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Diabetic Retinal Neurodegeneration-Should We Redefine Retinopathy From Diabetes?

Sohn EH, Han IC, Abramoff MD.

JAMA Ophthalmol. 2019 Jul 25. doi: 10.1001/jamaophthalmol.2019.2536. [Epub ahead of print] No abstract available.


Pivotal trial of an autonomous AI-based diagnostic system for detection of diabetic retinopathy in primary care offices.

Abràmoff MD, Lavin PT, Birch M, Shah N, Folk JC.

NPJ Digit Med. 2018 Aug 28;1:39. doi: 10.1038/s41746-018-0040-6. eCollection 2018.


Observations and Lessons Learned From the Artificial Intelligence Studies for Diabetic Retinopathy Screening.

Ting DSW, Carin L, Abramoff MD.

JAMA Ophthalmol. 2019 Jun 13. doi: 10.1001/jamaophthalmol.2019.1997. [Epub ahead of print] No abstract available.


A data-driven approach to referable diabetic retinopathy detection.

Pires R, Avila S, Wainer J, Valle E, Abramoff MD, Rocha A.

Artif Intell Med. 2019 May;96:93-106. doi: 10.1016/j.artmed.2019.03.009. Epub 2019 Mar 27.


Intravitreal Fluocinolone Acetonide May Decelerate Diabetic Retinal Neurodegeneration.

Lynch SK, Lee K, Chen Z, Folk JC, Schmidt-Erfurth U, Gerendas BS, Wahle A, Wykoff CC, Abràmoff MD.

Invest Ophthalmol Vis Sci. 2019 May 1;60(6):2134-2139. doi: 10.1167/iovs.18-24643.


Choriocapillaris Degeneration in Geographic Atrophy.

Sohn EH, Flamme-Wiese MJ, Whitmore SS, Workalemahu G, Marneros AG, Boese EA, Kwon YH, Wang K, Abramoff MD, Tucker BA, Stone EM, Mullins RF.

Am J Pathol. 2019 Jul;189(7):1473-1480. doi: 10.1016/j.ajpath.2019.04.005. Epub 2019 Apr 30.


Fluorescein Angiography Does Not Alter the Initial Clinical Management of Choroidal Neovascularization in Age-Related Macular Degeneration.

Parekh PK, Folk JC, Gupta P, Russell SR, Sohn EH, Abràmoff MD.

Ophthalmol Retina. 2018 Jul;2(7):659-666. doi: 10.1016/j.oret.2018.01.002. Epub 2018 Mar 9.


Diagnostic Accuracy of a Device for the Automated Detection of Diabetic Retinopathy in a Primary Care Setting.

Verbraak FD, Abramoff MD, Bausch GCF, Klaver C, Nijpels G, Schlingemann RO, van der Heijden AA.

Diabetes Care. 2019 Apr;42(4):651-656. doi: 10.2337/dc18-0148. Epub 2019 Feb 14.


Multiple surface segmentation using convolution neural nets: application to retinal layer segmentation in OCT images.

Shah A, Zhou L, Abrámoff MD, Wu X.

Biomed Opt Express. 2018 Aug 29;9(9):4509-4526. doi: 10.1364/BOE.9.004509. eCollection 2018 Sep 1.


Urinary β2-microglobulin and disease activity in patients with tubulointerstitial nephritis and uveitis syndrome.

Provencher LM, Fairbanks AM, Abramoff MD, Syed NA.

J Ophthalmic Inflamm Infect. 2018 Dec 29;8(1):24. doi: 10.1186/s12348-018-0166-3.


Use of Expectation Disconfirmation Theory to Test Patient Satisfaction with Asynchronous Telemedicine for Diabetic Retinopathy Detection.

Serrano CI, Shah V, Abràmoff MD.

Int J Telemed Appl. 2018 Oct 11;2018:7015272. doi: 10.1155/2018/7015272. eCollection 2018.


Neural dysfunction and retinopathy in persons with type 1 diabetes.

Klein BEK, Horak KL, Lee KE, Meuer SM, Abramoff MD, Soliman EZ, Rechek M, Klein R.

Ophthalmic Epidemiol. 2018 Oct - Dec;25(5-6):373-378. doi: 10.1080/09286586.2018.1489971. Epub 2018 Jul 9.


Approach for a Clinically Useful Comprehensive Classification of Vascular and Neural Aspects of Diabetic Retinal Disease.

Abramoff MD, Fort PE, Han IC, Jayasundera KT, Sohn EH, Gardner TW.

Invest Ophthalmol Vis Sci. 2018 Jan 1;59(1):519-527. doi: 10.1167/iovs.17-21873.


