Validation of diagnostic accuracy of retinal image grading by trained non-ophthalmologist grader for detecting diabetic retinopathy and diabetic macular edema

被引:5
作者
Joseph, Sanil [1 ,2 ,3 ]
Rajan, Renu P. [4 ]
Sundar, Balagiri [4 ]
Venkatachalam, Soundarya [1 ]
Kempen, John H. [5 ,6 ,7 ,8 ,9 ]
Kim, Ramasamy [4 ]
机构
[1] Aravind Eye Care Syst, Lions Aravind Inst Community Ophthalmol, Madurai, Tamil Nadu, India
[2] Royal Victorian Eye & Ear Hosp, Ctr Eye Res Australia, East Melbourne, Vic, Australia
[3] Univ Melbourne, Dept Surg Ophthalmol, Melbourne, Vic, Australia
[4] Aravind Eye Hosp & Postgrad Inst Ophthalmol, Madurai, Tamil Nadu, India
[5] Massachusetts Eye & Ear, Dept Ophthalmol, Boston, MA USA
[6] Harvard Med Sch, Schepens Eye Res Inst, Boston, MA 02115 USA
[7] MyungSung Christian Med Ctr MCM Multispecialty Ho, MCM Eye Unit, Addis Ababa, Ethiopia
[8] MyungSung Med Sch, Addis Ababa, Ethiopia
[9] Addis Ababa Univ, Fac Med, Dept Ophthalmol, Addis Ababa, Ethiopia
关键词
PREVALENCE; TELEMEDICINE; POPULATION; AGREEMENT; INDIA; EYE;
D O I
10.1038/s41433-022-02190-4
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
Purpose To validate the fundus image grading results by a trained grader (Non-ophthalmologist) and an ophthalmologist grader for detecting diabetic retinopathy (DR) and diabetic macular oedema (DMO) against fundus examination by a retina specialist (gold standard). Methods A prospective diagnostic accuracy study was conducted using 2002 non-mydriatic colour fundus images from 1001 patients aged >= 40 years. Using the Aravind Diabetic Retinopathy Evaluation Software (ADRES) images were graded by both a trained non-ophthalmologist grader (grader-1) and an ophthalmologist (grader-2). Sensitivity, specificity, positive predictive value and negative predictive value were calculated for grader-1 and grader-2 against the grading results by an independent retina specialist who performed dilated fundus examination for every study participant. Results Out of 1001 patients included, 42% were women and the mean +/- (SD) age was 55.8 (8.39) years. For moderate or worse DR, the sensitivity and specificity for grading by grader-1 with respect to the gold standard was 66.9% and 91.0% respectively and the same for the ophthalmologist was 83.6% and 80.3% respectively. For referable DMO, grader-1 and grader-2 had a sensitivity of 74.6% and 85.6% respectively and a specificity of 83.7% and 79.8% respectively. Conclusions Our results demonstrate good level of accuracy for the fundus image grading performed by a trained non-ophthalmologist which was comparable with the grading by an ophthalmologist. Engaging trained non-ophthalmologists potentially can enhance the efficiency of DR diagnosis using fundus images. Further study with multiple non-ophthalmologist graders is needed to verify the results and strategies to improve agreement for DMO diagnosis are needed.
引用
收藏
页码:1577 / 1582
页数:6
相关论文
共 42 条
[1]   Prevalence of diabetes and prediabetes (impaired fasting glucose and/or impaired glucose tolerance) in urban and rural India: Phase I results of the Indian Council of Medical Research-INdia DIABetes (ICMR-INDIAB) study [J].
Anjana, R. M. ;
Pradeepa, R. ;
Deepa, M. ;
Datta, M. ;
Sudha, V. ;
Unnikrishnan, R. ;
Bhansali, A. ;
Joshi, S. R. ;
Joshi, P. P. ;
Yajnik, C. S. ;
Dhandhania, V. K. ;
Nath, L. M. ;
Das, A. K. ;
Rao, P. V. ;
Madhu, S. V. ;
Shukla, D. K. ;
Kaur, T. ;
Priya, M. ;
Nirmal, E. ;
Parvathi, S. J. ;
Subhashini, S. ;
Subashini, R. ;
Ali, M. K. ;
Mohan, V. .
DIABETOLOGIA, 2011, 54 (12) :3022-3027
[2]  
[Anonymous], 2015, GUIDELINES DIABETIC
[3]  
[Anonymous], working mode regarding risks prevention of diabetes mel
[4]  
[Anonymous], 2016, World Health Organization
[5]  
[Anonymous], FDA PERMITS MARKETIN
[6]  
[Anonymous], INT CLIN DIAB RET DI
[7]  
Bhargava M, 2012, SINGAP MED J, V53, P715
[8]   Nonmydriatic teleretinal imaging improves adherence to annual eye examinations in patients with diabetes [J].
Conlin, Paul R. ;
Fisch, Barry M. ;
Cavallerano, Anthony A. ;
Cavallerano, Jerry D. ;
Bursell, Sven-Erik ;
Aiello, Lloyd M. .
JOURNAL OF REHABILITATION RESEARCH AND DEVELOPMENT, 2006, 43 (06) :733-739
[9]   Diagnostic accuracy and reliability of retinal pathology using the Forus 3nethra fundus camera compared to ultra wide-field imaging [J].
Darwish, Dana Y. ;
Patel, Samir N. ;
Gao, Yan ;
Bhat, Pooja ;
Chau, Felix Y. ;
Lim, Jennifer I. ;
Kim, Judy E. ;
Jose, Jogin ;
Jonas, Karyn E. ;
Chan, R. V. Paul ;
Mehta, Supriya D. ;
Lobo, Ann-Marie .
EYE, 2019, 33 (05) :856-857
[10]   COMPARISON OF STANDARDIZED CLINICAL CLASSIFICATION WITH FUNDUS PHOTOGRAPH GRADING FOR THE ASSESSMENT OF DIABETIC RETINOPATHY AND DIABETIC MACULAR EDEMA SEVERITY [J].
Gangaputra, Sapna ;
Lovato, James F. ;
Hubbard, Larry ;
Davis, Matthew D. ;
Esser, Barbara A. ;
Ambrosius, Walter T. ;
Chew, Emily Y. ;
Greven, Craig ;
Perdue, Letitia H. ;
Wong, Wai T. ;
Condren, Audree ;
Wilkinson, Charles P. ;
Agron, Elvira ;
Adler, Sharon ;
Danis, Ronald P. .
RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2013, 33 (07) :1393-1399