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1.
J Clin Med ; 8(8)2019 Aug 12.
Article in English | MEDLINE | ID: mdl-31408958

ABSTRACT

BACKGROUND: Serum uric acid (SUA) has gradually been recognized as a potential risk factor for cardiovascular disease (CVD). However, whether the relationship is causal remains controversial. METHODS: We employed two methods to demonstrate the importance of SUA in CVD development. First, we examined the onset sequence of hyperuricemia in relation to five cardiometabolic (CM) diseases. Second, we conducted a Mendelian randomization (MR) study to causally infer the relationship between SUA and CVD. The information collected from the Cardiovascular Disease Risk Factors Two-Township Study (CVDFACTS) and Taiwan Biobank was used, respectively. RESULTS: The onset sequence study showed that hyperuricemia and hypo-alpha-lipoproteinemia (low HDL-C) have earlier ages of onset than other CM diseases. For the MR analysis, the high weighted genetic risk score (WGRS) group had a significantly increased cumulative lifetime risk of CVD compared with the low WGRS group (OR = 1.62, (1.17-2.23), P = 0.003). Sensitivity analysis using the WGRS derived from other populations' SUA-influential SNPs revealed similar results. CONCLUSIONS: We showed that hyperuricemia is an earlier-onset metabolic disorder than hypertension, hypertriglyceridemia, and diabetes mellitus, indicating that high SUA plays an upstream role in CM development. Moreover, our MR study results support the idea that hyperuricemia may play a causal role in CVD development. Further validation studies in more populations are needed.

2.
Sci Rep ; 7(1): 1975, 2017 05 16.
Article in English | MEDLINE | ID: mdl-28512340

ABSTRACT

Case-control genetic association studies typically ignore possible later disease onset in currently healthy subjects and assume that subjects with diseases equally contribute to the likelihood for inference, regardless of their onset age. Therefore, we used an event-history with risk-free model to simultaneously characterize alcoholism susceptibility and onset age in 65 independent non-Hispanic Caucasian males in the Collaborative Study on the Genetics of Alcoholism. Following data quality control, we analysed 22 single nucleotide polymorphisms (SNPs) on 12 candidate genes. The single-SNP analysis showed that the dominant minor allele of rs2134655 on DRD3 increases alcoholism susceptibility; the dominant minor allele of rs1439047 on NTRK2 delays the alcoholism onset age, but the additive minor allele of rs172677 on GRIN2B and the dominant minor allele of rs63319 on ALDH1A1 advance the alcoholism onset age; and the dominant minor allele of rs1079597 on DRD2 shortens the onset age range. Similarly, multiple-SNPs analysis revealed joint effects of rs2134655, rs172677 and rs1079597, with an adjustment for habitual smoking. This study provides a more comprehensive understanding of the genetics of alcoholism than previous case-control studies.


Subject(s)
Alcoholism/genetics , Genetic Association Studies , Genetic Predisposition to Disease , Alleles , Case-Control Studies , Female , Gene Expression Profiling , Gene Frequency , Haplotypes , Humans , Kaplan-Meier Estimate , Linkage Disequilibrium , Male , Polymorphism, Single Nucleotide , Transcriptome
3.
Am J Epidemiol ; 184(5): 366-77, 2016 09 01.
Article in English | MEDLINE | ID: mdl-27543092

ABSTRACT

To shed light on the etiology of metabolic syndrome development, it is important to understand whether its 5 component disorders follow certain onset sequences. To explore disease progression of the syndrome, we studied the ages at onset of 5 cardiometabolic diseases: abdominal obesity, diabetes, hypertension, hypertriglyceridemia, and hypo-α-lipoproteinemia. In analyzing longitudinal data from the Cardiovascular Disease Risk Factors Two-Township Study (1989-2002) in Taiwan, we adjusted for nonsusceptibility, utilizing the logistic-accelerated failure time location-scale mixture regression models for left-truncated and interval-censored data to simultaneously estimate the associations of township and sex with the susceptibility probability and the age-at-onset distribution of susceptible individuals for each disease. We then validated the onset sequences of 5 cardiometabolic diseases by comparing the overall probability density curves across township-sex strata. Visualization of these curves indicates that women tended to have onsets of abdominal obesity and hypo-α-lipoproteinemia in young adulthood, hypertension and hypertriglyceridemia in middle age, and diabetes later; men tended to have onsets of abdominal obesity, hypo-α-lipoproteinemia, and hypertriglyceridemia in young adulthood, hypertension in middle age, and diabetes later. Different onset patterns of abdominal obesity, hypo-α-lipoproteinemia, and male hypertension were identified between townships. Our proposed method provides a novel strategy for investigating both pathogenesis and preventive measures of complex syndromes.


Subject(s)
Age of Onset , Disease Progression , Disease Susceptibility , Metabolic Syndrome/etiology , Adult , Aged , Cardiovascular Diseases/complications , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/etiology , Diabetes Complications/epidemiology , Diabetes Complications/etiology , Diabetes Mellitus/epidemiology , Diabetes Mellitus/etiology , Female , Humans , Hypertension/complications , Hypertension/epidemiology , Hypertension/etiology , Hypertriglyceridemia/complications , Hypertriglyceridemia/epidemiology , Hypertriglyceridemia/etiology , Hypoalphalipoproteinemias/complications , Hypoalphalipoproteinemias/epidemiology , Hypoalphalipoproteinemias/etiology , Logistic Models , Longitudinal Studies , Male , Metabolic Syndrome/epidemiology , Middle Aged , Obesity, Abdominal/complications , Obesity, Abdominal/epidemiology , Obesity, Abdominal/etiology , Risk Factors , Taiwan/epidemiology , Young Adult
4.
Stat Med ; 32(24): 4285-305, 2013 Oct 30.
Article in English | MEDLINE | ID: mdl-23661280

ABSTRACT

In conventional survival analysis there is an underlying assumption that all study subjects are susceptible to the event. In general, this assumption does not adequately hold when investigating the time to an event other than death. Owing to genetic and/or environmental etiology, study subjects may not be susceptible to the disease. Analyzing nonsusceptibility has become an important topic in biomedical, epidemiological, and sociological research, with recent statistical studies proposing several mixture models for right-censored data in regression analysis. In longitudinal studies, we often encounter left, interval, and right-censored data because of incomplete observations of the time endpoint, as well as possibly left-truncated data arising from the dissimilar entry ages of recruited healthy subjects. To analyze these kinds of incomplete data while accounting for nonsusceptibility and possible crossing hazards in the framework of mixture regression models, we utilize a logistic regression model to specify the probability of susceptibility, and a generalized gamma distribution, or a log-logistic distribution, in the accelerated failure time location-scale regression model to formulate the time to the event. Relative times of the conditional event time distribution for susceptible subjects are extended in the accelerated failure time location-scale submodel. We also construct graphical goodness-of-fit procedures on the basis of the Turnbull-Frydman estimator and newly proposed residuals. Simulation studies were conducted to demonstrate the validity of the proposed estimation procedure. The mixture regression models are illustrated with alcohol abuse data from the Taiwan Aboriginal Study Project and hypertriglyceridemia data from the Cardiovascular Disease Risk Factor Two-township Study in Taiwan.


Subject(s)
Data Interpretation, Statistical , Disease Susceptibility , Logistic Models , Survival Analysis , Adolescent , Adult , Age of Onset , Alcoholism/epidemiology , Computer Simulation , Female , Humans , Male , Middle Aged , Native Hawaiian or Other Pacific Islander , Stroke/blood , Taiwan , Triglycerides/blood , Young Adult
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