Table 7.
The comparison of results from various models for evaluating the factors association with visual acuity among eyes with AMD category 3 at baseline in AREDS Study (N = 1463 subjects, 2334 eyes, 13277 eye visits).
| Effect | Naïve Model (ignore inter-ye correlation and longitudinal correlations) |
Fixed effects† |
Mixed effects§ (Random intercept and slope) Δ |
Mixed effects§ (Random intercept) |
GEE£ (Compound symmetry) |
GEE£ (Working independence) |
||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Beta (SE) | P-value | Beta (SE) | P-value | Beta (SE) | P-value | Beta (SE) | P-value | Beta (SE) | P-value | Beta (SE) | P-value | |
| Intercept | 85.0 (0.35) | <0.0001 | 84.7 (0.23) | <0.0001 | 85.0 (0.29) | <0.0001 | 85.2 (0.46) | <0.0001 | 85.4 (0.29) | <0.0001 | 85.0 (0.30) | <0.0001 |
| Treatment Group | 0.46 | 0.21 | 0.20 | 0.60 | 0.15 | 0.30 | ||||||
| Placebo | (ref) | (ref) | (ref) | (ref) | (ref) | (ref) | ||||||
| Antioxidants only | 0.02 (0.46) | 0.96 | 0.04 (0.30) | 0.90 | 0.30 (0.38) | 0.42 | 0.17 (0.60) | 0.77 | 0.26 (0.39) | 0.51 | 0.02 (0.40) | 0.96 |
| Zinc only | −0.12 (0.46) | 0.80 | −0.17 (0.30) | 0.58 | −0.10 (0.38) | 0.79 | −0.18 (0.60) | 0.77 | −0.23 (0.39) | 0.52 | −0.12 (0.39) | 0.76 |
| Antioxidants+zinc | −0.63 (0.46) | 0.17 | −0.53 (0.30) | 0.08 | −0.51 (0.38) | 0.18 | −0.60 (0.60) | 0.31 | −0.59 (0.38) | 0.13 | −0.63 (0.39) | 0.11 |
| Time (Year) | −1.46 (0.12) | <0.0001 | −1.39 (0.15) | <0.0001 | −1.40 (0.15) | <0.0001 | −1.47 (0.08) | <0.0001 | −1.46 (0.16) | <0.0001 | −1.46 (0.16) | <0.0001 |
| Age (per year) | −0.34 (0.03) | <0.0001 | −0.34 (0.02) | <0.0001 | −0.34 (0.03) | <0.0001 | −0.34 (0.04) | <0.0001 | −0.34 (0.03) | <0.0001 | −0.34 (0.03) | <0.0001 |
| Hypertension: yes vs. No | −0.59 (0.34) | 0.08 | −0.39 (0.22) | 0.07 | −0.48 (0.28) | 0.08 | −0.55 (0.44) | 0.21 | −0.59 (0.29) | 0.04 | −0.59 (0.29) | 0.04 |
| Current Smoking: Yes vs. no | −1.99 (0.62) | 0.002 | −1.80 (0.40) | <0.0001 | −1.71 (0.51) | 0.0008 | −1.67 (0.81) | 0.04 | −1.50 (0.57) | 0.01 | −1.99 (0.57) | 0.0005 |
| Age*time | −0.08 (0.01) | <0.0001 | −0.08 (0.01) | <0.0001 | −0.08 (0.01) | <0.0001 | −0.08 (0.01) | <0.0001 | −0.08 (0.01) | <0.0001 | −0.08 (0.02) | <0.0001 |
| Current smoking * time | −0.52 (0.22) | 0.02 | −0.55 (0.27) | 0.04 | −0.48 (0.27) | 0.08 | −0.55 (0.15) | 0.0003 | −0.55 (0.28) | 0.054 | −0.52 (0.29) | 0.07 |
| Hypertension*time | 0.05 (0.11) | 0.64 | −0.05 (0.14) | 0.73 | −0.07 (0.15) | 0.61 | −0.01 (0.08) | 0.88 | −0.01 (0.15) | 0.94 | 0.05 (0.16) | 0.73 |
| Treatment group*time | 0.92 | 0.73 | 0.75 | 0.55 | 0.87 | 0.96 | ||||||
| Placebo | (ref) | (ref) | (ref) | (ref) | (ref) | (ref) | ||||||
| Antioxidants only | −0.03 (0.16) | 0.87 | −0.16 (0.20) | 0.41 | −0.15 (0.20) | 0.45 | −0.06 (0.11) | 0.57 | −0.06 (0.20) | 0.76 | −0.03 (0.21) | 0.91 |
| Zinc only | −0.01 (0.16) | 0.95 | −0.02 (0.19) | 0.90 | −0.03 (0.20) | 0.88 | −0.01 (0.11) | 0.98 | −0.01 (0.22) | 0.99 | −0.01 (0.23) | 0.97 |
| Antioxidants+zinc | 0.07 (0.16) | 0.63 | −0.05 (0.20) | 0.80 | 0.06 (0.20) | 0.76 | 0.09 (0.11) | 0.39 | 0.09 (0.21) | 0.65 | 0.08 (0.21) | 0.72 |
| −2lnL | 96518 | 84836 | 85634 | 91241 | ||||||||
| AIC | 96520 | 84882 | 85646 | 91247 | ||||||||
| QIC | 12814 | 12825 | ||||||||||
| QICu | 12760 | 12760 | ||||||||||
| Covariance parameters | 1 | 24 | 5 | 3 | 2 | 0 | ||||||
Fixed effects model using SAS PROC MIXED with the REPEATED OPTION with a UN@UN correlation structure.
Mixed effects model using SAS PROC MIXED with the RANDOM OPTION with random effects for subject and eye within subject.
Using random intercept and slope for the subject level, and random intercept for the eye level.
Generalized estimating equation (GEE) model.
Note: Age is normalized using mean age (i.e., age-69).