Abstract
Background
Elevated plasma plasminogen activator inhibitor-1 (PAI-1) levels were associated with higher incidence of type II diabetes. Elucidating the determinants of PAI-1 in various ethnicities may help to understand the susceptibility to developing diabetes. The aim of our study was to compare PAI-1 levels between Americans and the Japanese in the post-war generation and to elucidate the determinants of the PAI-1 levels.
Methods
We conducted a cross-sectional study on a total of 198 men aged 40–49 in the U.S. (Body-mass index (BMI): 27.0 ± 3.3 kg/m2) and Japan (BMI: 23.3 ± 3.1 kg/m2). Examination included physique measurement (BMI and waist girth), blood analysis (lipid profiles, glucose, insulin, C-reactive protein, and PAI-1), and life-style assessment by self-administered questionnaires.
Results
PAI-1 levels were significantly lower in American than in Japanese men, even after adjustment for age, waist girth, cigarette smoking, habitual alcohol drinking, and other factors. In the Americans, waist girth, insulin, and cigarette smoking were significantly associated with PAI-1 levels, while waist girth and triglycerides were significantly associated with PAI-1 levels in the Japanese.
Conclusions
PAI-1 levels were significantly lower in American than in Japanese men and the determinants of PAI-1 levels differ for American and Japanese men aged 40–49.
Keywords: PAI-1, US, Japan, epidemiology, post-war generation
Introduction
Plasminogen activator inhibitor 1 (PAI-1) is an inhibitor of plasminogen activation and is considered to be an important regulatory element in plasmin generation. It may play an important role in settings where plasmin is important such as fibriolysis 1 and extravascular plasmin-mediated collagenase activation in atherosclerosis and cancer 2,3. PAI-1 levels increases in obese subjects with insulin resistance as well as patients with type II diabetes 4. A recent study reported that elevated plasma PAI-1 levels were associated with higher incidence of type II diabetes independent of insulin resistance and other known risk factors for diabetes 5.
Ethnic differences in the circulating PAI-1 levels 6,7 were reported as well as in the susceptibility to developing type II diabetes 8,9. Festa et al. reported that blacks had lower PAI-1 levels and Hispanics had higher PAI-1 levels compared to non-Hispanic whites even after adjustment of waist, insulin sensitivity and other associated factors 6. Iso et al. reported a decade ago that Americans had higher PAI-1 levels as well as higher cholesterol levels compared to Japanese 7. Most of their subjects in their study were born before World War II and therefore, the results may not be applicable to the post-war generation, especially to the Japanese who have experienced westernization. In the post-war generation, levels of blood cholesterol in the Japanese have been reaching levels similar to those in Americans, according to recent national survey data in the U.S. and Japan 10–12. In our study, among the post-war generation, several metabolic risk factor profiles were even better in American men than in Japanese men 13, although American men were more obese than Japanese men.
Therefore, within a decade following 1990, we expected to see changes in American and Japanese PAI-1 levels that reflected variations in exposure to metabolic risk factors experienced by the post-war generation. To our knowledge, there have not been prior studies that have compared PAI-1 levels between Americans and the Japanese in the post-war generation. The aim of this study was 1) to examine whether PAI-1 levels are different between the post-war generation of Americans and the Japanese, and 2) to reveal the determinants of PAI-1 levels in Americans and the Japanese.
Methods
Subjects
The research design and methods have been described in detail 13. Briefly, we examined 100 men in Allegheny County, PA, U.S., aged 40–49, who volunteered for this study from June to October 2002, and 98 male Japanese residents in Kusatsu City, Shiga, Japan, who were randomly selected using the Basic Residents’ Register from May 2001 to December 2002. Among the 100 participants at the U.S. site, 99 were Caucasians. At the Japan site, all of the participants were Japanese. Exclusion criteria were: 1) clinical cardiovascular disease, 2) type 1 diabetes, 3) cancer (except skin cancer) in the past two years, 4) renal failure, and 5) genetic familial hyperlipidemias. Informed consent was obtained from all participants. The study was approved by the Institutional Review Board of the University of Pittsburgh, Pittsburgh, U.S., and Shiga University Medical Science, Otsu, Japan.
