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Melgarejo JD, Patil D, Mena LJ, Vatcheva KP, Garcia JA, Satizabal CL, Chavez CA, Pirela RV, Silva E, Calmon G, Lee JH, Terwilliger JD, Seshadri S, Maestre GE. Association of Variability and Hypertensive Loads in 24-h Blood Pressure With Mortality and Cardiovascular Risk. Am J Hypertens 2024; 37:323-333. [PMID: 38294177 PMCID: PMC11016833 DOI: 10.1093/ajh/hpae011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 12/20/2023] [Accepted: 01/17/2024] [Indexed: 02/01/2024] Open
Abstract
BACKGROUND Evidence shows that high 24-h blood pressure (BP) variability increases cardiovascular risk. We investigated whether 24-h BP variability relates to mortality and cardiovascular risk due to inherent variability and/or hypertensive loads in 24-h BP. METHODS A total of 1,050 participants from the Maracaibo Aging Study (mean age, 66 years; women, 67.2%) underwent 24-h ambulatory BP monitoring and were followed between 2001 and 2016. To evaluate inherent BP variability, we used average real variability (ARV) as it captures variability among consecutive BP readings. 24-h systolic BP load was the proportion (%) of systolic BP readings ≥130 mm Hg during the daytime and ≥110 during the nighttime. Our primary endpoint was total mortality and major adverse cardiovascular endpoints (MACE). Statistics included Cox proportional models. RESULTS During a median follow-up of 8.3 years, 299 participants died and 210 experienced MACE. Each +2 mm Hg (corresponding to 1-standard deviation) higher 24-h systolic ARV (mean value, 9.0 ± 2.0 mm Hg) was associated with higher hazard ratios (HRs) for mortality by 1.28-fold (95% confidence interval [CI], 1.14-1.43) and for MACE by 1.24-fold (95% CI, 1.08-1.42). Each 30% higher 24-h systolic BP load (median value, 63%) was associated with mortality and MACE with HRs of 1.29 (95% CI, 1.15-1.46) and 1.28 (95% CI, 1.10-1.48); respectively. After models were additionally adjusted by BP level, only ARV was associated with mortality (HR, 1.17; 95% CI, 1.04-1.33) and MACE (HR, 1.16; 95% CI, 1.00-1.34). CONCLUSIONS High ARV and hypertensive loads in 24-h systolic BP were associated with mortality and cardiovascular risk, however, only ARV is associated independently of the BP level.
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Affiliation(s)
- Jesus D Melgarejo
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Rio Grande Valley Alzheimer’s Center (AD-RCMAR), Institute of Neuroscience, Neuro and Behavioral Health Integrated Service Unit, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
- South Texas Alzheimer’s Disease Center, Institute of Neuroscience, School of Medicine, University of Texas Rio Grande Valley, Texas, USA
| | - Dhrumil Patil
- Department of General Medicine, Beth Israel Deaconess Medical Centre, Harvard Medical School, Boston, Massachusetts, USA
| | - Luis J Mena
- Department of Computer Sciences, Polytechnic University of Sinaloa, Mazatlán, Sinaloa, Mexico
| | - Kristina P Vatcheva
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- School of Mathematical and Statistical Science, College of Science, University of Texas Rio Grande Valley, Brownsville, Texas, USA
| | - Jose A Garcia
- Department of Human Genetics, University of Texas Rio Grande Valley, Brownsville, Texas, USA
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- South Texas Alzheimer’s Disease Center, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
| | - Carlos A Chavez
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
| | - Rosa V Pirela
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Rio Grande Valley Alzheimer’s Center (AD-RCMAR), Institute of Neuroscience, Neuro and Behavioral Health Integrated Service Unit, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
- South Texas Alzheimer’s Disease Center, Institute of Neuroscience, School of Medicine, University of Texas Rio Grande Valley, Texas, USA
| | - Egle Silva
- Laboratory of Ambulatory Recordings, Cardiovascular Institute (IECLUZ), University of Zulia, Maracaibo, Venezuela
| | - Gustavo Calmon
- Laboratory of Ambulatory Recordings, Cardiovascular Institute (IECLUZ), University of Zulia, Maracaibo, Venezuela
| | - Joseph H Lee
- Department of Psychiatry, Columbia University, New York, New York, USA
- Department of Genetics and Development, Columbia University, New York, New York, USA
- Sergievsky Center and Department of Epidemiology, Columbia University Medical Center, New York, New York, USA
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Columbia University, New York, New York, USA
| | - Joseph D Terwilliger
- Department of Psychiatry, Columbia University, New York, New York, USA
- Department of Genetics and Development, Columbia University, New York, New York, USA
- Sergievsky Center and Department of Epidemiology, Columbia University Medical Center, New York, New York, USA
- Division of Public Health Genomics, National Institute for Health and Welfare, Helsinki, Finland
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
- Department of Neurology, Boston University School of Medicine, Boston, Massachusetts, USA
- South Texas Alzheimer’s Disease Center, Glenn Biggs Institute for Alzheimer’s and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, Texas, USA
| | - Gladys E Maestre
- Institute of Neuroscience, Neuro and Behavioral Health INtegrated Service Unit, School of Medicine, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Rio Grande Valley Alzheimer’s Center (AD-RCMAR), Institute of Neuroscience, Neuro and Behavioral Health Integrated Service Unit, University of Texas Rio Grande Valley, Harlingen, Texas, USA
- Laboratory of Neuroscience, University of Zulia, Maracaibo, Zulia, Venezuela
- South Texas Alzheimer’s Disease Center, Institute of Neuroscience, School of Medicine, University of Texas Rio Grande Valley, Texas, USA
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Fernandez GA, Vatcheva KP. A comparison of statistical methods for modeling count data with an application to hospital length of stay. BMC Med Res Methodol 2022; 22:211. [PMID: 35927612 PMCID: PMC9351158 DOI: 10.1186/s12874-022-01685-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 07/11/2022] [Indexed: 11/22/2022] Open
Abstract
Background Hospital length of stay (LOS) is a key indicator of hospital care management efficiency, cost of care, and hospital planning. Hospital LOS is often used as a measure of a post-medical procedure outcome, as a guide to the benefit of a treatment of interest, or as an important risk factor for adverse events. Therefore, understanding hospital LOS variability is always an important healthcare focus. Hospital LOS data can be treated as count data, with discrete and non-negative values, typically right skewed, and often exhibiting excessive zeros. In this study, we compared the performance of the Poisson, negative binomial (NB), zero-inflated Poisson (ZIP), and zero-inflated negative binomial (ZINB) regression models using simulated and empirical data. Methods Data were generated under different simulation scenarios with varying sample sizes, proportions of zeros, and levels of overdispersion. Analysis of hospital LOS was conducted using empirical data from the Medical Information Mart for Intensive Care database. Results Results showed that Poisson and ZIP models performed poorly in overdispersed data. ZIP outperformed the rest of the regression models when the overdispersion is due to zero-inflation only. NB and ZINB regression models faced substantial convergence issues when incorrectly used to model equidispersed data. NB model provided the best fit in overdispersed data and outperformed the ZINB model in many simulation scenarios with combinations of zero-inflation and overdispersion, regardless of the sample size. In the empirical data analysis, we demonstrated that fitting incorrect models to overdispersed data leaded to incorrect regression coefficients estimates and overstated significance of some of the predictors. Conclusions Based on this study, we recommend to the researchers that they consider the ZIP models for count data with zero-inflation only and NB models for overdispersed data or data with combinations of zero-inflation and overdispersion. If the researcher believes there are two different data generating mechanisms producing zeros, then the ZINB regression model may provide greater flexibility when modeling the zero-inflation and overdispersion.
