augment the provision of burn care can be difficult for clinicians to navigate. There are many technologies available, but a comprehensive review summarizing the tissue characteristics measured by each technology in light of aiding clinicians in selecting the proper device is missing. This would be especially valuable for the nonburn specialists who encounter burn injuries. Future Directions: The questions of when burn assessment devices are useful to the burn team, how the various imaging devices work, and where the various burn imaging technologies fit into the spectrum of burn care will continue to be addressed. Technologies that can image a large surface area quickly, such as thermography or laser speckle imaging, may be suitable for initial burn assessment and triage. In the setting of presurgical planning, ultrasound or optical microscopy techniques, including optical coherence tomography, may prove useful. MSI, which actually has origins in burn care, may ultimately meet a high number of requirements for burn assessment in routine clinical use.
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Affiliation(s)
| | - John J. Squiers
- Spectral MD, Inc., Dallas, Texas
- Baylor Research Institute, Baylor Scott & White Health, Dallas, Texas
| | | | | | - Yang Lu
- Spectral MD, Inc., Dallas, Texas
| | | | | | | | - J. Michael DiMaio
- Spectral MD, Inc., Dallas, Texas
- Baylor Research Institute, Baylor Scott & White Health, Dallas, Texas
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22
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Saager RB, Sharif A, Kelly KM, Durkin AJ. In vivo isolation of the effects of melanin from underlying hemodynamics across skin types using spatial frequency domain spectroscopy. JOURNAL OF BIOMEDICAL OPTICS 2016; 21:57001. [PMID: 27143641 PMCID: PMC4890358 DOI: 10.1117/1.jbo.21.5.057001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2015] [Accepted: 04/13/2016] [Indexed: 05/03/2023]
Abstract
Skin is a highly structured tissue, raising concerns as to whether skin pigmentation due to epidermal melanin may confound accurate measurements of underlying hemodynamics. Using both venous and arterial cuff occlusions as a means of inducing differential hemodynamic perturbations, we present analyses of spectra limited to the visible or near-infrared regime, in addition to a layered model approach. The influence of melanin, spanning Fitzpatrick skin types I to V, on underlying estimations of hemodynamics in skin as interpreted by these spectral regions are assessed. The layered model provides minimal cross-talk between melanin and hemodynamics and enables removal of problematic correlations between measured tissue oxygenation estimates and skin phototype.
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Affiliation(s)
- Rolf B. Saager
- University of California, Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road East, Irvine, California 92612, United States
- Address all correspondence to: Rolf B. Saager, E-mail:
| | - Ata Sharif
- University of California, Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road East, Irvine, California 92612, United States
| | - Kristen M. Kelly
- University of California, Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road East, Irvine, California 92612, United States
- University of California, Irvine, Department of Dermatology, 118 Medical Surge 1, Irvine, California 92697, United States
| | - Anthony J. Durkin
- University of California, Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road East, Irvine, California 92612, United States
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23
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A multimodal assessment of melanin and melanocyte activity in abnormally pigmented hypertrophic scar. J Burn Care Res 2015; 36:77-86. [PMID: 25162947 DOI: 10.1097/bcr.0000000000000154] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Using a validated swine model of human scar formation, hyperpigmented and hypopigmented scar samples were examined for their histological and optical properties to help elucidate the mechanisms and characteristics of dyspigmentation. Full-thickness wounds were created on the flanks of red Duroc pigs and allowed to heal. Biopsies from areas of hyperpigmentation, hypopigmentation, and uninjured tissue were fixed and embedded for histological examination using Azure B and primary antibodies to S100B, HMB45, and α-melanocyte-stimulating hormone (α-MSH). Spatial frequency domain imaging (SFDI) was then used to examine the optical properties of scars. Hyperpigmentation was first noticeable in healing wounds around weeks 2 to 3, gradually becoming darker. There was no significant difference in S100B staining for the presence of melanocytes between hyperpigmented and hypopigmented scar samples. Azure B staining of melanin was significantly greater in histological sections from hyperpigmented areas than in sections from both uninjured skin and hypopigmented scar (P < .0001). There was significantly greater staining for α-MSH in hyperpigmented samples compared with hypopigmented samples (P = .0121), and HMB45 staining was positive for melanocytes in hyperpigmented scar. SFDI at a wavelength of 632 nm resulted in an absorption coefficient map correlating with visibly hyperpigmented areas of scars. In a red Duroc model of hypertrophic scar formation, melanocyte number is similar in hyperpigmented and hypopigmented tissues. Hyperpigmented tissues, however, show a greater amount of melanin and α-MSH, along with immunohistochemical evidence of stimulated melanocytes. These observations encourage further investigation of melanocyte stimulation and the inflammatory environment within a wound that may influence melanocyte activity. Additionally, SFDI can be used to identify areas of melanin content in mature, pigmented scars, which may lead to its usefulness in wounds at earlier time points before markedly apparent pigmentation abnormalities.