Study protocol
BMI was calculated as weight (kg) divided by height squared (m2). Waist girth was measured at the level of the umbilicus while participants were standing erect. Blood pressure (BP) was measured twice with a standard mercury sphygmomanometer. The average of two measurements of the first (systolic) and fifth (diastolic) Korotkoff sounds was used for the analysis.
Venipuncture was performed early in the clinic visit after a 12-hour fast. Serum samples were kept at room temperature for 45 minutes. Serum samples were analysed at the Heinz Laboratory, Department of Epidemiology, University of Pittsburgh. Lipid levels were determined using the standardized methods of the Centers for Disease Control and Prevention, including total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), and triglycerides (TG). Low-density lipoprotein cholesterol (LDL-C) was estimated by the Friedewald equation 14. When the value of TG exceeded 400 mg/dl, LDL-C was determined directly using an automated spectrophotometric assay (Equal Diagnostics, Exton, PA). Fasting serum glucose was determined using an enzymatic procedure 15, and insulin level was determined using radio-immunoassay (Linco Research Inc., St. Charles, U.S.).
Plasma samples were analysed at the Laboratory for Clinical Biochemistry Research, University of Vermont. PAI-1 levels was determined as the free form (both latent and active) with an assay originally developed by Dr. Desire Collen and colleagues 16. C-reactive protein (CRP) was determined by a colorimetric competitive enzyme-linked immunosorbent assay 17, and fibrinogen in an automated clot-rate assay by the ST4 instrument (Diagnostica Stago, Parsippany, U.S.).
Insulin resistance was estimated by homeostasis model assessment (HOMA) score 18.
Self-administered questionnaires were used to obtain current medication lists, current smoking status (Yes=1, No=0), habitual alcohol drinking (Yes=1, No=0), and demographic information.
Statistical Analysis
Two-sample t tests for normally distributed variables and the Mann-Whitney U test for skewed variables, including PAI-1 levels, were performed to compare the risk factors between the Americans and the Japanese. Spearman correlation coefficients between PAI-1 levels and the other variables were calculated. Log PAI-1 levels were used as a dependant variable in regression analyses since the residuals with the model, in which PAI-1 levels were used, were not normally distributed. Association of log PAI-1 levels and ethnicity (American or Japanese), after adjusting for selected risk factors including age, waist girth, diastolic blood pressure (DBP), TG, HDL-C, glucose, insulin, CRP, cigarette smoking, and habitual alcohol drinking, was analyzed by the multiple regression model. These variables for adjustment were selected based on the correlation analysis and the previous study 7. Associations of log PAI-1 levels with the selected risk factors were examined both in the Americans and the Japanese separately, to reveal the determinants of log PAI-1 levels in each ethnicity. Significance was considered to be at a level of p<0.05. All statistical analyses were performed with SAS version 8.2 software (SAS Institute, Inc., Cary, North Carolina, U.S.)
Results
PAI-1 levels were significantly lower in the Americans than in the Japanese (p<0.0001) (Table 1, Figure 1). Excluding those who had medications for hypertension, hyperlipidemia, and diabetes which can affect PAI-1 levels from the analysis did not change the results (p<0.0001). We also found that PAI-1 levels were still lower in the Americans than in the Japanese in all comparisons stratified by cigarette smoking and habitual alcohol drinking which are factors known to influence PAI-1 levels 19. Due to the small sample size in the stratified analysis, a significant difference was observed only in non-smokers and drinkers: among non-smokers (N=85; 31.5±23.2 and N=51; 53.2±37.3 μg/L) (p<0.001), smokers (N=15; 47.0±26.1 μg/L and N=47; 60.7±46.5 μg/L) (p<0.47), non-drinkers (N=53; 31.0±24.2 μg/L and N=15; 43.6±42.3 μg/L) (p=0.19), drinkers (N=47; 37.0±24.1 μg/L and N=82; 58.8±41.8 μg/L) (p<0.01) and non-smokers and non-drinkers (N=11; 34.0±18.3 μg/L and N=9; 54.4±52.0 μg/L) (p=0.45). No significant difference was found in medication status between the Americans and the Japanese (for hypertension 7% and 5%, diabetes 0% and 0%, and hypercholesterolemia 8% and 3%, respectively).