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Affiliation(s)
- Gustavo A Fernandez
- School of Mathematical and Statistical Sciences, University of Texas Rio Grande Valley, One West University Boulevard, Brownsville CampusBrownsville, TX, 78520, USA
| | - Kristina P Vatcheva
- School of Mathematical and Statistical Sciences, University of Texas Rio Grande Valley, One West University Boulevard, Brownsville CampusBrownsville, TX, 78520, USA.
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Gill C, Lee M, Vatcheva KP, Rianon N, Smulevitz B, McPherson DD, McCormick JB, Fisher-Hoch SP, Laing ST. Association of Visceral Adipose Tissue and Subclinical Atherosclerosis in US-Born Mexican Americans but not First Generation Immigrants. J Am Heart Assoc 2020; 9:e017373. [PMID: 33054499 PMCID: PMC7763390 DOI: 10.1161/jaha.120.017373] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Background Excess visceral adipose tissue (VAT) is a primary driver for the cardiometabolic complications of obesity; VAT-associated cardiovascular disease risk varies by race, but most studies have been done on Non-Hispanics. This study aimed to evaluate the clinical and metabolic correlates of VAT, its association with subclinical atherosclerosis, and the factors affecting this association in Mexican Americans. Methods and Results Participants (n=527) were drawn from the Cameron County Hispanic Cohort (CCHC), on whom a carotid ultrasound to assess carotid intima media thickness and a dual-energy X-ray absorptiometry scan to assess for VAT were obtained. Those in the highest quartiles of VAT were more likely to have hypertension, hypertriglyceridemia, low high-density lipoprotein, diabetes mellitus, and metabolic syndrome. Increased carotid intima media thickness was more prevalent in those in the highest quartile for VAT (57.4% versus 15.4% for the lowest quartile; P<0.001). There was a graded increase in mean carotid intima media thickness with increasing VAT, after adjusting for covariates; for every 10 cm2 increase in VAT, there was an increase of 0.004 mm (SE=0.002; P=0.0299) in mean carotid intima media thickness. However, this association was only seen among second or higher generation US-born Mexican Americans but not among first generation immigrants (P=0.024). Conclusions Excess VAT is associated with indicators of metabolic disorders and subclinical atherosclerosis in Mexican Americans regardless of body mass index. However, acculturation appears to be an important modulator of this association. Longitudinal follow-up with targeted interventions among second or higher generation Hispanics to lower VAT and improve cardiometabolic risk may help prevent premature cardiovascular disease in this cohort.
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Affiliation(s)
- Clarence Gill
- Division of Cardiology Department of Internal Medicine at The University of Texas Health Science Center at Houston Houston TX
| | - Miryoung Lee
- School of Public Health The University of Texas Health Science Center at Houston Brownsville TX
| | - Kristina P Vatcheva
- School of Mathematical and Statistical Science The University of Texas at Rio Grande Valley Brownsville TX
| | - Nahid Rianon
- Division of Geriatric Medicine Department of Internal Medicine McGovern Medical School at The University of Texas Health Science Center at Houston Houston TX
| | - Beverly Smulevitz
- Division of Cardiology Department of Internal Medicine at The University of Texas Health Science Center at Houston Houston TX
| | - David D McPherson
- Division of Cardiology Department of Internal Medicine at The University of Texas Health Science Center at Houston Houston TX
| | - Joseph B McCormick
- School of Public Health The University of Texas Health Science Center at Houston Brownsville TX
| | - Susan P Fisher-Hoch
- School of Public Health The University of Texas Health Science Center at Houston Brownsville TX
| | - Susan T Laing
- Division of Cardiology Department of Internal Medicine at The University of Texas Health Science Center at Houston Houston TX
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Ghaddar S, Vatcheva KP, Alvarado SG, Mykyta L. Understanding the Intention to Use Telehealth Services in Underserved Hispanic Border Communities: Cross-Sectional Study. J Med Internet Res 2020; 22:e21012. [PMID: 32880579 PMCID: PMC7499162 DOI: 10.2196/21012] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Revised: 07/15/2020] [Accepted: 07/26/2020] [Indexed: 01/22/2023] Open
Abstract
Background Despite the United States having one of the leading health care systems in the world, underserved minority communities face significant access challenges. These communities can benefit from telehealth innovations that promise to improve health care access and, consequently, health outcomes. However, little is known about the attitudes toward telehealth in these communities, an essential first step toward effective adoption and use. Objective The purpose of this study is to assess the factors that shape behavioral intention to use telehealth services in underserved Hispanic communities along the Texas-Mexico border and examine the role of electronic health (eHealth) literacy in telehealth use intention. Methods We used cross-sectional design to collect data at a community health event along the Texas-Mexico border. The area is characterized by high poverty rates, low educational attainment, and health care access challenges. Trained bilingual students conducted 322 in-person interviews over a 1-week period. The survey instrument assessed sociodemographic information and telehealth-related variables. Attitudes toward telehealth were measured by asking participants to indicate their level of agreement with 9 statements reflecting different aspects of telehealth use. For eHealth literacy, we used the eHealth Literacy Scale (eHEALS), an 8-item scale designed to measure consumer confidence in finding, evaluating, and acting upon eHealth information. To assess the intention to use telehealth, we asked participants about the likelihood that they would use telehealth services if offered by a health care provider. We analyzed data using univariate, multivariate, and mediation statistical models. Results Participants were primarily Hispanic (310/319, 97.2%) and female (261/322, 81.1%), with an average age of 43 years. Almost three-quarters (219/298) reported annual household incomes below $20,000. Health-wise, 42.2% (136/322) self-rated their health as fair or poor, and 79.7% (255/320) were uninsured. The overwhelming majority (289/319, 90.6%) had never heard of telehealth. Once we defined the term, participants exhibited positive attitudes toward telehealth, and 78.9% (254/322) reported being somewhat likely or very likely to use telehealth services if offered by a health care provider. Based on multivariate proportional odds regression analysis, a 1-point increase in telehealth attitudes reduced the odds of lower versus higher response in the intention to use telehealth services by 23% (OR 0.77, 95% CI 0.73-0.81). Mediation analysis revealed that telehealth attitudes fully mediated the association between eHealth literacy and intention to use telehealth services. For a 1-point increase in eHEALS, the odds of lower telehealth use decreased by a factor of 0.95 (5%; OR 0.95, 95% CI 0.93-0.98; P<.001) via the increase in the score of telehealth attitudes. Conclusions Telehealth promises to address many of the access challenges facing ethnic and racial minorities, rural communities, and low-income populations. Findings underscore the importance of raising awareness of telehealth and promoting eHealth literacy as a key step in fostering positive attitudes toward telehealth and furthering interest in its use.
