메뉴 건너뛰기




Volumn 124, Issue 3, 2017, Pages 343-351

Automated Diabetic Retinopathy Image Assessment Software: Diagnostic Accuracy and Cost-Effectiveness Compared with Human Graders

Author keywords

[No Author keywords available]

Indexed keywords

ADOLESCENT; ADULT; AGED; ARTICLE; AUTOMATED DIABETIC RETINOPATHY IMAGE ASSESSMENT SYSTEMS; AUTOMATION; CHILD; COMPARATIVE STUDY; COST EFFECTIVENESS ANALYSIS; DIABETIC RETINOPATHY; DIAGNOSTIC ACCURACY; FALSE POSITIVE RESULT; HUMAN; IMAGE ANALYSIS; IMAGING SOFTWARE; MAJOR CLINICAL STUDY; METABOLIC PARAMETERS; OBSERVATIONAL METHOD; PRIORITY JOURNAL; PROLIFERATIVE RETINOPATHY; RETINA IMAGE; RETINA MACULOPATHY; SENSITIVITY ANALYSIS; SENSITIVITY AND SPECIFICITY; VISUAL SYSTEM PARAMETERS; COMPUTER ASSISTED DIAGNOSIS; COST BENEFIT ANALYSIS; DECISION TREE; ECONOMICS; FALSE NEGATIVE RESULT; FEMALE; HEALTH ECONOMICS; MALE; MASS SCREENING; MIDDLE AGED; PHYSICAL EXAMINATION; PREDICTIVE VALUE; PROCEDURES; REPRODUCIBILITY; SOFTWARE; VERY ELDERLY;

EID: 85009255599     PISSN: 01616420     EISSN: 15494713     Source Type: Journal    
DOI: 10.1016/j.ophtha.2016.11.014     Document Type: Article
Times cited : (187)

References (36)
  • 1
    • 0022347471 scopus 로고
    • Photocoagulation for diabetic macular edema. Early Treatment Diabetic Retinopathy Study Early Treatment Diabetic Retinopathy Study research group
    • 1 Photocoagulation for diabetic macular edema. Early Treatment Diabetic Retinopathy Study report number 1. Early Treatment Diabetic Retinopathy Study research group. Arch Ophthalmol 103:12 (1985), 1796–1806.
    • (1985) Arch Ophthalmol , vol.103 , Issue.12 , pp. 1796-1806
  • 2
    • 84897886446 scopus 로고    scopus 로고
    • Ocular anti-VEGF therapy for diabetic retinopathy: overview of clinical efficacy and evolving applications
    • 2 Cheung, N., Wong, I.Y., Wong, T.Y., Ocular anti-VEGF therapy for diabetic retinopathy: overview of clinical efficacy and evolving applications. Diabetes Care 37:4 (2014), 900–905.
    • (2014) Diabetes Care , vol.37 , Issue.4 , pp. 900-905
    • Cheung, N.1    Wong, I.Y.2    Wong, T.Y.3
  • 4
    • 34548087845 scopus 로고    scopus 로고
    • Management of diabetic retinopathy: a systematic review
    • 4 Mohamed, Q., Gillies, M.C., Wong, T.Y., Management of diabetic retinopathy: a systematic review. JAMA 298:8 (2007), 902–916.
    • (2007) JAMA , vol.298 , Issue.8 , pp. 902-916
    • Mohamed, Q.1    Gillies, M.C.2    Wong, T.Y.3
  • 5
    • 84859802214 scopus 로고    scopus 로고
    • Global status report on noncommunicable diseases 2014
    • Accessed June 2016
    • 5 World Health Organization, Global status report on noncommunicable diseases 2014. http://www.who.int/nmh/publications/ncd-status-report-2014/en Accessed June 2016.
    • World Health Organization1
  • 6
    • 1842530296 scopus 로고    scopus 로고
    • Causes and prevalence of visual impairment among adults in the United States
    • 6 Congdon, N., O'Colmain, B., Klaver, C.C., et al. Causes and prevalence of visual impairment among adults in the United States. Arch Ophthalmol 122:4 (2004), 477–485.