Table 1.
The comparison of the characteristic of the subjects (American men and Japanese men aged 40–49)
| Metabolic risk factors | American (N=100) | Japanese (N=98) | P value |
|---|---|---|---|
|
| |||
| Mean SD | Mean SD | ||
|
| |||
| Age (years) | 44.6 ± 2.9 | 44.7 ± 2.8 | 0.79 |
| Body Mass Index (kg/m2) | 27.0 ± 3.3 | 23.3 ± 3.1 | <0.0001 |
| Waist Girth (cm) | 96.4 ± 9.8 | 84.7 ± 8.5 | <0.0001 |
| Systolic blood pressure (mmHg) | 113.7 ± 9.6 | 122.6 ± 14.1 | <0.0001 |
| Diastolic blood pressure (mmHg) | 78.4 ± 5.8 | 78.6 ± 10.4 | 0.25 |
| Total cholesterol (mg/dl) | 192.8 ± 31.3 | 220.9 ± 37.6 | <0.0001 |
| Triglycerides (mg/dl) | 139.1 ± 82.9 | 151.0 ± 84.0 | 0.17 |
| HDL cholesterol (mg/dl) | 45.9 ± 11.6 | 54.7 ± 14.9 | <0.0001 |
| LDL cholesterol (mg/dl) | 119.7 ± 30.0 | 136.0 ± 39.0 | <0.001 |
| Fasting glucose (mg/dl) | 95.3 ± 9.1 | 103.4 ± 8.8 | <0.0001 |
| Fasting insulin (μU/ml) | 12.5 ± 6.6 | 8.2 ± 3.8 | <0.0001 |
| HOMA* | 3.0 ± 1.7 | 2.1 ± 1.1 | <0.0001 |
| C-reactive protein (mg/L) | 1.9 ± 2.9 | 0.9 ± 2.8 | <0.0001 |
| Fibrinogen (mg/dl) | 241.3 ± 66.4 | 236.3 ± 62.9 | 0.47 |
| PAI-1 (μg/L) | 33.9 ± 24.2 | 56.8 ± 41.9 | <0.0001 |
Homeostasis Model Assessment Score
Figure 1.
The distribution of plasma PAI_1 levels
PAI-1 levels were significantly lower in the Americans than in the Japanese (p<0.0001).
Waist girth, BMI, TC, HDL-C, insulin, HOMA, and CRP were significantly correlated with PAI-1 levels both in the Americans and the Japanese (Table 2). Age and cigarette smoking correlated with PAI-1 levels only in the Americans, habitual alcohol drinking only in the Japanese.
Table 2.
Correlations between cardiovascular risk factors and PAI-1 levels
| cardiovascular risk factors | American (N=100) | Japanese (N=98) |
|---|---|---|
|
| ||
| Age | 0.20 † | −0.03 |
| Waist Girth | 0.57 ‡ | 0.46 ‡ |
| Body Mass Index | 0.58 ‡ | 0.37 ‡ |
| Systolic blood pressure | 0.02 | −0.01 |
| Diastolic blood pressure | 0.05 | −0.07 |
| Total Cholesterol | 0.13 | −0.05 |
| Triglycerides | 0.50 ‡ | 0.39 ‡ |
| HDL-Cholesterol | −0.26 ‡ | −0.24 † |
| LDL-Cholesterol | 0.01 | −0.12 |
| Fasting Glucose | 0.30 ‡ | 0.09 |
| Fasting Insulin | 0.49 ‡ | 0.28 ‡ |
| HOMA Score* | 0.52 ‡ | 0.27 ‡ |
| C-Reactive Protein | 0.41 ‡ | 0.53 ‡ |
| Fibrinogen | 0.00 | 0.13 |
| Cigarette Smoking | 0.23 † | 0.07 |
| Habitual alcohol drinking | 0.14 | 0.21 † |
Homeostasis Model Assessment Score
p<0.05,
p<0.01
Spearman correlation coefficients between cardiovascular risk factors and PAI-1 levels in American men and Japanese men aged 40–49
The multiple regression analysis, conducted in the Americans and the Japanese, together in the same model, showed a significant association between PAI-1 levels and ethnicity, even after adjustment for age, waist girth, DBP, TG, HDL-C, glucose, insulin, CRP, cigarette smoking, and habitual alcohol drinking (overall P<0.001) (Table 3). This analysis revealed that log PAI-1 levels were significantly higher in the Japanese (log PAI-1=3.987) than in the Americans (log PAI-1=3.073), even after adjustment for the selected variables. Also, waist girth, TG, insulin, and cigarette smoking were significantly associated with PAI-1 levels.
