| Literature DB >> 31824165 |
Peter P Toth1,2, Sephy Philip3, Michael Hull4, Craig Granowitz3.
Abstract
PURPOSE: Real-world data may provide insight into relationships between high triglycerides (TG), a modifiable cardiovascular (CV) risk factor, and increased heart failure (HF) risk. PATIENTS AND METHODS: This retrospective administrative claims analysis included statin-treated patients aged ≥45 years with diabetes and/or atherosclerotic CV disease enrolled in 2010 and followed for ≥6 months to March 2016. Patients with TG ≥150 mg/dL and a comparator cohort with TG <150 mg/dL and high-density lipoprotein cholesterol >40 mg/dL were included. A sub-analysis was conducted in patients with TG 200-499 mg/dL. Hazard ratios (HR) were calculated from multivariate analyses controlled for patient characteristics and comorbidities using Cox proportional hazard modeling. New diagnosis of HF required diagnosis in the follow-up period without prior evidence of HF.Entities:
Keywords: cardiovascular disease; costs; hypertriglyceridemia; statins
Mesh:
Substances:
Year: 2019 PMID: 31824165 PMCID: PMC6900310 DOI: 10.2147/VHRM.S221289
Source DB: PubMed Journal: Vasc Health Risk Manag ISSN: 1176-6344
Statistical Methodology
| Item | Statistical Methodology |
|---|---|
| Study variables | Analyzed descriptively and reported for the overall study sample, as well as stratified and statistically compared by cohort |
| Continuous variables | Means and standard deviations |
| Direct healthcare cost and resource utilization | Descriptive techniques that account for the length of observation time, such as per patient per month |
| Comparison of categorical measures | Rao-Scott test and chi-square test |
| Comparison of continuous measures | Student's |
| Multivariate pre-match analyses | Cox proportional hazards model to calculate HRs for time-to-event analyses of the effects of the covariates |
| Time-to-event probabilities | Kaplan-Meier analyses |
| Clustered | Cox proportional hazard model with cohort as independent variable (alpha<0.05) |
| Descriptive analyses | Propensity score analysis to create a matched comparator study cohort similar to the analysis cohort, but without elevated or high TG, by controlling for confounding relationshipsa; propensity score matching was performed using a greedy match algorithm |
Note: aThe final list of propensity score model variables was based on review of pre-matching descriptive analyses of patient characteristics and pre-index measures including age, gender, type of insurance, region, baseline direct medical cost, low-density lipoprotein cholesterol level relative to the median, baseline use of omega-3 fatty acids, fibrates, or statins, and diagnoses including diabetes, atherosclerotic CV disease, hypertension, stroke, peripheral artery disease, and renal disease.
Patient Demographics, Characteristics, and Baseline Comorbidities
| Elevated-TGa n=23,181 | Comparatora n=23,181 | High-TGb n=10,990 | Comparatorb n=10,990 | |||
|---|---|---|---|---|---|---|
| Age, mean (SD), years | 62.2 (9.6) | 62.6 (9.9) | <0.001 | 61.7 (9.6) | 62.2 (9.9) | <0.001 |
| Female, n (%) | 11,518 (49.7) | 11,467 (49.5) | 0.244 | 5,433 (49.4) | 5,424 (49.4) | 0.769 |
| Insurance type, n (%) | ||||||
| Commercial | 15,823 (68.3) | 15,855 (68.4) | 0.461 | 7,589 (69.1) | 7,571 (68.9) | 0.556 |
| Medicare | 7,358 (31.7) | 7,326 (31.6) | 0.461 | 3,401 (30.9) | 3,419 (31.1) | 0.556 |
| Duration of follow-up, mean (SD), months | 41.4 (23.7) | 42.5 (23.9) | <0.001 | 41.3 (23.8) | 42.1 (23.9) | 0.018 |
| Baselinec lipid profile, mean (SD), mg/dL | ||||||
| TG | 220.31 (77.4) | 97.9 (28.9) | <0.001 | 263.8 (60.2) | 98.2 (29.2) | <0.001 |
| LDL-C | 104.6 (41.1) | 100.9 (35.0) | <0.001 | 106.1 (43.2) | 101.7 (34.7) | <0.001 |
| HDL-C | 42.3 (10.2) | 55.1 (12.2) | <0.001 | 40.4 (9.3) | 55.0 (12.4) | <0.001 |
| Total cholesterol | 190.2 (46.6) | 175.4 (38.8) | <0.001 | 198.2 (47.9) | 176.3 (38.6) | <0.001 |
| Non-HDL-Cd | 147.9 (44.2) | 120.4 (36.5) | <0.001 | 157.9 (45.2) | 121.2 (36.3) | <0.001 |
| Baseline comorbidities, n (%) | ||||||
| Diabetes | 19,392 (83.7) | 19,478 (84.0) | 0.017 | 9,326 (84.86) | 9,375 (85.30) | 0.048 |
