Literature DB >> 24508563

Sensitivity of diabetic retinopathy associated vision loss to screening interval in an agent-based/discrete event simulation model.

T Eugene Day1, Nathan Ravi2, Hong Xian3, Ann Brugh4.   

Abstract

OBJECTIVE: To examine the effect of changes to screening interval on the incidence of vision loss in a simulated cohort of Veterans with diabetic retinopathy (DR). This simulation allows us to examine potential interventions without putting patients at risk.
METHODS: Simulated randomized controlled trial. We develop a hybrid agent-based/discrete event simulation which incorporates a population of simulated Veterans--using abstracted data from a retrospective cohort of real-world diabetic Veterans--with a discrete event simulation (DES) eye clinic at which it seeks treatment for DR. We compare vision loss under varying screening policies, in a simulated population of 5000 Veterans over 50 independent ten-year simulation runs for each group.
RESULTS: Diabetic Retinopathy associated vision loss increased as the screening interval was extended from one to five years (p<0.0001). This increase was concentrated in the third year of the screening interval (p<0.01). There was no increase in vision loss associated with increasing the screening interval from one year to two years (p=0.98).
CONCLUSIONS: Increasing the screening interval for diabetic patients who have not yet developed diabetic retinopathy from 1 to 2 years appears safe, while increasing the interval to 3 years heightens risk for vision loss. Published by Elsevier Ltd.

Entities:  

Keywords:  Agent based modeling; Diabetic eye screen; Diabetic retinopathy; Discrete event simulation

Mesh:

Year:  2014        PMID: 24508563     DOI: 10.1016/j.compbiomed.2014.01.007

Source DB:  PubMed          Journal:  Comput Biol Med        ISSN: 0010-4825            Impact factor:   4.589


  7 in total

Review 1.  Agent-based modeling of noncommunicable diseases: a systematic review.

Authors:  Roch A Nianogo; Onyebuchi A Arah
Journal:  Am J Public Health       Date:  2015-01-20       Impact factor: 9.308

2.  Understanding Emergency Care Delivery Through Computer Simulation Modeling.

Authors:  Lauren F Laker; Elham Torabi; Daniel J France; Craig M Froehle; Eric J Goldlust; Nathan R Hoot; Parastu Kasaie; Michael S Lyons; Laura H Barg-Walkow; Michael J Ward; Robert L Wears
Journal:  Acad Emerg Med       Date:  2017-09-21       Impact factor: 3.451

3.  Longitudinal Commercial Claims-Based Cost Analysis of Diabetic Retinopathy Screening Patterns.

Authors:  Kathryn Fitch; Thomas Weisman; Tyler Engel; Adam Turpcu; Helen Blumen; Yamina Rajput; Purav Dave
Journal:  Am Health Drug Benefits       Date:  2015-09

4.  Individualised risk assessment for diabetic retinopathy and optimisation of screening intervals: a scientific approach to reducing healthcare costs.

Authors:  S H Lund; T Aspelund; P Kirby; G Russell; S Einarsson; O Palsson; E Stefánsson
Journal:  Br J Ophthalmol       Date:  2015-09-16       Impact factor: 4.638

Review 5.  Agent-Based Modeling of Chronic Diseases: A Narrative Review and Future Research Directions.

Authors:  Yan Li; Mark A Lawley; David S Siscovick; Donglan Zhang; José A Pagán
Journal:  Prev Chronic Dis       Date:  2016-05-26       Impact factor: 2.830

Review 6.  Screening Intervals for Diabetic Retinopathy and Implications for Care.

Authors:  Peter H Scanlon
Journal:  Curr Diab Rep       Date:  2017-09-05       Impact factor: 4.810

Review 7.  Agent-Based Modeling in Public Health: Current Applications and Future Directions.

Authors:  Melissa Tracy; Magdalena Cerdá; Katherine M Keyes
Journal:  Annu Rev Public Health       Date:  2018-01-12       Impact factor: 21.981

  7 in total

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