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Big Data, Big Insights: Leveraging Data Analytics to Unravel Cardiovascular Exposome Complexities Cover

Big Data, Big Insights: Leveraging Data Analytics to Unravel Cardiovascular Exposome Complexities

Open Access
|Nov 2024

Figures & Tables

Figure 1

Overview of the cardiovascular exposome and its components. SDI: social deprivation index; CVD: cardiovascular disease; NLP: natural language processing: PM2.5: fine particulate matter smaller than 2.5 micrometers in diameter

Table 1

Studies investigating the association between the social environment and cardiovascular outcomes. CDC: Centers for Disease Control and Prevention; ATSDR: Agency for Toxic Substances and Disease Registry; CMS: Centers for Medicare and Medicaid Services; SVI: Social Vulnerability Index; CVD: cardiovascular disease; AMI: acute myocardial infarction; HF: heart failure; IHD: ischemic heart disease; CPR: cardiopulmonary resuscitation

STUDYSTUDY PLACE/YEARDATABASE UTILIZEDINDEXASSOCIATION WITHIN THE CARDIOVASCULAR EXPOSOME
The Association Between Neighborhood Social Vulnerability and Cardiovascular Health Risk Among Black/African American Women in the InterGEN StudyUSA/2021InterGEN Study, CDC/ATSDRSVINeighborhood social vulnerability and increased cardiovascular risk factor prevalence among Black women
Neighborhood-level Social Vulnerability and Prevalence of Cardiovascular Risk Factors and Coronary Heart DiseaseUSA/2023CDC Behavioral Risk Factor Surveillance System database (BRFSS), CDC/ATSDRSVISVI and increased cardiovascular risk factors and prevalence of coronary heart disease
Impact of Social Vulnerability on Comorbid Cancer and Cardiovascular Disease Mortality in the United StatesUSA/2022CDC WONDER, CDC/ATSDRSVISocial vulnerability and increased mortality attributed to comorbid cancer and CVD
Impact of the Social Vulnerability Index on Pulmonary Embolism MortalityUSA/2023CDC WONDER, CDC/ATSDRSVISVI and disproportionate patterns of pulmonary embolism-related mortality in US counties
Impact of social vulnerability on comorbid COVID-19 and acute myocardial infarction mortality in the United StatesUSA/2023CDC WONDER, CDC/ATSDRSVISVI and increased comorbid COVID-19 and AMI mortality
Mortality trends, disparities, and social vulnerability in cardiac arrest mortality in the young: A cross-sectional analysisUSA/2024CDC WONDER, CDC/ATSDRSVISVI and worse cardiac arrest outcomes in the young
Association Between Social Vulnerability Index and Cardiovascular Disease: A Behavioral Risk Factor Surveillance System StudyUSA/2022CDC BRFSS, CDC/ATSDRSVISVI and greater self-reported prevalent cardiovascular comorbidities and atherosclerotic cardiovascular disease
Social Vulnerability and Premature Cardiovascular Mortality Among US Counties, 2014 to 2018USA/2021CDC WONDER, CDC/ATSDRSVISVI and increased premature CVD mortality across US counties
Social Vulnerability and Cardiovascular-Related Mortality Among Older Adults in the United StatesUSA/2024CDC WONDER, CDC/ATSDRSVISVI and greater CVD-related mortality in older adults
Social Vulnerability and Location of Death in Heart Failure in the United StatesUSA/2023CDC WONDER, CDC/ATSDRSVISVI and disparities in trends in location of death in patients with HF
Impact of Social Vulnerability and Demographics on Ischemic Heart Disease Mortality in the United StatesUSA/2023CDC WONDER, CDC/ATSDRSVISVI and disparities in IHD mortality
Development and Validation of the American Heart Association’s PREVENT EquationsUSA/2024The Chronic Kidney Disease Prognosis ConsortiumPredicting Risk of CVD EVENTs (PREVENT) score, SDIRisk estimation of total CVD for US adults 30 to 79 years of age without CVD at baseline
County-level variation in healthcare coverage and ischemic heart disease mortalityUSA/2024CDC WONDER, CDC PLACESHealthcare coverage deficiencyHealthcare coverage deficiency and increased IHD mortality from IHD
Association of Environmental Injustice and Cardiovascular Diseases and Risk Factors in the United StatesUSA/2024CDC PLACES, CDC/ATSDREnvironmental Justice IndexEnvironmental injustice and increased prevalence of CVD risk factors
Historical neighborhood redlining and bystander CPR disparities in out-of-hospital cardiac arrestUSA/2024Cardiac Arrest Registry to Enhance Survival (CARES)RedliningHistorical redlining and reduced bystander CPR
Influence of social vulnerability index on Medicare beneficiaries’ expenditures upon dischargeUSA/2024CMS database, CDC/ATSDRSVISocial vulnerability and greater healthcare costs among Medicare beneficiaries
Table 2

Studies investigating the association between the natural environment and cardiovascular (CV) outcomes. CDC: Centers for Disease Control and Prevention; ATSDR: Agency for Toxic Substances and Disease Registry; CABG: coronary artery bypass graft

