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Smartphone screening for neonatal jaundice via ambient-subtracted sclera chromaticity
- Source :
- PLoS ONE, Vol 15, Iss 3, p e0216970 (2020), PLoS ONE
- Publication Year :
- 2020
- Publisher :
- Public Library of Science (PLoS), 2020.
-
Abstract
- 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 (p250μmol/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.
- Subjects :
- Male
Light
genetic structures
Physiology
02 engineering and technology
Total serum bilirubin
0302 clinical medicine
Neurological Damage
Medicine and Health Sciences
Bile
Multidisciplinary
Physics
Electromagnetic Radiation
Jaundice
Cameras
Body Fluids
Jaundice, Neonatal
3. Good health
Sclera
Blood
medicine.anatomical_structure
Optical Equipment
Physical Sciences
Engineering and Technology
Medicine
Female
Smartphone
Anatomy
medicine.symptom
Conjunctiva
Research Article
Computer and Information Sciences
medicine.medical_specialty
Science
0206 medical engineering
Equipment
Color
Computer Software
03 medical and health sciences
Neonatal Screening
Ocular System
030225 pediatrics
Ophthalmology
medicine
Humans
Image pair
Chromaticity
Communication Equipment
Transcutaneous bilirubin
Receiver operating characteristic
business.industry
Infant, Newborn
Biology and Life Sciences
Neonates
Bilirubin
Apps
020601 biomedical engineering
ROC Curve
Eyes
sense organs
Cell Phones
business
Head
Developmental Biology
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 15
- Database :
- OpenAIRE
- Journal :
- PLOS ONE
- Accession number :
- edsair.doi.dedup.....0981bbd609b7659dbb6b11ead5f933f1
- Full Text :
- https://doi.org/10.1371/journal.pone.0216970