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Affiliation(s)
- Suad Ghaddar
- Department of Health and Biomedical Sciences, University of Texas Rio Grande Valley, Edinburg, TX, United States
| | - Kristina P Vatcheva
- School of Mathematical and Statistical Sciences, University of Texas Rio Grande Valley, Brownsville, TX, United States
| | - Samantha G Alvarado
- School of Medicine, University of Texas Rio Grande Valley, Edinburg, TX, United States
| | - Laryssa Mykyta
- Social, Economic and Housing Statistics Division, Health and Disability Statistics Branch, US Census Bureau, Washington, DC, United States
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Vatcheva KP, Fisher-Hoch SP, Reininger BM, McCormick JB. Sex and age differences in prevalence and risk factors for prediabetes in Mexican-Americans. Diabetes Res Clin Pract 2020; 159:107950. [PMID: 31805354 PMCID: PMC7002264 DOI: 10.1016/j.diabres.2019.107950] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 09/27/2019] [Accepted: 11/27/2019] [Indexed: 12/14/2022]
Abstract
AIMS Over 1/3 of Americans have prediabetes, while 9.4% have type 2 diabetes. The aim of our study was to estimate the prevalence of prediabetes in Mexican Americans, with known 28.2% prevalence of type 2 diabetes, by age and sex and to identify critical socio-demographic and clinical factors associated with prediabetes. METHODS Data were collected between 2004 and 2017 from the Cameron County Hispanic Cohort in Texas. Weighted crude and sex- and age- stratified prevalences were calculated. Survey weighted logistic regression analyses were conducted to identify risk factors for prediabetes. RESULTS The prevalence of prediabetes (32%) was slightly higher than the alarmingly high rate of type 2 diabetes (28.2%). Hispanic men had the highest overall (37.8%) and highest age stratified prevalence of prediabetes. Males had higher odds of prediabetes than females 1.56 (1.19, 2.06), controlling for the effect of family history of diabetes, age, BMI, and high-density lipoprotein. Family history of diabetes was a strong independent risk factor for prediabetes in all men, and in men and women in the age group 40-64 years. Elevated triglycerides (p = 0.003) was an independent risk factor for men and women in the age group 18-39 years. CONCLUSIONS Despite the very high prevalence of type 2 diabetes, prediabetes prevalence among Mexican Americans is only marginally less than national prediabetes rates. This suggests that progression to type 2 diabetes is more rapid and occurs earlier than nationally. Earlier screening and interventions for prediabetes, especially for men, are necessary to slow the transition to diabetes.
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Affiliation(s)
- Kristina P Vatcheva
- School of Mathematical & Statistical Sciences, University of Texas Rio Grande Valley, Brownsville Campus, One West University Boulevard, Brownsville, TX 78520, USA.
| | - Susan P Fisher-Hoch
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, One West University Boulevard, Brownsville, TX 78520, USA
| | - Belinda M Reininger
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, One West University Boulevard, Brownsville, TX 78520, USA
| | - Joseph B McCormick
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, One West University Boulevard, Brownsville, TX 78520, USA
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Vatcheva KP, Aparicio V, Araya A, Gonzalez E, Laing ST. Statin Prescription for Patients With Atherosclerotic Cardiovascular Disease from National Survey Data. Am J Cardiol 2019; 124:1-7. [PMID: 31029413 DOI: 10.1016/j.amjcard.2019.03.048] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2018] [Revised: 03/18/2019] [Accepted: 03/20/2019] [Indexed: 11/28/2022]
Abstract
Despite strong evidence for the use of statins for patients with atherosclerotic cardiovascular disease (ASCVD), statin prescription is still suboptimal. We aimed to determine the rates and factors that influence statin prescription using national survey data. This is a cross-sectional retrospective study on 8,468 patients with clinical ASCVD who were drawn from the National Ambulatory Medical Care Survey and the National Hospital Ambulatory Medical Care Survey from years 2011 to 2015. Survey-weighted analysis was conducted to estimate weighted prevalence and odds ratios for statin prescription. There was a significant increase in statin prescription from the years 2011 to 2015. Nevertheless, only 52% of ASCVD patients (55.4% in coronary heart disease and 37.7% in noncoronary heart disease) were prescribed a statin. Based on multivariable regression analysis, after adjusting for covariates, males had 1.28 (1.06, 1.55) higher odds of statin prescription, in coronary heart disease patients only. In the overall study population, Black n on-Hispanics had 31% lower odds of statin prescription compared with White non-Hispanics, and patients seen only by a healthcare provider other than a physician were 80% less likely to have a statin prescribed to them. In conclusion, the disparity in statin prescription in patients with ASCVD exists across minority groups, and our findings underscore existing variations in healthcare delivery.
