| Literature DB >> 26976878 |
Elsayed Z Soliman1, Jye-Yu C Backlund2, Ionut Bebu2, Yabing Li3, Zhu-Ming Zhang3, Patricia A Cleary2, John M Lachin2.
Abstract
BACKGROUND: The electrocardiogram (ECG) is an objective tool for cardiovascular disease (CVD) risk assessment. METHODS ANDEntities:
Keywords: The Epidemiology of Diabetes Interventions and Complications Study; electrocardiogram; type 1 diabetes
Mesh:
Substances:
Year: 2016 PMID: 26976878 PMCID: PMC4943265 DOI: 10.1161/JAHA.115.002882
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Figure 1Flow chart of inclusion and exclusion criteria. DCCT indicates Diabetes Control and Complications Trial; EDIC, Epidemiology of Diabetes Interventions and Complications (EDIC) Study.
Participants Characteristics at Baseline, EDIC Study Year 1
| All Participants | Major Abnormality | Any Abnormality | |||||
|---|---|---|---|---|---|---|---|
| Yes (N=26) | No (N=1288) |
| Yes (N=356) | No (N=958) |
| ||
| Age, yr | 35.1±7.0 | 36.1±7.8 | 35.1±7.0 | 0.46 | 34.7±7.1 | 35.2±6.9 | 0.30 |
| Female (%) | 47.5 | 53.9 | 47.4 | 0.51 | 41.6 | 49.7 | 0.009 |
| Race (% white) | 96.3 | 92.3 | 96.4 | 0.66 | 94.7 | 96.9 | 0.13 |
| Intensive treatment group (%) | 49.9 | 42.3 | 50.1 | 0.43 | 50.3 | 49.8 | 0.87 |
| Primary cohort (%) | 49.7 | 38.5 | 49.9 | 0.25 | 51.4 | 49.1 | 0.45 |
| Duration of diabetes, yr | 13.6±4.9 | 13.9±4.7 | 13.5±4.9 | 0.63 | 13.3±5.3 | 13.6±4.8 | 0.07 |
| Current smoking (%) | 19.2 | 23.1 | 19.1 | 0.61 | 16.6 | 20.2 | 0.14 |
| Body mass index, kg/m2 | 26.1±4.0 | 26.4±4.5 | 26.1±4.0 | 0.91 | 25.7±3.7 | 26.3±4.1 | 0.030 |
| Body mass index ≥30 kg/m2 (%) | 13.7 | 15.4 | 13.7 | 0.80 | 11.5 | 14.5 | 0.16 |
| Systolic blood pressure, mm Hg | 117±12 | 123±17 | 117±12 | 0.11 | 118±13 | 117±12 | 0.97 |
| Diastolic blood pressure, mm Hg | 75±9 | 74±8 | 75±9 | 0.51 | 75±9 | 75±9 | 0.18 |
| HbA1c (%) | 8.1±1.4 | 8.2±1.4 | 8.1±1.4 | 0.90 | 8.1±1.4 | 8.1±1.3 | 0.20 |
| Weighted mean HbA1c (%) | 8.1±1.3 | 8.4±1.5 | 8.1±1.3 | 0.41 | 8.1±1.4 | 8.2±1.3 | 0.29 |
| HDL cholesterol, mg/dL | 54±14 | 58±16 | 54±14 | 0.18 | 54±14 | 54±14 | 0.63 |
| Non‐HDL cholesterol, mg/dL | 133±37 | 131±27 | 133±37 | 0.89 | 130±37 | 134±37 | 0.010 |
| LDL cholesterol, mg/dL | 115±31 | 113±22 | 115±31 | 0.91 | 113±32 | 116±31 | 0.021 |
| Total cholesterol, mg/dL | 187±36 | 190±25 | 187±36 | 0.43 | 183±36 | 188±36 | 0.008 |
| Triglyceride, mg/dL | 91±75 | 103±86 | 90±75 | 0.86 | 87±75 | 92±75 | 0.07 |
| Microalbuminuria (%) | 16.0 | 19.2 | 15.9 | 0.65 | 15.2 | 16.3 | 0.62 |
EDIC indicates Epidemiology of Diabetes Interventions and Complications (EDIC) Study; HbA1c, glycosylated hemoglobin; HDL, high‐density lipoprotein; LDL, low‐density lipoprotein.
P value is based on chi‐square test for categorical variables and Wilcoxon rank sum test for continuous variables.
Figure 2Cumulative incidence of ECG abnormalities during 16 years of EDIC follow‐up. ECG indicates electrocardiogram; EDIC, Epidemiology of Diabetes Interventions and Complications (EDIC) Study.