STUDYSTUDY PLACE/YEARDATABASE UTILIZEDINDEXASSOCIATION WITHIN THE CV EXPOSOME
Long-term exposure to ambient air pollution and incidence of acute coronary events: prospective cohort study and meta-analysis in 11 European cohorts from the ESCAPE ProjectEurope/2014European Study of Cohorts for Air Pollution Effects (ESCAPE)Ambient air pollutionLong-term exposure to airborne pollutants and increasing incidence of acute coronary events
Short-Term Exposure to Ambient Air Pollution and Mortality From Myocardial InfarctionChina/2021National mortality surveillance system in Hubei provinceAmbient air pollutionShort-term exposure to air pollution and worse myocardial infarction outcomes
Risk of nonaccidental and cardiovascular mortality in relation to long-term exposure to low concentrations of fine particulate matter: a Canadian national-level cohort studyCanada/20121991–2001 Canadian census mortalityAmbient air pollutionLong-term exposure to ambient PM2.5 and greater cardiovascular mortality
Spatiotemporal Trends of Stroke Burden Attributable to Ambient PM2.5 in 204 Countries and Territories, 1990–2019: A Global AnalysisGlobal/2023Global Burden of Disease study 2019Ambient air pollutionAmbient PM2.5 exposure and greater stroke burden
Disparities in Excess Blood Pressure Across the U.S. Associated With Air Pollution Exceeding WHO GuidelinesUSA/2024CDC/ATSDR Social Vulnerability IndexAmbient air pollutionAir pollution and racial disparities in excess blood pressure
Air Pollution and Adverse Cardiovascular Events After Coronary Artery Bypass GraftingUSA/2024VA Surgical Quality Initiative Project (VASQIP)Ambient air pollutionIncreased major adverse cardiovascular events and air pollution after CABG
Exposure to ambient air pollution and the incidence of congestive heart failure and acute myocardial infarction: A population-based study of 5.1 million Canadian adults living in OntarioCanada/2019Ontario Population Health and Environment Cohort (ONPHEC)Ambient air pollutionAir pollution and greater incidence of congestive heart failure and myocardial infarction
Long-term exposure to ozone and cardiovascular mortality in China: a nationwide cohort studyChina/2022China Chronic Disease and Risk Factors Surveillance (CCDRFS)OzoneLong-term exposure to ozone and increased cardiovascular mortality
Long-Term Exposure to Ozone and Fine Particulate Matter and Risk of Premature Coronary Artery Disease: Results from Genetics of Atherosclerotic Disease Mexican StudyMexico/2022Genetics of Atherosclerotic Disease (GEA) studyOzone and Fine Particulate MatterLong-term exposure to ozone and PM2.5 and worse premature coronary artery disease outcomes
Association of Blood Lead level with Elevated Blood Pressure in Hypertensive PatientsUSA/2021NHANESLeadBlood lead levels and increased prevalence of hypertension
Quantifying lead-attributable cardiovascular disease burden in the United StatesUSA/2024The 2019 Global Burden of Disease StudyLeadLead-related cardiovascular burden disparities
Outdoor artificial light at night and incident cardiovascular disease in adults: A national cohort study across ChinaChina/2024China Health and Retirement Longitudinal Study (CHARLS)Light pollutionOutdoor artificial light at night and increased risk of cardiovascular disease
Table 3

Studies investigating the association between the built environment and cardiovascular outcomes.

STUDYSTUDY PLACE/YEARDATABASE UTILIZEDINDEXASSOCIATION WITHIN THE CARDIOVASCULAR EXPOSOME
Favorable Neighborhood Walkability is Associated With Lower Burden of Cardiovascular Risk Factors Among Patients Within an Integrated Health System: The Houston Methodist Learning Health System Outpatient RegistryUSA/2023Houston Methodist Learning Health System Outpatient RegistryWalkabilityReduced neighborhood walkability and increased cardiovascular risk factors
Interaction between neighborhood walkability and traffic-related air pollution on hypertension and diabetes: The CANHEART cohortCanada/2019CANHEART cohortWalkabilityReduced walkability and increased traffic-related air pollution and greater cardiovascular risk factor prevalence
Greenspace seems protective of both high and low blood pressure among residents of an Alpine valleyAustria/2018Environmental Health Impact AssessmentGreenspaceResidential greenspace and disparities in abnormal blood pressures
Long-term secondary prevention of cardiovascular disease with a Mediterranean diet and a low-fat diet (CORDIOPREV): a randomized controlled trialSpain/2022CORDIOPREVMediterranean diet, low-fat dietEffectiveness of the Mediterranean and low-fat diet on secondary cardiovascular prevention
Food Insecurity Is Associated With Cardiovascular and All-Cause Mortality Among Adults in the United StatesUSA/2020US National Health and Nutrition Examination SurveyFood insecurityAdult food insecurity and worse cardiovascular disease outcomes
Food Environment Quality and Cardiovascular Disease Mortality in the United States: a County-Level Analysis from 2017 to 2019USA/2024CDC WONDER, County Health Rankings compilationFood environment indexFood environment quality and greater cardiovascular mortality burden
DOI: https://doi.org/10.14797/mdcvj.1467 | Journal eISSN: 1947-6108
Language: English
Page range: 111 - 123
Submitted on: Aug 23, 2024
Accepted on: Sep 30, 2024
Published on: Nov 5, 2024
Published by: Houston Methodist DeBakey Heart & Vascular Center
In partnership with: Paradigm Publishing Services

© 2024 Ramzi Ibrahim, Hoang Nhat Pham, Khurram Nasir, Omar Hahad, Ashutosh Sabharwal, Sadeer Al-Kindi, published by Houston Methodist DeBakey Heart & Vascular Center
This work is licensed under the Creative Commons Attribution-NonCommercial 4.0 License.