Frequency of Visual Fields Needed to Detect Glaucoma Progression: A Computer Simulation Using Linear Mixed Effects Model. Issue 5 (30th May 2023)
- Record Type:
- Journal Article
- Title:
- Frequency of Visual Fields Needed to Detect Glaucoma Progression: A Computer Simulation Using Linear Mixed Effects Model. Issue 5 (30th May 2023)
- Main Title:
- Frequency of Visual Fields Needed to Detect Glaucoma Progression: A Computer Simulation Using Linear Mixed Effects Model
- Authors:
- Sabouri, Samaneh
Haem, Elham
Masoumpour, Masoumeh
Vermeer, Koenraad A.
Lemij, Hans G.
Yousefi, Siamak
Pourahmad, Saeedeh - Abstract:
- Abstract : Précis: Irregular visual field test frequency at relatively short intervals initially and longer intervals later on in the disease provided acceptable results in detecting glaucoma progression. Purpose: It is challenging to maintain a balance between the frequency of visual field testing and the long-term costs that may result from insufficient treatment of glaucoma patients. This study aims to simulate real-world circumstances of visual field data to determine the optimum follow-up scheme for the timely detection of glaucoma progression using a linear mixed effects model (LMM). Materials and Methods: An LMM with random intercept and slope was used to simulate the series of mean deviation sensitivities over time. A cohort study including 277 glaucoma eyes that were followed for 9.0±1.2 years was used to derive residuals. Data were generated from patients with early-stage glaucoma having various regular and irregular follow-up scenarios and different rates of visual field loss. For each condition, 10, 000 series of eyes were simulated, and one confirmatory test was conducted to identify progression. Results: By doing one confirmatory test, the percentage of incorrect progression detection decreased considerably. The time to detect progression was shorter for eyes with an evenly spaced 4-monthly schedule, particularly in the first 2 years. From then onward, results from twice-a-year testing were similar to results from examinations scheduled 3 times per year.Abstract : Précis: Irregular visual field test frequency at relatively short intervals initially and longer intervals later on in the disease provided acceptable results in detecting glaucoma progression. Purpose: It is challenging to maintain a balance between the frequency of visual field testing and the long-term costs that may result from insufficient treatment of glaucoma patients. This study aims to simulate real-world circumstances of visual field data to determine the optimum follow-up scheme for the timely detection of glaucoma progression using a linear mixed effects model (LMM). Materials and Methods: An LMM with random intercept and slope was used to simulate the series of mean deviation sensitivities over time. A cohort study including 277 glaucoma eyes that were followed for 9.0±1.2 years was used to derive residuals. Data were generated from patients with early-stage glaucoma having various regular and irregular follow-up scenarios and different rates of visual field loss. For each condition, 10, 000 series of eyes were simulated, and one confirmatory test was conducted to identify progression. Results: By doing one confirmatory test, the percentage of incorrect progression detection decreased considerably. The time to detect progression was shorter for eyes with an evenly spaced 4-monthly schedule, particularly in the first 2 years. From then onward, results from twice-a-year testing were similar to results from examinations scheduled 3 times per year. Conclusions: Irregular visual field test frequency at relatively short intervals initially and longer intervals later on in the disease provided acceptable results in detecting glaucoma progression. This approach could be considered for improving glaucoma monitoring. Moreover, simulating data using LMM may provide a better estimate of the disease progression time. … (more)
- Is Part Of:
- Journal of glaucoma. Volume 32:Issue 5(2023)
- Journal:
- Journal of glaucoma
- Issue:
- Volume 32:Issue 5(2023)
- Issue Display:
- Volume 32, Issue 5 (2023)
- Year:
- 2023
- Volume:
- 32
- Issue:
- 5
- Issue Sort Value:
- 2023-0032-0005-0000
- Page Start:
- 355
- Page End:
- 360
- Publication Date:
- 2023-05-30
- Subjects:
- glaucoma -- linear mixed effects model -- simulation -- visual field -- disease progression
Glaucoma -- Periodicals
617.741005 - Journal URLs:
- http://ovidsp.ovid.com/ovidweb.cgi?T=JS&NEWS=n&CSC=Y&PAGE=toc&D=yrovft&AN=00061198-000000000-00000 ↗
http://www.glaucomajournal.com ↗
http://journals.lww.com/glaucomajournal/pages/default.aspx ↗
http://journals.lww.com ↗ - DOI:
- 10.1097/IJG.0000000000002155 ↗
- Languages:
- English
- ISSNs:
- 1057-0829
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4996.230000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 27019.xml