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Schwartz JI, Howitt C, Raman S, Nair S, Hassan S, Oladele C, Hambleton IR, Sarpong DF, Adams OP, Maharaj RG, Nazario CM, Nunez M, Nunez-Smith M. Assessing cardiovascular disease risk and social determinants of health: A comparative analysis of five risk estimation instruments using data from the Eastern Caribbean Health Outcomes Research Network. PLoS One 2025; 20:e0316577. [PMID: 39854547 PMCID: PMC11760610 DOI: 10.1371/journal.pone.0316577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 07/26/2024] [Accepted: 12/12/2024] [Indexed: 01/26/2025] Open
Abstract
BACKGROUND Accurate assessment of cardiovascular disease (CVD) risk is crucial for effective prevention and resource allocation. However, few CVD risk estimation tools consider social determinants of health (SDoH), despite their known impact on CVD risk. We aimed to estimate 10-year CVD risk in the Eastern Caribbean Health Outcomes Research Network Cohort Study (ECS) across multiple risk estimation instruments and assess the association between SDoH and CVD risk. METHODS Five widely used CVD risk estimation tools (Framingham and WHO laboratory, both laboratory and non-laboratory-based, and ASCVD) were applied using data from ECS participants aged 40-74 without a history of CVD. SDoH variables included educational attainment, occupational status, household food security, and perceived social status. Multivariable logistic regression models were used to compare differences in the association between selected SDoH and high CVD risk according to the five instruments. FINDINGS Among 1,777 adult participants, estimated 10-year CVD risk varied substantially across tools. Framingham non-lab and ASCVD demonstrated strong agreement in categorizing participants as high risk. Framingham non-lab categorized the greatest percentage as high risk, followed by Framingham lab, ASCVD, WHO lab, and WHO non-lab. Fifteen times more people were classified as high risk by Framingham non-lab compared with WHO non-lab (31% vs 2%). Mean estimated 10-year risk in the sample was over 2.5 times higher using Framingham non-lab vs WHO non-lab (17.3% vs 6.6%). We found associations between food insecurity, those with the lowest level compared to the highest level of education, and non-professional occupation and increased estimated CVD risk. INTERPRETATION Our findings highlight significant discrepancies in CVD risk estimation across tools and underscore the potential impact of incorporating SDoH into risk assessment. Further research is needed to validate and refine existing risk tools, particularly in ethnically diverse populations and resource-constrained settings, and to develop race- and ethnicity-free risk estimation models that consider SDoH.
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Affiliation(s)
- Jeremy I. Schwartz
- Equity Research and Innovation Center, Section of General Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Christina Howitt
- George Alleyne Chronic Disease Research Centre, Caribbean Institute for Health Research, The University of the West Indies, Barbados
| | - Sumitha Raman
- Division of General Internal Medicine, George Washington University School of Medicine and Health Sciences, Washington, DC, United States of America
| | - Sanya Nair
- Yale University, New Haven, Connecticut, United States of America
| | - Saria Hassan
- Division of General Internal Medicine, Emory Department of Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Carol Oladele
- Equity Research and Innovation Center, Section of General Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Ian R. Hambleton
- George Alleyne Chronic Disease Research Centre, Caribbean Institute for Health Research, The University of the West Indies, Barbados
| | - Daniel F. Sarpong
- Section of General Internal Medicine and Office of Health Equity Research, Yale School of Medicine, New Haven, Connecticut, United States of America
| | - Oswald P. Adams
- Department of Family Medicine, Faculty of Medical Sciences, University of the West Indies Cave Hill, Cave Hill, Barbados
| | - Rohan G. Maharaj
- Department of Paraclinical Sciences, University of the West Indies, Saint Augustine, Trinidad and Tobago
| | - Cruz M. Nazario
- Department of Biostatistics and Epidemiology, Graduate School of Public Health, University of Puerto Rico at Medical Sciences Campus, San Juan, Puerto Rico
| | - Maxine Nunez
- School of Nursing, University of the Virgin Islands, St. Thomas, US Virgin Islands
| | - Marcella Nunez-Smith
- Equity Research and Innovation Center, Section of General Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States of America
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Mahadevappa K, Nayak SB, Maharaj RG, Bhaktha G. Using eGFR and Albumin Creatinine Ratio as an Initial Screening Tool in Trinidadian Primary Care to Identify High-risk Population for CKD: A Cross-Sectional Study. Indian J Nephrol 2024; 34:332-337. [PMID: 39156845 PMCID: PMC11328054 DOI: 10.25259/ijn_451_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 10/06/2023] [Accepted: 11/08/2023] [Indexed: 08/20/2024] Open
Abstract
Background Chronic kidney disease (CKD) is a major public health burden and is often undiagnosed in the primary care setting. Untested and untreated, this often leads to renal failure and dialysis. Materials and Methods This was a cross-sectional study of adults aged 20 years and over, diagnosed with type 2 diabetes mellitus and/or hypertension, with no previous history or record of CKD, and attending three chronic disease clinics in the Eastern Regional Health Authority (ERHA). Patients were screened for risk of CKD by using the albumin creatinine ratio. The eGFR was calculated based on serum creatinine by using the CKD Epidemiology Collaboration (EPI) 2009 equation. Results In total, 430 patients agreed to participate with 61.2% of response rate. Of the 385 with complete data, 357 (92%) were detected as having a high risk for CKD; older patients (>66 years) and those with both diabetes and hypertension had high proportions of risk for CKD. There were significant associations between age, systolic hypertension, and the severity of risk for CKD. Conclusion CKD is common at the primary care level among adults with NCDs in Trinidad, with many patients having been left out without being tested for CKD. Primary care physicians must take this into consideration in caring for NCD patients.
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Affiliation(s)
| | - Shivananda B. Nayak
- Department of Preclinical Sciences, The University of the West Indies, Faculty of Medical Sciences, EWMSC, Mount Hope, Trinidad and Tobago
| | - Rohan G. Maharaj
- Unit of Public Health and Primary Care, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Geetha Bhaktha
- Multidisciplinary Research Unit, Shimoga Institute of Medical Sciences, Shivamogga, Karnataka, India
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Jones D, Persad-Ramdeensingh S, Abrahim SC, Seecheran N, Haraksingh RR. Prevalence of CYP2C19*2 and CYP2C19*3 Allelic Variants and Clopidogrel Use in Patients with Cardiovascular Disease in Trinidad & Tobago. Cardiol Ther 2024; 13:191-203. [PMID: 38285330 PMCID: PMC10899551 DOI: 10.1007/s40119-024-00348-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 08/09/2023] [Accepted: 01/03/2024] [Indexed: 01/30/2024] Open
Abstract
INTRODUCTION Trinidad & Tobago has the highest prevalence of cardiovascular disease (CVD) in the Caribbean and clopidogrel is a ubiquitously used treatment. Yet, the extent of genetically mediated clopidogrel resistance is unknown. To determine this, we investigated whether the association between CYP2C19*2 and CYP2C19*3 genetic variants and clopidogrel resistance holds, and calculated the frequencies of these in the Trinidadian CVD population. METHODS Demographic data, clinical data, and a saliva sample were collected under informed consent from 22 patients with CVD on dual anti-platelet therapy whose biochemical resistance to clopidogrel is known, and a further 162 patients accessing the main public CVD clinic in Trinidad and who are either currently being treated or are likely to be treated with clopidogrel. A polymerase chain reaction (PCR) and restriction enzyme digestion procedure was used to genotype each patient for the CYP2C19*2 and CYP2C19*3 allelic variants. Genotype was compared to known clopidogrel resistance in the 22 patients, and to disease status and clopidogrel usage in the larger cohort. RESULTS CYP2C19*2 genotype was concordant with clopidogrel resistance. CYP2C19*2 was detected in 61.1% (99/162) of patients and CYP2C19*3 was undetected. Clopidogrel was the most prescribed antiplatelet therapy (42%). A total of 120 people presented with coronary artery disease (CAD) and 52.5% of these (n = 63/120) are currently prescribed clopidogrel. 63.5% (40/63) of patients with CAD who are prescribed clopidogrel carry the CYP2C19*2 allele; ten homozygous and 30 heterozygous. Indian patients comprised 65% of the cohort and were four times more likely to carry the CYP2C19*2 allele than African patients. CONCLUSIONS A large proportion of Trinidadian patients with CVD who are prescribed or may be prescribed clopidogrel carry genetic variants associated with clopidogrel resistance. These results emphasize the clinical need for further investigation into whether CYP2C19*2 genotype should guide clopidogrel use for the cardiovascular disease population in Trinidad & Tobago. A slide deck is available for this article.