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Affiliation(s)
- Kristina P Vatcheva
- School of Mathematical and Statistical Science, The University of Texas at Rio Grande Valley, Brownsville, Texas.
| | - Vicente Aparicio
- Cooperative Pharmacy Program, College of Health Professions, The University of Texas at Rio Grande Valley, Edinburg, Texas
| | - Ayesha Araya
- Cooperative Pharmacy Program, College of Health Professions, The University of Texas at Rio Grande Valley, Edinburg, Texas; College of Pharmacy, The University of Texas at Austin, Austin, Texas
| | - Eduardo Gonzalez
- School of Mathematical and Statistical Science, The University of Texas at Rio Grande Valley, Brownsville, Texas
| | - Susan T Laing
- Division of Cardiology, Department of Internal Medicine, McGovern Medical School at The University of Texas Health Science Center-Houston, Houston, Texas
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Gill C, Vatcheva KP, Pan JJ, Smulevitz B, McPherson DD, Fallon M, McCormick JB, Fisher-Hoch SP, Laing ST. Frequency of Nonalcoholic Fatty Liver Disease and Subclinical Atherosclerosis Among Young Mexican Americans. Am J Cardiol 2017; 119:1717-1722. [PMID: 28395890 DOI: 10.1016/j.amjcard.2017.03.010] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2017] [Revised: 03/01/2017] [Accepted: 03/01/2017] [Indexed: 02/08/2023]
Abstract
Nonalcoholic fatty liver disease (NAFLD) is considered as the hepatic manifestation of the metabolic syndrome, whose criteria are risk factors for atherosclerotic cardiovascular disease. We aimed to evaluate the prevalence of NAFLD, its association with subclinical atherosclerosis, and factors that may account for this association in Mexican Americans. In a population-based cross-sectional sample drawn from the Cameron County Hispanic Cohort in Texas, carotid intima media thickness (cIMT), an indicator of subclinical atherosclerosis, was measured. Abnormal carotid ultrasound study was defined as mean cIMT >75th percentile for age and gender and/or plaque presence. NAFLD was defined as steatosis by ultrasound in the absence of other causes of liver disease. Multivariable weighted regression analyses were performed to evaluate associations between NAFLD and cIMT. Mean age was 50.4 ± 1.2 years with 58.3% women. Mean body mass index was 31.0 ± 0.4 kg/m2, and 54.0% had the metabolic syndrome. NAFLD was highly prevalent (48.80%); subjects with NAFLD had greater body mass index, central obesity, fasting glucose levels, and dyslipidemia and were more likely to have the metabolic syndrome. Nearly 1/3 of subjects with NAFLD also had evidence of subclinical atherosclerosis (31.2%). After adjusting for covariates, there was an independent association between NAFLD and increased cIMT only in younger subjects <45 years (p = 0.0328). Subjects with both abnormal liver and carotid ultrasound studies tended to be obese, diabetic and have the metabolic syndrome. In conclusion, NAFLD is highly prevalent in this Mexican American cohort, with an independent association between NAFLD and subclinical atherosclerosis among younger subjects; clustering of diabetes, obesity, and metabolic syndrome in this health disparity cohort increases the risk of both liver disease and early atherosclerosis in young adults.
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Watt GP, Vatcheva KP, Griffith DM, Reininger BM, Beretta L, Fallon MB, McCormick JB, Fisher-Hoch SP. The Precarious Health of Young Mexican American Men in South Texas, Cameron County Hispanic Cohort, 2004-2015. Prev Chronic Dis 2016; 13:E113. [PMID: 27560721 PMCID: PMC5003530 DOI: 10.5888/pcd13.160020] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Introduction Hispanic men have higher rates of illness and death from various chronic conditions than do non-Hispanic men. We aimed to characterize the health of Mexican American men living on the US–Mexico border in South Texas and elucidate indications of chronic disease in young men. Methods We sampled all male participants from the Cameron County Hispanic Cohort, an ongoing population-based cohort of Mexican Americans in Brownsville, Texas. We calculated descriptive statistics and stratified the sample into 3 age groups to estimate the prevalence of sociodemographic, behavioral, and clinical factors by age group and evaluated differences between age groups. Results Obesity prevalence was approximately 50% across all age groups (P = .83). Diabetes prevalence was high overall (26.8%), and 16.9% (95% confidence interval [CI], 10.1%–23.8%) of men younger than 35 had diabetes. More than 70% of these young men had elevated liver enzymes, and mean values of aspartate aminotransferase were significantly higher in younger men (45.0 u/L; 95% CI, 39.5–50.6 u/L) than in both older age groups. Less than 20% of young men had any form of health insurance. Current smoking was higher in young men than in men in the other groups, and the rate was higher than the national prevalence of current smoking among Hispanic men. Conclusions We suggest a need for obesity and diabetes prevention programs and smoking cessation programs for men in this region. Opportunities exist to expand current intervention programs and tailor them to better reach this vulnerable population of young Hispanic men. Elevated liver enzymes in men younger than 35 suggest a substantial burden of liver abnormalities, a finding that warrants further study.
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Affiliation(s)
- Gordon P Watt
- University of Texas School of Public Health, Brownsville Regional Campus, 1 W University Blvd, Brownsville, TX 78520.
| | - Kristina P Vatcheva
- University of Texas School of Public Health, Brownsville Regional Campus, Brownsville, Texas
| | - Derek M Griffith
- Institute for Research on Men's Health, Vanderbilt University, Nashville, Tennessee
| | - Belinda M Reininger
- University of Texas School of Public Health, Brownsville Regional Campus, Brownsville, Texas
| | - Laura Beretta
- Department of Molecular and Cellular Oncology, The University of Texas, MD Anderson Cancer Center, Houston, Texas
| | - Michael B Fallon
- Division of Gastroenterology, Hepatology, and Nutrition, The University of Texas Health Science Center at Houston Medical School, Houston, Texas
| | - Joseph B McCormick
- University of Texas School of Public Health, Brownsville Regional Campus, Brownsville, Texas
| | - Susan P Fisher-Hoch
- University of Texas School of Public Health, Brownsville Regional Campus, Brownsville, Texas
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Jiao J, Watt GP, Lee M, Rahbar MH, Vatcheva KP, Pan JJ, McCormick JB, Fisher-Hoch SP, Fallon MB, Beretta L. Cirrhosis and Advanced Fibrosis in Hispanics in Texas: The Dominant Contribution of Central Obesity. PLoS One 2016; 11:e0150978. [PMID: 26950933 PMCID: PMC4780836 DOI: 10.1371/journal.pone.0150978] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2015] [Accepted: 02/22/2016] [Indexed: 02/07/2023] Open
Abstract
Liver cirrhosis is a leading cause of death in Hispanics and Hispanics who live in South Texas have the highest incidence of liver cancer in the United States. We aimed at determining the prevalence and associated risk factors of cirrhosis in this population. Clinical and demographic variables were extracted for 2466 participants in the community-based Cameron County Hispanic Cohort in South Texas. Aspartate transaminase to Platelet Ratio Index (APRI) was used to predict cirrhosis in Cameron County Hispanic Cohort. The prevalence of cirrhosis using APRI≥2 was 0.94%, which is nearly 4-fold higher than the national prevalence. Using APRI≥1, the overall prevalence of cirrhosis/advanced fibrosis was 3.54%. In both analyses, highest prevalence was observed in males, specifically in the 25–34 age group. Risk factors independently associated with APRI≥2 and APRI≥1 included hepatitis C, diabetes and central obesity with a remarkable population attributable fraction of 52.5% and 65.3% from central obesity, respectively. Excess alcohol consumption was also independently associated with APRI≥2. The presence of patatin-like phospholipase domain-containing-3 gene variants was independently associated with APRI≥1 in participants >50 years old. Males with both central obesity and excess alcohol consumption presented with cirrhosis/advanced fibrosis at a young age. Alarmingly high prevalence of cirrhosis and advanced fibrosis was identified in Hispanics in South Texas, affecting young males in particular. Central obesity was identified as the major risk factor. Public health efforts are urgently needed to increase awareness and diagnosis of advanced liver fibrosis in Hispanics.
