| Literature DB >> 18628568 |
Maria F Lopes-Virella1, Rickey E Carter, Gregory E Gilbert, Richard L Klein, Miran Jaffa, Alicia J Jenkins, Timothy J Lyons, W Timothy Garvey, Gabriel Virella.
Abstract
OBJECTIVE: Because endothelial cell dysfunction and inflammation are key contributors to the development of complications in type 1 diabetes, we studied risk factors related to endothelial dysfunction and inflammation (C-reactive protein and fibrinogen, soluble vascular cell adhesion molecule-1, intracellular adhesion molecule-1, and E-selectin, and fibrinolytic markers) in a subgroup of patients from the Diabetes Control and Complications Trial (DCCT)/Epidemiology of Diabetes Intervention and Complications (EDIC) study cohort. RESEARCH DESIGN AND METHODS: We determined which of these risk factors or clusters thereof are associated with the presence of and subsequent development of nephropathy and macrovascular complications (reflected by carotid intima-media thickness [IMT]).Entities:
Mesh:
Substances:
Year: 2008 PMID: 18628568 PMCID: PMC2551645 DOI: 10.2337/dc08-0659
Source DB: PubMed Journal: Diabetes Care ISSN: 0149-5992 Impact factor: 17.152
Descriptive statistics of demographic variables, covariates, and outcome variables
| Sample size | Mean ± SD | Interquartile range | |
|---|---|---|---|
| Conventional risk factors | |||
| Age (years) | 1,063 | 39.2 ± 7.0 | 10.0 |
| DCCT experimental group (%) | 1,063 | 51 | — |
| Type 1 diabetes duration (years) | 1,063 | 17.5 ± 4.8 | 7.7 |
| A1C (% of hemoglobin) | 1,045 | 8.2 ± 1.3 | 1.7 |
| Male sex (%) | 1,063 | 55 | — |
| Smoker (%) | 1,042 | 19 | — |
| Systolic blood pressure (mmHg) | 1,045 | 120.0 ± 13.9 | 18.0 |
| Diastolic blood pressure (mmHg) | 1,045 | 75.0 ± 9.3 | 12.0 |
| Height (cm) | 1,046 | 172.5 ± 9.4 | 13.7 |
| Weight (kg) | 1,046 | 81.3 ± 15.5 | 21.7 |
| BMI (kg/m2) | 1,044 | 27.2 ± 4.2 | 5.1 |
| Natural waist-to-hip ratio | 1,045 | 0.8 ± 0.1 | 0.1 |
| Total cholesterol (mg/dl) | 1,027 | 189 ± 35.3 | 44.0 |
| HDL cholesterol (mg/dl) | 1,027 | 56 ± 14.7 | 19.0 |
| LDL cholesterol (mg/dl) | 1,021 | 115 ± 30.5 | 39 |
| Triglycerides (mg/dl) | 1,027 | 89 ± 63.3 | 51.0 |
| Biomarkers | |||
| PAI-1 activity (IU/ml) | 928 | 4.5 ± 6.9 | 4.5 |
| PAI-1 mass (ng/ml) | 990 | 32.2 ± 24.8 | 30.6 |
| sE-Selectin (ng/ml) | 752 | 58.7 ± 35.7 | 38.4 |
| sICAM-1 (ng/ml) | 812 | 332.4 ± 123.7 | 158.6 |
| sVCAM-1 (ng/ml) | 782 | 685.8 ± 442.4 | 418.1 |
| tPA activity (IU/ml) | 988 | 1.0 ± 0.5 | 0.5 |
| tPA mass (ng/ml) | 964 | 6.3 ± 5.0 | 4.3 |
| Fibrinogen (mg/dl) | 911 | 309.5 ± 106.9 | 128.0 |
| CRP (mg/l) | 951 | 3.1 ± 4.6 | 3.0 |
| Outcomes | |||
| AER (mg/24 h) | 1,020 | 87 ± 441.7 | 14.4 |
| Micro-/macroalbuminuria (AER >40 mg/24 h) (%) | 1,020 | 14 | — |
| Internal IMT year 6 (units) | 958 | 0.7 ± 0.3 | 0.1 |
| Common IMT at year 6 ( units) | 970 | 0.6 ± 0.1 | 0.2 |
Significance of the association of endothelial cell dysfunction and inflammation markers with nephropathy and cardiovascular disease in the presence of conventional risk factors
| Biological domain | Nephropathy | Internal carotid IMT (year 6) | Common carotid IMT (year 6) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| LRT | d.f. | Partial | d.f. | Partial | d.f. | ||||
| Fibrinolysis (activity) | 2.62 | 2 | 0.27 | 1.76 | 2, 756 | 0.17 | 4.43 | 2, 777 | 0.01 |
| Fibrinolysis (mass) | 0.17 | 2 | 0.92 | 0.47 | 2, 790 | 0.62 | 0.09 | 2, 817 | 0.91 |
| Adhesion molecules | 10.25 | 3 | 0.02 | 1.03 | 3, 605 | 0.38 | 0.07 | 3, 628 | 0.98 |
| Inflammation | 0.44 | 1 | 0.51 | 12.72 | 1, 762 | <0.01 | 7.90 | 1, 787 | <0.01 |
d.f., degree of freedom.