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Affiliation(s)
- Daniele Jones
- Department of Life Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | | | | | - Naveen Seecheran
- Department of Clinical Medical Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Rajini Rani Haraksingh
- Department of Life Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago.
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Bahall M. Cardiovascular Disease in the Caribbean: Risk Factor Trends, Care and Outcomes Still Far From Expectations. Cureus 2024; 16:e52581. [PMID: 38371068 PMCID: PMC10874633 DOI: 10.7759/cureus.52581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Accepted: 12/23/2023] [Indexed: 02/20/2024] Open
Abstract
Cardiovascular diseases (CVD) are a major public health concern in the Caribbean. Cardiovascular care in the Caribbean revealed encouraging improvements but still less than expectations. This study aims to gain insight into CVD and identify gaps in cardiovascular care in the Caribbean compared to high-income countries. More specifically, this review reports on the epidemiology, CVD risk factors, management practices, and patient outcomes (quality of life (QOL) and mortality). A systematic review of peer-reviewed articles was conducted to assess the CVD of individuals in the Caribbean from 1959 to 2022.Using multiple search engines and keywords, a systematic review of relevant peer-reviewed CVD articles was conducted using the necessary inclusion and exclusion criteria. Relevant data of studies were classified by title, publication year, location, type and size of samples, and results. Further analysis grouped patients by epidemiological profile, CVD risk, management, and selected outcomes (quality of life and inpatient mortality). From the initial review of 1,553 articles, 36 were analyzed from Trinidad and Tobago (20), Barbados (4), Jamaica (7), along with the Bahamas (2), British Virgin Islands (1), Bonaire (1), and one article from a Caribbean study. The social environment of fast food, sedentary jobs, and stress determinants are postulated to be precursors for an increase in CV risks. CVD in the Caribbean reveals a high prevalence of CV risks, suboptimal care, poor compliance, and high inpatient mortality compared with high-income countries. Greater efforts are required to improve CVD care at all stages, including in the social environment.
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Affiliation(s)
- Mandreker Bahall
- Caribbean Centre for Health Systems Research and Development, Faculty of Medical Sciences, University of West Indies, St Augustine Campus, Couva, TTO
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Reid SD, Motilal S, Pooransingh S, St. Bernard G, Ivey MA. Differential Mental Health Impact of COVID-19 Lockdowns on Persons with Non-Communicable Diseases in Trinidad and Tobago. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:6543. [PMID: 37623129 PMCID: PMC10454168 DOI: 10.3390/ijerph20166543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Academic Contribution Register] [Received: 06/02/2023] [Revised: 07/16/2023] [Accepted: 08/02/2023] [Indexed: 08/26/2023]
Abstract
Persons with chronic non-communicable diseases (NCDs) were identified as particularly at risk of severe morbidity and mortality during the COVID-19 pandemic. Little is written about the impact of COVID-19 on this sub-population in the Caribbean, where the prevalence of NCDs is disproportionately high. This study aimed to ascertain COVID-related concerns, and the mental health impact of the pandemic among persons with and without NCDs in Trinidad and Tobago, during the acute period of COVID-19 lockdowns early in the pandemic. An anonymous online survey collected cross-sectional data from a convenience sample nationwide. Of 1287 respondents, 219 self-identified as having an NCD. Findings suggest that the pandemic was experienced unequally by persons with NCDs, who were more likely to be concerned about health and wellbeing and to report health inequalities-unemployment, social isolation and negative effects of government restrictions. Compared to those without NCDs, they were more likely to increase use of marijuana during the lockdown period, and to report severe anxiety/depression that can result in exacerbation of NCDs. Interventions for persons with NCDs must address the mental health consequences of any pandemic, including increased drug use, and also address social inequalities to reduce sustained post-pandemic mental health impact and negative health outcomes.
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Affiliation(s)
- Sandra D. Reid
- Psychiatry Unit, Department of Clinical Medical Sciences, Faculty of Medical Sciences, The University of the West Indies (The UWI), Champs Fleurs, Trinidad and Tobago
| | - Shastri Motilal
- Public Health and Primary Care Unit, Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (The UWI), Champs Fleurs, Trinidad and Tobago; (S.M.); (S.P.); (M.A.I.)
| | - Shalini Pooransingh
- Public Health and Primary Care Unit, Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (The UWI), Champs Fleurs, Trinidad and Tobago; (S.M.); (S.P.); (M.A.I.)
| | - Godfrey St. Bernard
- Sir Arthur Lewis Institute of Social and Economic Studies, The University of the West Indies (The UWI), St. Augustine, Trinidad and Tobago;
| | - Marsha A. Ivey
- Public Health and Primary Care Unit, Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (The UWI), Champs Fleurs, Trinidad and Tobago; (S.M.); (S.P.); (M.A.I.)
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Ramrattan A, Mohammed EP, Bodkin D. Understanding the Burden of Kidney Failure in Trinidad and Tobago: A Review of the Epidemiological Data From a Regional Center. Cureus 2023; 15:e40663. [PMID: 37347076 PMCID: PMC10281740 DOI: 10.7759/cureus.40663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Accepted: 06/19/2023] [Indexed: 06/23/2023] Open
Abstract
Objective The aim of this study was to determine the incidence of new patients requiring renal replacement therapy and to gather data on sex, age, ethnicity, mortality, and causes of kidney failure in Trinidad and Tobago in comparison with the rest of the world. Method Electronic data were gathered for new patients initiating dialysis between January 1, 2016, and December 31, 2017, including the date of dialysis initiation, age, gender, ethnicity, diagnosis, dialysis access and modality, and outcome at three months and the end of the year. The data were analyzed using simple descriptive statistics via Microsoft Excel (Microsoft Corporation, Redmond, Washington, United States). Results Over a two-year period, 265 new patients underwent renal replacement therapy, of which 51.7% were 50-69 years of age, 53.9% were male, 46% were female, 67.9% were Afro-Trinidadian, and 38.1% had a combination of diabetes mellitus and hypertension as the cause of kidney failure. The incidence rates of treated end-stage renal disease (ESRD) globally in 2016 and 2017 were 306 and 224 per million population, respectively, and mortality for both years was 32% and 32.1%, respectively. Conclusion Our study showed that Trinidad and Tobago has one of the highest incidences of patients initiating renal replacement therapy and mortality rates.
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Affiliation(s)
- Amit Ramrattan
- Internal Medicine, Port of Spain General Hospital, Port of Spain, TTO
| | - Emile P Mohammed
- Internal Medicine, Port of Spain General Hospital, Port of Spain, TTO
| | - Darren Bodkin
- Neonatology, UPMC (University of Pittsburgh Medical Center) Children's Hospital of Pittsburgh, Pittsburgh, USA
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Hassan S, Magny-Normilus C, Galusha D, Adams OP, Maharaj RG, Nazario CM, Nunez M, Nunez-Smith M. Glycemic control and management of cardiovascular risk factors among adults with diabetes in the Eastern Caribbean Health Outcomes Research Network (ECHORN) Cohort Study. Prim Care Diabetes 2022; 16:107-115. [PMID: 34253484 PMCID: PMC8743302 DOI: 10.1016/j.pcd.2021.06.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 10/15/2020] [Revised: 06/15/2021] [Accepted: 06/21/2021] [Indexed: 02/03/2023]
Abstract
AIMS To determine the level of glycemic control and cardiovascular (CVD) risk among adults with diabetes in the Eastern Caribbean. METHODS Baseline data from the Eastern Caribbean Health Outcomes Research Network (ECHORN) Cohort Study (ECS) were used for the analysis. ECS participants were 40 years of age and older, residing in the US Virgin Islands, Puerto Rico, Trinidad, or Barbados. Participants completed a survey, physical exam, and laboratory studies. CVD risk was calculated using the Atherosclerotic CVD risk equation. Bivariate analysis followed by multinomial logistic regression was used to assess social and biological factors (education, lifestyle, access to care, medical history) associated with level of glycemic control. RESULTS Twenty-three percent of participants with diabetes had an HbA1c ≥ 9% (>75 mmol/mol). Participants with diabetes had poorly controlled CVD risk factors: 70.2% had SBP ≥ 130 mmHg, 52.2% had LDL ≥ 100 mg/dl (2.59 mmol/L), and 73.2% had a 10-year CVD risk of more than 10%. Age and education level were significant, independent predictors of glycemic control. CONCLUSION There is a high prevalence of uncontrolled diabetes among adults in ECS. The high burden of elevated CVD risk explains the premature mortality we see in the region. Strategies are needed to improve glycemic control and CVD risk factor management among individuals with diabetes in the Caribbean.