    • (2004) Arch Ophthalmol , vol.122 , Issue.4 , pp. 477-485
    • Congdon, N.1    O'Colmain, B.2    Klaver, C.C.3
  • 7
    • 85009449222 scopus 로고    scopus 로고
    • National diabetes fact sheet: national estimates and general information on diabetes and prediabetes in the United States
    • Accessed June 2016
    • 7 Centers for Disease Control and Prevention. National diabetes fact sheet: national estimates and general information on diabetes and prediabetes in the United States. 2011 https://www.cdc.gov/diabetes/pubs/pdf/ndfs_2011.pdf Accessed June 2016.
    • (2011)
  • 8
    • 73749083481 scopus 로고    scopus 로고
    • Global estimates of the prevalence of diabetes for 2010 and 2030
    • 8 Shaw, J.E., Sicree, R.A., Zimmet, P.Z., Global estimates of the prevalence of diabetes for 2010 and 2030. Diabetes Res Clin Pract 87:1 (2010), 4–14.
    • (2010) Diabetes Res Clin Pract , vol.87 , Issue.1 , pp. 4-14
    • Shaw, J.E.1    Sicree, R.A.2    Zimmet, P.Z.3
  • 9
    • 85013103479 scopus 로고    scopus 로고
    • Diabetic eye screening: programme overview
    • Accessed June 2016
    • 9 Public Health England. Diabetic eye screening: programme overview. https://www.gov.uk/guidance/diabetic-eye-screening-programme-overview Accessed June 2016.
  • 10
    • 84961213684 scopus 로고    scopus 로고
    • A Multi-center diabetes eye screening study in community settings: study design and methodology
    • 10 Murchison, A.P., Friedman, D.S., Gower, E.W., et al. A Multi-center diabetes eye screening study in community settings: study design and methodology. Ophthalmic Epidemiol 23:2 (2016), 109–115.
    • (2016) Ophthalmic Epidemiol , vol.23 , Issue.2 , pp. 109-115
    • Murchison, A.P.1    Friedman, D.S.2    Gower, E.W.3
  • 11
    • 84887991777 scopus 로고    scopus 로고
    • Evaluation of telemedicine for screening of diabetic retinopathy in the Veterans Health Administration
    • 11 Kirkizlar, E., Serban, N., Sisson, J.A., et al. Evaluation of telemedicine for screening of diabetic retinopathy in the Veterans Health Administration. Ophthalmology 120:12 (2013), 2604–2610.
    • (2013) Ophthalmology , vol.120 , Issue.12 , pp. 2604-2610
    • Kirkizlar, E.1    Serban, N.2    Sisson, J.A.3
  • 12
    • 84875180389 scopus 로고    scopus 로고
    • Automated analysis of retinal images for detection of referable diabetic retinopathy
    • 12 Abramoff, M.D., Folk, J.C., Han, D.P., et al. Automated analysis of retinal images for detection of referable diabetic retinopathy. JAMA Ophthalmol 131:3 (2013), 351–357.
    • (2013) JAMA Ophthalmol , vol.131 , Issue.3 , pp. 351-357
    • Abramoff, M.D.1    Folk, J.C.2    Han, D.P.3
  • 13
    • 84921543433 scopus 로고    scopus 로고
    • Evaluation of automated image analysis software for the detection of diabetic retinopathy to reduce the ophthalmologists' workload
    • 13 Soto-Pedre, E., Navea, A., Millan, S., et al. Evaluation of automated image analysis software for the detection of diabetic retinopathy to reduce the ophthalmologists' workload. Acta Ophthalmol 93:1 (2015), e52–e56.
    • (2015) Acta Ophthalmol , vol.93 , Issue.1 , pp. e52-e56
    • Soto-Pedre, E.1    Navea, A.2    Millan, S.3
  • 14
    • 82955201571 scopus 로고    scopus 로고
    • Assessment of automated disease detection in diabetic retinopathy screening using two-field photography
    • 14 Goatman, K., Charnley, A., Webster, L., Nussey, S., Assessment of automated disease detection in diabetic retinopathy screening using two-field photography. PLoS One, 6(12), 2011, e27524.
