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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 5.

The comparison of results for effects of treatment and cigarette smoking on visual acuity (letters) change over time in the CAPT study (n = 1052 subjects, 11846 eye visits).

Effect Time (mons) Naïve model (ignore inter-ye correlation and longitudinal correlations)
Fixed effects
Mixed effects§
(Random visit) 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
Visit <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001
  0    (ref)    (ref)    (ref)    (ref)    (ref)    (ref)
12 −0.78 (0.65)   0.65 −0.88 (0.80)   0.27 −0.88 (0.77)   0.25 −0.86 (1.12)   0.44 −0.86 (0.61)   0.16 −0.78 (0.62)   0.21
24 −4.27 (1.73)   0.01 −4.63 (1.08) <0.0001 −4.63 (1.08) <0.0001 −4.64(1.14) <0.0001 −4.62 (1.06) <0.0001 −4.27 (1.11)   0.0001
36 −6.42 (1.73)   0.0002 −6.79 (1.34) <0.0001 −6.78 (1.37) <0.0001 −6.69 (1.14) <0.0001 −6.68 (1.36) <0.0001 −6.42 (1.39) <0.0001
48 −7.89 (1.76) <0.0001 −8.50 (1.60) <0.0001 −8.51 (1.65) <0.0001 −8.23 (1.16) <0.0001 −8.19 (1.49) <0.0001 −7.89 (1.55) <0.0001
60 −13.2 (1.77) <0.0001 −13.5 (1.89) <0.0001 −13.6 (1.94) <0.0001 −13.5 (1.17) <0.0001 −13.5 (1.99) <0.0001 −13.2 (2.06) <0.0001
Laser vs. no treatment   0.19   0.01   0.03   0.06   0.03   0.03
  0   0.03 (0.55)   0.96   0.04 (0.23)   0.86   0.03 (0.18)   0.89   0.03 (0.46)   0.96   0.03 (0.18)   0.89   0.03 (0.18)   0.89
12   0.30 (0.55)   0.59   0.28 (0.34)   0.41   0.28 (0.31)   0.38   0.29 (0.46)   0.54   0.30 (0.31)   0.34   0.30 (0.31)   0.34
24   1.05 (0.56)   0.06   0.98 (0.43)   0.02   0.98 (0.40)   0.02   1.03 (0.47)   0.03   1.05 (0.40)   0.009   1.05 (0.40)   0.009
36   1.10 (0.57)   0.054   1.02 (0.52)   0.049   1.04 (0.48)   0.03   1.06 (0.48)   0.03   1.10 (0.49)   0.02   1.10 (0.49)   0.02
48   0.59 (0.58)   0.31   0.72 (0.60)   0.23   0.73 (0.56)   0.19   0.61 (0.48)   0.21   0.59 (0.56)   0.30   0.59 (0.56)   0.30
60 −0.19 (0.58)   0.75 −0.25 (0.70)   0.72 −0.25 (0.66)   0.71 −0.21 (0.49)   0.67 −0.19 (0.67)   0.78 −0.19 (0.67)   0.78
Current smoking vs. former/no smoking   0.14   0.003   0.003   0.002   0.01   0.01
  0   1.49 (1.20)   0.21   1.48 (0.63)   0.02   1.49 (0.73)   0.04   1.49 (1.34)   0.27   1.49 (0.65)   0.02   1.49 (0.65)   0.02
  12   2.17 (1.23)   0.08   2.11 (0.96)   0.03   2.11 (1.02)   0.04   2.13 (1.37)   0.12   2.13 (0.81)   0.009   2.17 (0.82)   0.008
  24   0.26 (1.26)   0.84 −0.01 (1.21)   0.99   0.02 (1.27)   0.99 −0.01 (1.38)   0.99   0.01 (1.25)   1.00   0.26 (1.27)   0.84
  36   0.32 (1.25)   0.80   0.19 (1.47)   0.90   0.25 (1.56)   0.87   0.23 (1.38)   0.87   0.24 (1.54)   0.88   0.32 (1.55)   0.84
  48   0.30 (1.20)   0.81   0.29 (1.72)   0.86   0.33 (1.83)   0.86   0.34 (1.40)   0.81   0.35 (1.65)   0.83   0.30 (1.69)   0.86
  60 −2.90 (1.31)   0.03 −2.61 (2.00)   0.19 −2.64(2.12)   0.21 −2.81 (1.41)   0.046 −2.81 (2.11)   0.18 −2.90 (2.17)   0.18
−2lnL   93,445   81,293   81,083   87520
AIC   93,447   81,339   81,191   87526
QIC   11867   11868
QICu   11864   11864
Covariance parameters   1 24 43 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 for both the intercept and the Visit parameter.

£

Generalized estimating equation (GEE) model.

Δ

Time was modelled as categorical with 6 levels (i.e., months 0,12, 24, 36,48, 60) due to the non-linear decline in visual acuity.