Numerator, denominator.
Final models of multivariate logistic and linear regression analysis
| Outcome, method, and model | β | SE (β) | βSTD | Sample size | Coefficient of determination | Concordance index | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M1 | M2 | M3 | M1 | M2 | M3 | M1 | M2 | M3 | |||||
| Nephropathy | |||||||||||||
| Logistic | 0.72 | 0.25 | 0.21 | <0.01 | 987 | 711 | 690 | 0.24 | 0.08 | 0.32 | 0.80 | 0.68 | 0.84 |
| sE-Selectin (ng/ml) | |||||||||||||
| sVCAM-1 (ng/ml) | −0.26 | 0.26 | -0.07 | 0.31 | |||||||||
| sICAM-1 (ng/ml) | −0.40 | 0.36 | -0.08 | 0.26 | |||||||||
| Internal IMT (year 6) | |||||||||||||
| Linear | |||||||||||||
| Fibrinogen (mg/dl) | 0.09 | 0.03 | 0.10 | <0.01 | 897 | 825 | 775 | 0.43 | 0.02 | 0.41 | — | — | — |
| Common IMT (year 6) | |||||||||||||
| Linear | |||||||||||||
| PAI-1 Activity (IU/ml) | 0.01 | 0.00 | 0.06 | 0.05 | 927 | 823 | 791 | 0.37 | 0.02 | 0.37 | — | — | — |
| tPA Activity (IU/ml) | 0.02 | 0.01 | 0.09 | <0.01 | |||||||||
| Linear | |||||||||||||
| Fibrinogen | 0.02 | 0.01 | 0.08 | <0.01 | 927 | 834 | 800 | 0.37 | 0.02 | 0.38 | — | — | — |
Estimates are adjusted for age (years), treatment group (reference: standard treatment), duration of type 1 diabetes (years), A1C (percentage), sex (reference: male), smoking status (reference: smoker), systolic blood pressure (reference: millimeters of mercury), natural waist-to-hip ratio, HDL cholesterol (milligrams per deciliter), and total cholesterol (milligrams per deciliter). IMT outcomes at year 6 are also adjusted for corresponding IMT readings at year 1.
The reported values are the change in the log odds for a 1-unit change (unstandardized β values) or a 1 SD change (standardized β values) in the biological parameter (for logistic regression models) or the change in IMT for either a 1-unit change (unstandardized) or 1 SD change (standardized) for linear regression models. Odds ratios for the same change can be obtained by exponentiating the estimated β values. For example, a 1 SD change in the natural logarithm of PAI-1 activity (International Units per milliliter) increases the odds of nephropathy by 1.0602 (P = 0.4013).
‡Only applicable to the logistic model.
§Nagelkerke's pseudo-R2 is reported for the logistic model and the adjusted R2 for the linear regression models. Regression model 1: composed of conventional risk factors: age (years), treatment group (reference: standard treatment), duration of diabetes (years), A1C (percentage), sex (reference: male), smoking status (reference: smoker), systolic blood pressure (reference: millimeters of mercury), natural waist-to-hip ratio, HDL cholesterol (milligrams per deciliter), and total cholesterol (milligrams per deciliter). IMT outcomes at year 6 are also adjusted for corresponding IMT readings at year 1. This model is denoted as M1 for sample size, coefficient of determination, and concordance index. Regression model 2: composed of only the specified biomarkers. This model is denoted as M2 for sample size, coefficient of determination, and concordance index. Regression model 3 (M3): models 1 and 2 combined.
Natural log transformed.