TY - JOUR
T1 - Keratoconus detection using OCT corneal and epithelial thickness map parameters and patterns
AU - Yang, Yuli
AU - Pavlatos, Elias
AU - Chamberlain, Winston
AU - Huang, David
AU - Li, Yan
N1 - Funding Information:
Supported by the National Institutes of Health, Bethesda, Maryland, USA (R01EY028755, R01EY029023, T32EY023211, and P30EY010572; E. Pavlatos, D. Huang, and Y. Li); a research grant and equipment support from OptoVue, Inc., Fremont, California (D. Huang and Y. Li); unrestricted grants to Casey Eye Institute from Research to Prevent Blindness, Inc., New York, New York (E. Pavlatos, W. Chamberlain, D. Huang, and Y. Li); National Natural Science Foundation of China, Beijing, China (81900830; Y. Yang). The sponsors did not participate in the data collection, data management, or data analysis in this study.
Publisher Copyright:
© 2021 Elsevier Inc.. All rights reserved.
PY - 2021/6/1
Y1 - 2021/6/1
N2 - Purpose:To detect keratoconus using optical coherence tomography (OCT) corneal map parameters and patterns.Setting:Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.Design:Cross-sectional observational study.Methods:A spectral-domain OCT was used to acquire corneal and epithelial thickness maps in normal, manifest keratoconic, subclinical keratoconic, and forme fruste keratoconic (FFK) eyes. A 2-step decision tree was designed. An eye will be classified as keratoconus if both decision tree conditions are met. First, at least 1 of the 4 quantitative corneal thickness (minimum, minimum-maximum, and superonasal-inferotemporal) and epithelial thickness (standard deviation) map parameters exceed cutoff values. Second, presence of both concentric thinning pattern on the epithelial thickness map and coincident thinning patterns on corneal and epithelial thickness maps by visual inspection.Results:The study comprised 54 eyes from 29 normal participants, 91 manifest keratoconic eyes from 65 patients, 12 subclinical keratoconic eyes from 11 patients, and 19 FFK eyes from 19 patients. The decision tree correctly classified all normal eyes (100% specificity) and had good sensitivities for detecting manifest keratoconus (97.8%), subclinical keratoconus (100.0%), and FFK (73.7%).Conclusions:The 2-step decision tree provided a useful tool to detect keratoconus, including cases at early disease stages (subclinical keratoconus and FFK). OCT corneal and epithelial thickness map parameters and patterns can be used in conjunction with topography to improve keratoconus screening.
AB - Purpose:To detect keratoconus using optical coherence tomography (OCT) corneal map parameters and patterns.Setting:Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.Design:Cross-sectional observational study.Methods:A spectral-domain OCT was used to acquire corneal and epithelial thickness maps in normal, manifest keratoconic, subclinical keratoconic, and forme fruste keratoconic (FFK) eyes. A 2-step decision tree was designed. An eye will be classified as keratoconus if both decision tree conditions are met. First, at least 1 of the 4 quantitative corneal thickness (minimum, minimum-maximum, and superonasal-inferotemporal) and epithelial thickness (standard deviation) map parameters exceed cutoff values. Second, presence of both concentric thinning pattern on the epithelial thickness map and coincident thinning patterns on corneal and epithelial thickness maps by visual inspection.Results:The study comprised 54 eyes from 29 normal participants, 91 manifest keratoconic eyes from 65 patients, 12 subclinical keratoconic eyes from 11 patients, and 19 FFK eyes from 19 patients. The decision tree correctly classified all normal eyes (100% specificity) and had good sensitivities for detecting manifest keratoconus (97.8%), subclinical keratoconus (100.0%), and FFK (73.7%).Conclusions:The 2-step decision tree provided a useful tool to detect keratoconus, including cases at early disease stages (subclinical keratoconus and FFK). OCT corneal and epithelial thickness map parameters and patterns can be used in conjunction with topography to improve keratoconus screening.
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U2 - 10.1097/j.jcrs.0000000000000498
DO - 10.1097/j.jcrs.0000000000000498
M3 - Article
C2 - 33181629
AN - SCOPUS:85107087230
SN - 0886-3350
VL - 47
SP - 759
EP - 766
JO - Journal of cataract and refractive surgery
JF - Journal of cataract and refractive surgery
IS - 6
ER -