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Affiliation(s)
- Jingjing Jiao
- Department of Molecular and Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas, United States of America
| | - Gordon P. Watt
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, Brownsville, Texas, United States of America
| | - MinJae Lee
- Department of Internal Medicine, Division of Clinical and Translational Sciences, The University of Texas Medical School at Houston, Houston, Texas, United States of America
- Biostatistics/Epidemiology/Research Design (BERD) Core, Center for Clinical and Translational Sciences, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America
| | - Mohammad H. Rahbar
- Department of Internal Medicine, Division of Clinical and Translational Sciences, The University of Texas Medical School at Houston, Houston, Texas, United States of America
- Biostatistics/Epidemiology/Research Design (BERD) Core, Center for Clinical and Translational Sciences, The University of Texas Health Science Center at Houston, Houston, Texas, United States of America
- The University of Texas School of Public Health at Houston, Houston, Texas, United States of America
| | - Kristina P. Vatcheva
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, Brownsville, Texas, United States of America
| | - Jen-Jung Pan
- Department of Internal Medicine, Division of Gastroenterology, Hepatology and Nutrition, The University of Texas Medical School at Houston, Houston, Texas, United States of America
| | - Joseph B. McCormick
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, Brownsville, Texas, United States of America
| | - Susan P. Fisher-Hoch
- School of Public Health, University of Texas Health Science Center at Houston, Brownsville Regional Campus, Brownsville, Texas, United States of America
| | - Michael B. Fallon
- Department of Internal Medicine, Division of Gastroenterology, Hepatology and Nutrition, The University of Texas Medical School at Houston, Houston, Texas, United States of America
- * E-mail: (LB); (MBF)
| | - Laura Beretta
- Department of Molecular and Cellular Oncology, University of Texas MD Anderson Cancer Center, Houston, Texas, United States of America
- * E-mail: (LB); (MBF)
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Abstract
The adverse impact of ignoring multicollinearity on findings and data interpretation in regression analysis is very well documented in the statistical literature. The failure to identify and report multicollinearity could result in misleading interpretations of the results. A review of epidemiological literature in PubMed from January 2004 to December 2013, illustrated the need for a greater attention to identifying and minimizing the effect of multicollinearity in analysis of data from epidemiologic studies. We used simulated datasets and real life data from the Cameron County Hispanic Cohort to demonstrate the adverse effects of multicollinearity in the regression analysis and encourage researchers to consider the diagnostic for multicollinearity as one of the steps in regression analysis.
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Affiliation(s)
- Kristina P Vatcheva
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX
| | - MinJae Lee
- Division of Clinical and Translational Sciences, Department of Internal Medicine, University of Texas Medical School, Biostatistics/Epidemiology/Research Design (BERD) Core, Center for Clinical and Translational Sciences (CCTS), The University of Texas Health Science Center at Houston, Houston, TX
| | - Joseph B McCormick
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX
| | - Mohammad H Rahbar
- Division of Epidemiology, Human Genetics and Environmental Sciences, University of Texas School of Public Health, Division of Clinical and Translational Sciences, Department of Internal Medicine, University of Texas Medical School at Houston, and Center for Clinical and Translational Sciences at The University of Texas Health Science Center at Houston, Houston, TX
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11
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Abstract
BACKGROUND Depression and diabetes commonly co-occur; however, the strength of the physiological effects of diabetes as mediating factors towards depression is uncertain. METHOD We analyzed extensive clinical, epidemiological and laboratory data from n = 2081 Mexican Americans aged 35-64 years, recruited from the community as part of the Cameron County Hispanic Cohort (CCHC) divided into three groups: Diagnosed (self-reported) diabetes (DD, n = 335), Undiagnosed diabetes (UD, n = 227) and No diabetes (ND, n = 1519). UD participants denied being diagnosed with diabetes, but on testing met the 2010 American Diabetes Association and World Health Organization definitions of diabetes. Depression was measured using the Center for Epidemiological Studies - Depression (CES-D) scale. Weighted data were analyzed using dimensional and categorical outcomes using univariate and multivariate models. RESULTS The DD group had significantly higher CES-D scores than both the ND and UD (p ⩽ 0.001) groups, whereas the ND and UD groups did not significantly differ from each other. The DD subjects were more likely to meet the CES-D cut-off score for depression compared to both the ND and UD groups (p = 0.001), respectively. The UD group was also less likely to meet the cut-off score for depression than the ND group (p = 0.003). Our main findings remained significant in models that controlled for socio-demographic and clinical confounders. CONCLUSIONS Meeting clinical criteria for diabetes was not sufficient for increased depressive symptoms. Our findings suggest that the 'knowing that one is ill' is associated with depressive symptoms in diabetic subjects.
