Table 2.
Simple linear regression and multiple linear regression results between covariates and SAF
Parameter | Simple linear regressiona | Multiple linear regressionb | ||||||
---|---|---|---|---|---|---|---|---|
Unstandardized coefficient B [95% CI] | Standardized coefficient β | Explained variance (%)c | P value | Unstandardized coefficient B [95% CI] | Standardized coefficient β | Explained variance (%)d | P value | |
Age | 0.020 [0.017, 0.023] | 0.248 | 6.2 | < 0.0001 | 0.017 [0.013, 0.022] | 0.213 | 2.3 | < 0.0001 |
Sexe | − 0.208 [− 0.246, − 0.169] | − 0.209 | 4.4 | < 0.0001 | − 0.197 [− 0.235, − 0.159] | − 0.199 | 3.6 | < 0.0001 |
BMI | 0.009 [0.004, 0.014] | 0.072 | 0.5 | < 0.0001 | 0.005 [0.001, 0.010] | 0.044 | 0.2 | 0.022 |
Smoking status | 2.7 | 2.2 | ||||||
Current smokerf | 0.162 [0.113, 0.212] | 0.131 | – | < 0.0001 | 0.208 [0.155, 0.262] | 0.168 | – | < 0.0001 |
Ex-smokerf | 0.022 [− 0.017, 0.062] | 0.023 | – | 0.268 | 0.039 [− 0.003, 0.082] | 0.040 | – | 0.067 |
25(OH)D3 (nmol/L) | − 0.002 [− 0.003, − 0.001] | − 0.105 | 1.1 | < 0.0001 | − 0.002 [− 0.003, − 0.002] | − 0.125 | 1.5 | < 0.0001 |
DM statusg | 0.220 [0.146, 0.294] | 0.119 | 1.4 | < 0.0001 | 0.112 [0.042, 0.182] | 0.060 | 0.3 | 0.002 |
eGFR (mL/min per 1.73 m2) | − 0.004 [− 0.006, − 0.003] | − 0.123 | 1.5 | < 0.0001 | − 0.001 [− 0.003, 3.06 × 10−4] | − 0.035 | 0.1 | 0.115 |
RS subcohorts | 4.8 | 1.0 | ||||||
RS-Ih | 0.143 [0.098, 0.188] | 0.126 | – | < 0.0001 | 0.096 [0.038, 0.155] | 0.085 | – | 0.001 |
RS-IIh | 0.103 [0.063, 0.144] | 0.102 | – | < 0.0001 | 0.128[0.083, 0.174] | 0.127 | – | < 0.0001 |
Medication number | 0.020 [0.009, 0.031] | 0.074 | 0.5 | < 0.0001 | 0.022 [0.012, 0.032] | 0.082 | 0.6 | < 0.0001 |
Coffee intake (g/d) | 2.71 × 10−4 [2.01 × 10−4, 3.41 × 10−4] | 0.153 | 2.3 | < 0.0001 | 1.74 × 10−4 [1.04 × 10−4, 2.44 × 10−4] | 0.098 | 0.8 | < 0.0001 |
Cholesterol | − 0.019 [− 0.038, 0.001] | − 0.038 | 0.1 | 0.062 | – | – | – | – |
C-reactive protein | 0.007 [0.002, 0.012] | 0.054 | 0.3 | 0.009 | – | – | – | – |
Time interval | 0.023 [0.019, 0.027] | 0.220 | 4.9 | < 0.0001 | – | – | – | – |
SAF skin auto-fluorescence; BMI body mass index; 25(OH)D3 25-hydroxyvitamin D3; DM status diabetes mellitus status; eGFR estimated glomerular filtration rate calculated by the CKD-EPI
aOutcome was SAF, without adjustment for covariates
bModel 2: SAF ~ Age + sex + BMI + smoking status + 25(OH)D3 + DM status + eGFR + coffee intake + medication numbers + RS subcohorts. N = 2388, R2 = 0.190, p < 0.0001. Collinearity test satisfied, no apparent collinearity
cPercentage of SAF variance explained by the variable in the simple linear regression model (%), equals R2 of the model × 100%
dPercentage of SAF variance explained by the variable in the multiple linear regression model (%), equals partial R2 of the variable × 100%
eReference group is male participants
fReference group is non-smoking participants
gReference group is non-diabetic participants
hReference group is participants from RS-III