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24
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Ponticorvo A, Taydas E, Mazhar A, Ellstrom CL, Rimler J, Scholz T, Tong J, Evans GRD, Cuccia DJ, Durkin AJ. Evaluating visual perception for assessing reconstructed flap health. J Surg Res 2015; 197:210-7. [PMID: 25935469 DOI: 10.1016/j.jss.2015.03.099] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2014] [Revised: 02/20/2015] [Accepted: 03/31/2015] [Indexed: 11/28/2022]
Abstract
BACKGROUND Detecting failing tissue flaps before they are clinically apparent has the potential to improve postoperative flap management and salvage rates. This study demonstrates a model to quantitatively compare clinical appearance, as recorded via digital camera, with spatial frequency domain imaging (SFDI), a noninvasive imaging technique using patterned illumination to generate images of total hemoglobin and tissue oxygen saturation (stO2). METHODS Using a swine pedicle model in which blood flow was carefully controlled with occlusion cuffs and monitored with ultrasound probes, throughput was reduced by 25%, 50%, 75%, and 100% of baseline values in either the artery or the vein of each of the flaps. The color changes recorded by a digital camera were quantified to predict which occlusion levels were visible to the human eye. SFDI was also used to quantify the changes in physiological parameters including total hemoglobin and oxygen saturation associated with each occlusion. RESULTS There were no statistically significant changes in color above the noticeable perception levels associated with human vision during any of the occlusion levels. However, there were statistically significant changes in total hemoglobin and stO2 levels detected at the 50%, 75%, and 100% occlusion levels for arterial and venous occlusions. CONCLUSIONS As demonstrated by the color imaging data, visual flap changes are difficult to detect until significant occlusion has occurred. SFDI is capable of detecting changes in total hemoglobin and stO2 as a result of partial occlusions before they are perceivable, thereby potentially improving response times and salvage rates.
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Affiliation(s)
- Adrien Ponticorvo
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California
| | - Eren Taydas
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California
| | - Amaan Mazhar
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, Irvine, California
| | - Christopher L Ellstrom
- Department of Plastic Surgery, University of California Irvine Medical Center, Orange, California
| | - Jonathan Rimler
- Department of Plastic Surgery, University of California Irvine Medical Center, Orange, California
| | - Thomas Scholz
- Department of Plastic Surgery, University of California Irvine Medical Center, Orange, California
| | - June Tong
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California
| | - Gregory R D Evans
- Department of Plastic Surgery, University of California Irvine Medical Center, Orange, California
| | - David J Cuccia
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, Irvine, California
| | - Anthony J Durkin
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California.
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25
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Paul DW, Ghassemi P, Ramella-Roman JC, Prindeze NJ, Moffatt LT, Alkhalil A, Shupp JW. Noninvasive imaging technologies for cutaneous wound assessment: A review. Wound Repair Regen 2015; 23:149-62. [PMID: 25832563 DOI: 10.1111/wrr.12262] [Citation(s) in RCA: 68] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2014] [Accepted: 01/22/2015] [Indexed: 02/02/2023]
Abstract
The ability to phenotype wounds for the purposes of assessing severity, healing potential and treatment is an important function of evidence-based medicine. A variety of optical technologies are currently in development for noninvasive wound assessment. To varying extents, these optical technologies have the potential to supplement traditional clinical wound evaluation and research, by providing detailed information regarding skin components imperceptible to visual inspection. These assessments are achieved through quantitative optical analysis of tissue characteristics including blood flow, collagen remodeling, hemoglobin content, inflammation, temperature, vascular structure, and water content. Technologies that have, to this date, been applied to wound assessment include: near infrared imaging, thermal imaging, optical coherence tomography, orthogonal polarization spectral imaging, fluorescence imaging, laser Doppler imaging, microscopy, spatial frequency domain imaging, photoacoustic detection, and spectral/hyperspectral imaging. We present a review of the technologies in use or development for these purposes with three aims: (1) providing basic explanations of imaging technology concepts, (2) reviewing the wound imaging literature, and (3) providing insight into areas for further application and exploration. Noninvasive imaging is a promising advancement in wound assessment and all technologies require further validation.