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Affiliation(s)
- Rene L. Olvera
- The University of Texas Health Science Center at San Antonio, Department of Psychiatry, Division of Genetic Epidemiology, San Antonio, TX., U.S.A
| | | | - Douglas E. Williamson
- The University of Texas Health Science Center at San Antonio, Department of Psychiatry, Division of Genetic Epidemiology, San Antonio, TX., U.S.A
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12
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Olvera RL, Williamson DE, Fisher-Hoch SP, Vatcheva KP, McCormick JB. Depression, obesity, and metabolic syndrome: prevalence and risks of comorbidity in a population-based representative sample of Mexican Americans. J Clin Psychiatry 2015; 76:e1300-5. [PMID: 26528653 PMCID: PMC5836315 DOI: 10.4088/jcp.14m09118] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2014] [Accepted: 10/23/2014] [Indexed: 02/08/2023]
Abstract
INTRODUCTION We examined the prevalence of depression, obesity, and metabolic syndrome and associations between them in a population-based representative cohort of Mexican Americans living on the United States-Mexico border. METHOD The sample in this cross-sectional analysis consisted of 1,768 Mexican American adults (≥ 18 years of age) assessed between the years 2004 and 2010, with whom we tested our central hypothesis of a significant relationship between obesity and depression. Depression was measured using the Center for Epidemiologic Studies-Depression scale (CES-D) with a cutoff score of ≥ 16 for depression and a cutoff score of ≥ 27 for severe depression. We categorized body mass index (BMI) values as obese (≥ 30kg/m(2)) and later subdivided the obese subjects into obese (30-39 kg/m(2)[inclusive]) and morbidly obese (≥ 40 kg/m(2)). Metabolic syndrome was defined using the American Heart Association definition requiring at least 3 of the following: increased waist circumference, elevated triglycerides, reduced high-density lipoprotein (HDL) cholesterol, elevated blood pressure, and elevated fasting glucose. Weighted data were analyzed to establish prevalence of depression, obesity, and metabolic syndrome. Univariate and multivariable weighted regression models were used to test potential associations between these disorders. RESULTS Using weighted prevalence, we observed high rates of depression (30%), obesity (52%), and metabolic syndrome (45%). Univariate models revealed female gender (P = .0004), low education (P = .003), low HDL level (P = .009), and increased waist circumference (P = .03) were associated with depression. Female gender (P = .01), low education (P = .003), and morbid obesity (P = .002) were risk factors for severe depression and remained significant in multivariable models. CONCLUSIONS In this large cohort of Mexican Americans, obesity, female gender, and low education were identified risk factors for depression. These indicators may serve as targets for early detection, prevention, and intervention in this population.
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Affiliation(s)
- Rene L. Olvera
- The University of Texas Health Science Center at San Antonio, Department of Psychiatry, San Antonio, TX., U.S.A
| | - Douglas E. Williamson
- The University of Texas Health Science Center at San Antonio, Department of Psychiatry, San Antonio, TX., U.S.A
| | - Susan P. Fisher-Hoch
- University of Texas Health Science Center Houston, School of Public Health, Division of Epidemiology, Brownsville TX., U.S.A
| | - Kristina P Vatcheva
- University of Texas Health Science Center Houston, School of Public Health, Division of Epidemiology, Brownsville TX., U.S.A
| | - Joseph B. McCormick
- University of Texas Health Science Center Houston, School of Public Health, Division of Epidemiology, Brownsville TX., U.S.A
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13
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Vatcheva KP, Fisher-Hoch SP, Rahbar MH, Lee M, Olvera RL, Mccormick JB. ASSOCIATION OF TOTAL AND DIFFERENTIAL WHITE BLOOD CELL COUNTS TO DEVELOPMENT OF TYPE 2 DIABETES IN MEXICAN AMERICANS IN CAMERON COUNTY HISPANIC COHORT. ACTA ACUST UNITED AC 2015; 1:103-112. [PMID: 28090128 DOI: 10.17140/droj-1-117] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
OBJECTIVE To evaluate the relationship between total and differential White Blood Cell (WBC) counts with time to transition to type 2 diabetes in Mexican Americans using prospective data from the Cameron County Hispanic Cohort (CCHC). RESULTS Multivariable Cox proportional hazards regression models revealed that obese Mexican-American cohort participants whose total WBC or granulocyte count increased over time had 1.39 and 1.35 times higher risk respectively of transition to type 2 diabetes when compared to overweight participants. The granulocyte or total WBC count in participants with BMI≥35 were significant risk factors for transition to type 2 diabetes. CONCLUSIONS Increased total WBC and WBC differential counts, particularly lymphocytes and granulocytes, are associated with risk of transition to type 2 diabetes in obese Mexican Americans, after adjusting for other potential confounders. Screening and monitoring the WBC counts, including lymphocytes and granulocytes can help with monitoring potential transition to type 2 diabetes.
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Affiliation(s)
- Kristina P Vatcheva
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX
| | - Susan P Fisher-Hoch
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX
| | - Mohammad H Rahbar
- Division of Epidemiology, Human Genetics and Environmental Sciences, University of Texas School of Public Health, Division of Clinical and Translational Sciences, Department of Internal Medicine, University of Texas Medical School at Houston, and Center for Clinical and Translational Sciences at The University of Texas Health Science Center at Houston, Room 1100.05 UT Professional Building, 6410 Fannin Street, Houston, TX
| | - MinJae Lee
- Division of Clinical and Translational Sciences, Department of Internal Medicine, University of Texas Medical School, Biostatistics/Epidemiology/Research Design (BERD) Core, Center for Clinical and Translational Sciences (CCTS), The University of Texas Health Science Center at Houston, Room 1100.06 UT Professional Building, 6410 Fannin Street, Houston, TX
| | - Rene L Olvera
- Division of Genetic Epidemiology, Department of Psychiatry, University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - Joseph B Mccormick
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX
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14
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Abstract
Background Data on the influence of obesity on atherosclerosis in Hispanics are inconsistent, possibly related to varying cardiometabolic risk among obese individuals. We aimed to determine the association of obesity and cardiometabolic risk with subclinical atherosclerosis in Mexican‐Americans. Methods and Results Participants (n=503) were drawn from the Cameron County Hispanic Cohort. Metabolic health was defined as <2 of the following: blood pressure ≥130/85; triglyceride ≥150 mg/dL; high‐density lipoprotein cholesterol <40 mg/dL (men) or <50 mg/dL (women); fasting glucose ≥100 mg/dL; homeostasis model assessment of insulin resistance value >5.13; or high‐sensitivity C‐reactive protein >3 mg/L. Carotid intima media thickness (cIMT) was measured. A high proportion of participants (77.8%) were metabolically unhealthy; they were more likely to be male, older, with fewer years of education, and less likely to meet daily recommendations regarding fruit and vegetable servings. One‐third (31.8%) had abnormal carotid ultrasound findings. After adjusting for covariates, mean cIMT varied across the obesity phenotypes (P=0.0001); there was no difference among the metabolically unhealthy regardless of whether they were obese or not. In multivariable analysis, after adjusting for covariates, cardiometabolic risk (P=0.0159), but not obesity (P=0.1446), was significantly associated with subclinical atherosclerosis. Conclusions In Mexican‐Americans, cardiometabolic risk has a greater effect on early atherosclerosis development than body mass index. Non‐obese but metabolically unhealthy participants had similar development of subclinical atherosclerosis as their obese counterparts. Interventions to maintain metabolic health among obese and non‐obese patients may be a more important goal than weight loss alone.