Distribution of Occurrence of New ECG Abnormalities During EDIC Follow‐up by Baseline Characteristics
| Baseline Characteristics | New Major ECG Abnormality, N (%) | Any New ECG Abnormality, N (%) |
|---|---|---|
| All (n=1314) | 172 (13.1) | 1016 (77.3) |
| Age group, yr | ||
| <40 (n=931) | 103 (11.1) | 701 (75.3) |
| ≥40 (n=383) | 69 (18.0) | 315 (82.3) |
| Gender | ||
| Female (n=624) | 78 (12.5) | 481 (77.1) |
| Male (n=690) | 94 (13.6) | 535 (77.5) |
| Study cohort | ||
| Primary (n=653) | 93 (14.2) | 506 (77.5) |
| Secondary (n=661) | 79 (12.0) | 510 (77.2) |
| DCCT treatment group | ||
| Intensive (n=656) | 83 (12.7) | 499 (76.1) |
| Conventional (n=658) | 89 (13.5) | 517 (78.6) |
| HbA1c | ||
| <8.0% (n=670) | 70 (10.5) | 505 (75.4) |
| ≥8.0% (n=644) | 102 (15.8) | 511 (79.4) |
DCCT indicates Diabetes Control and Complications Trial; EDIC, Epidemiology of Diabetes Interventions and Complications study; HbA1c, glycosylated hemoglobin.
Significant differences; P<0.05.
Primary prevention cohort includes DCCT participants with diabetes duration 1 to 5 years, no retinopathy, and urinary albumin excretion rate <40 mg/day. Secondary intervention cohort includes DCCT participants 1 to 15 years duration, very mild‐to‐moderate nonproliferative retinopathy, and albumin excretion rate <200 mg/day.
Intensive therapy aimed to achieve levels of glycemia as close to the nondiabetic range as safely possible, whereas conventional therapy aimed to maintain clinical well‐being with no specific glucose targets.
Demographic Adjusted Associations Between Participants Characteristics and Risk Factors at EDIC Baseline and as Time‐Dependent Covariates Over Time With the Occurrence of New ECG Abnormalities
| Variable | New ECG Major Abnormality | Any New ECG Abnormality | ||
|---|---|---|---|---|
| HR (95% CI) |
| HR (95% CI) |
| |
| Baseline age, yr | 1.05 (1.02–1.07) | <0.001 | 1.02 (1.01–1.03) | <0.001 |
| Sex (male vs female) | 1.06 (0.78–1.43) | 0.72 | 1.09 (0.96–1.24) | 0.19 |
| Study cohort (secondary vs primary) | 0.79 (0.58–1.06) | 0.12 | 0.97 (0.85–1.10) | 0.63 |
| DCCT treatment group (conventional vs intensive) | 1.12 (0.83–1.52) | 0.45 | 1.09 (0.96–1.25) | 0.18 |
| Diabetes duration at baseline, yr | 0.97 (0.94–1.01) | 0.10 | 1.00 (0.98–1.01) | 0.66 |
| Smoking (current) | ||||
| Baseline | 1.55 (1.10–2.19) | 0.012 | 0.98 (0.83–1.15) | 0.77 |
| Current (yes vs no) | 1.85 (1.29–2.66) | 0.001 | 1.12 (0.94–1.34) | 0.21 |
| Body mass index, kg/m2
| ||||
| Baseline | 1.00 (0.97–1.04) | 0.93 | 1.00 (0.98–1.01) | 0.64 |
| Weighted mean | 1.02 (0.97–1.06) | 0.49 | 1.00 (0.98–1.02) | 0.90 |
| Systolic blood pressure, mm Hg | ||||
| Baseline | 1.00 (0.99–1.02) | 0.48 | 1.00 (0.99–1.01) | 0.17 |
| Weighted mean | 1.03 (1.01–1.05) | 0.002 | 1.01 (1.00–1.02) | 0.041 |
| Diastolic blood pressure, mm Hg | ||||
| Baseline | 1.01 (1.00–1.03) | 0.15 | 1.00 (0.99–1.01) | 0.63 |
| Weighted mean | 1.05 (1.02–1.08) | 0.003 | 1.01 (0.99–1.02) | 0.37 |
| HDL cholesterol, mg/dL | ||||
| Baseline | 0.99 (0.88–1.11) | 0.87 | 0.98 (0.93–1.03) | 0.49 |
| Weighted mean | 0.95 (0.82–1.09) | 0.44 | 0.99 (0.94–1.06) | 0.82 |
| Non‐HDL cholesterol, mg/dL | ||||
| Baseline | 1.06 (1.02–1.10) | 0.004 | 1.01 (0.99–1.03) | 0.27 |
| Weighted mean | 1.07 (1.01–1.13) | 0.015 | 1.01 (0.99–1.04) | 0.36 |
| LDL cholesterol, mg/dL | ||||
| Baseline | 1.06 (1.01–1.11) | 0.030 | 1.01 (0.99–1.03) | 0.46 |
| Weighted mean | 1.07 (1.00–1.14) | 0.044 | 1.01 (0.98–1.04) | 0.56 |
| Triglyceride, mg/dL | ||||
| Baseline | 1.02 (1.00–1.03) | 0.011 | 1.01 (0.99–1.01) | 0.25 |
| Weighted mean | 1.04 (1.01–1.07) | 0.015 | 1.01 (0.99–1.03) | 0.15 |
| Microalbuminuria | ||||
| Baseline | 1.36 (0.93–2.00) | 0.11 | 1.20 (1.01–1.44) | 0.041 |
| Ever (Yes vs No) | 1.50 (1.11, 2.04) | 0.009 | 1.09 (0.96, 1.25) | 0.19 |
| HbA1c (%) (per 10% increase) | ||||
| Baseline | 1.12 (1.03–1.23) | 0.001 | 1.00 (0.96–1.04) | 0.97 |
| Weighted mean | 1.20 (1.08–1.33) | 0.001 | 1.03 (0.98–1.08) | 0.22 |
ECG indicates electrocardiogram; EDIC, Epidemiology of Diabetes Interventions and Complications (EDIC) Study; HbA1c, glycosylated hemoglobin; HR, hazard ratio; HDL, high‐density lipoprotein; LDL, low‐density lipoprotein.
