Literature DB >> 29710185

Accuracy and Reliability of Eye-Based vs Quadrant-Based Diagnosis of Plus Disease in Retinopathy of Prematurity.

Sang Jin Kim1,2, J Peter Campbell1, Jayashree Kalpathy-Cramer3,4, Susan Ostmo1, Karyn E Jonas5, Dongseok Choi1,6, R V Paul Chan5,7, Michael F Chiang1,8.   

Abstract

Importance: Presence of plus disease in retinopathy of prematurity is the most critical element in identifying treatment-requiring disease. However, there is significant variability in plus disease diagnosis. In particular, plus disease has been defined as 2 or more quadrants of vascular abnormality, and it is not clear whether it is more reliably and accurately diagnosed by eye-based assessment of overall retinal appearance or by quadrant-based assessment combining grades of 4 individual quadrants. Objective: To compare eye-based vs quadrant-based diagnosis of plus disease and to provide insight for ophthalmologists about the diagnostic process. Design, Setting, and Participants: In this multicenter cohort study, we developed a database of 197 wide-angle retinal images from 141 preterm infants from neonatal intensive care units at 9 academic institutions (enrolled from July 2011 to December 2016). Each image was assigned a reference standard diagnosis based on consensus image-based and clinical diagnosis. Data analysis was performed from February 2017 to September 2017. Interventions: Six graders independently diagnosed each of the 4 quadrants (cropped images) of the 197 eyes (quadrant-based diagnosis) as well as the entire image (eye-based diagnosis). Images were displayed individually, in random order. Quadrant-based diagnosis of plus disease was made when 2 or more quadrants were diagnosed as indicating plus disease by combining grades of individual quadrants post hoc. Main Outcomes and Measures: Intragrader and intergrader reliability (absolute agreement and κ statistic) and accuracy compared with the reference standard diagnosis.
Results: Of the 141 included preterm infants, 65 (46.1%) were female and 116 (82.3%) white, and the mean (SD) gestational age was 27.0 (2.6) weeks. There was variable agreement between eye-based and quadrant-based diagnosis among the 6 graders (Cohen κ range, 0.32-0.75). Four graders showed underdiagnosis of plus disease with quadrant-based diagnosis compared with eye-based diagnosis (by McNemar test). Intergrader agreement of quadrant-based diagnosis was lower than that of eye-based diagnosis (Fleiss κ, 0.75 [95% CI, 0.71-0.78] vs 0.55 [95% CI, 0.51-0.59]). The accuracy of eye-based diagnosis compared with the reference standard diagnosis was substantial to near-perfect, whereas that of quadrant-based plus disease diagnosis was only moderate to substantial for each grader. Conclusions and Relevance: Graders had lower reliability and accuracy using quadrant-based diagnosis combining grades of individual quadrants than with eye-based diagnosis, suggesting that eye-based diagnosis has advantages over quadrant-based diagnosis. This has implications for more precise definitions of plus disease regarding the criterion of 2 or more quadrants, clinical care, computer-based image analysis, and education for all ophthalmologists who manage retinopathy of prematurity.

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Mesh:

Year:  2018        PMID: 29710185      PMCID: PMC6145779          DOI: 10.1001/jamaophthalmol.2018.1195

Source DB:  PubMed          Journal:  JAMA Ophthalmol        ISSN: 2168-6165            Impact factor:   7.389


  41 in total

Review 1.  The International Classification of Retinopathy of Prematurity revisited.

Authors: 
Journal:  Arch Ophthalmol       Date:  2005-07

2.  Accuracy of ROPtool vs individual examiners in assessing retinal vascular tortuosity.

Authors:  David K Wallace; Sharon F Freedman; Zheen Zhao; Sin-Ho Jung
Journal:  Arch Ophthalmol       Date:  2007-11

3.  Computer-assisted quantification of vascular tortuosity in retinopathy of prematurity (an American Ophthalmological Society thesis).

Authors:  David K Wallace
Journal:  Trans Am Ophthalmol Soc       Date:  2007

4.  Expert Diagnosis of Plus Disease in Retinopathy of Prematurity From Computer-Based Image Analysis.

Authors:  J Peter Campbell; Esra Ataer-Cansizoglu; Veronica Bolon-Canedo; Alican Bozkurt; Deniz Erdogmus; Jayashree Kalpathy-Cramer; Samir N Patel; James D Reynolds; Jason Horowitz; Kelly Hutcheson; Michael Shapiro; Michael X Repka; Phillip Ferrone; Kimberly Drenser; Maria Ana Martinez-Castellanos; Susan Ostmo; Karyn Jonas; R V Paul Chan; Michael F Chiang
Journal:  JAMA Ophthalmol       Date:  2016-06-01       Impact factor: 7.389

5.  Plus Disease in Retinopathy of Prematurity: A Continuous Spectrum of Vascular Abnormality as a Basis of Diagnostic Variability.