    • (2011) PLoS One , vol.6 , Issue.12 , pp. e27524
    • Goatman, K.1    Charnley, A.2    Webster, L.3    Nussey, S.4
  • 15
    • 84958540980 scopus 로고    scopus 로고
    • A study of whether automated Diabetic Retinopathy Image Assessment could replace manual grading steps in the English National Screening Programme
    • 15 Kapetanakis, V.V., Rudnicka, A.R., Liew, G., et al. A study of whether automated Diabetic Retinopathy Image Assessment could replace manual grading steps in the English National Screening Programme. J Med Screen 22:3 (2015), 112–118.
    • (2015) J Med Screen , vol.22 , Issue.3 , pp. 112-118
    • Kapetanakis, V.V.1    Rudnicka, A.R.2    Liew, G.3
  • 16
    • 85013132440 scopus 로고    scopus 로고
    • Detailed project description: can automated Diabetic Retinopathy Image Assessment Software replace one or more steps of manual imaging grading and is this cost-effective for the English National Screening Programme?
    • Accessed June 2016
    • 16 Tufail, A., Egan, C., Rudnicka, A., et al. Detailed project description: can automated Diabetic Retinopathy Image Assessment Software replace one or more steps of manual imaging grading and is this cost-effective for the English National Screening Programme?. http://www.nets.nihr.ac.uk/__data/assets/pdf_file/0019/81154/PRO-11-21-02.pdf Accessed June 2016.
    • Tufail, A.1    Egan, C.2    Rudnicka, A.3
  • 17
    • 85013067091 scopus 로고    scopus 로고
    • Diabetic eye screening feature based grading forms: Guidance on standard feature based grading forms to be used in the NHS Diabetic Eye Screening Programme
    • Accessed June 2016
    • 17 NHS Diabetic Eye Screening Programme. Diabetic eye screening feature based grading forms: Guidance on standard feature based grading forms to be used in the NHS Diabetic Eye Screening Programme. https://www.gov.uk/government/uploads/system/uploads/attachment_data/file/402295/Feature_Based_Grading_Forms_V1_4_1Nov12_SSG.pdf Accessed June 2016.
  • 18
    • 85007536464 scopus 로고    scopus 로고
    • Diabetic eye screening revised grading definitions: To provide guidance on revised grading definitions for the NHS Diabetic Eye Screening Programme
    • Accessed June 2016
    • 18 Taylor, D., Diabetic eye screening revised grading definitions: To provide guidance on revised grading definitions for the NHS Diabetic Eye Screening Programme. https://www.gov.uk/government/uploads/system/uploads/attachment_data/file/402294/Revised_Grading_Definitions_V1_3_1Nov12_SSG.pdf Accessed June 2016.
    • Taylor, D.1
  • 19
    • 35748954401 scopus 로고    scopus 로고
    • The efficacy of automated “disease/no disease” grading for diabetic retinopathy in a systematic screening programme
    • 19 Philip, S., Fleming, A.D., Goatman, K.A., et al. The efficacy of automated “disease/no disease” grading for diabetic retinopathy in a systematic screening programme. Br J Ophthalmol 91:11 (2007), 1512–1517.
    • (2007) Br J Ophthalmol , vol.91 , Issue.11 , pp. 1512-1517
    • Philip, S.1    Fleming, A.D.2    Goatman, K.A.3
  • 20
    • 0035650569 scopus 로고    scopus 로고
    • Two-field photography can identify patients with vision-threatening diabetic retinopathy: a screening approach in the primary care setting
    • 20 Stellingwerf, C., Hardus, P.L., Hooymans, J.M., Two-field photography can identify patients with vision-threatening diabetic retinopathy: a screening approach in the primary care setting. Diabetes Care 24:12 (2001), 2086–2090.
    • (2001) Diabetes Care , vol.24 , Issue.12 , pp. 2086-2090
    • Stellingwerf, C.1    Hardus, P.L.2    Hooymans, J.M.3
  • 21
    • 0031961303 scopus 로고    scopus 로고
    • Mobile retinal screening in Britain
    • 21 Taylor, R., Broadbent, D.M., Greenwood, R., et al. Mobile retinal screening in Britain. Diabet Med 15:4 (1998), 344–347.
