Validation of Smartphone-Based Retinal Photography for Diabetic Retinopathy Screening

Screening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a screening program. We aimed to evaluate the sensitivity and specificity of a smartphone-based device for the screening and detection of DR. A cross-sectional study...

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Published inOphthalmic surgery, lasers & imaging Vol. 50; no. 5; pp. S18 - S22
Main Authors Bilong, Yannick, Katte, Jean-Claude, Koki, Godefroy, Kagmeni, Giles, Obama, Odile Pascale Nga, Fofe, Hermann Rossi Ngoufo, Mvilongo, Caroline, Nkengfack, Oliver, Bimbai, Andre Michel, Sobngwi, Eugene, Mbacham, Wilfred, Mbanya, Jean Claude, Bella, Lucienne Assumpta, Sharma, Ashish
Format Journal Article
LanguageEnglish
Published United States Slack, Inc 01.05.2019
SLACK INCORPORATED
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Abstract Screening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a screening program. We aimed to evaluate the sensitivity and specificity of a smartphone-based device for the screening and detection of DR. A cross-sectional study of 220 patients with diabetes (440 eyes, all patients age 25 years or older) was completed. Tropicamide 0.5% was used for iris dilation followed by an indirect ophthalmoscopy using a 20-D lens. Retinal images were later obtained using a smartphone attached to an adaptable camera device. Retinal images permitted the visualization of the macular and papillary regions and were sent without compression via the internet to a retinal specialist for interpretation. Sensitivity and specificity were calculated for all cases and stages of DR. Using our standard examination method, the prevalence of DR and macular edema were 13.6% and 6.4%, respectively. With the smartphone-based retinal camera, the prevalence of DR and macular edema were 18.2% and 8.2%, respectively. Sensitivity and specificity for the detection of all stages of DR was 73.3% and 90.5%, respectively. For the detection of macular edema, sensitivity was 77.8%, and specificity was 95%. For severe nonproliferative DR (NPDR), sensitivity and specificity were 80% and 99%, respectively; for proliferative DR (PDR), they were both 100%. In the early stages of DR, specificity was 89.8% for mild NPDR and 97.1% for moderate NPDR. Sensitivity was 57.1% and 42.9%, respectively. Screening for DR using a smartphone-based retinal camera has a satisfactory specificity at all DR stages. Its sensitivity seems to be high only in the stages of DR necessitating a specific therapeutic decision (eg, macular edema, severe NPDR, and PDR). A smartphone-based retinal camera may be a useful device to screen for DR in resource-limited settings. [Ophthalmic Surg Lasers Imaging Retina. 2019;50:S18-S22.].
AbstractList BACKROUND AND OBJECTIVE: Screening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a screening program. We aimed to evaluate the sensitivity and specificity of a smartphone-based device for the screening and detection of DR. PATIENTS AND METHODS: A cross-sectional study of 220 patients with diabetes (440 eyes, all patients age 25 years or older) was completed. Tropicamide 0.5% was used for iris dilation followed by an indirect ophthalmoscopy using a 20-D lens. Retinal images were later obtained using a smartphone attached to an adaptable camera device. Retinal images permitted the visualization of the macular and papillary regions and were sent without compression via the internet to a retinal specialist for interpretation. Sensitivity and specificity were calculated for all cases and stages of DR. RESULTS: Using our standard examination method, the prevalence of DR and macular edema were 13.6% and 6.4%, respectively. With the smartphone-based retinal camera, the prevalence of DR and macular edema were 18.2% and 8.2%, respectively. Sensitivity and specificity for the detection of all stages of DR was 73.3% and 90.5%, respectively. For the detection of macular edema, sensitivity was 77.8%, and specificity was 95%. For severe nonproliferative DR (NPDR), sensitivity and specificity were 80% and 99%, respectively; for proliferative DR (PDR), they were both 100%. In the early stages of DR, specificity was 89.8% for mild NPDR and 97.1% for moderate NPDR. Sensitivity was 57.1% and 42.9%, respectively. CONCLUSION: Screening for DR using a smartphone-based retinal camera has a satisfactory specificity at all DR stages. Its sensitivity seems to be high only in the stages of DR necessitating a specific therapeutic decision (eg, macular edema, severe NPDR, and PDR). A smartphone-based retinal camera may be a useful device to screen for DR in resource-limited settings. [Ophthalmic Surg Lasers Imaging Retina. 2019;50:S18-S22.]