Table 3.
The relationship between logPAI-1 levels and risk factors
| Dependent Variables; logPAI-1 | (N=198) | ||
|---|---|---|---|
|
| |||
| Independent Variables | Regression coefficients
|
SE | P value <0.001 |
| Multivariate model R2=0.462 | |||
|
| |||
| Ethnicity | 0.913 | 0.132 | <0.001 |
| Age | 0.018 | 0.015 | 0.227 |
| Waist Girth | 0.031 | 0.006 | <0.001 |
| Diastolic Blood Pressure | −0.009 | 0.005 | 0.077 |
| Triglycerides | 0.002 | 0.001 | 0.007 |
| HDL-Cholesterol | 0.004 | 0.004 | 0.263 |
| Fasting Glucose | −0.002 | 0.005 | 0.672 |
| Fasting Insulin | 0.031 | 0.009 | 0.001 |
| C-Reactive Protein | 0.024 | 0.015 | 0.123 |
| Cigarette Smoking | 0.248 | 0.098 | 0.013 |
| Habitual Alcohol Drinking | 0.056 | 0.099 | 0.571 |
The relationship between logPAI-1 levels and risk factors by multivariate regression model
The multiple regression analysis, conducted separately in the Americans and the Japanese, showed that waist girth, insulin, and cigarette smoking in the Americans and waist girth and TG in the Japanese were significantly and independently associated with PAI-1 levels (Table 3). This variability of PAI-1 levels explained by the model was 0.482 in the Americans and 0.310 in the Japanese.
Discussions
We found that PAI-1 levels are significantly lower in the Americans than in the Japanese in the post-war generation. This is the first study which has compared PAI-1 levels between Americans and the Japanese in the post-war generation with a standardized measurement. Obesity is one of the determinants of PAI-1 levels 4 and therefore, the current finding is notable because the Americans were more obese than the Japanese. The difference in PAI-1 levels between these ethnic groups remained even after adjustment for age, waist girth, DBP, TG, HDL-C, glucose, insulin, CRP, cigarette smoking, and habitual alcohol drinking.
We also found that waist girth, insulin, and cigarette smoking are significantly and independently associated with PAI-1 levels in the Americans, while waist girth and TG are significantly associated with PAI-1 levels in the Japanese. Significant correlations of PAI-1 levels with age, BMI, TG, fasting plasma glucose, and insulin in the current study agrees with the results in previous studies 7,20–26. A significant and independent association of PAI-1 levels with waist girth in both ethnic groups supports the results in previous studies, showing that elevated PAI-1 levels are more evident in subjects with abdominal pattern of body fat independent of total body fat 25,27. In our study, after adjustment for selected risk factors, insulin was significantly associated with PAI-1 levels only in the Americans but not in the Japanese. Contrasting results for the Americans and the Japanese may be explained by the difference in the levels of obesity between these two ethnic groups. Subsequently when we conducted a multiple regression analysis on Japanese subjects whose BMIs were greater than 25 kg/m2, we observed a marginal association of insulin with PAI-1 levels (data not shown). Studies in human adipocyte indicate that PAI-1 synthesis is upregulated by insulin 28 but the upregulation of PAI-1 synthesis by insulin may be evident only in obese subjects.
PAI-1 levels were lower in the Americans than in the Japanese in all comparisons stratified by smoking and drinking status. A significant association between PAI-1 levels and cigarette smoking only in the Americans in our study may be explained by the large difference in the prevalence of smokers between these two ethnic groups: 16 % for the Americans and 46 % for the Japanese, respectively. The lack of the significant association between PAI-1 levels and habitual alcohol drinking in the Americans observed in our study agrees with the previous study by Iso et al 7. Thus, PAI-1 levels were higher in the Japanese compared to the Americans regardless of smoking and drinking status. The determinants of PAI-1 levels, however, may vary depending on smoking or drinking status among the populations.