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Affiliation(s)
- Saria Hassan
- Yale School of Medicine, Department of Medicine, 100 Church Street South, New Haven, CT 06510, United States; Emory University School of Medicine, Atlanta, GA 30322.
| | - Cherlie Magny-Normilus
- Yale School of Medicine, Department of Medicine, 100 Church Street South, New Haven, CT 06510, United States
| | - Deron Galusha
- Yale School of Medicine, Department of Medicine, 100 Church Street South, New Haven, CT 06510, United States
| | - Oswald P Adams
- University of the West Indies, Cave Hill Campus, Bridgetown, Barbados
| | - Rohan G Maharaj
- University of the West Indies, St. Augustine Campus, St. Augustine, Trinidad, Trinidad and Tobago
| | - Cruz M Nazario
- University of Puert Rico, Medical Sciences Campus, Graduate School of Public Health, San Juan, Puerto Rico 00921
| | - Maxine Nunez
- University of the Virgin Islands, School of Nursing, St. Thomas, US Virgin Islands
| | - Marcella Nunez-Smith
- Yale School of Medicine, Department of Medicine, 100 Church Street South, New Haven, CT 06510, United States
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Parey B, Sinanan L. Healthcare Barriers Among Working-Age Persons with Disabilities in Trinidad. QUALITATIVE HEALTH RESEARCH 2022; 32:479-490. [PMID: 34893008 DOI: 10.1177/10497323211059151] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Academic Contribution Register] [Indexed: 06/14/2023]
Abstract
Even though easily accessible and cost-effective healthcare is a fundamental human right, many persons with disabilities experience healthcare barriers and poor health outcomes. We explore the healthcare barriers among working-age persons with disabilities in Trinidad using a qualitative descriptive approach. Semi-structured interviews with 26 participants reveal barriers at the personal, healthcare facility, and societal levels. The findings indicate the need for a nation-wide integrated digitalized system and increased intersectoral collaborations to support adequate healthcare among persons with disabilities in Trinidad. Increased consultation with persons with disabilities and transformation of the disability discourses within the healthcare system and at the national level are also recommended as part of the humanisation of their care.
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Affiliation(s)
- Bephyer Parey
- Sir Arthur Lewis Institute of Social and Economic Studies, 37612The University of the West Indies, St. Augustine, Trinidad and Tobago
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Magnitude of metabolic syndrome in Gondar town, Northwest Ethiopia: A community-based cross-sectional study. PLoS One 2021; 16:e0257306. [PMID: 34618823 PMCID: PMC8496848 DOI: 10.1371/journal.pone.0257306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 01/20/2021] [Accepted: 08/30/2021] [Indexed: 11/19/2022] Open
Abstract
Background Metabolic syndrome (MetS) is becoming a major public health problem globally; it is clear that the burden of MetS is rapidly increasing the rates of non-communicable diseases (NCD). In Ethiopia studies done so far have shown a large disparity in magnitude of the prevalence of MetS and were mainly institution-based studies. Therefore, this study assess the prevalence of MetS among adults who are residing in Gondar city using Adult Treatment Panel III (ATP III) and the International Diabetes Federation (IDF) assessment tool. The findings are imperative to developing and strengthening national NCD prevention and control programs. Methods This study was conducted in Gondar city Northwest Ethiopia in 2018. It employs a community-based cross-sectional study design among 3,227 individuals 18 years of age or older. Data was collected using the WHO stepwise tool, lipid profile, blood pressure (BP), waist circumference (WC) body mass index (BMI), fasting blood glucose levels (FG), and anthropometric measurements. The prevalence estimation was made along with a 95% confidence interval (CI). The Kappa statistic was used to analyze the statistical agreement between ATP III and IDF definitions of the MetS. Stratified analysis was also performed for description and analysis components using ATP III and IDF as an outcome. Result Of the total study participants (3227), 3059 (94.8%) were included in the final analysis and 52.5% were female. The mean (±SD) age of the study participant was 40.8 years (16.2 ±SD). The overall prevalence of MetS using ATP III was 11.2% [95%CI: 10.1, 12.3] and using IDF was 11.9% [95%CI: 10.8, 13.2]. The sex-specific proportion was high in females rather than males irrespective of the criteria. The overall level of agreement between ATP III and IDF prevalence was 91.7% and the Kappa statistics was 0.594. Older age, low-density lipoprotein cholesterol, body mass index, being female, born in an urban area, consumption of an alcoholic drink in the preceding 30 days, and non-fasting practice was significantly associated with MetS. Conclusion and recommendation There was a higher prevalence of metabolic syndrome among females than males irrespective of metabolic syndrome diagnostic criteria. This also shows good agreement between ATP III and IDF. Being female, urban birthplace, frequent alcohol consumption in the last 30 days, and non-fasting practice are factors associated with higher rates of metabolic syndrome. Hence, awareness campaigns, physical exercise, and nutrition education intervention should be undertaken to promote health behavioral practice.
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Davis G, Baboolal N, Tripathi V, Stewart R. Health status risk factors and quality of life in 75-84-year-old individuals assessed for dementia using the short 10/66 dementia diagnostic schedule. PeerJ 2021; 9:e12040. [PMID: 34466297 PMCID: PMC8380427 DOI: 10.7717/peerj.12040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 09/10/2019] [Accepted: 08/02/2021] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Trinidad is an island that not only has a population at high vascular risk but also one that is in epidemiological transition with high dementia prevalence. The aim of the study was to investigate modifiable risk factors associated with dementia in middle-old (75-84 years) individuals. METHODS As part of a large national community survey of dementia prevalence in Trinidad, 811 people aged 75-84 years were evaluated for dementia using the 10/66 short algorithm. Demographic data collected included information on age, gender, ethnicity, religion, education, occupation, living accommodation, smoking, alcohol consumption, self-reported medical conditions, impairments and ability to do instrumental activities of daily living (IADL). Data were analysed using multivariable logistic regression models. RESULTS Of the 811 participants, nearly 55% were female. The mean age was 78.8 (SD = 2.8) years and dementia was present in 198 (24.4%). Having less than ten years of education, being an agricultural worker, skilled labourer or housewife and having more than four co-morbidities were significantly associated with dementia. The odds ratio for dementia for those having self-reported stroke was 4.93 (95% CI [2.64-9.23]) and for diabetes was 1.76 (95% CI [1.17-2.65]) adjusting for age, age2, gender, ethnicity, religion, education and occupation. Impairment in eyesight, hearing, climbing stairs, and walking were also more common in the group with dementia. Ability to perform IADLs was linked with dementia. Individuals with dementia were more likely to be unable to perform any of the eight IADLs. Those who did not exercise at all (OR 6.95, 95% CI [2.02-23.90]) and those who did low exercise (OR 1.83, 95% CI [1.07-3.13]) compared to those who did moderate to high exercise were also more likely to have dementia. CONCLUSION In the middle-old population in Trinidad having diabetes and stroke, low IADL score, and no exercise were more common in people with dementia.
