Assessment of Automated Disease Detection in Diabetic Retinopathy Screening Using Two-Field Photography

被引:42
作者
Goatman, Keith [1 ]
Charnley, Amanda [2 ]
Webster, Laura [2 ]
Nussey, Stephen [2 ]
机构
[1] Univ Aberdeen, Sch Med & Dent, Aberdeen, Scotland
[2] St George Hosp, London, England
来源
PLOS ONE | 2011年 / 6卷 / 12期
基金
美国国家卫生研究院;
关键词
VISUAL-LOSS; OPHTHALMOSCOPY;
D O I
10.1371/journal.pone.0027524
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
Aim: To assess the performance of automated disease detection in diabetic retinopathy screening using two field mydriatic photography. Methods Images from 8,271 sequential patient screening episodes from a South London diabetic retinopathy screening service were processed by the Medalytix iGrading (TM) automated grading system. For each screening episode macular-centred and disc-centred images of both eyes were acquired and independently graded according to the English national grading scheme. Where discrepancies were found between the automated result and original manual grade, internal and external arbitration was used to determine the final study grades. Two versions of the software were used: one that detected microaneurysms alone, and one that detected blot haemorrhages and exudates in addition to microaneurysms. Results for each version were calculated once using both fields and once using the macula-centred field alone. Results: Of the 8,271 episodes, 346 (4.2%) were considered unassessable. Referable disease was detected in 587 episodes (7.1%). The sensitivity of the automated system for detecting unassessable images ranged from 97.4% to 99.1% depending on configuration. The sensitivity of the automated system for referable episodes ranged from 98.3% to 99.3%. All the episodes that included proliferative or pre-proliferative retinopathy were detected by the automated system regardless of configuration (192/192, 95% confidence interval 98.0% to 100%). If implemented as the first step in grading, the automated system would have reduced the manual grading effort by between 2,183 and 3,147 patient episodes (26.4% to 38.1%). Conclusion: Automated grading can safely reduce the workload of manual grading using two field, mydriatic photography in a routine screening service.
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