Literature DB >> 23221077

A novel segmentation algorithm for volumetric analysis of macular hole boundaries identified with optical coherence tomography.

David Xu1, Alex Yuan, Peter K Kaiser, Sunil K Srivastava, Rishi P Singh, Jonathan E Sears, Daniel F Martin, Justis P Ehlers.   

Abstract

PURPOSE: To demonstrate a novel algorithm for macular hole (MH) segmentation and volumetric analysis.
METHODS: A computer algorithm was developed for automated MH segmentation in spectral-domain optical coherence tomography (SD-OCT). Algorithm validation was performed by trained graders with performance characterized by absolute accuracy and intraclass correlation coefficient. A retrospective case series of 56 eyes of 55 patients with idiopathic MHs analyzed using the custom algorithm to measure MH volume, base area/diameter, top area/diameter, minimum diameter, and height-to-base diameter ratio. Five eyes were excluded due to poor signal quality (1), motion artifact (1), and failure of surgical closure (3) for a final cohort of 51 eyes. Preoperative MH measurements were correlated with clinical MH stage, baseline, and 6-month postoperative best-corrected Snellen visual acuity (BCVA).
RESULTS: The algorithm achieved 96% absolute accuracy and an intraclass correlation of 0.994 compared to trained graders. In univariate analysis, MH volume, base area, base diameter, top area, top diameter, minimum diameter, and MH height were significantly correlated to baseline BCVA (P value from 0.0003-0.011). Volume, base area, base diameter, and height-to-base diameter ratio were significantly correlated to 6-month postoperative BCVA (P value from <0.0001-0.029). In multivariate analysis, only base area (P < 0.0001) and volume (P = 0.0028) were significant predictors of 6-month postoperative BCVA.
CONCLUSIONS: The computerized segmentation algorithm enables rapid volumetric analysis of MH geometry and correlates with baseline and postoperative visual function. Further research is needed to better understand the algorithm's role in prognostication and clinical management.

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Mesh:

Year:  2013        PMID: 23221077     DOI: 10.1167/iovs.12-10246

Source DB:  PubMed          Journal:  Invest Ophthalmol Vis Sci        ISSN: 0146-0404            Impact factor:   4.799


  25 in total

Review 1.  Intraoperative optical coherence tomography: past, present, and future.

Authors:  J P Ehlers
Journal:  Eye (Lond)       Date:  2015-12-18       Impact factor: 3.775

2.  The DISCOVER Study 3-Year Results: Feasibility and Usefulness of Microscope-Integrated Intraoperative OCT during Ophthalmic Surgery.

Authors:  Justis P Ehlers; Yasha S Modi; Paula E Pecen; Jeff Goshe; William J Dupps; Aleksandra Rachitskaya; Sumit Sharma; Alex Yuan; Rishi Singh; Peter K Kaiser; Jamie L Reese; Carmen Calabrise; Allison Watts; Sunil K Srivastava
Journal:  Ophthalmology       Date:  2018-03-02       Impact factor: 12.079

3.  Factors associated with persistent subfoveal fluid and complete macular hole closure in the PIONEER study.

Authors:  Justis P Ehlers; Yuji Itoh; Lucy T Xu; Peter K Kaiser; Rishi P Singh; Sunil K Srivastava
Journal:  Invest Ophthalmol Vis Sci       Date:  2014-12-18       Impact factor: 4.799

4.  Length-adaptive graph search for automatic segmentation of pathological features in optical coherence tomography images.

Authors:  Brenton Keller; David Cunefare; Dilraj S Grewal; Tamer H Mahmoud; Joseph A Izatt; Sina Farsiu
Journal:  J Biomed Opt       Date:  2016-07-01       Impact factor: 3.170

5.  Higher-Order Assessment of OCT in Diabetic Macular Edema from the VISTA Study: Ellipsoid Zone Dynamics and the Retinal Fluid Index.

Authors:  Justis P Ehlers; Atsuro Uchida; Ming Hu; Natalia Figueiredo; Peter K Kaiser; Jeffrey S Heier; David M Brown; David S Boyer; Diana V Do; Andrea Gibson; Namrata Saroj; Sunil K Srivastava
Journal:  Ophthalmol Retina       Date:  2019-07-06

Review 6.  The value of intraoperative optical coherence tomography imaging in vitreoretinal surgery.

Authors:  Justis P Ehlers; Yuankai K Tao; Sunil K Srivastava
Journal:  Curr Opin Ophthalmol       Date:  2014-05       Impact factor: 3.761

7.  Prevalence and characteristics of hyporeflective preretinal tissue in vitreomacular interface disorders.

Authors:  Yuji Itoh; Ashleigh L Levison; Peter K Kaiser; Sunil K Srivastava; Rishi P Singh; Justis P Ehlers
Journal:  Br J Ophthalmol       Date:  2015-07-23       Impact factor: 4.638

8.  Optical Coherence Tomography Features in Diabetic Macular Edema and the Impact on Anti-VEGF Response.

Authors:  Yuji Itoh; Daniel Petkovsek; Peter K Kaiser; Rishi P Singh; Justis P Ehlers
Journal:  Ophthalmic Surg Lasers Imaging Retina       Date:  2016-10-01       Impact factor: 1.300

9.  Determination of feasibility and utility of microscope-integrated optical coherence tomography during ophthalmic surgery: the DISCOVER Study RESCAN Results.

Authors:  Justis P Ehlers; Jeff Goshe; William J Dupps; Peter K Kaiser; Rishi P Singh; Richard Gans; Jonathan Eisengart; Sunil K Srivastava
Journal:  JAMA Ophthalmol       Date:  2015-10       Impact factor: 7.389

10.  Automated volumetric analysis of interface fluid in descemet stripping automated endothelial keratoplasty using intraoperative optical coherence tomography.

Authors:  David Xu; William J Dupps; Sunil K Srivastava; Justis P Ehlers
Journal:  Invest Ophthalmol Vis Sci       Date:  2014-08-07       Impact factor: 4.799

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