A few hypotheses explaining lower PAI-1 levels in the Americans compared to the Japanese were speculated. First, it may be explained by less dominance in abdominal pattern of body fat among the Americans compared to the Japanese 29 as secretion of PAI-1 levels from the visceral fat may largely contribute to the PAI-1 levels. Second, there may be the differences in the fat cell size between these two ethnic groups. Americans may have smaller fat cells 28 than the Japanese as smaller fat cells produce less PAI-1 compared to larger fat cells 30–32. Third, it may be explained by the differences in genetic factors between these ethnic groups. Subjects homozygous for the 4G allele at position -675 in the promoter have higher PAI-1 levels 33 and ethnic differences in the distribution of 4G/5G polymorphism have been reported 6. Although our study did not conduct genotyping, one mechanism for lower PAI-1 levels in Americans may be explained by lower prevalence of 4G/4G genotype in Americans compared to the Japanese 34. There may be, however, other multifactorial genes, which are determinants of insulin resistance and PAI-1 levels as PAI-1 levels are related to insulin resistance 35.
Lower PAI-1 levels in the Americans compared to the Japanese agrees with the fact that Americans, especially Caucasians are less susceptible to developing diabetes than Asians 36, when taking into account the fact that PAI-1 levels predict diabetes 5. In fact, Hispanics who are also more susceptible to developing diabetes than Caucasians 37 showed higher PAI-1 levels compared to Caucasians 6. Therefore, lower PAI-1 levels in the Americans compared to the Japanese in the post-war generation observed in our current study is highly plausible although this result contrasts with the result in the study conducted on their forebears in the early ‘90s 7.
There are some limitations in this study. First, the sample size of this study was relatively small. Second, our subjects at the U.S. site were volunteers and therefore may be healthier than the general population. However, the prevalence of subclinical atherosclerosis measured with computed tomography in our U.S. population was similar to that in the general U.S. population 13. It is therefore unlikely that our U.S. population is very different from a randomly selected population. Third, our study included only men. Finally, we can not determine the causal relationships due to the cross-sectional nature of the study.
In conclusion, PAI-1 levels were significantly lower in American than in Japanese men, aged 40–49 although the Americans were more obese than the Japanese. Varying constellations of risk factor profile and genetic factors may lead to the significant differences in PAI-1 levels found between American and Japanese ethnic groups.
Table 4.
The relationship between logPAI-1 levels and risk factors
| Dependent Variables; logPAI-1
| ||||||
|---|---|---|---|---|---|---|
| Independent Variables | American (N=100) Regression coefficients
|
SE | P value <0.001 | Japanese (N=98) Regression coefficients
|
SE | P value <0.001 |
| Multivariate model R2=0.482 | Multivariate model R2=0.310 | |||||
|
| ||||||
| Age | 0.028 | 0.021 | 0.187 | 0.009 | 0.023 | 0.706 |
| Waist Girth | 0.028 | 0.008 | <0.001 | 0.032 | 0.009 | <0.001 |
| Diastolic Blood Pressure | −0.01 | 0.011 | 0.335 | −0.009 | 0.006 | 0.157 |
| Triglycerides | 0.001 | 0.001 | 0.086 | 0.002 | 0.001 | 0.031 |
| HDL-Cholesterol | 0.005 | 0.006 | 0.427 | 0.005 | 0.005 | 0.346 |
| Fasting Glucose | 0.003 | 0.007 | 0.671 | −0.008 | 0.008 | 0.315 |
| Fasting Insulin | 0.033 | 0.011 | 0.002 | 0.029 | 0.020 | 0.155 |
| C-Reactive Protein | 0.022 | 0.022 | 0.327 | 0.028 | 0.023 | 0.232 |
| Cigarette Smoking | 0.422 | 0.171 | 0.015 | 0.153 | 0.128 | 0.238 |
| Habitual Alcohol Drinking | 0.062 | 0.124 | 0.617 | 0.060 | 0.187 | 0.750 |
The relationship between log PAI-1 levels and risk factors by multivariate regression models in the Americans and the Japanese
Acknowledgments
This research is supported by grants (beginning grant-in-aid by the American Heart Association (0160512U) and R01 by the National Institutes of Health (HL068200), grant-in-aid for scientific research by the Japanese Ministry of Education, Culture, Sports, Science and Technology ((A): 13307016)) and grant-in-aid for young scientists by the Japanese Ministry of Education, Culture, Sports, Science and Technology ((B):16790335).
