Abstract
Background/Aims
Methods
Results
References
Table 1.
Characteristic | Total | Males | Females |
---|---|---|---|
Subjects (n) | 65,715 | 34,915 | 30,800 |
Age (yr) a | 47 (38–55) | 47 (39–55) | 47 (38–55) |
Height (cm) a | 164.8 (158.4-171.1) | 170.6 (166.6-174.5) | 158.2 (154.6-161.9) |
Body weight (kg) a | 63.0 (54.6-71.9) | 70.7 (65.0-76.9) | 54.6 (50.4-59.5) |
BMI (kg/m2) a | 23.3 (21.2-25.4) | 24.4 (22.7-26.1) | 21.8 (20.0-23.9) |
ALT (IU/L) a | 20 (14–30) | 25 (18–36) | 16 (12–21) |
AST (IU/L) a | 21 (18–26) | 23 (19–29) | 20 (17–24) |
GGT (IU/L) a | 22 (15–37) | 32 (22–51) | 15 (12–20) |
Systolic BP (mmHg) a | 116 (106–128) | 120 (111–130) | 111 (102–123) |
Diastolic BP (mmHg) a | 75 (68–84) | 80 (72–87) | 70 (64–79) |
Fasting glucose (mg/dL) a | 95 (88–103) | 98 (91–106) | 92 (86–99) |
Triglyceride (mg/dL) a | 94 (67–138) | 114 (81–165) | 77 (59–107) |
HDL-cholesterol (mg/dL) a | 53 (44–63) | 48 (41–56) | 59 (50–68) |
Obesity (BMI ≥25 kg/m2) | 18,749 (28.5) | 13,955 (40.0) | 4,794 (15.6) |
BP ≥130 / ≥85 mmHg | 20,056 (30.5) | 13,914 (39.9) | 6,142 (19.9) |
Fasting glucose ≥100 mg/dL | 22,176 (33.7) | 15,316 (43.9) | 6,860 (22.8) |
Triglycerides ≥150 mg/dL | 13,781 (21.0) | 10,769 (30.8) | 3,012 (9.8) |
HDL-C <40 mg/dL (male); <50 mg/dL (female) | 13,883 (21.1) | 6,441 (18.5) | 7,442 (24.2) |
Table 2.
Age |
BMI |
R-squared c | |||||
---|---|---|---|---|---|---|---|
Unstandardized coefficient (SD) a | Standardized coefficient (95% CI) b | p-value | Unstandardized coefficient (SD) a | Standardized coefficient (95% CI) b | p-value | ||
ALT | −0.00211 (0.00022) | −0.04812 (−0.05775-−0.03849) | <0.0001 | 0.07277 (0.00090) | 0.39591 (0.38629-0.40554) | <0.0001 | 0.1605 |
AST | 0.00279 (0.00014) | 0.10044 (0.09035-0.11053) | <0.0001 | 0.03086 (0.00060) | 0.26439 (0.25431-0.27448) | <0.0001 | 0.0777 |
GGT | 0.00102 (0.00027) | 0.01884 (0.00887-0.02881) | 0.0002 | 0.07133 (0.00115) | 0.31547 (0.30550-0.32543) | <0.0001 | 0.0993 |
a Calculated by multivariate regression analysis using log-transformed liver enzyme levels as a dependent variable, and age and BMI as independent variables.
Table 3.
Age |
BMI |
R-squared c | |||||
---|---|---|---|---|---|---|---|
Unstandardized coefficient (SD) a | Standardized coefficient (95% CI) b | p-value | Unstandardized coefficient (SD) a | Standardized coefficient (95% CI) b | p-value | ||
ALT | 0.01045 (0.00023) | 0.26233 (0.25115-0.27350) | <0.0001 | 0.03563 (0.00092) | 0.22127 (0.21011-0.23244) | <0.0001 | 0.1646 |
AST | 0.00872 (0.00014) | 0.35123 (0.33992-0.36254) | <0.0001 | 0.00608 (0.00058) | 0.06053 (0.04922-0.07183) | <0.0001 | 0.1440 |
GGT | 0.00860 (0.00024) | 0.20698 (0.19544-0.21853) | <0.0001 | 0.03075 (0.00099) | 0.18303 (0.17149-0.19458) | <0.0001 | 0.1069 |
a Calculated by multivariate regression analysis using log-transformed liver enzyme levels as a dependent variable, and age and BMI as independent variables.
