Automatic analysis of normative retinal oximetry images.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2020
Historique:
received: 24 10 2019
accepted: 29 03 2020
entrez: 19 5 2020
pubmed: 19 5 2020
medline: 24 7 2020
Statut: epublish

Résumé

Retinal oximetry is an important screening tool for early detection of retinal pathologies due to changes in the vasculature and also serves as a useful indicator of human-body-wide vascular abnormalities. We present an automatic technique for the measurement of oxygen saturation in retinal arterioles and venules using dual-wavelength retinal oximetry images. The technique is based on segmenting an optic-disc-centered ring-shaped region of interest and subsequent analysis of the oxygen saturation levels. We show that the two dominant peaks in the histogram of the oxygen saturation levels correspond to arteriolar and venular oxygen saturations from which the arterio-venous saturation difference (AVSD) can be calculated. For evaluation, we use a normative database of Asian Indian eyes containing 44 dual-wavelength retinal oximetry images. Validations against expert manual annotations of arterioles and venules show that the proposed technique results in an average arteriolar oxygen saturation (SatO2) of 87.48%, venular SatO2 of 57.41%, and AVSD of 30.07% in comparison with the expert ground-truth average arteriolar SatO2 of 89.41%, venular SatO2 of 56.32%, and AVSD of 33.09%, respectively. The results exhibit high consistency across the dataset indicating that the automated technique is an accurate alternative to the manual procedure.

Identifiants

pubmed: 32421691
doi: 10.1371/journal.pone.0231677
pii: PONE-D-19-29162
pmc: PMC7233590
doi:

Substances chimiques

Oxygen S88TT14065

Banques de données

figshare
['10.6084/m9.figshare.12060174.v1']

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0231677

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

J R Harish Kumar (JRH)

Department of Electrical Engineering, Indian Institute of Science, Bangalore, India.
Department of Electrical and Electronics Engineering, Manipal Institute of Technology, MAHE, Manipal, India.

Chandra Sekhar Seelamantula (CS)

Department of Electrical Engineering, Indian Institute of Science, Bangalore, India.

Ashwin Mohan (A)

Postgraduate Institute of Ophthalmology, Narayana Nethralaya, Bangalore, India.

Rohit Shetty (R)

Postgraduate Institute of Ophthalmology, Narayana Nethralaya, Bangalore, India.

T J M Berendschot (TJM)

University Eye Clinic Maastricht, Maastricht, The Netherlands.

Carroll A B Webers (CAB)

University Eye Clinic Maastricht, Maastricht, The Netherlands.

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Classifications MeSH