We thank Ms. Beth Hauth for analyzing the blood samples at the Heinz Laboratory.
References
- 1.Kohler HP, Grant PJ. Plasminogen-activator inhibitor type 1 and coronary artery disease. N Engl J Med. 2000;342:1792–801. doi: 10.1056/NEJM200006153422406. [DOI] [PubMed] [Google Scholar]
- 2.Pepper MS. Role of the matrix metalloproteinase and plasminogen activator-plasmin systems in angiogenesis. Arterioscler Thromb Vasc Biol. 2001;21:1104–17. doi: 10.1161/hq0701.093685. [DOI] [PubMed] [Google Scholar]
- 3.Sobel BE. Increased plasminogen activator inhibitor-1 and vasculopathy. A reconcilable paradox. Circulation. 1999;99:2496–8. doi: 10.1161/01.cir.99.19.2496. [DOI] [PubMed] [Google Scholar]
- 4.Juhan-Vague I, Roul C, Alessi MC, Ardissone JP, Heim M, Vague P. Increased plasminogen activator inhibitor activity in non insulin dependent diabetic patients--relationship with plasma insulin. Thromb Haemost. 1989;61:370–3. [PubMed] [Google Scholar]
- 5.Festa A, D’Agostino R, Jr, Tracy RP, Haffner SM. Elevated levels of acute-phase proteins and plasminogen activator inhibitor-1 predict the development of type 2 diabetes: the insulin resistance atherosclerosis study. Diabetes. 2002;51:1131–7. doi: 10.2337/diabetes.51.4.1131. [DOI] [PubMed] [Google Scholar]
- 6.Festa A, D’Agostino R, Jr, Rich SS, Jenny NS, Tracy RP, Haffner SM. Promoter (4G/5G) plasminogen activator inhibitor-1 genotype and plasminogen activator inhibitor-1 levels in blacks, Hispanics, and non-Hispanic whites: the Insulin Resistance Atherosclerosis Study. Circulation. 2003;107:2422–7. doi: 10.1161/01.CIR.0000066908.82782.3A. [DOI] [PubMed] [Google Scholar]
- 7.Iso H, Folsom AR, Koike KA, Sato S, Wu KK, Shimamoto T, et al. Antigens of tissue plasminogen activator and plasminogen activator inhibitor 1: correlates in nonsmoking Japanese and Caucasian men and women. Thromb Haemost. 1993;70:475–80. [PubMed] [Google Scholar]
- 8.Harris MI. Noninsulin-dependent diabetes mellitus in black and white Americans. Diabetes Metab Rev. 1990;6:71–90. doi: 10.1002/dmr.5610060202. [DOI] [PubMed] [Google Scholar]
- 9.Strategies to Identify Adults at High Risk for Type 2 Diabetes: The Diabetes Prevention Program. Diabetes Care. 2005;28:138–144. doi: 10.2337/diacare.28.1.138. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Ministry of Labour H, and Welfare. National Cardivascular Disease Survey in 2000. Tokyo: Ministry of Labour, Health, and Welfare; 2001. [Google Scholar]
- 11.Sekikawa A, Horiuchi BY, Edmundowicz D, Ueshima H, Curb JD, Sutton-Tyrrell K, et al. A “natural experiment” in cardiovascular epidemiology in the early 21st century. Heart. 2003;89:255–7. doi: 10.1136/heart.89.3.255. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.U.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES. CfDCaP, Statistics NCfH. National Health and Nutrition Examination Survey. Hyattsville, MD: U.S. DEPARTMENT OF HEALTH AND HUMAN SERVICES, Centers for Disease Control and Prevention National Center for Health Statistics; 2004. [Google Scholar]