Table 4.
Liver enzyme | Risk factor of metabolic syndrome | Median of liver enzyme levels | Mann-Whitney U-test a |
Slope |
||||
---|---|---|---|---|---|---|---|---|
Risk factor for MS positive vs. negative | p-value | Unstandardized coefficient (SD) b | Standardized coefficient (95% CI) c | Variantion inflation factor d | p-value | R-squared e | ||
ALT | Obesity (BMI≥25 kg/m2) | 31 vs. 22 | −0.0001 | 0.26245 (0.00548) | 0.24616 (0.23608-0.25624) | 1.08482 | −0.0001 | 0.1491 |
Blood pressure ≥130/≥85 mmHg | 27 vs. 24 | −0.0001 | 0.05968 (0.00546) | 0.05595 (0.04592-0.06598) | 1.07344 | −0.0001 | ||
Fasting glucose ≥100 mg/dL | 27 vs. 24 | −0.0001 | 0.06216 (0.00548) | 0.05907 (0.04886-0.06927) | 1.11206 | −0.0001 | ||
Triglycerides ≥150 mg/dL | 31 vs. 23 | −0.0001 | 0.20565 (0.00594) | 0.18187 (0.17156-0.19217) | 1.13342 | −0.0001 | ||
HDL-cholesterol −40 mg/dL | 29 vs. 24 | −0.0001 | 0.07365 (0.00689) | 0.05470 (0.04468-0.06473) | 1.07173 | −0.0001 | ||
AST | Obesity (BMI≥25 kg/m2) | 25 vs. 22 | −0.0001 | 0.11608 (0.00363) | 0.17145 (0.16094-0.18195) | 1.08483 | −0.0001 | 0.0761 |
Blood pressure ≥130/≥85 mmHg | 24 vs. 22 | −0.0001 | 0.04308 (0.00361) | 0.06359 (0.05314-0.07404) | 1.07344 | −0.0001 | ||
Fasting glucose ≥100 mg/dL | 24 vs. 23 | −0.0001 | 0.02511 (0.00363) | 0.03757 (0.02694-0.04821) | 1.11206 | −0.0001 | ||
Triglycerides ≥150 mg/dL | 25 vs. 22 | −0.0001 | 0.09288 (0.00393) | 0.12935 (0.11861-0.14008) | 1.13344 | −0.0001 | ||
HDL-cholesterol −40 mg/dL | 24 vs. 23 | −0.0001 | −0.01500 (0.00456) | −0.01755 (−0.02799-−0.00710) | 1.07173 | 0.001 | ||
GGT | Obesity (BMI≥25 kg/m2) | 40 vs. 27 | −0.0001 | 0.22062 (0.00661) | 0.16821 (0.15833-0.17809) | 1.08488 | −0.0001 | 0.1828 |
Blood pressure ≥130/≥85 mmHg | 37 vs. 29 | −0.0001 | 0.12213 (0.00658) | 0.09307 (0.08325-0.10290) | 1.07354 | −0.0001 | ||
Fasting glucose ≥100 mg/dL | 37 vs. 28 | −0.0001 | 0.16222 (0.00661) | 0.12529 (0.11530-0.13529) | 1.11178 | −0.0001 | ||
Triglycerides ≥150 mg/dL | 45 vs. 28 | −0.0001 | 0.40950 (0.00717) | 0.29437 (0.28427-0.30447) | 1.13338 | −0.0001 | ||
HDL-cholesterol −40 mg/dL | 34 vs. 31 | −0.0001 | −0.11024 (0.00830) | −0.06656 (−0.07638-−0.05673) | 1.07178 | −0.0001 |
a Mann-Whitney U-test was performed if there were significant differences in the level of liver enzymes according to the existence of each risk factor for metabolic syndrome.
b Calculated by multivariate regression analysis using log-transformed liver enzyme levels as a dependent variable, and age and each risk factor for metabolic syndrome as independent variables.
c Calculated by multivariate regression analysis after standardizing the independent variables to make their variances into 1. Standardized coefficient enables comparison of the effect of independent variables with different units on the dependent variables.
d Variance inflation factor for each risk factor for metabolic syndrome was calculated to quantify the severity of multicollinearity in multivariate regression analysis. There may be no colinearity among the risk factors for metabolic syndrome because variance inflation factor greater than 10 is regarded as suggesting the existence of collinearity.