Authors:  J Peter Campbell; Jayashree Kalpathy-Cramer; Deniz Erdogmus; Peng Tian; Dharanish Kedarisetti; Chace Moleta; James D Reynolds; Kelly Hutcheson; Michael J Shapiro; Michael X Repka; Philip Ferrone; Kimberly Drenser; Jason Horowitz; Kemal Sonmez; Ryan Swan; Susan Ostmo; Karyn E Jonas; R V Paul Chan; Michael F Chiang
Journal:  Ophthalmology       Date:  2016-08-31       Impact factor: 12.079

6.  Revised indications for the treatment of retinopathy of prematurity: results of the early treatment for retinopathy of prematurity randomized trial.

Authors: 
Journal:  Arch Ophthalmol       Date:  2003-12

7.  Retinopathy of prematurity residency training.

Authors:  Aaron Nagiel; Michael J Espiritu; Ryan K Wong; Thomas C Lee; Andreas K Lauer; Michael F Chiang; R V Paul Chan
Journal:  Ophthalmology       Date:  2012-12       Impact factor: 12.079

8.  Validity of a telemedicine system for the evaluation of acute-phase retinopathy of prematurity.

Authors:  Graham E Quinn; Gui-shuang Ying; Ebenezer Daniel; P Lloyd Hildebrand; Anna Ells; Agnieshka Baumritter; Alex R Kemper; Eleanor B Schron; Kelly Wade
Journal:  JAMA Ophthalmol       Date:  2014-10       Impact factor: 7.389

9.  EFFECT OF PATIENTS' CLINICAL INFORMATION ON THE DIAGNOSIS OF AND DECISION TO TREAT RETINOPATHY OF PREMATURITY.

Authors:  Andreas Gschließer; Eva Stifter; Thomas Neumayer; Elisabeth Moser; Andrea Papp; Niklas Pircher; Guido Dorner; Stefan Egger; Nenad Vukojević; Isabel Oberacher-Velten; Ursula Schmidt-Erfurth
Journal:  Retina       Date:  2018-11       Impact factor: 4.256

10.  Computer-Based Image Analysis for Plus Disease Diagnosis in Retinopathy of Prematurity: Performance of the "i-ROP" System and Image Features Associated With Expert Diagnosis.

Authors:  Esra Ataer-Cansizoglu; Veronica Bolon-Canedo; J Peter Campbell; Alican Bozkurt; Deniz Erdogmus; Jayashree Kalpathy-Cramer; Samir Patel; Karyn Jonas; R V Paul Chan; Susan Ostmo; Michael F Chiang
Journal:  Transl Vis Sci Technol       Date:  2015-11-30       Impact factor: 3.283

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  6 in total

Review 1.  Plus Disease in Retinopathy of Prematurity: More Than Meets the ICROP?

Authors:  Layla Ghergherehchi; Sang Jin Kim; J Peter Campbell; Susan Ostmo; R V Paul Chan; Michael F Chiang
Journal:  Asia Pac J Ophthalmol (Phila)       Date:  2018-05-24

2.  Artificial Intelligence for Retinopathy of Prematurity: Validation of a Vascular Severity Scale against International Expert Diagnosis.

Authors:  J Peter Campbell; Michael F Chiang; Jimmy S Chen; Darius M Moshfeghi; Eric Nudleman; Paisan Ruambivoonsuk; Hunter Cherwek; Carol Y Cheung; Praveer Singh; Jayashree Kalpathy-Cramer; Susan Ostmo; Malvina Eydelman; R V Paul Chan; Antonio Capone
Journal:  Ophthalmology       Date:  2022-02-12       Impact factor: 14.277

3.  Early Diagnosis and Quantitative Analysis of Stages in Retinopathy of Prematurity Based on Deep Convolutional Neural Networks.

Authors:  Peng Li; Jia Liu
Journal:  Transl Vis Sci Technol       Date:  2022-05-02       Impact factor: 3.048

Review 4.  Artificial Intelligence in Retinopathy of Prematurity Diagnosis.

Authors:  Brittni A Scruggs; R V Paul Chan; Jayashree Kalpathy-Cramer; Michael F Chiang; J Peter Campbell
Journal:  Transl Vis Sci Technol       Date:  2020-02-10       Impact factor: 3.283

5.  Non-contact smartphone-based fundus imaging compared to conventional fundus imaging: a low-cost alternative for retinopathy of prematurity screening and documentation.

Authors:  Maximilian W M Wintergerst; Michael Petrak; Jeany Q Li; Petra P Larsen; Moritz Berger; Frank G Holz; Robert P Finger; Tim U Krohne
Journal:  Sci Rep       Date:  2019-12-23       Impact factor: 4.379

6.  Key factors in a rigorous longitudinal image-based assessment of retinopathy of prematurity.

Authors:  Tatiana R Rosenblatt; Marco H Ji; Daniel Vail; Cassie A Ludwig; Ahmad Al-Moujahed; Malini Veerappan Pasricha; Natalia F Callaway; Jochen Kumm; Darius M Moshfeghi
Journal:  Sci Rep       Date:  2021-03-08       Impact factor: 4.379

  6 in total

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