- 13.Sekikawa A, Ueshima H, Zaky RW, Kadowaki T, Edmundowicz D, Okamura T, et al. Much lower prevalence of coronary calcium detected by electron-beam tomography among men aged 40–49 in Japan than in the US, despite a less favorable profile of major risk factos. International Journal of Epidemiology. 2005;34:173–9. doi: 10.1093/ije/dyh285. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Friedewald WT, Levy RI, Fredrickson DS. Estimation of the concentration of low-density lipoprotein cholesterol in plasma, without use of the preparative ultracentrifuge. Clin Chem. 1972;18:499–502. [PubMed] [Google Scholar]
- 15.Bondar RJ, Mead DC. Evaluation of glucose-6-phosphate dehydrogenase from Leuconostoc mesenteroides in the hexokinase method for determining glucose in serum. Clin Chem. 1974;20:586–90. [PubMed] [Google Scholar]
- 16.Declerck PJ, Alessi MC, Verstreken M, Kruithof EK, Juhan-Vague I, Collen D. Measurement of plasminogen activator inhibitor 1 in biologic fluids with a murine monoclonal antibody-based enzyme-linked immunosorbent assay. Blood. 1988;71:220–5. [PubMed] [Google Scholar]
- 17.Macy EM, Hayes TE, Tracy RP. Variability in the measurement of C-reactive protein in healthy subjects: implications for reference intervals and epidemiological applications. Clin Chem. 1997;43:52–8. [PubMed] [Google Scholar]
- 18.Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985;28:412–9. doi: 10.1007/BF00280883. [DOI] [PubMed] [Google Scholar]
- 19.Minami J, Todoroki M, Yoshii M, Mita S, Nishikimi T, Ishimitsu T, et al. Effects of smoking cessation or alcohol restriction on metabolic and fibrinolytic variables in Japanese men. Clin Sci (Lond) 2002;103:117–22. doi: 10.1042/cs1030117. [DOI] [PubMed] [Google Scholar]
- 20.Festa A, D’Agostino R, Jr, Mykkanen L, Tracy RP, Zaccaro DJ, Hales CN, et al. Relative contribution of insulin and its precursors to fibrinogen and PAI-1 in a large population with different states of glucose tolerance. The Insulin Resistance Atherosclerosis Study (IRAS) Arterioscler Thromb Vasc Biol. 1999;19:562–8. doi: 10.1161/01.atv.19.3.562. [DOI] [PubMed] [Google Scholar]
- 21.Nakamura T, Adachi H, Hirai Y, Satoh A, Ohuchida M, Imaizumi T. Association of plasminogen activator inhibitor-1 with insulin resistance in Japan where obesity is rare. Metabolism. 2003;52:226–9. doi: 10.1053/meta.2003.50027. [DOI] [PubMed] [Google Scholar]
- 22.Sasaki A, Kurisu A, Ohno M, Ikeda Y. Overweight/obesity, smoking, and heavy alcohol consumption are important determinants of plasma PAI-1 levels in healthy men. Am J Med Sci. 2001;322:19–23. doi: 10.1097/00000441-200107000-00004. [DOI] [PubMed] [Google Scholar]
- 23.Juhan-Vague I, Alessi MC. PAI-1, obesity, insulin resistance and risk of cardiovascular events. Thromb Haemost. 1997;78:656–60. [PubMed] [Google Scholar]
- 24.Hamsten A, Wiman B, de Faire U, Blomback M. Increased plasma levels of a rapid inhibitor of tissue plasminogen activator in young survivors of myocardial infarction. N Engl J Med. 1985;313:1557–63. doi: 10.1056/NEJM198512193132501. [DOI] [PubMed] [Google Scholar]
- 25.Landin K, Stigendal L, Eriksson E, Krotkiewski M, Risberg B, Tengborn L, et al. Abdominal obesity is associated with an impaired fibrinolytic activity and elevated plasminogen activator inhibitor-1. Metabolism. 1990;39:1044–8. doi: 10.1016/0026-0495(90)90164-8. [DOI] [PubMed] [Google Scholar]