| ASCVD | 6,915 (29.8) | 6,800 (29.3) | 0.009 | 3,185 (28.98) | 3,141 (28.58) | 0.156 |
| MI | 495 (2.1) | 411 (1.8) | 0.003 | 235 (2.14) | 189 (1.72) | 0.020 |
| Stroke | 750 (3.2) | 674 (2.9) | 0.005 | 349 (3.18) | 323 (2.94) | 0.177 |
| Angina | 1,225 (5.3) | 1,179 (5.1) | 0.284 | 571 (5.20) | 554 (5.04) | 0.562 |
| Coronary revascularization | 600 (2.6) | 506 (2.2) | 0.002 | 299 (2.72) | 213 (1.94) | <0.001 |
| Peripheral artery disease | 3,384 (14.6) | 3,317 (14.3) | 0.104 | 1,561 (14.20) | 1,550 (14.10) | 0.704 |
| Heart failure | 1,258 (5.4) | 1,088 (4.7) | <0.001 | 626 (5.70) | 519 (4.72) | <0.001 |
| Atrial fibrillation | 1,133 (4.9) | 989 (4.3) | 0.001 | 527 (4.80) | 472 (4.29) | 0.070 |
| Hypertension | 18,346 (79.1) | 18,375 (79.3) | 0.462 | 8678 (78.96) | 8,723 (79.37) | 0.106 |
| Renal disease | 2832 (12.2) | 2782 (12.0) | 0.196 | 1322 (12.03) | 1,314 (11.96) | 0.767 |
Notes: Data from these studies.4,5 Rao-Scott test was used for binary measures. Robust standard errors were used for continuous measures. aElevated TG ≥150 mg/dL and matched comparator with TG <150 mg/dL and HDL-C >40 mg/dL. bHigh TG 200–499 mg/dL and matched comparator with TG <150 mg/dL and HDL-C >40 mg/dL. cBaseline period excludes index date. dCalculated by subtracting HDL-C result from total cholesterol. This value was not calculated unless patients had both HDL-C and total cholesterol laboratory result in period.
Abbreviations: ASCVD, atherosclerotic cardiovascular disease; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; MI, myocardial infarction; non-HDL-C, non-high-density lipoprotein cholesterol; SD, standard deviation; TG, triglycerides.
Figure 1Effects of triglycerides on new diagnoses of heart failure in statin-treated patients with high cardiovascular riska. New diagnosis of HF required diagnosis in the follow-up period without prior evidence of HF.
Notes: aMultivariate analysis using Cox proportional hazard model. Separate pre-match multivariate analyses of heart failure were performed. Covariates included TG cohort, as represented here, along with age (45–54, 55–64, ≥65 years), sex, insurance coverage type, geographic region of enrollment, baseline clinical characteristics (diabetes, ASCVD, LDL-C laboratory result in relation to median), and baseline medication use (fibrate, prescription omega-3, both, and neither). bElevated-TG pre-match cohort: TG ≥150 mg/dL (n=24,043 patients); comparator pre-match cohort: TG <150 mg/dL and HDL-C >40 mg/dL (n=30,218 patients). cHigh-TG pre-match cohort: TG 200–499 mg/dL (n=11,657 patients); comparator pre-match cohort: TG <150 mg/dL and HDL-C >40 mg/dL (n=30,218 patients).
Abbreviations: ASCVD, atherosclerotic cardiovascular disease; CI, confidence interval; CV, cardiovascular; HDL-C, high-density lipoprotein cholesterol; HF, heart failure; LDL-C, low-density lipoprotein cholesterol; TG, triglycerides.
Freedom from New Diagnoses of Heart Failure in Statin-Treated Patients with High Cardiovascular Risk and Elevated or High Triglycerides vs Comparators (Kaplan-Meier Analysis)
| Cohort | 0.5 Year | 1 Year | 2 Years | 3 Years | 4 Years | 5 Years | Clustered |
|---|---|---|---|---|---|---|---|
| Elevated triglyceridesa | 0.9743 (22,508) | 0.9541 (18,839) | 0.9179 (14,052) | 0.8869 (11,033) | 0.8588 (7,343) | 0.8337 (5,564) | <0.001 |
| Comparatora | 0.9785 (22,593) | 0.9609 (19,106) | 0.9324 (14,524) | 0.9057 (11,615) | 0.8808 (7,910) | 0.8554 (6,098) | |
| High triglyceridesb | 0.9740 (10,667) | 0.9531 (8,907) | 0.9172 (6,642) | 0.8880 (5,216) | 0.8587 (3,487) | 0.8303 (2,624) | <0.001 |
| Comparatorb | 0.9793 (10,729) | 0.9623 (9,022) | 0.9342 (6,832) | 0.9054 (5,432) | 0.8814 (3,707) | 0.8585 (2,867) |
Notes: Values represent probability of freedom from new diagnoses of heart failure (number of patients at risk). New diagnosis of HF required diagnosis in the follow-up period without prior evidence of HF. Clustered P-values were calculated using Cox proportional hazard model with cohort as independent variable. aElevated TG ≥150 mg/dL and comparator with TG <150 mg/dL and HDL-C >40 mg/dL. bHigh TG 200–499 mg/dL and comparator with TG <150 mg/dL and HDL-C >40 mg/dL.