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Affiliation(s)
- Dereck W Paul
- The Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, DC
| | - Pejhman Ghassemi
- Department of Electrical Engineering and Computer Science, The Catholic University of America, Washington, DC
| | - Jessica C Ramella-Roman
- Department of Biomedical Engineering and Herbert Wertheim College of Medicine, Florida International University, Miami, Florida
| | - Nicholas J Prindeze
- The Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, DC
| | - Lauren T Moffatt
- The Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, DC
| | - Abdulnaser Alkhalil
- The Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, DC
| | - Jeffrey W Shupp
- The Firefighters' Burn and Surgical Research Laboratory, MedStar Health Research Institute, Washington, DC
- Department of Surgery, The Burn Center, MedStar Washington Hospital Center, Washington, DC
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26
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Mazhar A, Saggese S, Pollins AC, Cardwell NL, Nanney L, Cuccia DJ. Noncontact imaging of burn depth and extent in a porcine model using spatial frequency domain imaging. JOURNAL OF BIOMEDICAL OPTICS 2014; 19:086019. [PMID: 25147961 PMCID: PMC4141219 DOI: 10.1117/1.jbo.19.8.086019] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Accepted: 07/28/2014] [Indexed: 05/05/2023]
Abstract
The standard of care for clinical assessment of burn severity and extent lacks a quantitative measurement. In this work, spatial frequency domain imaging (SFDI) was used to measure 48 thermal burns of graded severity (superficial partial, deep partial, and full thickness) in a porcine model. Functional (total hemoglobin and tissue oxygen saturation) and structural parameters (tissue scattering) derived from the SFDI measurements were monitored over 72 h for each burn type and compared to gold standard histological measurements of burn depth. Tissue oxygen saturation (stO₂) and total hemoglobin (ctHbT) differentiated superficial partial thickness burns from more severe burn types after 2 and 72 h, respectively (p < 0.01), but were unable to differentiate deep partial from full thickness wounds in the first 72 h. Tissue scattering parameters separated superficial burns from all burn types immediately after injury (p < 0.01), and separated all three burn types from each other after 24 h (p < 0.01). Tissue scattering parameters also showed a strong negative correlation to histological burn depth as measured by vimentin immunostain (r² > 0.89). These results show promise for the use of SFDI-derived tissue scattering as a correlation to burn depth and the potential to assess burn depth via a combination of SFDI functional and structural parameters.
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Affiliation(s)
- Amaan Mazhar
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, 1002 Health Sciences Road, Irvine, California 92617, United States
- Address all correspondence to: Amaan Mazhar, E-mail:
| | - Steve Saggese
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, 1002 Health Sciences Road, Irvine, California 92617, United States
| | - Alonda C. Pollins
- Vanderbilt University, Department of Plastic Surgery, Cell and Developmental Biology, Nashville, Tennessee 37232, United States
| | - Nancy L. Cardwell
- Vanderbilt University, Department of Plastic Surgery, Cell and Developmental Biology, Nashville, Tennessee 37232, United States
| | - Lillian Nanney
- Vanderbilt University, Department of Plastic Surgery, Cell and Developmental Biology, Nashville, Tennessee 37232, United States
| | - David J. Cuccia
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, 1002 Health Sciences Road, Irvine, California 92617, United States
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27
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Mazhar A, Saggese S, Pollins AC, Cardwell NL, Nanney L, Cuccia DJ. Noncontact imaging of burn depth and extent in a porcine model using spatial frequency domain imaging. JOURNAL OF BIOMEDICAL OPTICS 2014; 19:020901. [PMID: 24525825 DOI: 10.1117/1.jbo.19.2.020901] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2013] [Accepted: 12/20/2013] [Indexed: 05/02/2023]
Abstract
The standard of care for clinical assessment of burn severity and extent lacks a quantitative measurement. In this work, spatial frequency domain imaging (SFDI) was used to measure 48 thermal burns of graded severity (superficial partial, deep partial, and full thickness) in a porcine model. Functional (total hemoglobin and tissue oxygen saturation) and structural parameters (tissue scattering) derived from the SFDI measurements were monitored over 72 h for each burn type and compared to gold standard histological measurements of burn depth. Tissue oxygen saturation (stO₂) and total hemoglobin (ctHbT) differentiated superficial partial thickness burns from more severe burn types after 2 and 72 h, respectively (p < 0.01), but were unable to differentiate deep partial from full thickness wounds in the first 72 h. Tissue scattering parameters separated superficial burns from all burn types immediately after injury (p < 0.01), and separated all three burn types from each other after 24 h (p < 0.01). Tissue scattering parameters also showed a strong negative correlation to histological burn depth as measured by vimentin immunostain (r² > 0.89). These results show promise for the use of SFDI-derived tissue scattering as a correlation to burn depth and the potential to assess burn depth via a combination of SFDI functional and structural parameters.