Screening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a screening program. We aimed to evaluate the sensitivity and specificity of a smartphone-based device for the screening and detection of DR. A cross-sectional study of 220 patients with diabetes (440 eyes, all patients age 25 years or older) was completed. Tropicamide 0.5% was used for iris dilation followed by an indirect ophthalmoscopy using a 20-D lens. Retinal images were later obtained using a smartphone attached to an adaptable camera device. Retinal images permitted the visualization of the macular and papillary regions and were sent without compression via the internet to a retinal specialist for interpretation. Sensitivity and specificity were calculated for all cases and stages of DR. Using our standard examination method, the prevalence of DR and macular edema were 13.6% and 6.4%, respectively. With the smartphone-based retinal camera, the prevalence of DR and macular edema were 18.2% and 8.2%, respectively. Sensitivity and specificity for the detection of all stages of DR was 73.3% and 90.5%, respectively. For the detection of macular edema, sensitivity was 77.8%, and specificity was 95%. For severe nonproliferative DR (NPDR), sensitivity and specificity were 80% and 99%, respectively; for proliferative DR (PDR), they were both 100%. In the early stages of DR, specificity was 89.8% for mild NPDR and 97.1% for moderate NPDR. Sensitivity was 57.1% and 42.9%, respectively. Screening for DR using a smartphone-based retinal camera has a satisfactory specificity at all DR stages. Its sensitivity seems to be high only in the stages of DR necessitating a specific therapeutic decision (eg, macular edema, severe NPDR, and PDR). A smartphone-based retinal camera may be a useful device to screen for DR in resource-limited settings. [Ophthalmic Surg Lasers Imaging Retina. 2019;50:S18-S22.].
BACKROUND AND OBJECTIVEScreening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a screening program. We aimed to evaluate the sensitivity and specificity of a smartphone-based device for the screening and detection of DR. PATIENTS AND METHODSA cross-sectional study of 220 patients with diabetes (440 eyes, all patients age 25 years or older) was completed. Tropicamide 0.5% was used for iris dilation followed by an indirect ophthalmoscopy using a 20-D lens. Retinal images were later obtained using a smartphone attached to an adaptable camera device. Retinal images permitted the visualization of the macular and papillary regions and were sent without compression via the internet to a retinal specialist for interpretation. Sensitivity and specificity were calculated for all cases and stages of DR. RESULTSUsing our standard examination method, the prevalence of DR and macular edema were 13.6% and 6.4%, respectively. With the smartphone-based retinal camera, the prevalence of DR and macular edema were 18.2% and 8.2%, respectively. Sensitivity and specificity for the detection of all stages of DR was 73.3% and 90.5%, respectively. For the detection of macular edema, sensitivity was 77.8%, and specificity was 95%. For severe nonproliferative DR (NPDR), sensitivity and specificity were 80% and 99%, respectively; for proliferative DR (PDR), they were both 100%. In the early stages of DR, specificity was 89.8% for mild NPDR and 97.1% for moderate NPDR. Sensitivity was 57.1% and 42.9%, respectively. CONCLUSIONScreening for DR using a smartphone-based retinal camera has a satisfactory specificity at all DR stages. Its sensitivity seems to be high only in the stages of DR necessitating a specific therapeutic decision (eg, macular edema, severe NPDR, and PDR). A smartphone-based retinal camera may be a useful device to screen for DR in resource-limited settings. [Ophthalmic Surg Lasers Imaging Retina. 2019;50:S18-S22.].