Each model was adjusted for age and sex.
One model included age and sex only.
Time‐dependent covariate.
Body mass index was the only covariate with a nominally significant departure from the proportional hazard assumption.
All models including lipids were fit using 10 mg/dL because of the very small coefficient.
The log HbA1c value was used so that the HR per c‐fold change in risk are c1.23056 and c−0.00791 where 1.23056 and −0.00791 are the estimated regression coefficient for major and any abnormality, respectively; c value of 1.1 corresponds to a 10% increase in the HbA1c value.
The log HbA1c value was used so that the HR per c‐fold change in risk are c1.90967 and c0.30155 where 1.90967 and 0.30155 are the estimated regression coefficient for major and any abnormality, respectively; c value of 1.1 corresponds to a 10% increase in the HbA1c value.
Multivariable Adjusted Associations of Selected Risk Factors With Occurrence of New ECG Abnormalities
| Variable | New Major ECG Abnormality | Any New ECG Abnormality | ||
|---|---|---|---|---|
| HR (95% CI) |
| HR (95% CI) |
| |
| Age, yr (EDIC year 1) | 1.04 (1.02–1.06) | 0.001 | 1.02 (1.01–1.03) | <0.001 |
| Sex (male vs female) | 0.92 (0.67–1.26) | 0.60 | 1.04 (0.90–1.19) | 0.61 |
| Current smoking | 1.75 (1.22–2.53) | 0.002 | 1.12 (0.93–1.33) | 0.23 |
| Weighted mean systolic blood pressure | 1.03 (1.01–1.05) | 0.003 | 1.01 (1.00–1.02) | 0.045 |
| Weighted mean HbA1c | 1.16 (1.04–1.29) | 0.008 | 1.02 (0.98–1.07) | 0.33 |
ECG indicates electrocardiogram; EDIC, Epidemiology of Diabetes Interventions and Complications (EDIC) Study; HbA1c, glycosylated hemoglobin; HR, hazard ratio; HDL, high‐density lipoprotein.
In addition to age and sex, the most significant variables from each category in Table 3 (smoking, blood pressure, lipid, microalbuminuria, and HbA1c) were selected to be included in building separate multivariate models. In the new major ECG abnormality model, the lipid variable (ie, non‐HDL at EDIC year 1 or weighted mean preceding event/censoring) and microalbuminuria (ever) were no longer significant and were deleted after adjusting for smoking and weighted mean systolic blood pressure. In the any new ECG abnormality model, no other risk factors were nominally significant. The proportional hazard assumption was met for all variables in the models.
Included in the models as time dependent covariate.
The log HbA1c value was used so that the hazard ratio per c‐fold change in risk are c1.51197 and c0.23687 where 1.51197 and 0.23687 are the estimated regression coefficient for major and any abnormality, respectively; a value of c that equals 1.1 corresponds to a 10% increase in the HbA1c value.
Figure 3Risk of new ECG abnormalities across different levels of age. The red line represents the log hazard (Y axis) of ECG abnormalities associated with different levels of age at baseline. The yellow line represents the 95% CI of the log hazard (Y axis) of ECG abnormalities associated with different levels of age at baseline. ECG indicates electrocardiogram.
Figure 4Risk of new ECG abnormalities across different levels of weighted mean systolic blood pressure. The red line represents the log hazard (Y axis) of ECG abnormalities associated with different levels of weighted mean systolic blood pressure (Y axis). The yellow line represents the 95% CI of the log hazard (Y axis) of ECG abnormalities associated with different levels of weighted mean systolic blood pressure (Y axis). ECG indicates electrocardiogram.
Figure 5Risk of new ECG abnormalites across diffetent lelvels of weighted mean HbA1c. The red line represents the log hazard (Y axis) of ECG abnormalities associated with different levels of log weighted mean HbA1c (Y axis). The yellow line represents the 95% CI of the log hazard (Y axis) of ECG abnormalities associated with different levels of log weighted mean HbA1c (Y axis). ECG indicates electrocardiogram; HbA1c, glycosylated hemoglobin.