Validation of automated screening for referable diabetic retinopathy with the IDx-DR device in the Hoorn Diabetes Care System.

van der Heijden AA, Abramoff MD, Verbraak F, van Hecke MV, Liem A, Nijpels G.

Acta Ophthalmol. 2018 Feb;96(1):63-68. doi: 10.1111/aos.13613. Epub 2017 Nov 27.


Effects of Aflibercept for Neovascular Age-Related Macular Degeneration: A Systematic Review and Meta-Analysis of Observational Comparative Studies.

Zhang Y, Chioreso C, Schweizer ML, Abràmoff MD.

Invest Ophthalmol Vis Sci. 2017 Nov 1;58(13):5616-5627. doi: 10.1167/iovs.17-22471. Review.


Choroidal Features of Acute Macular Neuroretinopathy via Optical Coherence Tomography Angiography and Correlation With Serial Multimodal Imaging.

Lee SY, Cheng JL, Gehrs KM, Folk JC, Sohn EH, Russell SR, Guo Z, Abràmoff MD, Han IC.

JAMA Ophthalmol. 2017 Nov 1;135(11):1177-1183. doi: 10.1001/jamaophthalmol.2017.3790. Erratum in: JAMA Ophthalmol. 2017 Nov 1;135(11):1282.


Spatial Correspondence Between Intraretinal Fluid, Subretinal Fluid, and Pigment Epithelial Detachment in Neovascular Age-Related Macular Degeneration.

Klimscha S, Waldstein SM, Schlegl T, Bogunovic H, Sadeghipour A, Philip AM, Podkowinski D, Pablik E, Zhang L, Abramoff MD, Sonka M, Gerendas BS, Schmidt-Erfurth U.

Invest Ophthalmol Vis Sci. 2017 Aug 1;58(10):4039-4048. doi: 10.1167/iovs.16-20201.


Optical Coherence Tomography Analysis Based Prediction of Humphrey 24-2 Visual Field Thresholds in Patients With Glaucoma.

Guo Z, Kwon YH, Lee K, Wang K, Wahle A, Alward WLM, Fingert JH, Bettis DI, Johnson CA, Garvin MK, Sonka M, Abràmoff MD.

Invest Ophthalmol Vis Sci. 2017 Aug 1;58(10):3975-3985. doi: 10.1167/iovs.17-21832.


A machine-learning graph-based approach for 3D segmentation of Bruch's membrane opening from glaucomatous SD-OCT volumes.

Miri MS, Abràmoff MD, Kwon YH, Sonka M, Garvin MK.

Med Image Anal. 2017 Jul;39:206-217. doi: 10.1016/ Epub 2017 May 6.



Nathaniel Roybal C, Sledz E, Elshatory Y, Zhang L, Almeida DRP, Chin EK, Critser B, Abramoff MD, Russell SR.

Retina. 2018 Jun;38(6):1205-1210. doi: 10.1097/IAE.0000000000001677.


Diabetic retinopathy is a neurodegenerative disorder.

Lynch SK, Abràmoff MD.

Vision Res. 2017 Oct;139:101-107. doi: 10.1016/j.visres.2017.03.003. Epub 2017 Apr 28. Review.


An improved arteriovenous classification method for the early diagnostics of various diseases in retinal image.

Xu X, Ding W, Abràmoff MD, Cao R.

Comput Methods Programs Biomed. 2017 Apr;141:3-9. doi: 10.1016/j.cmpb.2017.01.007. Epub 2017 Jan 17.


Use of a Supplemental Oxygen Protocol to Suppress Progression of Retinopathy of Prematurity.

Colaizy TT, Longmuir S, Gertsch K, Abràmoff MD, Klein JM.

Invest Ophthalmol Vis Sci. 2017 Feb 1;58(2):887-891. doi: 10.1167/iovs.16-20822.


Nerve Fiber Layer Thickness and Characteristics Associated with Glaucoma in Community Living Older Adults: Prelude to a Screening Trial?

Klein BE, Johnson CA, Meuer SM, Lee K, Wahle A, Lee KE, Kulkarni A, Sonka M, Abràmoff MD, Klein R.

Ophthalmic Epidemiol. 2017 Apr;24(2):104-110. doi: 10.1080/09286586.2016.1258082. Epub 2016 Dec 29.


Multimodal registration of SD-OCT volumes and fundus photographs using histograms of oriented gradients.

Miri MS, Abràmoff MD, Kwon YH, Garvin MK.

Biomed Opt Express. 2016 Nov 23;7(12):5252-5267. doi: 10.1364/BOE.7.005252. eCollection 2016 Dec 1.


4D Graph-Based Segmentation for Reproducible and Sensitive Choroid Quantification From Longitudinal OCT Scans.

