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Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring
Significance: The rates of melanoma and nonmelanoma skin cancer are rising across the globe. Due to a shortage of board-certified dermatologists, the burden of dermal lesion screening and erythema monitoring has fallen to primary care physicians (PCPs). An adjunctive device for lesion screening and...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Society of Photo-Optical Instrumentation Engineers
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309634/ https://www.ncbi.nlm.nih.gov/pubmed/32578406 http://dx.doi.org/10.1117/1.JBO.25.6.066004 |
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author | Uthoff, Ross D. Song, Bofan Maarouf, Melody Shi, Vivian Liang, Rongguang |
author_facet | Uthoff, Ross D. Song, Bofan Maarouf, Melody Shi, Vivian Liang, Rongguang |
author_sort | Uthoff, Ross D. |
collection | PubMed |
description | Significance: The rates of melanoma and nonmelanoma skin cancer are rising across the globe. Due to a shortage of board-certified dermatologists, the burden of dermal lesion screening and erythema monitoring has fallen to primary care physicians (PCPs). An adjunctive device for lesion screening and erythema monitoring would be beneficial because PCPs are not typically extensively trained in dermatological care. Aim: We aim to examine the feasibility of using a smartphone-camera-based dermascope and a USB-camera-based dermascope utilizing polarized white-light imaging (PWLI) and polarized multispectral imaging (PMSI) to map dermal chromophores and erythema. Approach: Two dermascopes integrating LED-based PWLI and PMSI with both a smartphone-based camera and a USB-connected camera were developed to capture images of dermal lesions and erythema. Image processing algorithms were implemented to provide chromophore concentrations and redness measures. Results: PWLI images were successfully converted to an alternate colorspace for erythema measures, and the spectral bandwidth of the PMSI LED illumination was sufficient for mapping of deoxyhemoglobin, oxyhemoglobin, and melanin chromophores. Both types of dermascopes were able to achieve similar relative concentration results. Conclusion: Chromophore mapping and erythema monitoring are feasible with PWLI and PMSI using LED illumination and smartphone-based cameras. These systems can provide a simpler, more portable geometry and reduce device costs compared with interference-filter-based or spectrometer-based clinical-grade systems. Future research should include a rigorous clinical trial to collect longitudinal data and a large enough dataset to train and implement a machine learning-based image classifier. |
format | Online Article Text |
id | pubmed-7309634 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Society of Photo-Optical Instrumentation Engineers |
record_format | MEDLINE/PubMed |
spelling | pubmed-73096342020-06-29 Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring Uthoff, Ross D. Song, Bofan Maarouf, Melody Shi, Vivian Liang, Rongguang J Biomed Opt Imaging Significance: The rates of melanoma and nonmelanoma skin cancer are rising across the globe. Due to a shortage of board-certified dermatologists, the burden of dermal lesion screening and erythema monitoring has fallen to primary care physicians (PCPs). An adjunctive device for lesion screening and erythema monitoring would be beneficial because PCPs are not typically extensively trained in dermatological care. Aim: We aim to examine the feasibility of using a smartphone-camera-based dermascope and a USB-camera-based dermascope utilizing polarized white-light imaging (PWLI) and polarized multispectral imaging (PMSI) to map dermal chromophores and erythema. Approach: Two dermascopes integrating LED-based PWLI and PMSI with both a smartphone-based camera and a USB-connected camera were developed to capture images of dermal lesions and erythema. Image processing algorithms were implemented to provide chromophore concentrations and redness measures. Results: PWLI images were successfully converted to an alternate colorspace for erythema measures, and the spectral bandwidth of the PMSI LED illumination was sufficient for mapping of deoxyhemoglobin, oxyhemoglobin, and melanin chromophores. Both types of dermascopes were able to achieve similar relative concentration results. Conclusion: Chromophore mapping and erythema monitoring are feasible with PWLI and PMSI using LED illumination and smartphone-based cameras. These systems can provide a simpler, more portable geometry and reduce device costs compared with interference-filter-based or spectrometer-based clinical-grade systems. Future research should include a rigorous clinical trial to collect longitudinal data and a large enough dataset to train and implement a machine learning-based image classifier. Society of Photo-Optical Instrumentation Engineers 2020-06-23 2020-06 /pmc/articles/PMC7309634/ /pubmed/32578406 http://dx.doi.org/10.1117/1.JBO.25.6.066004 Text en © 2020 The Authors https://creativecommons.org/licenses/by/4.0/ Published by SPIE under a Creative Commons Attribution 4.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI. |
spellingShingle | Imaging Uthoff, Ross D. Song, Bofan Maarouf, Melody Shi, Vivian Liang, Rongguang Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
title | Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
title_full | Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
title_fullStr | Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
title_full_unstemmed | Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
title_short | Point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
title_sort | point-of-care, multispectral, smartphone-based dermascopes for dermal lesion screening and erythema monitoring |
topic | Imaging |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309634/ https://www.ncbi.nlm.nih.gov/pubmed/32578406 http://dx.doi.org/10.1117/1.JBO.25.6.066004 |
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