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. Author manuscript; available in PMC: 2021 May 26.
Published in final edited form as: Ophthalmic Epidemiol. 2020 Aug 2;28(1):3–20. doi: 10.1080/09286586.2020.1786590

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.

Δ

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).