    • (1998) Diabet Med , vol.15 , Issue.4 , pp. 344-347
    • Taylor, R.1    Broadbent, D.M.2    Greenwood, R.3
  • 22
    • 0026780423 scopus 로고
    • Ophthalmoscopy versus fundus photographs for detecting and grading diabetic retinopathy
    • 22 Kinyoun, J.L., Martin, D.C., Fujimoto, W.Y., Leonetti, D.L., Ophthalmoscopy versus fundus photographs for detecting and grading diabetic retinopathy. Invest Ophthalmol Vis Sci 33:6 (1992), 1888–1893.
    • (1992) Invest Ophthalmol Vis Sci , vol.33 , Issue.6 , pp. 1888-1893
    • Kinyoun, J.L.1    Martin, D.C.2    Fujimoto, W.Y.3    Leonetti, D.L.4
  • 23
    • 85013070658 scopus 로고    scopus 로고
    • The management of grading quality: good practice in the quality assurance of grading
    • Accessed June 2016
    • 23 Taylor, D., Widdowson, S., The management of grading quality: good practice in the quality assurance of grading. https://www.gov.uk/government/uploads/system/uploads/attachment_data/file/512832/The_Management_of_Grading.pdf Accessed June 2016.
    • Taylor, D.1    Widdowson, S.2
  • 24
    • 85013089763 scopus 로고    scopus 로고
    • Diabetic eye screening pathway overviews: Overview diagrams for patient pathway, grading pathway, surveillance pathways and referral pathways
    • Accessed June 2016
    • 24 NHS Diabetic Eye Screening Programme. Diabetic eye screening pathway overviews: Overview diagrams for patient pathway, grading pathway, surveillance pathways and referral pathways. https://www.gov.uk/government/uploads/system/uploads/attachment_data/file/403074/Pathway_Diagrams_V1_2_29Oct12_SSG__1_.pdf Accessed June 2016.
  • 25
    • 85013068754 scopus 로고    scopus 로고
    • Essential elements in developing a diabetic retinopathy screening programme. Workbook 4.3
    • Accessed June 2016
    • 25 UK National Screening Committee. Essential elements in developing a diabetic retinopathy screening programme. Workbook 4.3. http://rcophth-website.www.premierithosting.com/docs/publications/published-guidelines/ENSPDR_Workbook_2009.pdf Accessed June 2016.
  • 26
    • 84962332928 scopus 로고    scopus 로고
    • Unit costs of health and social care 2014
    • Accessed June 2016
    • 26 Personal Social Services Research Unit. Unit costs of health and social care 2014. http://www.pssru.ac.uk/project-pages/unit-costs/2014/index.php Accessed June 2016.
  • 27
    • 84911907212 scopus 로고    scopus 로고
    • Yearly Average Currency Exchange Rates Translating foreign currency into U.S. dollars
    • Available from Accessed June 2016
    • 27 Internal Revenue Service. Yearly Average Currency Exchange Rates Translating foreign currency into U.S. dollars. Available from https://www.irs.gov/individuals/international-taxpayers/yearly-average-currency-exchange-rates Accessed June 2016.
  • 28
    • 77953776184 scopus 로고    scopus 로고
    • Costs and consequences of automated algorithms versus manual grading for the detection of referable diabetic retinopathy
    • 28 Scotland, G.S., McNamee, P., Fleming, A.D., et al. Costs and consequences of automated algorithms versus manual grading for the detection of referable diabetic retinopathy. Br J Ophthalmol 94:6 (2010), 712–719.
    • (2010) Br J Ophthalmol , vol.94 , Issue.6 , pp. 712-719
    • Scotland, G.S.1    McNamee, P.2    Fleming, A.D.3
  • 29
    • 35748939435 scopus 로고    scopus 로고
    • Cost-effectiveness of implementing automated grading within the national screening programme for diabetic retinopathy in Scotland
    • 29 Scotland, G.S., McNamee, P., Philip, S., et al. Cost-effectiveness of implementing automated grading within the national screening programme for diabetic retinopathy in Scotland. Br J Ophthalmol 91:11 (2007), 1518–1523.