Table 5.
Liver enzyme | Risk factor of metabolic syndrome | Median of liver enzyme levels | Mann-Whitney U-test a |
Slope |
||||
---|---|---|---|---|---|---|---|---|
Risk factor for MS positive vs. negative | p-value | Unstandardized coefficient (SD) b | Standardized coefficient (95% CI) c | Variantion inflation factor d | p-value | R-squared e | ||
ALT | Obesity (BMI ≥25 kg/m2) | 20 vs. 15 | −0.0001 | 0.18416 (0.00737) | 0.13896 (0.12806-0.14987) | 1.13875 | −0.0001 | 0.1640 |
Blood pressure ≥130/≥85 mmHg | 18 vs. 15 | −0.0001 | 0.02197 (0.00680) | 0.01827 (0.00718-0.02936) | 1.17735 | 0.0012 | ||
Fasting glucose ≥100 mg/dL | 19 vs. 15 | −0.0001 | 0.06556 (0.00647) | 0.05678 (0.04580-0.06775) | 1.15455 | −0.0001 | ||
Triglycerides ≥150 mg/dL HDL-cholesterol −40 mg/dL | 21 vs. 15 17 vs. 15 | −0.0001 −0.0001 | 0.15030 (0.00906) 0.02409 (0.00617) | 0.09293 (0.08195-0.10390) 0.02146 (0.01068-0.03224) | 1.15399 1.11202 | −0.0001 −0.0001 | ||
AST | Obesity (BMI ≥25 kg/m2) | 22 vs. 19 | −0.0001 | 0.05057 (0.00464) | 0.06120 (0.05019-0.07221) | 1.13879 | −0.0001 | 0.1482 |
Blood pressure ≥130/≥85 mmHg | 21 vs. 19 | −0.0001 | 0.01047 (0.00428) | 0.01397 (0.00277-0.02516) | 1.17733 | 0.0145 | ||
Fasting glucose ≥100 mg/dL | 21 vs. 19 | −0.0001 | 0.00037728 (0.00407) | 0.00052397 (–0.01055-0.01160) | 1.15442 | 0.9261 | ||
Triglycerides ≥150 mg/dL | 22 vs. 19 | −0.0001 | 0.05487 (0.00570) | 0.05440 (0.04333-0.06548) | 1.15387 | −0.0001 | ||
HDL-cholesterol −40 mg/dL | 20 vs. 19 | −0.0001 | −0.02418 (0.00388) | −0.03456 (–0.04543-–0.02368) | 1.11193 | −0.0001 | ||
GGT | Obesity (BMI ≥25 kg/m2) | 19 vs. 14 | −0.0001 | 0.15822 (0.00782) | 0.11440 (0.10331-0.12548) | 1.13866 | −0.0001 | 0.1355 |
Blood pressure ≥130/≥85 mmHg | 17 vs. 14 | −0.0001 | 0.04232 (0.00722) | 0.03372 (0.02245-0.04500) | 1.17742 | −0.0001 | ||
Fasting glucose ≥100 mg/dL | 18 vs. 14 | −0.0001 | 0.12433 (0.00686) | 0.10317 (0.09202-0.11433) | 1.15418 | −0.0001 | ||
Triglycerides ≥150 mg/dL | 21 vs. 15 | −0.0001 | 0.24552 (0.00961) | 0.14545 (0.13430-0.15661) | 1.15371 | −0.0001 | ||
HDL-cholesterol −40 mg/dL | 16 vs. 15 | −0.0001 | −0.00639 (0.00655) | −0.00545 (–0.01641-0.00550) | 1.11200 | 0.3293 |
a Mann-Whitney U-test was performed if there were significant differences in the level of liver enzymes according to the existence of each risk factor for metabolic syndrome.
b Calculated by multivariate regression analysis using log-transformed liver enzyme levels as a dependent variable, and age and each risk factor for metabolic syndrome as independent variables.
c Calculated by multivariate regression analysis after standardizing the independent variables to make their variances into 1. Standardized coefficient enables comparison of the effect of independent variables with different units on the dependent variables.
d Variance inflation factor for each risk factor for metabolic syndrome was calculated to quantify the severity of multicollinearity in multivariate regression analysis. There may be no colinearity among the risk factors for metabolic syndrome because variance inflation factor greater than 10 is regarded as suggesting the existence of collinearity.