- 26.Potter van Loon BJ, Kluft C, Radder JK, Blankenstein MA, Meinders AE. The cardiovascular risk factor plasminogen activator inhibitor type 1 is related to insulin resistance. Metabolism. 1993;42:945–9. doi: 10.1016/0026-0495(93)90005-9. [DOI] [PubMed] [Google Scholar]
- 27.Giltay EJ, Elbers JM, Gooren LJ, Emeis JJ, Kooistra T, Asscheman H, et al. Visceral fat accumulation is an important determinant of PAI-1 levels in young, nonobese men and women: modulation by cross-sex hormone administration. Arterioscler Thromb Vasc Biol. 1998;18:1716–22. doi: 10.1161/01.atv.18.11.1716. [DOI] [PubMed] [Google Scholar]
- 28.Skurk T, Hauner H. Obesity and impaired fibrinolysis: role of adipose production of plasminogen activator inhibitor-1. Int J Obes Relat Metab Disord. 2004;28(11):1357–64. doi: 10.1038/sj.ijo.0802778. [DOI] [PubMed] [Google Scholar]
- 29.Tanaka S, Horimai C, Katsukawa F. Ethnic differences in abdominal visceral fat accumulation between Japanese, African-Americans, and Caucasians: a meta-analysis. Acta Diabetol. 2003;40:S302–4. doi: 10.1007/s00592-003-0093-z. [DOI] [PubMed] [Google Scholar]
- 30.Shimomura I, Funahashi T, Takahashi M, Maeda K, Kotani K, Nakamura T, et al. Enhanced expression of PAI-1 in visceral fat: possible contributor to vascular disease in obesity. Nat Med. 1996;2:800–3. doi: 10.1038/nm0796-800. [DOI] [PubMed] [Google Scholar]
- 31.Cigolini M, Targher G, Bergamo Andreis IA, Tonoli M, Agostino G, De Sandre G. Visceral fat accumulation and its relation to plasma hemostatic factors in healthy men. Arterioscler Thromb Vasc Biol. 1996;16:368–74. doi: 10.1161/01.atv.16.3.368. [DOI] [PubMed] [Google Scholar]
- 32.Gottschling-Zeller H, Birgel M, Rohrig K, Hauner H. Effect of tumor necrosis factor alpha and transforming growth factor beta 1 on plasminogen activator inhibitor-1 secretion from subcutaneous and omental human fat cells in suspension culture. Metabolism. 2000;49:666–71. doi: 10.1016/s0026-0495(00)80046-3. [DOI] [PubMed] [Google Scholar]
- 33.Panahloo A, Mohamed-Ali V, Lane A, Green F, Humphries SE, Yudkin JS. Determinants of plasminogen activator inhibitor 1 activity in treated NIDDM and its relation to a polymorphism in the plasminogen activator inhibitor 1 gene. Diabetes. 1995;44:37–42. doi: 10.2337/diab.44.1.37. [DOI] [PubMed] [Google Scholar]
- 34.Matsubara Y, Murata M, Isshiki I, Watanabe R, Zama T, Watanabe G, et al. Genotype frequency of plasminogen activator inhibitor-1 (PAI-1) 4G/5G polymorphism in healthy Japanese males and its relation to PAI-1 levels. Int J Hematol. 1999;69:43–7. [PubMed] [Google Scholar]
- 35.Bastard JP, Pieroni L, Hainque B. Relationship between plasma plasminogen activator inhibitor 1 and insulin resistance. Diabetes Metab Res Rev. 2000;16:192–201. doi: 10.1002/1520-7560(200005/06)16:3<192::aid-dmrr114>3.0.co;2-g. [DOI] [PubMed] [Google Scholar]
- 36.Abate N, Chandalia M. The impact of ethnicity on type 2 diabetes. J Diabetes Complications. 2003;17:39–58. doi: 10.1016/s1056-8727(02)00190-3. [DOI] [PubMed] [Google Scholar]
- 37.Balasubramanyam A, McKay S, Nadkarni P, Rajan AS, Garza A, Pavlik V, et al. Ethnicity affects the postprandial regulation of glycogenolysis. Am J Physiol. 1999;277:E905–14. doi: 10.1152/ajpendo.1999.277.5.E905. [DOI] [PubMed] [Google Scholar]

