0
Clinical Sciences |

Validation of a Prediction Algorithm for Progression to Advanced Macular Degeneration Subtypes

Johanna M. Seddon, MD, ScM; Robyn Reynolds, MPH; Yi Yu, PhD; Bernard Rosner, PhD
JAMA Ophthalmol. 2013;131(4):448-455. doi:10.1001/jamaophthalmol.2013.2578.
Text Size: A A A
Published online

Importance  Risk score models predicting the progression of age-related macular degeneration (AMD) to its advanced forms may be useful for targeting high-risk individuals for lifestyle changes that reduce risk for AMD progression, helping with differential diagnosis of AMD and its subtypes, identifying high-risk subjects for participation in clinical trials, and selecting appropriate therapies.

Objective  To develop and validate a predictive model for progression to advanced stages of AMD in 2 independent cohorts.

Design  Participants in a validation cohort and an independent derivation population were classified into 5 stages of AMD based on ocular examination and fundus photographs at baseline. Progression was defined as either eye progressing from stage 1, 2, or 3 to either stage 4 or stage 5 at any follow-up visit to the end of the study. Cox proportional hazards models were used for progression analyses. Covariates included demographic and environmental factors, 6 variants in 5 genes, and baseline AMD grades in both eyes. The algorithm developed with the derivation sample was assessed for calibration and discrimination in the validation data set.

Setting  Clinic populations and referrals.

Participants  The derivation population comprised 2914 subjects with 809 progressors. The independent validation cohort comprised 980 individuals with no, early, or intermediate AMD in at least one eye at baseline, of whom 294 progressed to advanced stages of geographic atrophy or neovascular disease.

Main Outcome Measure  Progression to advanced AMD.

Results  For the model with all nongenetic and genetic factors, the respective C statistics for progression to advanced AMD in the derivation and validation samples were 0.858 and 0.750 at 5 years and 0.884 and 0.809 at 10 years, and models also discriminated risk for progression to geographic atrophy and neovascular disease separately. For unilateral or bilateral intermediate AMD, 5-year cumulative incidence rates of progression to advanced AMD were 10% with the low-risk score and 50% with the high-risk score; for unilateral advanced disease, the progression rates were 22% and 80% for the fellow eye.

Conclusions and Relevance  The risk prediction model was validated in an independent study of progression from no, early, or intermediate stages to advanced subtypes of AMD and will be useful for research, clinical trials, and personalized medicine.

Figures in this Article

Sign In to Access Full Content

Don't have Access?

Register and get free email Table of Contents alerts, saved searches, PowerPoint downloads, CME quizzes, and more

Subscribe for full-text access to content from 1998 forward and a host of useful features

Activate your current subscription (AMA members and current subscribers)

Purchase Online Access to this article for 24 hours

Figures

Place holder to copy figure label and caption
Grahic Jump Location

Figure 1. Receiver operating characteristic curves for 5-year progression to advanced age-related macular degeneration according to risk model, including model 1 (age, sex, education), model 2 (model 1 plus smoking and body mass index), model 3 (model 2 plus baseline age-related macular degeneration grade), and model 4 (all of these variables plus the genetic variants), for the derivation sample.

Place holder to copy figure label and caption
Grahic Jump Location

Figure 2. Calibration of the risk model for progression to advanced age-related macular degeneration comparing the observed and expected number of progressors in the validation data set according to deciles of the risk score from the derivation sample.

Place holder to copy figure label and caption
Grahic Jump Location

Figure 3. Cumulative incidence of progression to advanced age-related macular degeneration by age-specific quartile of risk score for individuals with intermediate age-related macular degeneration in one or both eyes at baseline (A) and with unilateral advanced age-related macular degeneration and intermediate age-related macular degeneration in the fellow eye at baseline (B) in the derivation sample.

Tables

Interactive Graphics

Video

Country-Specific Mortality and Growth Failure in Infancy and Yound Children and Association With Material Stature

Use interactive graphics and maps to view and sort country-specific infant and early dhildhood mortality and growth failure data and their association with maternal

References

Correspondence

CME
Accreditation Information
The American Medical Association is accredited by the Accreditation Council for Continuing Medical Education to provide continuing medical education for physicians. The AMA designates this journal-based CME activity for a maximum of 1 AMA PRA Category 1 CreditTM per course. Physicians should claim only the credit commensurate with the extent of their participation in the activity. Physicians who complete the CME course and score at least 80% correct on the quiz are eligible for AMA PRA Category 1 CreditTM.
Note: You must get at least of the answers correct to pass this quiz.
You have not filled in all the answers to complete this quiz
The following questions were not answered:
Sorry, you have unsuccessfully completed this CME quiz with a score of
The following questions were not answered correctly:
Commitment to Change (optional):
Indicate what change(s) you will implement in your practice, if any, based on this CME course.
Your quiz results:
The filled radio buttons indicate your responses. The preferred responses are highlighted
For CME Course: A Proposed Model for Initial Assessment and Management of Acute Heart Failure Syndromes
Indicate what changes(s) you will implement in your practice, if any, based on this CME course.
NOTE:
Citing articles are presented as examples only. In non-demo SCM6 implementation, integration with CrossRef’s “Cited By” API will populate this tab (http://www.crossref.org/citedby.html).
Submit a Comment

Some tools below are only available to our subscribers or users with an online account.

Sign In to Access Full Content

Related Content

Customize your page view by dragging & repositioning the boxes below.

Multimedia Related by Topic

Author Interview

Articles Related By Topic
Related Topics
PubMed Articles
Jobs