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Affiliation(s)
- Susan T. Laing
- Division of Cardiology, Department of Internal Medicine, University of Texas Health Science Center‐Houston, Houston, TX (S.T.L., B.S., D.D.M.P.)
| | - Beverly Smulevitz
- Division of Cardiology, Department of Internal Medicine, University of Texas Health Science Center‐Houston, Houston, TX (S.T.L., B.S., D.D.M.P.)
| | - Kristina P. Vatcheva
- Division of Epidemiology, School of Public Health, University of Texas Health Science Center‐Houston, Brownsville, TX (K.P.V., B.R., J.B.M.C., S.P.F.H.)
| | - Mohammad H. Rahbar
- Division of Clinical and Translational Sciences, Department of Internal Medicine, University of Texas Health Science Center‐Houston, Houston, TX (M.H.R.)
| | - Belinda Reininger
- Division of Epidemiology, School of Public Health, University of Texas Health Science Center‐Houston, Brownsville, TX (K.P.V., B.R., J.B.M.C., S.P.F.H.)
| | - David D. McPherson
- Division of Cardiology, Department of Internal Medicine, University of Texas Health Science Center‐Houston, Houston, TX (S.T.L., B.S., D.D.M.P.)
| | - Joseph B. McCormick
- Division of Epidemiology, School of Public Health, University of Texas Health Science Center‐Houston, Brownsville, TX (K.P.V., B.R., J.B.M.C., S.P.F.H.)
| | - Susan P. Fisher‐Hoch
- Division of Epidemiology, School of Public Health, University of Texas Health Science Center‐Houston, Brownsville, TX (K.P.V., B.R., J.B.M.C., S.P.F.H.)
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15
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Vatcheva KP, Lee M, McCormick JB, Rahbar MH. The Effect of Ignoring Statistical Interactions in Regression Analyses Conducted in Epidemiologic Studies: An Example with Survival Analysis Using Cox Proportional Hazards Regression Model. ACTA ACUST UNITED AC 2015; 6. [PMID: 27347436 PMCID: PMC4918637 DOI: 10.4172/2161-1165.1000216] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE To demonstrate the adverse impact of ignoring statistical interactions in regression models used in epidemiologic studies. STUDY DESIGN AND SETTING Based on different scenarios that involved known values for coefficient of the interaction term in Cox regression models we generated 1000 samples of size 600 each. The simulated samples and a real life data set from the Cameron County Hispanic Cohort were used to evaluate the effect of ignoring statistical interactions in these models. RESULTS Compared to correctly specified Cox regression models with interaction terms, misspecified models without interaction terms resulted in up to 8.95 fold bias in estimated regression coefficients. Whereas when data were generated from a perfect additive Cox proportional hazards regression model the inclusion of the interaction between the two covariates resulted in only 2% estimated bias in main effect regression coefficients estimates, but did not alter the main findings of no significant interactions. CONCLUSIONS When the effects are synergic, the failure to account for an interaction effect could lead to bias and misinterpretation of the results, and in some instances to incorrect policy decisions. Best practices in regression analysis must include identification of interactions, including for analysis of data from epidemiologic studies.
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Affiliation(s)
- K P Vatcheva
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX, USA
| | - M Lee
- Division of Clinical and Translational Sciences, Department of Internal Medicine, Medical School; The University of Texas Health Science Center at Houston, Houston, TX, USA; Biostatistics/Epidemiology/Research Design (BERD) Core, Center for Clinical and Translational Sciences (CCTS), The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - J B McCormick
- Division of Epidemiology, University of Texas Health Science Center-Houston, School of Public Health, Brownsville Campus, Brownsville, TX, USA
| | - M H Rahbar
- Department of Epidemiology, Human Genetics, and Environmental Sciences (EHGES), University of Texas School of Public Health at Houston, Houston, TX, USA; Division of Clinical and Translational Sciences, Department of Internal Medicine, Medical School; The University of Texas Health Science Center at Houston, Houston, TX, USA; Biostatistics/Epidemiology/Research Design (BERD) Core, Center for Clinical and Translational Sciences (CCTS), The University of Texas Health Science Center at Houston, Houston, TX, USA
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Wilkinson AV, Vatcheva KP, Pérez A, Reininger BM, McCormick JB, Fisher-Hoch SP. Anxiety, depression and smoking status among adults of Mexican heritage on the Texas-Mexico Border. Hisp J Behav Sci 2014; 36:316-328. [PMID: 26120245 PMCID: PMC4479298 DOI: 10.1177/0739986314540455] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The goal of the current analysis is to examine relationships between smoking status and anxiety and depression among adults of Mexican heritage to inform the development of culturally relevant smoking cessations efforts. Mexican heritage residents (N=1,791) of the city of Brownsville, TX, aged 18 years or older, enrolled in the Cameron County Hispanic Cohort, were selected through two stage cluster sampling of randomly selected census tracts from the first and third quartile of SES using Census 2000. Among current smokers, anxiety and depression scores were highest among women who had not completed high school (p<0.05). Former smoking women, but not men, with at least a high school education and former smoking women born in the United States reported higher levels of anxiety and depression than never smoking women. Negative affective states may represent a greater barrier to smoking cessation among women than men.