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Affiliation(s)
- Amaan Mazhar
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, 1002 Health Sciences Road, Irvine, California 92617, United States
| | - Steve Saggese
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, 1002 Health Sciences Road, Irvine, California 92617, United States
| | - Alonda C Pollins
- Vanderbilt University, Department of Plastic Surgery, Cell and Developmental Biology, Nashville, Tennessee 37232, United States
| | - Nancy L Cardwell
- Vanderbilt University, Department of Plastic Surgery, Cell and Developmental Biology, Nashville, Tennessee 37232, United States
| | - Lillian Nanney
- Vanderbilt University, Department of Plastic Surgery, Cell and Developmental Biology, Nashville, Tennessee 37232, United States
| | - David J Cuccia
- Modulated Imaging Inc., Beckman Laser Institute Photonic Incubator, 1002 Health Sciences Road, Irvine, California 92617, United States
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Lin AJ, Ponticorvo A, Konecky SD, Cui H, Rice TB, Choi B, Durkin AJ, Tromberg BJ. Visible spatial frequency domain imaging with a digital light microprojector. JOURNAL OF BIOMEDICAL OPTICS 2013; 18:096007. [PMID: 24005154 PMCID: PMC3762936 DOI: 10.1117/1.jbo.18.9.096007] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2013] [Revised: 07/16/2013] [Accepted: 07/31/2013] [Indexed: 05/18/2023]
Abstract
There is a need for cost effective, quantitative tissue spectroscopy and imaging systems in clinical diagnostics and pre-clinical biomedical research. A platform that utilizes a commercially available light-emitting diode (LED) based projector, cameras, and scaled Monte Carlo model for calculating tissue optical properties is presented. These components are put together to perform spatial frequency domain imaging (SFDI), a model-based reflectance technique that measures and maps absorption coefficients (μa) and reduced scattering coefficients (μs') in thick tissue such as skin or brain. We validate the performance of the flexible LED and modulation element (FLaME) system at 460, 530, and 632 nm across a range of physiologically relevant μa values (0.07 to 1.5 mm-1) in tissue-simulating intralipid phantoms, showing an overall accuracy within 11% of spectrophotometer values for μa and 3% for μs'. Comparison of oxy- and total hemoglobin fits between the FLaME system and a spectrophotometer (450 to 1000 nm) is differed by 3%. Finally, we acquire optical property maps of a mouse brain in vivo with and without an overlying saline well. These results demonstrate the potential of FLaME to perform tissue optical property mapping in visible spectral regions and highlight how the optical clearing effect of saline is correlated to a decrease in μs' of the skull.
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Affiliation(s)
- Alexander J. Lin
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
- University of California, Department of Biomedical Engineering, Irvine, California
| | - Adrien Ponticorvo
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
| | - Soren D. Konecky
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
| | - Haotian Cui
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
- University of California, Department of Biomedical Engineering, Irvine, California
| | - Tyler B. Rice
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
| | - Bernard Choi
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
- University of California, Department of Biomedical Engineering, Irvine, California
- University of California, Edwards Lifesciences Center for Advanced Cardiovascular Technology, Irvine, California
| | - Anthony J. Durkin
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
| | - Bruce J. Tromberg
- University of California, Beckman Laser Institute and Medical Clinic, Department of Surgery, Irvine, California
- University of California, Department of Biomedical Engineering, Irvine, California
- Address all correspondence to: Bruce J. Tromberg, Beckman Laser Institute, 1002 Health Sciences Road, Irvine, California 92612. Tel: +949-824-8705; Fax: +949-824-8413; E-mail:
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