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Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva
BACKGROUND AND AIMS: Anaemia is a major health burden worldwide. Although the finding of conjunctival pallor on clinical examination is associated with anaemia, inter-observer variability is high, and definitive diagnosis of anaemia requires a blood sample. We aimed to detect anaemia by quantifying...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4829242/ https://www.ncbi.nlm.nih.gov/pubmed/27070544 http://dx.doi.org/10.1371/journal.pone.0153286 |
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author | Collings, Shaun Thompson, Oliver Hirst, Evan Goossens, Louise George, Anup Weinkove, Robert |
author_facet | Collings, Shaun Thompson, Oliver Hirst, Evan Goossens, Louise George, Anup Weinkove, Robert |
author_sort | Collings, Shaun |
collection | PubMed |
description | BACKGROUND AND AIMS: Anaemia is a major health burden worldwide. Although the finding of conjunctival pallor on clinical examination is associated with anaemia, inter-observer variability is high, and definitive diagnosis of anaemia requires a blood sample. We aimed to detect anaemia by quantifying conjunctival pallor using digital photographs taken with a consumer camera and a popular smartphone. Our goal was to develop a non-invasive screening test for anaemia. PATIENTS AND METHODS: The conjunctivae of haemato-oncology in- and outpatients were photographed in ambient lighting using a digital camera (Panasonic DMC-LX5), and the internal rear-facing camera of a smartphone (Apple iPhone 5S) alongside an in-frame calibration card. Following image calibration, conjunctival erythema index (EI) was calculated and correlated with laboratory-measured haemoglobin concentration. Three clinicians independently evaluated each image for conjunctival pallor. RESULTS: Conjunctival EI was reproducible between images (average coefficient of variation 2.96%). EI of the palpebral conjunctiva correlated more strongly with haemoglobin concentration than that of the forniceal conjunctiva. Using the compact camera, palpebral conjunctival EI had a sensitivity of 93% and 57% and specificity of 78% and 83% for detection of anaemia (haemoglobin < 110 g/L) in training and internal validation sets, respectively. Similar results were found using the iPhone camera, though the EI cut-off value differed. Conjunctival EI analysis compared favourably with clinician assessment, with a higher positive likelihood ratio for prediction of anaemia. CONCLUSIONS: Erythema index of the palpebral conjunctiva calculated from images taken with a compact camera or mobile phone correlates with haemoglobin and compares favourably to clinician assessment for prediction of anaemia. If confirmed in further series, this technique may be useful for the non-invasive screening for anaemia. |
format | Online Article Text |
id | pubmed-4829242 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48292422016-04-22 Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva Collings, Shaun Thompson, Oliver Hirst, Evan Goossens, Louise George, Anup Weinkove, Robert PLoS One Research Article BACKGROUND AND AIMS: Anaemia is a major health burden worldwide. Although the finding of conjunctival pallor on clinical examination is associated with anaemia, inter-observer variability is high, and definitive diagnosis of anaemia requires a blood sample. We aimed to detect anaemia by quantifying conjunctival pallor using digital photographs taken with a consumer camera and a popular smartphone. Our goal was to develop a non-invasive screening test for anaemia. PATIENTS AND METHODS: The conjunctivae of haemato-oncology in- and outpatients were photographed in ambient lighting using a digital camera (Panasonic DMC-LX5), and the internal rear-facing camera of a smartphone (Apple iPhone 5S) alongside an in-frame calibration card. Following image calibration, conjunctival erythema index (EI) was calculated and correlated with laboratory-measured haemoglobin concentration. Three clinicians independently evaluated each image for conjunctival pallor. RESULTS: Conjunctival EI was reproducible between images (average coefficient of variation 2.96%). EI of the palpebral conjunctiva correlated more strongly with haemoglobin concentration than that of the forniceal conjunctiva. Using the compact camera, palpebral conjunctival EI had a sensitivity of 93% and 57% and specificity of 78% and 83% for detection of anaemia (haemoglobin < 110 g/L) in training and internal validation sets, respectively. Similar results were found using the iPhone camera, though the EI cut-off value differed. Conjunctival EI analysis compared favourably with clinician assessment, with a higher positive likelihood ratio for prediction of anaemia. CONCLUSIONS: Erythema index of the palpebral conjunctiva calculated from images taken with a compact camera or mobile phone correlates with haemoglobin and compares favourably to clinician assessment for prediction of anaemia. If confirmed in further series, this technique may be useful for the non-invasive screening for anaemia. Public Library of Science 2016-04-12 /pmc/articles/PMC4829242/ /pubmed/27070544 http://dx.doi.org/10.1371/journal.pone.0153286 Text en © 2016 Collings et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Collings, Shaun Thompson, Oliver Hirst, Evan Goossens, Louise George, Anup Weinkove, Robert Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva |
title | Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva |
title_full | Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva |
title_fullStr | Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva |
title_full_unstemmed | Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva |
title_short | Non-Invasive Detection of Anaemia Using Digital Photographs of the Conjunctiva |
title_sort | non-invasive detection of anaemia using digital photographs of the conjunctiva |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4829242/ https://www.ncbi.nlm.nih.gov/pubmed/27070544 http://dx.doi.org/10.1371/journal.pone.0153286 |
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