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Affiliation(s)
- Gershwin Davis
- Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, St. Augustine Campus, Trinidad, Trinidad and Tobago
| | - Nelleen Baboolal
- Department of Clinical Medical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad, Trinidad and Tobago
| | - Vrijesh Tripathi
- Department of Mathematics and Statistics, Faculty of Science and Technology, The University of the West Indies, St. Augustine, Trinidad, Trinidad and Tobago
| | - Robert Stewart
- Institute of Psychiatry, Psychology and Neuroscience, King’s College London,, London, United Kingdom
- South London and Maudsley NHS Foundation Trust, London, United Kingdom
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Akindele MO, Useh U. Chronic diseases of lifestyle risk factor profiles of a South African rural community. J Public Health Afr 2021; 12:1006. [PMID: 34249292 PMCID: PMC8239450 DOI: 10.4081/jphia.2021.1006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 12/20/2018] [Accepted: 04/28/2021] [Indexed: 11/22/2022] Open
Abstract
Globally, chronic diseases of lifestyle account for millions of dollars spent annually on health. These diseases share similar risk factors including: physical inactivity, obesity, cigarette smoking, and hypertension among others. This study sought to assess risk factors for chronic diseases of lifestyle of a rural community in South Africa. This study used a survey design with data randomly collected using the WHO STEPS Instrument for Chronic Disease Risk Factor Surveillance from participants who attended routine checks from February to October 2018 from a trained healthcare practitioner. Informed consent was sought from all participants before the administration of the instrument. The research setting was the community Primary Health Center. About 54.0% of participants presented with no family history of hypertension but 19.7% had a family history of type II diabetes mellitus. More women were found to be hypertensive, with the majority (93.4%) monitoring their blood pressure. The study revealed that more men were current smokers. A large number of participants were engaged in a sedentary lifestyle with about one-third of the participants reported being obese. Physical inactivity, sedentary lifestyle, and hypertension were among the lifestyle-related risk factors for chronic diseases among residents of this rural community.
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Affiliation(s)
- Mukadas O Akindele
- Lifestyle Diseases Niche Area, Faculty of Health Sciences, North West University, Mafikeng Campus, South Africa
| | - Ushotanefe Useh
- Lifestyle Diseases Niche Area, Faculty of Health Sciences, North West University, Mafikeng Campus, South Africa
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Saghapour T, Giles-Corti B, Rachele J, Turrell G. A cross-sectional and longitudinal study of neighbourhood disadvantage and cardiovascular disease and the mediating role of physical activity. Prev Med 2021; 147:106506. [PMID: 33677028 DOI: 10.1016/j.ypmed.2021.106506] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 04/28/2020] [Revised: 01/21/2021] [Accepted: 02/27/2021] [Indexed: 12/17/2022]
Abstract
We investigate the prospective association between neighbourhood-level disadvantage and cardiovascular disease (CVD) among mid-to-older aged adults and whether physical activity (PA) mediates this association. The data come from the HABITAT project, a multilevel longitudinal investigation of health and wellbeing in Brisbane. The participants were 11,035 residents of 200 neighbourhoods in 2007, with follow-up data collected in 2009, 2011, 2013 and 2016. Multilevel binomial regression was used for the cross-sectional analysis and mixed-effect parametric survival models were used for the longitudinal analysis. Models were adjusted for age, sex, education, occupation, and household income. Those with pre-existing CVD at baseline were excluded from the longitudinal analyses. The mediated effect of PA on CVD was examined using multilevel generalized structural equation modelling. There was a total of 20,064 person-year observations across the five time-points clustered at three levels. Results indicated that the incidence of CVD was significantly higher in the most disadvantaged neighbourhoods (OR 1.50; HR 1.29) compared with the least disadvantaged. Mediation analysis results revealed that 11.5% of the effect of neighbourhood disadvantage on CVD occurs indirectly through PA in the most disadvantaged neighbourhoods while the corresponding figure is 5.2% in the more advantaged areas. Key findings showed that neighbourhood disadvantage is associated with the incidence of CVD, and PA is a significant mediator of this relationship. Future research should investigate which specific social and built environment features promote or inhibit PA in disadvantaged areas as the basis for policy initiatives to address inequities in CVD.
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Affiliation(s)
- Tayebeh Saghapour
- Centre for Urban Research, College of Design and Social Context, RMIT University, Australia.
| | - Billie Giles-Corti
- Centre for Urban Research, College of Design and Social Context, RMIT University, Australia
| | - Jerome Rachele
- Melbourne School of Population and Global Health, The University of Melbourne, Australia; College of Health and Biomedicine, Victoria University, Australia
| | - Gavin Turrell
- Centre for Urban Research, College of Design and Social Context, RMIT University, Australia; Centre for Research and Action in Public Health, Health Research Institute, University of Canberra, Australia
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Bapatla N, Ramoutar UD, Sharma N, Ramoutar A, Ortega VL, Goorachan A, Haffizulla F. Cardiovascular Disease in the Indo-Caribbean Population: A Scoping Review. Cureus 2021; 13:e15375. [PMID: 34249528 PMCID: PMC8248746 DOI: 10.7759/cureus.15375] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 05/14/2021] [Accepted: 06/01/2021] [Indexed: 11/10/2022] Open
Abstract
At the beginning of the 20th century, there was a shift in disease patterns from that of communicable disease to noncommunicable disease (NCD). As a result, cardiovascular disease (CVD) has emerged as a leading cause of morbidity and mortality worldwide. Its incidence and effect on various populations at a molecular level as well as clinical implications have been heavily studied; however, its role in morbidity and mortality in the Indo-Caribbean population is often overlooked. The Caribbean diaspora is a vibrant and heterogeneous culture, encompassing individuals with ancestries from across the world including the Indian subcontinent and Africa. Abundant research is consistently conducted on these populations, but limited research exists on how the interplay between genetics and environment translates to the manifestation of various diseases in the Indo-Caribbean population. This scoping review aims to identify and assess the current literature within the past 10 years conducted on CVD in Indo-Caribbeans in order to gain a thorough understanding of disease and management to improve health outcomes. Additionally, this review aimed to identify gaps in research that require further study to gain a better understanding of relevant variables affecting disease outcomes in the Indo-Caribbean population. Multiple health databases were queried, and the initial search yielded over 3,000 results. However, after screening with the inclusion and exclusion criteria established, the final search included less than 1% of the papers initially searched. This search yielded data that included treatment and management of myocardial infarction, hypertension, and atherosclerosis, but notably did not yield papers that discussed the relationship between social determinants of health and CVD in Indo-Caribbeans. Florida and New York are prominent states that have robust Indo-Caribbean populations; the lack of research renders these states vulnerable to improving health outcomes in these patients. The authors call for increased focus on this population in research studies and efforts to improve the quality of the data collected through stratification by ethnicity. Robust data may allow for improvement in the treatment and management of CVD in Indo-Caribbeans, which offers a more proactive rather than reactive approach to decreasing morbidity and mortality.
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Affiliation(s)
- Neha Bapatla
- College of Allopathic Medicine, Nova Southeastern University Dr. Kiran C. Patel College of Allopathic Medicine, Davie, USA
| | - Uma D Ramoutar
- College of Allopathic Medicine, Nova Southeastern University Dr. Kiran C. Patel College of Allopathic Medicine, Davie, USA
| | - Natasha Sharma
- Medicine, St. George's University School of Medicine, True Blue, GRD
| | - Anjali Ramoutar
- Epidemiology and Public Health, Nova Southeastern University Dr. Kiran C. Patel College of Allopathic Medicine, Davie, USA
| | | | - Anita Goorachan
- Public Health, Nova Southeastern University Dr. Kiran C. Patel College of Osteopathic Medicine, Davie, USA
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Banerjee AT, Shah B. One Size Does Not Fit All: Diabetes Prevalence Among Immigrants of the South Asian Diaspora. J Immigr Minor Health 2020; 23:653-658. [PMID: 32990901 DOI: 10.1007/s10903-020-01093-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Accepted: 09/21/2020] [Indexed: 10/23/2022]
Abstract
The risk of diabetes is higher in South Asians compared to the general population. As a result of migration during the twentieth-century postindependence, the South Asian diaspora is incredibly vast. We examined the diabetes prevalence between groups of the South Asian diaspora based on their distinct migration patterns. Population-based health care and immigration administrative data were used to compare crude and standardized diabetes prevalence between immigrants from nine regions of the South Asian diaspora and the non-immigrant population. Diabetes prevalence across groups were also stratified by gender. There were 199,003 South Asian immigrants; 33,882 (crude prevalence of 17.0%) of whom had a diagnosis of diabetes. The nine subgroups varied significantly in the prevalence of diabetes after adjusting for age, sex and income: Sri Lanka 24.3%, Pakistan 22.2%, Fiji 21.5%, Bangladesh 20.7%, the Caribbean 20.4%, India 16.0%, East Africa 13.8%, South Africa 10.8%, and the Middle East 9.6% in comparison to the non-immigrant population 17.8%. Higher prevalence was evident among men compared with women in each subgroup with the exception of Pakistan. Diabetes prevalence is not uniform among South Asians. Our findings highlight potential impacts of their unique migration histories on the risk and burden of diabetes, and move beyond a one size fits all approach in the South Asian population of Ontario to develop targeted interventions.