Oguz I, Abramoff MD, Zhang L, Lee K, Zhang EZ, Sonka M.

Invest Ophthalmol Vis Sci. 2016 Jul 1;57(9):OCT621-OCT630. doi: 10.1167/iovs.15-18924.


Corrigendum: Automated Axon Counting in Rodent Optic Nerve Sections with AxonJ.

Zarei K, Scheetz TE, Christopher M, Miller K, Hedberg-Buenz A, Tandon A, Anderson MG, Fingert JH, Abràmoff MD.

Sci Rep. 2016 Oct 19;6:34124. doi: 10.1038/srep34124. No abstract available.


Improved Automated Detection of Diabetic Retinopathy on a Publicly Available Dataset Through Integration of Deep Learning.

Abràmoff MD, Lou Y, Erginay A, Clarida W, Amelon R, Folk JC, Niemeijer M.

Invest Ophthalmol Vis Sci. 2016 Oct 1;57(13):5200-5206. doi: 10.1167/iovs.16-19964.


Incorporation of gradient vector flow field in a multimodal graph-theoretic approach for segmenting the internal limiting membrane from glaucomatous optic nerve head-centered SD-OCT volumes.

Miri MS, Robles VA, Abràmoff MD, Kwon YH, Garvin MK.

Comput Med Imaging Graph. 2017 Jan;55:87-94. doi: 10.1016/j.compmedimag.2016.06.007. Epub 2016 Jul 25.


Quantitative analysis of retinal OCT.

Sonka M, Abràmoff MD.

Med Image Anal. 2016 Oct;33:165-169. doi: 10.1016/ Epub 2016 Jul 12.


The Eye as a Window to the Brain: Neuroretinal Thickness Is Associated With Microstructural White Matter Injury in HIV-Infected Children.

Blokhuis C, Demirkaya N, Cohen S, Wit FW, Scherpbier HJ, Reiss P, Abramoff MD, Caan MW, Majoie CB, Verbraak FD, Pajkrt D.

Invest Ophthalmol Vis Sci. 2016 Jul 1;57(8):3864-71. doi: 10.1167/iovs.16-19716.


Automated Axon Counting in Rodent Optic Nerve Sections with AxonJ.

Zarei K, Scheetz TE, Christopher M, Miller K, Hedberg-Buenz A, Tandon A, Anderson MG, Fingert JH, Abràmoff MD.

Sci Rep. 2016 May 26;6:26559. doi: 10.1038/srep26559. Erratum in: Sci Rep. 2016 Oct 19;6:34124.


Retinal neurodegeneration may precede microvascular changes characteristic of diabetic retinopathy in diabetes mellitus.

Sohn EH, van Dijk HW, Jiao C, Kok PH, Jeong W, Demirkaya N, Garmager A, Wit F, Kucukevcilioglu M, van Velthoven ME, DeVries JH, Mullins RF, Kuehn MH, Schlingemann RO, Sonka M, Verbraak FD, Abràmoff MD.

Proc Natl Acad Sci U S A. 2016 May 10;113(19):E2655-64. doi: 10.1073/pnas.1522014113. Epub 2016 Apr 25.


Automated Segmentability Index for Layer Segmentation of Macular SD-OCT Images.

Lee K, Buitendijk GH, Bogunovic H, Springelkamp H, Hofman A, Wahle A, Sonka M, Vingerling JR, Klaver CC, Abràmoff MD.

Transl Vis Sci Technol. 2016 Apr 5;5(2):14. eCollection 2016 Mar.


HIV-Associated Neuroretinal Disorder in Patients With Well-Suppressed HIV-Infection: A Comparative Cohort Study.

Demirkaya N, Wit FW, van Den Berg TJ, Kooij KW, Prins M, Schlingemann RO, Abramoff MD, Reiss P, Verbraak FD; AGEhIV Cohort Study Group.

Invest Ophthalmol Vis Sci. 2016 Mar;57(3):1388-97. doi: 10.1167/iovs.15-18537.


Evaluating Efficacy of Aflibercept in Refractory Exudative Age-Related Macular Degeneration With OCT Segmentation Volumetric Analysis.

Choi CS, Zhang L, Abràmoff MD, Sonka M, Shifera AS, Kay CN.

Ophthalmic Surg Lasers Imaging Retina. 2016 Mar;47(3):245-51. doi: 10.3928/23258160-20160229-07.


Choroidal thickness maps from spectral domain and swept source optical coherence tomography: algorithmic versus ground truth annotation.

Philip AM, Gerendas BS, Zhang L, Faatz H, Podkowinski D, Bogunovic H, Abramoff MD, Hagmann M, Leitner R, Simader C, Sonka M, Waldstein SM, Schmidt-Erfurth U.

