Imperial College London

ProfessorDaniloMandic

Faculty of EngineeringDepartment of Electrical and Electronic Engineering

Professor of Machine Intelligence
 
 
 
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Contact

 

+44 (0)20 7594 6271d.mandic Website

 
 
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Assistant

 

Miss Vanessa Rodriguez-Gonzalez +44 (0)20 7594 6267

 
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Location

 

813Electrical EngineeringSouth Kensington Campus

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Summary

 

Publications

Citation

BibTex format

@inproceedings{Bermond:2023:10.1109/EMBC40787.2023.10341069,
author = {Bermond, M and Davies, HJ and Occhipinti, E and Nassibi, A and Mandic, DP},
doi = {10.1109/EMBC40787.2023.10341069},
title = {Reducing racial bias in SpO2 estimation: the effects of skin pigmentation},
url = {http://dx.doi.org/10.1109/EMBC40787.2023.10341069},
year = {2023}
}

RIS format (EndNote, RefMan)

TY  - CPAPER
AB - Accurate pulse-oximeter readings are critical for clinical decisions, especially when arterial blood-gas tests - the gold standard for determining oxygen saturation levels - are not available, such as when determining COVID-19 severity. Several studies demonstrate that pulse oxygen saturation estimated from photoplethysmography (PPG) introduces a racial bias due to the more profound scattering of light in subjects with darker skin due to the increased presence of melanin. This leads to an overestimation of blood oxygen saturation in those with darker skin that is increased for low blood oxygen levels and can result in a patient not receiving potentially life-saving supplemental oxygen. This racial bias has been comprehensively studied in conventional finger pulse oximetry but in other less commonly used measurement sites, such as in-ear pulse oximetry, it remains unexplored. Different measurement sites can have thinner epidermis compared with the finger and lower exposure to sunlight (such as is the case with the ear canal), and we hypothesise that this could reduce the bias introduced by skin tone on pulse oximetry. To this end, we compute SpO2 in different body locations, during rest and breath-holds, and compare with the index finger. The study involves a participant pool covering 6-pigmentation categories from Fitzpatrick's Skin Pigmentation scale. These preliminary results indicate that locations characterized by cartilaginous highly vascularized tissues may be less prone to the influence of melanin and pigmentation in the estimation of SpO2, paving the way for the development of non-discriminatory pulse oximetry devices.
AU - Bermond,M
AU - Davies,HJ
AU - Occhipinti,E
AU - Nassibi,A
AU - Mandic,DP
DO - 10.1109/EMBC40787.2023.10341069
PY - 2023///
SN - 1557-170X
TI - Reducing racial bias in SpO2 estimation: the effects of skin pigmentation
UR - http://dx.doi.org/10.1109/EMBC40787.2023.10341069
UR - https://www.ncbi.nlm.nih.gov/pubmed/38083781
UR - https://ieeexplore.ieee.org/document/10341069
UR - http://hdl.handle.net/10044/1/108964
ER -