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Affiliation(s)
| | - Baiju Shah
- Institute of Evaluative Sciences, Toronto, ON, Canada.,Sunnybrook Health Sciences Centre, Toronto, ON, Canada
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The socio-economic determinants of multimorbidity among the elderly population in Trinidad and Tobago. PLoS One 2020; 15:e0237307. [PMID: 32915825 PMCID: PMC7485802 DOI: 10.1371/journal.pone.0237307] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 08/15/2019] [Accepted: 07/24/2020] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVE To estimate the prevalence of multimorbidity and investigate the socioeconomic factors that are associated with multimorbidity among persons 70 years and older in Trinidad and Tobago. DESIGN AND METHODS The data were obtained from a nationally representative comprehensive cross-sectional survey conducted in 2014 among elderly persons in the targeted age group. The prevalence of multimorbidity among the elderly population was estimated. A logit model was utilized to determine the socioeconomic characteristics that are associated with multimorbidity in the elderly. RESULTS The results of the study show that multimorbidity in the elderly population is strongly associated with age, ethnicity, lower education, smoking history, no physical activity and being female. An interesting finding is that elderly persons in the richest quintile are in general, more prone to multimorbidity. CONCLUSION The findings suggest that interventions to reduce multimorbidity among the elderly population must encourage greater levels of physical activity, provide education on the risk factors of multimorbidity, and discourage smoking.
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Investigation of the Risk Factors and Associated Co-Morbid Conditions among Patients with Colorectal Cancer in Trinidad. GASTROINTESTINAL DISORDERS 2020. [DOI: 10.3390/gidisord2030020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Indexed: 12/20/2022] Open
Abstract
Colorectal cancer (CRC) is the third most common cancer, and the fourth most common cause of cancer mortality worldwide. In Trinidad and Tobago, it is the third most common type of cancer in both sexes. Since there is scanty research on the risk factors associated with CRC, this study was conducted to determine the correlation between risk factors, including associated comorbid conditions, and CRC in Trinidad. A cross-sectional study was conducted amongst diagnosed CRC patients (>18 years) using a pre-tested questionnaire consisting of sections on demographic data, lifestyle before diagnosis, quality of life, and depression status. Additional information such as recurrence of cancer, Body Mass Index (BMI), Hypertension (HT), blood glucose levels and family history of cancer were collected from the medical records. Of the total participants, the majority were males (58%), and the mean age of diagnosis in both sexes was 65 years. The retrospective chart review showed that 68% were found to have a comorbid condition (Diabetes or HT). Upon review of the medical records, 93.2% of the subjects did not have a familial history. However, the questionnaire data showed that 73% of subjects had a family history. Around 50% of CRC patients were alcohol consumers and 30% were cigarette smokers prior to their cancer diagnosis. Interestingly, a majority of patients (91%) had never been screened for CRC prior to their diagnosis. Subjects with CRC displayed minimal depression, indicating that being diagnosed with CRC did not have a grave impact on their state of mind or quality of life. Our findings showed that prevalence of CRC was higher in males and amongst individuals of African descent. However, larger prospective studies may be warranted to fully demonstrate this effect.
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Spatz ES, Martinez-Brockman JL, Tessier-Sherman B, Mortazavi B, Roy B, Schwartz JI, Nazario CM, Maharaj R, Nunez M, Adams OP, Burg M, Nunez-Smith M. Phenotypes of Hypertensive Ambulatory Blood Pressure Patterns: Design and Rationale of the ECHORN Hypertension Study. Ethn Dis 2019; 29:535-544. [PMID: 31641320 PMCID: PMC6802166 DOI: 10.18865/ed.29.4.535] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 02/04/2023] Open
Abstract
Objective To describe the rationale and design of a prospective study of ambulatory blood pressure measurement (ABPM) combined with measurement of contextual factors to identify hypertensive phenotypes in a Caribbean population with high rates of HTN and cardiovascular disease. Design Prospective, multi-center sub-study. Setting Eastern Caribbean Health Outcomes Research Network Cohort (ECHORN) Study, with study sites in Puerto Rico, the US Virgin Islands, Trinidad and Tobago, and Barbados. Participants Community-residing adults without a diagnosis of HTN and not taking antihypertensive medication. Intervention Ambulatory BP patterns are assessed using 24-hour ABPM. Contextual factors are assessed with: ecological momentary assessment (7-item survey of experiences, exposures and responses associated with daytime BP measurements); actigraphy (capturing physical activity and sleep quality); and self-report surveys (assessing physical and social health, environmental and social stressors and supports). Main Outcome Measures Phenotypes of contextual factors associated with hypertensive BP patterns (sustained HTN, masked HTN, and nocturnal non-dipping). Methods and Results This study will enroll 500 participants; assessments of blood pressure and contextual factors will be conducted during Waves 2 and 3 of the ECHORN parent study, occurring 2 years apart. In Wave 2, we will assess the association between contextual factors and ABPM patterns. Using advanced analytic clustering methods, we will identify phenotypes of contextual factors associated with hypertensive ABPM patterns. We will then test the stability of these phenotypes and their ability to predict change in ABPM patterns between Waves 2 and 3. Conclusions Assessment of ABPM, and the contextual factors influencing ABPM, can identify unique phenotypes of HTN, which can then be used to develop more precision-based approaches to the prevention, detection and treatment of HTN in high-risk populations.
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Affiliation(s)
- Erica S. Spatz
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine; New Haven, CT
- Yale/Yale New Haven Health System Corporation Center for Outcomes Research and Evaluation; New Haven, CT
| | | | | | - Bobak Mortazavi
- Department of Computer Science and Engineering, Texas A & M University College of Engineering; College Station, TX
| | - Brita Roy
- Section of General Internal Medicine, Department of Medicine, Yale School of Medicine; New Haven, CT
| | - Jeremy I. Schwartz
- Equity Research and Innovation Center, Yale School of Medicine; New Haven, CT
- Section of General Internal Medicine, Department of Medicine, Yale School of Medicine; New Haven, CT
| | - Cruz M. Nazario
- Department of Biostatistics and Epidemiology, Graduate School of Public Health, University of Puerto Rico; San Juan, PR
| | - Rohan Maharaj
- Department of Paraclinical Sciences, University of the West Indies; Saint Augustine, Trinidad
| | - Maxine Nunez
- School of Nursing, University of the Virgin Islands; US Virgin Islands
| | - O. Peter Adams
- Department of Family Medicine, Faculty of Medical Sciences, University of the West Indies; Cave Hill, Barbados
| | - Matthew Burg
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine; New Haven, CT
- Department of Anesthesiology, Yale School of Medicine; New Haven, CT
| | - Marcella Nunez-Smith
- Equity Research and Innovation Center, Yale School of Medicine; New Haven, CT
- Section of General Internal Medicine, Department of Medicine, Yale School of Medicine; New Haven, CT
| | - ECHORN Writing Group
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine; New Haven, CT
- Yale/Yale New Haven Health System Corporation Center for Outcomes Research and Evaluation; New Haven, CT
- Equity Research and Innovation Center, Yale School of Medicine; New Haven, CT
- Department of Computer Science and Engineering, Texas A & M University College of Engineering; College Station, TX
- Section of General Internal Medicine, Department of Medicine, Yale School of Medicine; New Haven, CT
- Department of Biostatistics and Epidemiology, Graduate School of Public Health, University of Puerto Rico; San Juan, PR
- Department of Paraclinical Sciences, University of the West Indies; Saint Augustine, Trinidad
- School of Nursing, University of the Virgin Islands; US Virgin Islands
- Department of Family Medicine, Faculty of Medical Sciences, University of the West Indies; Cave Hill, Barbados
- Department of Anesthesiology, Yale School of Medicine; New Haven, CT
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Bailey H, Janssen MF, La Foucade A, Kind P. EQ-5D-5L population norms and health inequalities for Trinidad and Tobago. PLoS One 2019; 14:e0214283. [PMID: 31034491 PMCID: PMC6488064 DOI: 10.1371/journal.pone.0214283] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 09/02/2018] [Accepted: 03/11/2019] [Indexed: 11/22/2022] Open
Abstract
The EQ-5D instrument is now used in many health systems as a health outcomes measure. Recently an EQ-5D valuation study was conducted for Trinidad and Tobago, but thus far there have been no population norms published for Trinidad and Tobago or for any Caribbean country. The objective of this study is to provide a set of population norms, and to investigate inequalities in health in Trinidad and Tobago. The EQ-5D-5L questionnaire was included in the 2012/2013 Adult Population Survey of the Global Entrepreneurship Monitor for Trinidad and Tobago. This survey covered a representative sample of 2,036 adults aged 18 and over. Demographic data and self-reported health using EQ-5D-5L were collected. The Trinidad and Tobago value set was used to obtain EQ-5D index values. The Kakwani index and logistic regression models were used to evaluate inequalities in health. Mean EQ-5D index values and EQ-VAS values were calculated by age group, ethnicity, gender, income, educational attainment, employment status and place of residence. The 10 most commonly observed EQ-5D-5L states accounted for 90% of the respondents. The mean VAS value for the sample was 83.6 and the mean EQ-5D-5L index value was 0.95. Pain/discomfort was found to be the EQ-5D dimension with the highest prevalence of reported problems with 22% of the population reporting pain at any level. Self-care was the dimension with the lowest prevalence of problems reported at any level (3%). Health declines with increasing age, and men reported fewer problems and higher levels of self-reported health than women. Age, gender and education level were found to be important drivers of health status as measured by the EQ-5D instrument. Being in a very low income group was also observed to affect EQ-VAS values among younger respondents. The population norms provided in this study can be used by clinicians, academics and policy makers in several ways. They can be used in comparing different demographic groups or patient groups, or as a basis for tracking the progress of patients through a treatment regimen. They can also provide a baseline for cost utility analysis of health interventions for Trinidad and Tobago.
