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Differentiation of Diabetic Macular Edema From Pseudophakic Cystoid Macular Edema by Spectral-Domain Optical Coherence Tomography.

Publication ,  Journal Article
Munk, MR; Jampol, LM; Simader, C; Huf, W; Mittermüller, TJ; Jaffe, GJ; Schmidt-Erfurth, U
Published in: Invest Ophthalmol Vis Sci
October 2015

PURPOSE: To differentiate diabetic macular edema (DME) from pseudophakic cystoid macular edema (PCME) based solely on spectral-domain optical coherence tomography (SD-OCT). METHODS: This cross-sectional study included 134 participants: 49 with PCME, 60 with DME, and 25 with diabetic retinopathy (DR) and ME after cataract surgery. First, two unmasked experts classified the 25 DR patients after cataract surgery as either DME, PCME, or mixed-pattern based on SD-OCT and color-fundus photography. Then all 134 patients were divided into two datasets and graded by two masked readers according to a standardized reading-protocol. Accuracy of the masked readers to differentiate the diseases based on SD-OCT parameters was tested. Parallel to the masked readers, a computer-based algorithm was established using support vector machine (SVM) classifiers to automatically differentiate disease entities. RESULTS: The masked readers assigned 92.5% SD-OCT images to the correct clinical diagnose. The classifier-accuracy trained and tested on dataset 1 was 95.8%. The classifier-accuracy trained on dataset 1 and tested on dataset 2 to differentiate PCME from DME was 90.2%. The classifier-accuracy trained and tested on dataset 2 to differentiate all three diseases was 85.5%. In particular, higher central-retinal thickness/retinal-volume ratio, absence of an epiretinal-membrane, and solely inner nuclear layer (INL)-cysts indicated PCME, whereas higher outer nuclear layer (ONL)/INL ratio, the absence of subretinal fluid, presence of hard exudates, microaneurysms, and ganglion cell layer and/or retinal nerve fiber layer cysts strongly favored DME in this model. CONCLUSIONS: Based on the evaluation of SD-OCT, PCME can be differentiated from DME by masked reader evaluation, and by automated analysis, even in DR patients with ME after cataract surgery. The automated classifier may help to independently differentiate these two disease entities and is made publicly available.

Duke Scholars

Published In

Invest Ophthalmol Vis Sci

DOI

EISSN

1552-5783

Publication Date

October 2015

Volume

56

Issue

11

Start / End Page

6724 / 6733

Location

United States

Related Subject Headings

  • Tomography, Optical Coherence
  • Single-Blind Method
  • Pseudophakia
  • Ophthalmology & Optometry
  • Macular Edema
  • Humans
  • Diagnosis, Differential
  • Diabetic Retinopathy
  • Cross-Sectional Studies
  • 3212 Ophthalmology and optometry
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Munk, M. R., Jampol, L. M., Simader, C., Huf, W., Mittermüller, T. J., Jaffe, G. J., & Schmidt-Erfurth, U. (2015). Differentiation of Diabetic Macular Edema From Pseudophakic Cystoid Macular Edema by Spectral-Domain Optical Coherence Tomography. Invest Ophthalmol Vis Sci, 56(11), 6724–6733. https://doi.org/10.1167/iovs.15-17042
Munk, Marion R., Lee M. Jampol, Christian Simader, Wolfgang Huf, Tamara J. Mittermüller, Glenn J. Jaffe, and Ursula Schmidt-Erfurth. “Differentiation of Diabetic Macular Edema From Pseudophakic Cystoid Macular Edema by Spectral-Domain Optical Coherence Tomography.Invest Ophthalmol Vis Sci 56, no. 11 (October 2015): 6724–33. https://doi.org/10.1167/iovs.15-17042.
Munk MR, Jampol LM, Simader C, Huf W, Mittermüller TJ, Jaffe GJ, et al. Differentiation of Diabetic Macular Edema From Pseudophakic Cystoid Macular Edema by Spectral-Domain Optical Coherence Tomography. Invest Ophthalmol Vis Sci. 2015 Oct;56(11):6724–33.
Munk, Marion R., et al. “Differentiation of Diabetic Macular Edema From Pseudophakic Cystoid Macular Edema by Spectral-Domain Optical Coherence Tomography.Invest Ophthalmol Vis Sci, vol. 56, no. 11, Oct. 2015, pp. 6724–33. Pubmed, doi:10.1167/iovs.15-17042.
Munk MR, Jampol LM, Simader C, Huf W, Mittermüller TJ, Jaffe GJ, Schmidt-Erfurth U. Differentiation of Diabetic Macular Edema From Pseudophakic Cystoid Macular Edema by Spectral-Domain Optical Coherence Tomography. Invest Ophthalmol Vis Sci. 2015 Oct;56(11):6724–6733.

Published In

Invest Ophthalmol Vis Sci

DOI

EISSN

1552-5783

Publication Date

October 2015

Volume

56

Issue

11

Start / End Page

6724 / 6733

Location

United States

Related Subject Headings

  • Tomography, Optical Coherence
  • Single-Blind Method
  • Pseudophakia
  • Ophthalmology & Optometry
  • Macular Edema
  • Humans
  • Diagnosis, Differential
  • Diabetic Retinopathy
  • Cross-Sectional Studies
  • 3212 Ophthalmology and optometry