Br J Ophthalmol. 2016 Oct;100(10):1372-6. doi: 10.1136/bjophthalmol-2015-307985. Epub 2016 Jan 14.


Automated construction of arterial and venous trees in retinal images.

Hu Q, Abràmoff MD, Garvin MK.

J Med Imaging (Bellingham). 2015 Oct;2(4):044001. doi: 10.1117/1.JMI.2.4.044001. Epub 2015 Nov 19.


Quantitative measurement of retinal ganglion cell populations via histology-based random forest classification.

Hedberg-Buenz A, Christopher MA, Lewis CJ, Fernandes KA, Dutca LM, Wang K, Scheetz TE, Abràmoff MD, Libby RT, Garvin MK, Anderson MG.

Exp Eye Res. 2016 May;146:370-85. doi: 10.1016/j.exer.2015.09.011. Epub 2015 Oct 22.


Results of Automated Retinal Image Analysis for Detection of Diabetic Retinopathy from the Nakuru Study, Kenya.

Hansen MB, Abràmoff MD, Folk JC, Mathenge W, Bastawrous A, Peto T.

PLoS One. 2015 Oct 1;10(10):e0139148. doi: 10.1371/journal.pone.0139148. eCollection 2015.


RetFM-J, an ImageJ-based module for automated counting and quantifying features of nuclei in retinal whole-mounts.

Hedberg-Buenz A, Christopher MA, Lewis CJ, Meyer KJ, Rudd DS, Dutca LM, Wang K, Garvin MK, Scheetz TE, Abràmoff MD, Harper MM, Anderson MG.

Exp Eye Res. 2016 May;146:386-92. doi: 10.1016/j.exer.2015.07.020. Epub 2015 Aug 14.


Characterizing the Impact of Off-Axis Scan Acquisition on the Reproducibility of Total Retinal Thickness Measurements in SDOCT Volumes.

Antony BJ, Stetson PF, Abramoff MD, Lee K, Colijn JM, Buitendijk GH, Klaver CC, Roorda A, Lujan BJ.

Transl Vis Sci Technol. 2015 Jul 31;4(4):3. eCollection 2015 Jul.


Stereo Photo Measured ONH Shape Predicts Development of POAG in Subjects With Ocular Hypertension.

Christopher M, Abràmoff MD, Tang L, Gordon MO, Kass MA, Budenz DL, Fingert JH, Scheetz TE.

Invest Ophthalmol Vis Sci. 2015 Jul;56(8):4470-9. doi: 10.1167/iovs.14-16142.


Retinal Structure and Function in Perinatally HIV-Infected and cART-Treated Children: A Matched Case-Control Study.

Demirkaya N, Cohen S, Wit FW, Abramoff MD, Schlingemann RO, Kuijpers TW, Reiss P, Pajkrt D, Verbraak FD.

Invest Ophthalmol Vis Sci. 2015 Jun;56(6):3945-54. doi: 10.1167/iovs.15-16855.


Validity of Automated Choroidal Segmentation in SS-OCT and SD-OCT.

Zhang L, Buitendijk GH, Lee K, Sonka M, Springelkamp H, Hofman A, Vingerling JR, Mullins RF, Klaver CC, Abràmoff MD.

Invest Ophthalmol Vis Sci. 2015 May;56(5):3202-11. doi: 10.1167/iovs.14-15669.


Thickness mapping of eleven retinal layers segmented using the diffusion maps method in normal eyes.

Kafieh R, Rabbani H, Hajizadeh F, Abramoff MD, Sonka M.

J Ophthalmol. 2015;2015:259123. doi: 10.1155/2015/259123. Epub 2015 Apr 19.


Automated detection of retinal disease.

Helmchen LA, Lehmann HP, Abràmoff MD.

Am J Manag Care. 2014 Nov;20(11 Spec No. 17):eSP48-52.


Multimodal Segmentation of Optic Disc and Cup From SD-OCT and Color Fundus Photographs Using a Machine-Learning Graph-Based Approach.

Miri MS, Abràmoff MD, Lee K, Niemeijer M, Wang JK, Kwon YH, Garvin MK.

IEEE Trans Med Imaging. 2015 Sep;34(9):1854-66. doi: 10.1109/TMI.2015.2412881. Epub 2015 Mar 13.


Stratified Sampling Voxel Classification for Segmentation of Intraretinal and Subretinal Fluid in Longitudinal Clinical OCT Data.

Xiayu Xu, Kyungmoo Lee, Li Zhang, Sonka M, Abramoff MD.

IEEE Trans Med Imaging. 2015 Jul;34(7):1616-1623. doi: 10.1109/TMI.2015.2408632. Epub 2015 Mar 6.

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