BACKROUND AND OBJECTIVE: A cross-sectional study of 220 patients with diabetes (440 eyes, all patients age 25 years or older) was completed. Tropicamide 0.5% was used for iris dilation followed by an indirect ophthalmoscopy using a 20-D lens. Retinal images were later obtained using a smartphone attached to an adaptable camera device. Retinal images permitted the visualization of the macular and papillary regions and were sent without compression via the internet to a retinal specialist for interpretation. Sensitivity and specificity were calculated for all cases and stages of DR. Using our standard examination method, the prevalence of DR and macular edema were 13.6% and 6.4%, respectively. With the smartphone-based retinal camera, the prevalence of DR and macular edema were 18.2% and 8.2%, respectively. Sensitivity and specificity for the detection of all stages of DR was 73.3% and 90.5%, respectively. For the detection of macular edema, sensitivity was 77.8%, and specificity was 95%. For severe nonproliferative DR (NPDR), sensitivity and specificity were 80% and 99%, respectively; for proliferative DR (PDR), they were both 100%. In the early stages of DR, specificity was 89.8% for mild NPDR and 97.1% for moderate NPDR. Sensitivity was 57.1% and 42.9%, respectively. Screening for DR using a smartphone-based retinal camera has a satisfactory specificity at all DR stages. Its sensitivity seems to be high only in the stages of DR necessitating a specific therapeutic decision (eg, macular edema, severe NPDR, and PDR). A smartphone-based retinal camera may be a useful device to screen for DR in resource-limited settings.
Audience Academic
Author Nkengfack, Oliver
Mbanya, Jean Claude
Obama, Odile Pascale Nga
Katte, Jean-Claude
Mvilongo, Caroline
Bilong, Yannick
Bimbai, Andre Michel
Sobngwi, Eugene
Mbacham, Wilfred
Koki, Godefroy
Bella, Lucienne Assumpta
Fofe, Hermann Rossi Ngoufo
Kagmeni, Giles
Sharma, Ashish
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Cites_doi 10.1001/archophthalmol.2010.319
10.4103/0970-0218.91324
10.1016/S0168-8227(99)00052-2
10.1371/journal.pone.0138285
10.2337/dc16-2641
10.3341/kjo.2009.23.4.291
10.1089/tmj.2010.0155
10.5301/ejo.5000663
10.1167/tvst.7.5.21
10.1001/archopht.122.4.552
10.1186/1471-2415-14-19
10.1097/IAE.0000000000000955
10.4103/0301-4738.100542
10.1089/tmj.2011.0089
10.1186/s40200-015-0151-4
10.1136/bjophthalmol-2013-304338
10.1155/2016/3801570
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References Nanfack C (e_1_3_1_13_2) 2012; 13
Suto S (e_1_3_1_10_2) 2014; 118
e_1_3_1_21_2
e_1_3_1_22_2
e_1_3_1_23_2
e_1_3_1_8_2
e_1_3_1_7_2
e_1_3_1_12_2
Moukouri EN (e_1_3_1_16_2) 1992; 3905
e_1_3_1_11_2
e_1_3_1_9_2
e_1_3_1_20_2
e_1_3_1_4_2
e_1_3_1_17_2
e_1_3_1_3_2
e_1_3_1_15_2
e_1_3_1_5_2
e_1_3_1_14_2
e_1_3_1_2_2
e_1_3_1_19_2
Lau HC (e_1_3_1_6_2) 1995; 36
e_1_3_1_18_2
References_xml – ident: e_1_3_1_7_2
  doi: 10.1001/archophthalmol.2010.319
– volume: 36
  start-page: 510
  year: 1995
  ident: e_1_3_1_6_2
  article-title: Mass screening for diabetic retinopathy--a report on diabetic retinal screening in primary care clinics in Singapore
  publication-title: Singapore Med J
