Suitability of UK Biobank Retinal Images for Automatic Analysis of Morphometric Properties of the Vasculature

被引:75
作者
MacGillivray, Thomas J. [1 ,2 ,3 ]
Cameron, James R. [4 ]
Zhang, Qiuli [2 ]
El-Medany, Ahmed [5 ]
Mulholland, Carl [5 ]
Sheng, Ziyan [5 ]
Dhillon, Bal [6 ]
Doubal, Fergus N. [2 ]
Foster, Paul J. [7 ,8 ]
Trucco, Emmanuel [9 ]
Sudlow, Cathie [2 ]
机构
[1] Univ Edinburgh, Clin Res Imaging Ctr, VAMPIRE Project, Edinburgh, Midlothian, Scotland
[2] Univ Edinburgh, Ctr Clin Brain Sci, Edinburgh, Midlothian, Scotland
[3] Univ Edinburgh, Clin Res Facil, Edinburgh, Midlothian, Scotland
[4] Univ Edinburgh, Anne Rowling Regenerat Neurol Clin, Edinburgh, Midlothian, Scotland
[5] Univ Edinburgh, Sch Med, Edinburgh, Midlothian, Scotland
[6] Univ Edinburgh, Sch Clin Sci, VAMPIRE Project, Edinburgh, Midlothian, Scotland
[7] Moorfields Eye Hosp, Biomed Res Ctr, Natl Inst Hlth Res, London, England
[8] UCL, Inst Ophthalmol, London, England
[9] Univ Dundee, Sch Comp, VAMPIRE Project, Dundee, Scotland
关键词
MICROVASCULAR ABNORMALITIES; ATHEROSCLEROSIS RISK; VESSEL DIAMETERS; HEART-DISEASE; STROKE; TORTUOSITY; SIGNS; COMMUNITIES; RETINOPATHY; FORMULAS;
D O I
10.1371/journal.pone.0127914
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Purpose To assess the suitability of retinal images held in the UK Biobank - the largest retinal data repository in a prospective population-based cohort - for computer assisted vascular morphometry, generating measures that are commonly investigated as candidate biomarkers of systemic disease. Methods Non-mydriatic fundus images from both eyes of 2,690 participants - people with a self-reported history of myocardial infarction (n=1,345) and a matched control group (n=1,345) -were analysed using VAMPIRE software. These images were drawn from those of 68,554 UK Biobank participants who underwent retinal imaging at recruitment. Four operators were trained in the use of the software to measure retinal vascular tortuosity and bifurcation geometry. Results Total operator time was approximately 360 hours (4 minutes per image). 2,252 (84%) of participants had at least one image of sufficient quality for the software to process, i.e. there was sufficient detection of retinal vessels in the image by the software to attempt the measurement of the target parameters. 1,604 (60%) of participants had an image of at least one eye that was adequately analysed by the software, i.e. the measurement protocol was successfully completed. Increasing age was associated with a reduced proportion of images that could be processed (p=0.0004) and analysed (p<0.0001). Cases exhibited more acute arteriolar branching angles (p=0.02) as well as lower arteriolar and venular tortuosity (p<0.0001). Conclusions A proportion of the retinal images in UK Biobank are of insufficient quality for automated analysis. However, the large size of the UK Biobank means that tens of thousands of images are available and suitable for computational analysis. Parametric information measured from the retinas of participants with suspected cardiovascular disease was significantly different to that measured from a matched control group.
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