Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.

Jaundice is a major cause of mortality and morbidity in the newborn. Globally, early identification and home monitoring are significant challenges in reducing the incidence of jaundice-related neurological damage. Smartphone cameras are promising as colour-based screening tools as they are low-cost,...

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Main Authors: Felix Outlaw, Miranda Nixon, Oluwatobiloba Odeyemi, Lindsay W MacDonald, Judith Meek, Terence S Leung
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0216970
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spelling doaj-6d190d7f9e4b4bdab1ee2d37b4949a022021-03-03T21:31:57ZengPublic Library of Science (PLoS)PLoS ONE1932-62032020-01-01153e021697010.1371/journal.pone.0216970Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.Felix OutlawMiranda NixonOluwatobiloba OdeyemiLindsay W MacDonaldJudith MeekTerence S LeungJaundice is a major cause of mortality and morbidity in the newborn. Globally, early identification and home monitoring are significant challenges in reducing the incidence of jaundice-related neurological damage. Smartphone cameras are promising as colour-based screening tools as they are low-cost, objective and ubiquitous. We propose a novel smartphone method to screen for neonatal jaundice by imaging the sclera. It does not rely on colour calibration cards or accessories, which may facilitate its adoption at scale and in less economically developed regions. Our approach is to explicitly address three confounding factors in relating colour to jaundice: (1) skin pigmentation, (2) ambient light, and (3) camera spectral response. (1) The variation in skin pigmentation is avoided by imaging the sclera. (2) With the smartphone screen acting as an illuminating flash, a flash/ no-flash image pair is captured using the front-facing camera. The contribution of ambient light is subtracted. (3) In principle, this permits a device- and ambient-independent measure of sclera chromaticity following a one-time calibration. We introduce the concept of Scleral-Conjunctival Bilirubin (SCB), in analogy with Transcutaneous Bilirubin (TcB). The scleral chromaticity is mapped to an SCB value. A pilot study was conducted in the UCL Hospital Neonatal Care Unit (n = 37). Neonates were imaged using a specially developed app concurrently with having a blood test for total serum bilirubin (TSB). The better of two models for SCB based on ambient-subtracted sclera chromaticity achieved r = 0.75 (p<0.01) correlation with TSB. Ambient subtraction improved chromaticity estimates in proof-of-principle laboratory tests and screening performance within our study sample. Using an SCB decision threshold of 190μmol/L, the sensitivity was 100% (specificity 61%) in identifying newborns with TSB>250μmol/L (area under receiver operating characteristic curve, AUROC, 0.86), and 92% (specificity 67%) in identifying newborns with TSB>205μmol/L (AUROC 0.85). These results are comparable to modern transcutaneous bilirubinometers.https://doi.org/10.1371/journal.pone.0216970
collection DOAJ
language English
format Article
sources DOAJ
author Felix Outlaw
Miranda Nixon
Oluwatobiloba Odeyemi
Lindsay W MacDonald
Judith Meek
Terence S Leung
spellingShingle Felix Outlaw
Miranda Nixon
Oluwatobiloba Odeyemi
Lindsay W MacDonald
Judith Meek
Terence S Leung
Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
PLoS ONE
author_facet Felix Outlaw
Miranda Nixon
Oluwatobiloba Odeyemi
Lindsay W MacDonald
Judith Meek
Terence S Leung
author_sort Felix Outlaw
title Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
title_short Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
title_full Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
title_fullStr Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
title_full_unstemmed Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
title_sort smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2020-01-01
description Jaundice is a major cause of mortality and morbidity in the newborn. Globally, early identification and home monitoring are significant challenges in reducing the incidence of jaundice-related neurological damage. Smartphone cameras are promising as colour-based screening tools as they are low-cost, objective and ubiquitous. We propose a novel smartphone method to screen for neonatal jaundice by imaging the sclera. It does not rely on colour calibration cards or accessories, which may facilitate its adoption at scale and in less economically developed regions. Our approach is to explicitly address three confounding factors in relating colour to jaundice: (1) skin pigmentation, (2) ambient light, and (3) camera spectral response. (1) The variation in skin pigmentation is avoided by imaging the sclera. (2) With the smartphone screen acting as an illuminating flash, a flash/ no-flash image pair is captured using the front-facing camera. The contribution of ambient light is subtracted. (3) In principle, this permits a device- and ambient-independent measure of sclera chromaticity following a one-time calibration. We introduce the concept of Scleral-Conjunctival Bilirubin (SCB), in analogy with Transcutaneous Bilirubin (TcB). The scleral chromaticity is mapped to an SCB value. A pilot study was conducted in the UCL Hospital Neonatal Care Unit (n = 37). Neonates were imaged using a specially developed app concurrently with having a blood test for total serum bilirubin (TSB). The better of two models for SCB based on ambient-subtracted sclera chromaticity achieved r = 0.75 (p<0.01) correlation with TSB. Ambient subtraction improved chromaticity estimates in proof-of-principle laboratory tests and screening performance within our study sample. Using an SCB decision threshold of 190μmol/L, the sensitivity was 100% (specificity 61%) in identifying newborns with TSB>250μmol/L (area under receiver operating characteristic curve, AUROC, 0.86), and 92% (specificity 67%) in identifying newborns with TSB>205μmol/L (AUROC 0.85). These results are comparable to modern transcutaneous bilirubinometers.
url https://doi.org/10.1371/journal.pone.0216970
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