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Affiliation(s)
- Henry Bailey
- Arthur Lok Jack Global School of Business, The University of the West Indies, Mt. Hope, Trinidad and Tobago
- HEU, Centre for Health Economics, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Mathieu F. Janssen
- Section Medical Psychology and Psychotherapy, Department of Psychiatry, Erasmus MC, Rotterdam, The Netherlands
| | - Althea La Foucade
- Department of Economics, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Paul Kind
- Academic Unit of Health Economics, Institute of Health Sciences, University of Leeds, Leeds, United Kingdom
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Fan H, Wang J, Gu X. Association between social determinants and the presence of essential hypertension in type 2 diabetes mellitus patients. Aust J Prim Health 2019; 25:146-151. [PMID: 30711019 DOI: 10.1071/py18091] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 06/23/2018] [Accepted: 12/09/2018] [Indexed: 11/23/2022]
Abstract
The purpose of this study was to analyse the association between social determinants and the presence of essential hypertension in type 2 diabetes mellitus patients in one rural county (Jintan) of China. A health survey of Jintan residents was conducted in 2013, applying a cluster sampling method. Three hundred and fifty-seven type 2 diabetes mellitus patients were selected as research subjects. Among the patients selected, essential hypertension prevalence was 45.4% (n=162). After univariate analyses and logistic regression analyses, an association was observed between the presence of essential hypertension in type 2 diabetes mellitus patients and marital status, described as 'others (unmarried, divorce, widower, etc.)', and participating in active physical activity. Both of these two significant variables were positively associated with the higher prevalence of essential hypertension in type 2 diabetes mellitus patients. In conclusion, the patients suffering from type 2 diabetes mellitus combined with essential hypertension often reported an association with more negative social determinants (with the exception of participation in physical activity). Further strengthening the comprehensive multi-disease management to control and reduce the prevalence of essential hypertension in type 2 diabetes mellitus patients is required.
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Affiliation(s)
- Hong Fan
- Department of Social Medicine and Health Education, School of Public Health, Nanjing Medical University, 101 Longmian Road, Nanjing, 211166, P.R. China; and Corresponding author.
| | - Jianming Wang
- Department of Epidemiology and Biostatistics, School of Public Health, Nanjing Medical University, Nanjing, 211166, P.R. China
| | - Xiaoxu Gu
- Department of Social Medicine and Health Education, School of Public Health, Nanjing Medical University, 101 Longmian Road, Nanjing, 211166, P.R. China
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Guariguata L, Brown C, Sobers N, Hambleton I, Samuels TA, Unwin N. An updated systematic review and meta-analysis on the social determinants of diabetes and related risk factors in the Caribbean. Rev Panam Salud Publica 2018; 42:e171. [PMID: 31093199 PMCID: PMC6385809 DOI: 10.26633/rpsp.2018.171] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 04/11/2018] [Accepted: 08/15/2018] [Indexed: 12/27/2022] Open
Abstract
OBJECTIVES To conduct an analysis of the most recent data on diabetes and its risk factors by gender and other social determinants of health to understand why its prevalence is higher among women than men in the Caribbean; to inform policy agenda-setting for diabetes prevention and control in the Caribbean; and to identify gaps in the evidence that require further research. METHODS A previous systematic review of the literature describing studies conducted in the Caribbean that presented the distribution of diabetes, its outcomes, and risk factors, by one or more social determinants, was updated to include sources from 1 January 2007 - 31 December 2016. Surveys by the World Health Organization (WHO) were also included. Where data were sufficient, meta-analyses were undertaken. RESULTS A total of 8 326 manuscripts were identified. Of those, 282 were selected for full text review, and 114, for abstraction. In all, 36 papers, including WHO-related surveys, had sufficient information for meta-analysis. More women compared to men were obese (OR: 2.1; 95%CI = 1.65 - 2.69), physically inactive (OR: 2.18; 95%CI = 1.75 - 2.72), and had diabetes (OR: 1.48; 95%CI = 1.25 - 1.76). More men smoked (OR: 4.27; 95%CI = 3.18 - 5.74) and had inadequate fruit and vegetable intake (OR: 1.37; 95%CI = 1.21 - 1.57). CONCLUSION Thirty-six papers were added to the previously conducted systematic review; of those, 13 were added to the meta-analysis. Diabetes and its risk factors (primarily obesity and physical inactivity) continue to disproportionately affect women in the Caribbean. Smoking interventions should be targeted at men in this geographic area.
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Affiliation(s)
- Leonor Guariguata
- George Alleyne Chronic Disease Research Centre, Caribbean Institute for Health Research, The University of the West Indies, Bridgetown, Barbados.
| | - Catherine Brown
- George Alleyne Chronic Disease Research Centre, Caribbean Institute for Health Research, The University of the West Indies, Bridgetown, Barbados.
| | - Natasha Sobers
- Faculty of Medical Sciences, The University of the West Indies, Bridgetown, Barbados.
| | - Ian Hambleton
- George Alleyne Chronic Disease Research Centre, Caribbean Institute for Health Research, The University of the West Indies, Bridgetown, Barbados.
| | - T. Alafia Samuels
- George Alleyne Chronic Disease Research Centre, Caribbean Institute for Health Research, The University of the West Indies, Bridgetown, Barbados.
| | - Nigel Unwin
- Medical Research Council Epidemiology Unit, University of Cambridge, Cambridge, United Kingdom.