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Affiliation(s)
- Anna V Wilkinson
- University of Texas Health Science Center at Houston, School of Public Health, Austin Regional Campus & Michael & Susan Dell Center for Healthy Living
| | - Kristina P Vatcheva
- University of Texas Health Science at Houston, Center School of Public Health, Brownsville Regional Campus
| | - Adriana Pérez
- University of Texas Health Science Center at Houston, School of Public Health, Austin Regional Campus & Michael & Susan Dell Center for Healthy Living
| | - Belinda M Reininger
- University of Texas Health Science Center at Houston, School of Public Health, Austin Regional Campus & Michael & Susan Dell Center for Healthy Living
| | - Joseph B McCormick
- University of Texas Health Science at Houston, Center School of Public Health, Brownsville Regional Campus
| | - Susan P Fisher-Hoch
- University of Texas Health Science at Houston, Center School of Public Health, Brownsville Regional Campus
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Fisher-Hoch SP, Vatcheva KP, Laing ST, Hossain MM, Rahbar MH, Hanis CL, Brown HS, Rentfro AR, Reininger BM, McCormick JB. Missed opportunities for diagnosis and treatment of diabetes, hypertension, and hypercholesterolemia in a Mexican American population, Cameron County Hispanic Cohort, 2003-2008. Prev Chronic Dis 2012; 9:110298. [PMID: 22863308 PMCID: PMC3475522 DOI: 10.5888/pcd9.110298] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Introduction Diabetes, hypertension, and hypercholesterolemia are common chronic diseases among Hispanics, a group projected to comprise 30% of the US population by 2050. Mexican Americans are the largest ethnically distinct subgroup among Hispanics. We assessed the prevalence of and risk factors for undiagnosed and untreated diabetes, hypertension, and hypercholesterolemia among Mexican Americans in Cameron County, Texas. Methods We analyzed cross-sectional baseline data collected from 2003 to 2008 in the Cameron County Hispanic Cohort, a randomly selected, community-recruited cohort of 2,000 Mexican American adults aged 18 or older, to assess prevalence of diabetes, hypertension, and hypercholesterolemia; to assess the extent to which these diseases had been previously diagnosed based on self-report; and to determine whether participants who self-reported having these diseases were receiving treatment. We also assessed social and economic factors associated with prevalence, diagnosis, and treatment. Results Approximately 70% of participants had 1 or more of the 3 chronic diseases studied. Of these, at least half had had 1 of these 3 diagnosed, and at least half of those who had had a disease diagnosed were not being treated. Having insurance coverage was positively associated with having the 3 diseases diagnosed and treated, as were higher income and education level. Conclusions Although having insurance coverage is associated with receiving treatment, important social and cultural barriers remain. Failure to provide widespread preventive medicine at the primary care level will have costly consequences.
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Affiliation(s)
- Susan P Fisher-Hoch
- University of Texas School of Public Health, 80 Fort Brown, Brownsville, TX 78597, USA.
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18
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Laing ST, Smulevitz B, Vatcheva KP, Rentfro AR, McPherson DD, Fisher-Hoch SP, McCormick JB. High prevalence of subclinical atherosclerosis by carotid ultrasound among Mexican Americans: discordance with 10-year risk assessment using the Framingham risk score. Echocardiography 2012; 29:1224-32. [PMID: 22747630 DOI: 10.1111/j.1540-8175.2012.01774.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND Framingham risk scores (FRS) were validated in a mostly Caucasian population. Evaluation of subclinical atherosclerosis by carotid ultrasound may improve ascertainment of risk in nonwhite populations. This study aimed to evaluate carotid intima-media thickness (cIMT) and carotid plaquing among Mexican Americans, and to correlate these markers with coronary risk factors and the FRS. METHODS/RESULTS Participants (n = 141) were drawn from the Cameron County Hispanic Cohort. Carotid artery ultrasound was performed and cIMT measured. Carotid plaque was defined as areas of thickening >50% of the thickness of the surrounding walls. Mean age was 53.1 ± 11.7 years (73.8% female). Most were overweight or obese (88.7%) and more than half (53.2%) had the metabolic syndrome. One third (34.8%) had abnormal carotid ultrasound findings (either cIMT ≥75th percentile for gender and age or presence of plaque). Among those with abnormal carotid ultrasound, the majority were classified as being at low 10-year risk for cardiovascular events. Carotid ultrasound reclassified nearly a third of the cohort as being at high risk. This discordance between 10-year FRS and carotid ultrasound was noted whether risk was assessed for hard coronary events or global risk. Concordance between FRS and carotid ultrasound findings was best when long-term (30-year) risk was assessed and no subject with an abnormal carotid ultrasound was categorized as low risk by the 30-year FRS algorithm. CONCLUSIONS Integration of carotid ultrasound findings to coronary risk assessments and use of longer term prediction models may provide better risk assessment in this minority population, with earlier initiation of appropriate therapies.
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Affiliation(s)
- Susan T Laing
- Division of Cardiology, Department of Internal Medicine, University of Texas Health Science Center-Houston, Houston, TexasDivision of Epidemiology, School of Public Health, Brownsville Campus, University of Texas Health Science Center-Houston, Brownsville, TexasCollege of Nursing, University of Texas at Brownsville, Brownsville, Texas
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Queen SR, Smulevitz B, Rentfro AR, Vatcheva KP, Kim H, McPherson DD, Hanis CL, Fisher-Hoch SP, McCormick JB, Laing ST. ELECTROCARDIOGRAPHIC ABNORMALITIES AMONG MEXICAN AMERICANS: CORRELATIONS WITH DIABETES, OBESITY, AND THE METABOLIC SYNDROME. ACTA ACUST UNITED AC 2012; 2:50-56. [PMID: 23515880 DOI: 10.4236/wjcd.2012.22009] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND Resting ischemic electrocardiographic abnormalities have been associated with cardiovascular mortality. Simple markers of abnormal autonomic tone have also been associated with diabetes, obesity, and the metabolic syndrome in some populations. Data on these electrocardiographic abnormalities and correlations with coronary risk factors are lacking among Mexican Americans wherein these conditions are prevalent. OBJECTIVE This study aimed to evaluate the prevalent resting electrocardiographic abnormalities among community-dwelling Mexican Americans, and correlate these findings with coronary risk factors, particularly diabetes, obesity, and the metabolic syndrome. METHODS Study subjects (n=1280) were drawn from the Cameron County Hispanic Cohort comprised of community-dwelling Mexican Americans living in Brownsville, Texas at the United States-Mexico border. Ischemic electrocardiographic abnormalities were defined as presence of ST/T wave abnormalities suggestive of ischemia, abnormal Q waves, and left bundle branch block. Parameters that reflect autonomic tone, such as heart rate-corrected QT interval and resting heart rate, were also measured. RESULTS Ischemic electrocardiographic abnormalities were more prevalent among older persons and those with hypertension, diabetes, obesity, and the metabolic syndrome. Subjects in the highest quartiles of QTc interval and resting heart rate were also more likely to be diabetic, hypertensive, obese, or have the metabolic syndrome. CONCLUSIONS Among Mexican Americans, persons with diabetes, obesity, and the metabolic syndrome were more likely to have ischemic electrocardiographic abnormalities, longer QTc intervals, and higher resting heart rates. A resting electrocardiogram can play a complementary role in the comprehensive evaluation of cardiovascular risk in this minority population.
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Affiliation(s)
- Saulette R Queen
- Division of Cardiology, Department of Internal Medicine, University of Texas Health Science Center-Houston, Houston, TX
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