  contributor:
    fullname: Lau HC
– ident: e_1_3_1_5_2
  doi: 10.4103/0970-0218.91324
– ident: e_1_3_1_15_2
  doi: 10.1016/S0168-8227(99)00052-2
– ident: e_1_3_1_12_2
– ident: e_1_3_1_20_2
  doi: 10.1371/journal.pone.0138285
– volume: 13
  start-page: 54
  year: 2012
  ident: e_1_3_1_13_2
  article-title: Diabetic retinopathy at the Yaoundé Central Hospital in Cameroon: epidemiology and angiographic findings
  publication-title: Pan Afr Med J
  contributor:
    fullname: Nanfack C
– ident: e_1_3_1_19_2
  doi: 10.2337/dc16-2641
– ident: e_1_3_1_23_2
  doi: 10.3341/kjo.2009.23.4.291
– ident: e_1_3_1_18_2
  doi: 10.1089/tmj.2010.0155
– ident: e_1_3_1_11_2
  doi: 10.5301/ejo.5000663
– ident: e_1_3_1_22_2
  doi: 10.1167/tvst.7.5.21
– ident: e_1_3_1_2_2
  doi: 10.1001/archopht.122.4.552
– ident: e_1_3_1_14_2
  doi: 10.1186/1471-2415-14-19
– volume: 3905
  start-page: 327
  year: 1992
  ident: e_1_3_1_16_2
  article-title: Epidemiological aspects of diabetic retinopathy in Yaounde [in French]
  publication-title: Médecine d'Afrique Noire
  contributor:
    fullname: Moukouri EN
– volume: 118
  start-page: 7
  year: 2014
  ident: e_1_3_1_10_2
  article-title: Photography of anterior eye segment and fundus with smartphone [in Japanese]
  publication-title: Nippon Ganka Gakkai Zasshi
  contributor:
    fullname: Suto S
– ident: e_1_3_1_21_2
  doi: 10.1097/IAE.0000000000000955
– ident: e_1_3_1_3_2
  doi: 10.4103/0301-4738.100542
– ident: e_1_3_1_8_2
  doi: 10.1089/tmj.2011.0089
– ident: e_1_3_1_17_2
  doi: 10.1186/s40200-015-0151-4
– ident: e_1_3_1_9_2
  doi: 10.1136/bjophthalmol-2013-304338
– ident: e_1_3_1_4_2
  doi: 10.1155/2016/3801570
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Snippet Screening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a screening program. We...
BACKROUND AND OBJECTIVE: Screening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of...
BACKROUND AND OBJECTIVE: A cross-sectional study of 220 patients with diabetes (440 eyes, all patients age 25 years or older) was completed. Tropicamide 0.5%...
BACKROUND AND OBJECTIVEScreening for diabetic retinopathy (DR) is cost-effective when compared with disability loss for those who go blind in the absence of a...
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SubjectTerms Blindness
Blood pressure
Cameras
Comparative analysis
Cross-Sectional Studies
Diabetes
Diabetic retinopathy
Diabetic Retinopathy - diagnosis
Diabetics
Edema
Equipment Design
Eye (anatomy)
Eyes & eyesight
Female
Hospitals
Humans
Low income groups
Male
Mass Screening - methods
Medical research
Medicine, Experimental
Middle Aged
Patients
Photography
Photography - instrumentation
Public health
Quality
Reproducibility of Results
Retina
Retina - diagnostic imaging
Retinal images
Retrospective Studies
Screening
Sensitivity analysis
Smart phones
Smartphone
Smartphones
Studies
Title Validation of Smartphone-Based Retinal Photography for Diabetic Retinopathy Screening
URI https://www.ncbi.nlm.nih.gov/pubmed/31100178
https://www.proquest.com/docview/2226468435
https://search.proquest.com/docview/2232052497
Volume 50
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