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Risk-Predicting Model for Incident of Essential Hypertension Based on Environmental and Genetic Factors with Support Vector Machine. Interdiscip Sci 2018; 10:126-130. [DOI: 10.1007/s12539-017-0271-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 03/01/2017] [Revised: 09/02/2017] [Accepted: 11/01/2017] [Indexed: 10/18/2022]
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Nayak SB, Mohammed SB, Nayak AS. Controlling Lipids AIDS in the Prevention of Type 2 Diabetes, Hypertension, and Cardiovascular Diseases. Int J Prev Med 2017; 8:39. [PMID: 28656095 PMCID: PMC5474908 DOI: 10.4103/ijpvm.ijpvm_184_16] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 05/21/2016] [Accepted: 03/18/2017] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND Abnormal lipid profiles are a characteristic feature of persons with chronic conditions in which the diabetic populations are recognized as the dominant group, regardless of gender and ethnicity worldwide. This study was conducted to identify and evaluate the abnormalities of serum lipid profiles in both nondiabetic and diabetic persons. METHODS This study was a case-control investigation conducted between 2013 and 2015. The study enrolled 266 patients from the North Central and South West Regional Health Authorities of Trinidad. Of the 266 patients recruited, 126 were diabetic and 140 were nondiabetic. RESULTS Our study observed that dyslipidemia was present among the nondiabetic populations as the nondiabetics had 55 women and 20 men with high cholesterol, 22 women and 14 men with high triglyceride (TG), 30 women and 25 men with low high-density lipoprotein cholesterol (HDL-C), 42 women and 21 men with high low-density level-cholesterol (LDL-C), 13 women and 8 men with high very low-density lipoprotein (VLDL), and also 30 women and 11 men with body mass index (BMI) over 30 kg/m2. We also observed that diabetic women had significantly lower TGs (P = 0.019) and higher HDL-C (P = 0.001) and LDL (P = 0.003) when compared with the diabetic men. In addition, the nondiabetic females also had higher HDL-C (P = 0.045) when compared to their male counterparts. Both diabetic and nondiabetic women exhibited significantly higher BMI of P = 0.000. A negative correlation was obtained among TGs and HDL (r = -0.356, n = 83, P = 0.001) and a positive correlation was observed among LDL and HDL (r = 0.230, n = 86, P = 0.035). CONCLUSIONS This study observed the incidences in the abnormalities of serum lipid profiles in both nondiabetic and diabetic persons. It also presents the high occurrence of nondiabetic women with dyslipidemia as they presented with high cholesterol, high TG, low HDL-C, and high VLD-L with BMI over 30 kg/m2.
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Affiliation(s)
- Shivananda B Nayak
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
| | - Stephanie B Mohammed
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies, St. Augustine, Trinidad and Tobago
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Campesi I, Franconi F, Seghieri G, Meloni M. Sex-gender-related therapeutic approaches for cardiovascular complications associated with diabetes. Pharmacol Res 2017; 119:195-207. [PMID: 28189784 DOI: 10.1016/j.phrs.2017.01.023] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 08/23/2016] [Revised: 12/14/2016] [Accepted: 01/23/2017] [Indexed: 12/14/2022]
Abstract
Diabetes is a chronic disease associated with micro- and macrovascular complications and is a well-established risk factor for cardiovascular disease. Cardiovascular complications associated with diabetes are among the most important causes of death in diabetic patients. Interestingly, several sex-gender differences have been reported to significantly impact in the pathophysiology of diabetes. In particular, sex-gender differences have been reported to affect diabetes epidemiology, risk factors, as well as cardiovascular complications associated with diabetes. This suggests that different therapeutic approaches are needed for managing diabetes-associated cardiovascular complications in men and women. In this review, we will discuss about the sex-gender differences that are known to impact on diabetes, mainly focusing on the cardiovascular complications associated with the disease. We will then discuss the therapeutic approaches for managing diabetes-associated cardiovascular complications and how differences in sex-gender can influence the existing therapeutic approaches.
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Affiliation(s)
- Ilaria Campesi
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy.
| | - Flavia Franconi
- Department of Biomedical Sciences, University of Sassari, Sassari, Italy; Dipartimento Politiche della Persona, Regione Basilicata, Italy.
| | | | - Marco Meloni
- BHF Centre for Cardiovascular Science, Queen's Medical Research Institute, University of Edinburgh, UK.
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Braithwaite T, Verlander NQ, Bartholomew D, Bridgemohan P, McNally K, Roach A, Sharma S, Singh D, Pesudovs K, Teelucksingh S, Carrington C, Ramsewak S, Bourne R. The National Eye Survey of Trinidad and Tobago (NESTT): Rationale, Objectives and Methodology. Ophthalmic Epidemiol 2017; 24:116-129. [PMID: 28107088 DOI: 10.1080/09286586.2016.1259639] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 10/20/2022]
Abstract
PURPOSE This paper describes the rationale, study design and procedures of the National Eye Survey of Trinidad and Tobago (NESTT). The main objective of this survey is to obtain prevalence estimates of vision impairment and blindness for planning and policy development. METHODS A population-based, cross-sectional survey was undertaken using random multistage cluster sampling, with probability-proportionate-to-size methods. Eligible participants aged 5 years and older were sampled from the non-institutional population in each of 120 cluster segments. Presenting distance and near visual acuity were screened in their communities. People aged 40 years and older, and selected younger people, were invited for comprehensive clinic assessment. The interview included information on potential risk factors for vision loss, associated costs and quality of life. The examination included measurement of anthropometrics, blood glucose, refraction, ocular biometry, corneal hysteresis, and detailed assessment of the anterior and posterior segments, with photography and optical coherence tomography imaging. Adult participants were invited to donate saliva samples for DNA extraction and storage. RESULTS The fieldwork was conducted over 13 months in 2013-2014. A representative sample of 10,651 individuals in 3410 households within 120 cluster segments identified 9913 people who were eligible for recruitment. CONCLUSION The study methodology was robust and adequate to provide the first population-based estimates of the prevalence and causes of visual impairment and blindness in Trinidad and Tobago. Information was also gathered on risk factors, costs and quality of life associated with vision loss, and on normal ocular parameters for the population aged 40 years and older.
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Affiliation(s)
| | | | | | | | | | | | | | - Deo Singh
- g Caribbean Eye Institute , Trinidad
| | | | | | | | | | - Rupert Bourne
- a Vision and Eye Research Unit , Anglia Ruskin University , UK
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Roach AN, Braithwaite T, Carrington C, Marcellin E, Sharma S, Hingorani A, Casas JP, Hauser MA, Allingham RR, Ramsewak SS, Bourne R. Addressing ethical challenges in the Genetics Substudy of the National Eye Survey of Trinidad and Tobago (GSNESTT). Appl Transl Genom 2016; 9:6-14. [PMID: 27556007 PMCID: PMC4986520 DOI: 10.1016/j.atg.2016.05.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND The conduct of international collaborative genomics research raises distinct ethical challenges that require special consideration, especially if conducted in settings that are research-naïve or resource-limited. Although there is considerable literature on these issues, there is a dearth of literature chronicling approaches taken to address these issues in the field. Additionally no previous ethical guidelines have been developed to support similar research in Trinidad and Tobago. METHODS A literature review was undertaken to identify strategies used to address common ethical issues relevant to human genetics and genomics research in research-naïve or resource-limited settings. Strategies identified were combined with novel approaches to develop a culturally appropriate, multifaceted strategy to address potential challenges in the Genetics Substudy of the National Eye Survey of Trinidad and Tobago (GSNESTT). RESULTS Regarding the protection of study participants, we report a decision to exclude children as participants; the use of a Community Engagement and Sensitization Strategy to increase the genetic literacy of the target population; the involvement of local expertise to ensure cultural sensitivity and to address potential comprehension barriers in informed consent; and an audit of the informed consent process to ensure valid consent. Concerning the regulation of the research, we report on ethics approvals from relevant authorities; a Materials Transfer Agreement to guide sample ownership and export; and a Sample Governance Committee to oversee data use and data access. Finally regarding the protection of the interests of scientists from the host country, we report on capacity building efforts to ensure that local scientists have access to data collected through the project and appropriate recognition of their contributions in future publications. CONCLUSION This paper outlines an ethical framework for the conduct of population-based genetics and genomics research in Trinidad and Tobago; highlights common issues arising in the field and strategies to address these.
