Back to Search
Start Over
Detection of Functional Change Using Cluster Trend Analysis in Glaucoma
- Source :
- Investigative Ophthalmology & Visual Science
- Publication Year :
- 2017
- Publisher :
- Association for Research in Vision and Ophthalmology (ARVO), 2017.
-
Abstract
- Purpose Global analyses using mean deviation (MD) assess visual field progression, but can miss localized changes. Pointwise analyses are more sensitive to localized progression, but more variable so require confirmation. This study assessed whether cluster trend analysis, averaging information across subsets of locations, could improve progression detection. Methods A total of 133 test–retest eyes were tested 7 to 10 times. Rates of change and P values were calculated for possible re-orderings of these series to generate global analysis (“MD worsening faster than x dB/y with P < y”), pointwise and cluster analyses (“n locations [or clusters] worsening faster than x dB/y with P < y”) with specificity exactly 95%. These criteria were applied to 505 eyes tested over a mean of 10.5 years, to find how soon each detected “deterioration,” and compared using survival models. This was repeated including two subsequent visual fields to determine whether “deterioration” was confirmed. Results The best global criterion detected deterioration in 25% of eyes in 5.0 years (95% confidence interval [CI], 4.7–5.3 years), compared with 4.8 years (95% CI, 4.2–5.1) for the best cluster analysis criterion, and 4.1 years (95% CI, 4.0–4.5) for the best pointwise criterion. However, for pointwise analysis, only 38% of these changes were confirmed, compared with 61% for clusters and 76% for MD. The time until 25% of eyes showed subsequently confirmed deterioration was 6.3 years (95% CI, 6.0–7.2) for global, 6.3 years (95% CI, 6.0–7.0) for pointwise, and 6.0 years (95% CI, 5.3–6.6) for cluster analyses. Conclusions Although the specificity is still suboptimal, cluster trend analysis detects subsequently confirmed deterioration sooner than either global or pointwise analyses.
- Subjects :
- Adult
Male
0301 basic medicine
medicine.medical_specialty
analysis
Glaucoma
Sensitivity and Specificity
03 medical and health sciences
0302 clinical medicine
perimetry
Ophthalmology
Statistics
medicine
Cluster Analysis
Humans
Scotoma
Survival analysis
Aged
Mathematics
Aged, 80 and over
Pointwise
Special Issue
Middle Aged
medicine.disease
Confidence interval
Visual field
Absolute deviation
Trend analysis
030104 developmental biology
Functional change
Disease Progression
030221 ophthalmology & optometry
Visual Field Tests
Female
progression
Visual Fields
Glaucoma, Open-Angle
Follow-Up Studies
Subjects
Details
- ISSN :
- 15525783
- Volume :
- 58
- Database :
- OpenAIRE
- Journal :
- Investigative Opthalmology & Visual Science
- Accession number :
- edsair.doi.dedup.....b646df7b8d724dd45fe3b39201552fb2
- Full Text :
- https://doi.org/10.1167/iovs.17-21562