    • (2007) Br J Ophthalmol , vol.91 , Issue.11 , pp. 1518-1523
    • Scotland, G.S.1    McNamee, P.2    Philip, S.3
  • 30
    • 79954477618 scopus 로고    scopus 로고
    • Applied Methods of Cost-effectiveness Analysis in Healthcare
    • Oxford University Press Oxford, UK
    • 30 Gray, A.M., Clarke, P.M., Wolstenholme, J.L., Wordsworth, S., Applied Methods of Cost-effectiveness Analysis in Healthcare. 2011, Oxford University Press, Oxford, UK.
    • (2011)
    • Gray, A.M.1    Clarke, P.M.2    Wolstenholme, J.L.3    Wordsworth, S.4
  • 31
    • 84861132533 scopus 로고    scopus 로고
    • External quality assurance for image grading in the Scottish Diabetic Retinopathy Screening Programme
    • 31 Goatman, K.A., Philip, S., Fleming, A.D., et al. External quality assurance for image grading in the Scottish Diabetic Retinopathy Screening Programme. Diabet Med 29:6 (2012), 776–783.
    • (2012) Diabet Med , vol.29 , Issue.6 , pp. 776-783
    • Goatman, K.A.1    Philip, S.2    Fleming, A.D.3
  • 32
    • 84975123281 scopus 로고    scopus 로고
    • The use of statistical methodology to determine the accuracy of grading within a diabetic retinopathy screening programme
    • 32 Oke, J.L., Stratton, I.M., Aldington, S.J., et al. The use of statistical methodology to determine the accuracy of grading within a diabetic retinopathy screening programme. Diabet Med 33:7 (2016), 896–903.
    • (2016) Diabet Med , vol.33 , Issue.7 , pp. 896-903
    • Oke, J.L.1    Stratton, I.M.2    Aldington, S.J.3
  • 33
    • 77950263954 scopus 로고    scopus 로고
    • Prevalence of diabetes among men and women in China
    • 33 Yang, W., Lu, J., Weng, J., et al. Prevalence of diabetes among men and women in China. N Engl J Med 362:12 (2010), 1090–1101.
    • (2010) N Engl J Med , vol.362 , Issue.12 , pp. 1090-1101
    • Yang, W.1    Lu, J.2    Weng, J.3
  • 34
    • 80053540603 scopus 로고    scopus 로고
    • Implementation and first-year screening results of an ocular telehealth system for diabetic retinopathy in China
    • 34 Peng, J., Zou, H., Wang, W., et al. Implementation and first-year screening results of an ocular telehealth system for diabetic retinopathy in China. BMC Health Serv Res, 11, 2011, 250.
    • (2011) BMC Health Serv Res , vol.11 , pp. 250
    • Peng, J.1    Zou, H.2    Wang, W.3
  • 35
    • 84958175249 scopus 로고    scopus 로고
    • Strategies to screen for diabetic retinopathy in Chinese patients with newly diagnosed type 2 diabetes: a cost-effectiveness analysis
    • 35 Wu, B., Li, J., Wu, H., Strategies to screen for diabetic retinopathy in Chinese patients with newly diagnosed type 2 diabetes: a cost-effectiveness analysis. Medicine (Baltimore), 94(45), 2015, e1989.
    • (2015) Medicine (Baltimore) , vol.94 , Issue.45 , pp. e1989
    • Wu, B.1    Li, J.2    Wu, H.3
  • 36
    • 84895832615 scopus 로고    scopus 로고
    • Global estimates of diabetes prevalence for 2013 and projections for 2035
    • 36 Guariguata, L., Whiting, D.R., Hambleton, I., et al. Global estimates of diabetes prevalence for 2013 and projections for 2035. Diabetes Res Clin Pract 103:2 (2014), 137–149.
    • (2014) Diabetes Res Clin Pract , vol.103 , Issue.2 , pp. 137-149
    • Guariguata, L.1    Whiting, D.R.2    Hambleton, I.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.