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Affiliation(s)
- Allana N. Roach
- Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (UWI), St. Augustine, Trinidad and Tobago
- Corresponding author at: University of Trinidad and Tobago, O'Meara Road, Arima, Trinidad and Tobago.University of Trinidad and TobagoO'Meara RoadArimaTrinidad and Tobago
| | | | - Christine Carrington
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (UWI), St. Augustine, Trinidad and Tobago
| | - Elysse Marcellin
- Research Assistant, Faculty of Medical Sciences, The University of the West Indies (UWI), St. Augustine, Trinidad and Tobago
| | - Subash Sharma
- Optometry Programme, Faculty of Medical Sciences, The University of the West Indies (UWI), St. Augustine, Trinidad and Tobago
| | - Aroon Hingorani
- Institute of Cardiovascular Sciences, University College London (UCL), UK
| | - Juan P. Casas
- Institute of Health Informatics, University College London, UK
| | - Michael A. Hauser
- Department of Medicine, Duke Institute of Molecular Physiology, Duke University, Durham, NC, USA
- Department of Ophthalmology, Duke University, Durham, NC, USA
| | - R. Rand Allingham
- Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (UWI), St. Augustine, Trinidad and Tobago
| | - Samuel S. Ramsewak
- Department of Preclinical Sciences, Faculty of Medical Sciences, The University of the West Indies (UWI), St. Augustine, Trinidad and Tobago
| | - Rupert Bourne
- Vision and Eye Research Unit, Anglia Ruskin University (ARU), Cambridge, UK
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Nayak SB, Rahming V, Raghunanan Y, Raghoonath C, Rahman A, Rajh D, Rambadan S, Ramdass N. Prevalence of Diabetes, Obesity and Dyslipidaemia in Persons within High and Low Income Groups Living in North and South Trinidad. J Clin Diagn Res 2016; 10:IC08-IC13. [PMID: 27437244 DOI: 10.7860/jcdr/2016/18154.7875] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 12/03/2015] [Accepted: 01/12/2016] [Indexed: 12/19/2022]
Abstract
INTRODUCTION Diabetes Mellitus, obesity and dyslipidaemia are metabolic disorders characterized by similar risk factors, complications and outcomes including stroke, insulin resistance, MI and even death. Studies have indicated that impoverished and low income areas of developing countries are more prone to increasing obesity which when uncontrolled can lead to diabetes mellitus and dyslipidaemia. AIM The study was aimed to compare the prevalence of diabetes mellitus, obesity and dyslipidaemia in high and low income groups of North and South Trinidad, to determine factors that contribute to its prevalence and to observe any associations between the three aforementioned diseases. MATERIALS AND METHODS The cross-sectional study was conducted on 200 participants who visited the two major hospitals at south and north Trinidad where the mean differences between fasting glucose, lipid profile, BMI, waist and hip ratio and blood pressure of both diabetic and non-diabetic participants were obtained via questionnaires and then analysed using SPSS. RESULTS Residents of south Trinidad showed a higher proportion of persons with diabetes and dyslipidaemia at 68.6% and 52% when compared to 28.6% and 27% respectively for the north population. Those from north Trinidad showed a higher prevalence of obesity at 45.9% with higher income levels. About 17.3% participants smoked or were exposed to cigarettes in north compared to 9.8% of participants whom smoked or were exposed to cigarettes in south. North had 2% of alcohol consumed daily and 3.9% consumed alcohol daily in south. In north, 21.4% of participants were stressed when compared to 18.6% from south. CONCLUSION A significant correlation was established between cholesterol, LDL and triglycerides which lead to the conclusion that obesity is caused by dyslipidaemia. Also, our study concluded that stress and dyslipidaemia are income related.
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Affiliation(s)
- Shivananda B Nayak
- Professor, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Valendrea Rahming
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Yudestri Raghunanan
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Chandani Raghoonath
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Adriel Rahman
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Dillon Rajh
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Sherry Rambadan
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
| | - Nandini Ramdass
- Medical Student, Department of Preclinical Sciences, The University of the West Indies at St. Augustine, Trinidad and Tobago
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Roach A, Warner WA, Llanos AAM. Building capacity for human genetics and genomics research in Trinidad and Tobago. Rev Panam Salud Publica 2015; 38:425-430. [PMID: 26837529 PMCID: PMC5198577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 03/09/2015] [Accepted: 06/12/2015] [Indexed: 06/05/2023] Open
Abstract
Advances in human genetics and genomic sciences and the corresponding explosion of biomedical technologies have deepened current understanding of human health and revolutionized medicine. In developed nations, this has led to marked improvements in disease risk stratification and diagnosis. These advances have also led to targeted intervention strategies aimed at promoting disease prevention, prolonging disease onset, and mitigating symptoms, as in the well-known case of breast cancer and the BRCA1 gene. In contrast, in the developing nation of Trinidad and Tobago, this scientific revolution has not translated into the development and application of effective genomics-based interventions for improving public health. While the reasons for this are multifactorial, the underlying basis may be rooted in the lack of pertinence of internationally driven genomics research to the local public health needs in the country, as well as a lack of relevance of internationally conducted genetics research to the genetic and environmental contexts of the population. Indeed, if Trinidad and Tobago is able to harness substantial public health benefit from genetics/genomics research, then there is a dire need, in the near future, to build local capacity for the conduct and translation of such research. Specifically, it is essential to establish a national human genetics/genomics research agenda in order to build sustainable human capacity through education and knowledge transfer and to generate public policies that will provide the basis for the creation of a mutually beneficial framework (including partnerships with more developed nations) that is informed by public health needs and contextual realities of the nation.
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Affiliation(s)
- Allana Roach
- Public Health and Primary Care Unit, Department of Para-Clinical Sciences, The Faculty of Medical Sciences, University of the West Indies, St. Augustine, Trinidad and Tobago,
| | - Wayne A Warner
- Oncology Division, Stem Cell Biology and Bone Marrow Transplant Sections, Siteman Cancer Center, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Adana A M Llanos
- Department of Epidemiology, Rutgers School of Public Health and Rutgers Cancer, Institute of New Jersey, New Brunswick, New Jersey, United States of America
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Sobers-Grannum N, Murphy MM, Nielsen A, Guell C, Samuels TA, Bishop L, Unwin N. Female gender is a social determinant of diabetes in the Caribbean: a systematic review and meta-analysis. PLoS One 2015; 10:e0126799. [PMID: 25996933 PMCID: PMC4440736 DOI: 10.1371/journal.pone.0126799] [Citation(s) in RCA: 40] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 11/01/2014] [Accepted: 04/08/2015] [Indexed: 11/18/2022] Open
Abstract
Background Diabetes (DM) is estimated to affect 10–15% of the adult population in the Caribbean. Preventive efforts require population wide measures to address its social determinants. We undertook a systematic review to determine current knowledge about the social distribution of diabetes, its risk factors and major complications in the Caribbean. This paper describes our findings on the distribution by gender. Methods We searched Medline, Embase and five databases through the Virtual Health Library, for Caribbean studies published between 2007 and 2013 that described the distribution by gender for: known risk factors for Type 2 DM, prevalence of DM, and DM control or complications. PRISMA guidance on reporting systematic reviews on health equity was followed. Only quantitative studies (n>50) were included; each was assessed for risk of bias. Meta-analyses were performed, where appropriate, on studies with a low or medium risk of bias, using random effects models. Results We found 50 articles from 27 studies, yielding 118 relationships between gender and the outcomes. Women were more likely to have DM, obesity, be less physically active but less likely to smoke. In meta-analyses of good quality population-based studies odds ratios for women vs. men for DM, obesity and smoking were: 1.65 (95% CI 1.43, 1.91), 3.10 (2.43, 3.94), and 0.24 (0.17, 0.34). Three studies found men more likely to have better glycaemic control but only one achieved statistical significance. Conclusion and Implications Female gender is a determinant of DM prevalence in the Caribbean. In the vast majority of world regions women are at a similar or lower risk of type 2 diabetes than men, even when obesity is higher in women. Caribbean female excess of diabetes may be due to a much greater excess of risk factors in women, especially obesity. These findings have major implications for preventive policies and research.
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Affiliation(s)
| | - Madhuvanti M Murphy
- Faculty of Medical Sciences, University of the West Indies, Bridgetown, Barbados
| | - Anders Nielsen
- Faculty of Medical Sciences, University of the West Indies, Bridgetown, Barbados
| | - Cornelia Guell
- Faculty of Medical Sciences, University of the West Indies, Bridgetown, Barbados; MRC Epidemiology Unit and UKCRC Centre for Diet and Activity Research (CEDAR), University of Cambridge, Cambridge, United Kingdom
| | - T Alafia Samuels
- Faculty of Medical Sciences, University of the West Indies, Bridgetown, Barbados
| | - Lisa Bishop
- Faculty of Medical Sciences, University of the West Indies, Bridgetown, Barbados
| | - Nigel Unwin
- Faculty of Medical Sciences, University of the West Indies, Bridgetown, Barbados; MRC Epidemiology Unit and UKCRC Centre for Diet and Activity Research (CEDAR), University of Cambridge, Cambridge, United Kingdom; Chronic Disease Research Centre, Tropical Medicine Research Institute, University of the West Indies, Bridgetown, Barbados
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Boda P. Availability and accessibility of diabetes clinics on Trinidad: An analysis using proximity tools in a GIS environment. Health (London) 2013. [DOI: 10.4236/health.2013.511a2006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/20/2022]
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