Big Data, Big Insights: Leveraging Data Analytics to Unravel Cardiovascular Exposome Complexities
References
- Motairek I, Makhlouf MHE, Rajagopalan S, Al-Kindi S. The Exposome and Cardiovascular Health. Can J Cardiol. 2023;39:1191–1203. 2023 Sep;39(9):1191-1203. doi: 10.1016/j.cjca.2023.05.020
- GBD 2019 Risk Factors Collaborators. Global burden of 87 risk factors in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. Lancet. 2020 Oct 17;396(10258):1223-1249. doi: 10.1016/S0140-6736(20)30752-2
- Landrigan PJ, Fuller R, Acosta NJR, et al. The Lancet Commission on pollution and health. Lancet. 2018 Feb 3;391(10119):462-512. doi: 10.1016/S0140-6736(17)32345-0
- Basile Ibrahim B, Barcelona V, Condon EM, Crusto CA, Taylor JY. The Association Between Neighborhood Social Vulnerability and Cardiovascular Health Risk Among Black/African American Women in the InterGEN Study. Nurs Res. 2021;70(5S Suppl 1):S3-S12. doi: 10.1097/NNR.0000000000000523
- Bevan G, Pandey A, Griggs S, et al. Neighborhood-level Social Vulnerability and Prevalence of Cardiovascular Risk Factors and Coronary Heart Disease. Curr Probl Cardiol. 2023 Aug;48(8):
101182 . doi: 10.1016/j.cpcardiol.2022.101182 - Ganatra S, Dani SS, Kumar A, et al. Impact of Social Vulnerability on Comorbid Cancer and Cardiovascular Disease Mortality in the United States. JACC CardioOncol. 2022 Sep 20;4(3):326-337. doi: 10.1016/j.jaccao.2022.06.005
- Ibrahim R, Tirambulo C, Wig, R, Kim, RY, Benn BS, Low SW. Impact of the Social Vulnerability Index on Pulmonary Embolism Mortality. CHEST Pulmonary. 2023 Jun;1(1):
100006 . doi: 10.1016/j.chpulm.2023.100006 - Ibrahim R, Pham HN, Sainbayar E, Ferreira JP. Impact of social vulnerability on comorbid COVID-19 and acute myocardial infarction mortality in the United States. Am Heart J Plus. 2023 Dec 26:38:
100357 . doi: 10.1016/j.ahjo.2023.100357 - Ibrahim R, Sainbayar E, Pham HN. Public health initiatives: Addressing social vulnerability in research and practice. J Investig Med. 2024 Jan;72(1):159-161. doi: 10.1177/10815589231207799
- Ibrahim R, Shahid M, Srivathsan K, Sorajja D, Deshmukh A, Lee JZ. Mortality trends, disparities, and social vulnerability in cardiac arrest mortality in the young: A cross-sectional analysis. J Cardiovasc Electrophysiol. 2024 Jan;35(1):35-43. doi: 10.1111/jce.16112
- Jain V, Al Rifai M, Khan SU, et al. Association Between Social Vulnerability Index and Cardiovascular Disease: A Behavioral Risk Factor Surveillance System Study. J Am Heart Assoc. 2022 Aug 2;11(15):
e024414 . doi: 10.1161/JAHA.121.024414 - Khan SU, Javed Z, Lone AN, et al. Social Vulnerability and Premature Cardiovascular Mortality Among US Counties, 2014 to 2018. Circulation. 2021 Oct 19;144(16):1272-1279. doi: 10.1161/CIRCULATIONAHA.121.054516
- Minhas AMK, Kobo O, Mamas MA, et al. Social Vulnerability and Cardiovascular-Related Mortality Among Older Adults in the United States. Am J Med. 2024 Feb;137(2):122-127.e1. doi: 10.1016/j.amjmed.2023.10.012
- Pham R, Gorodeski EZ, Al-Kindi S. Social Vulnerability and Location of Death in Heart Failure in the United States. Curr Probl Cardiol. 2023 Jul;48(7):
101689 . doi: 10.1016/j.cpcardiol.2023.101689 - R. Ibrahim MS, C.V.G. Tirambulo, et al. Impact of Social Vulnerability and Demographics on Ischemic Heart Disease Mortality in the United States. JACC Adv. 2023 Aug 24;2(7):
100577 . doi: 10.1016/j.jacadv.2023.100577 - Khan SS, Matsushita K, Sang Y, et al. Development and Validation of the American Heart Association’s PREVENT Equations. Circulation. 2024 Feb 6;149(6):430-449. doi: 10.1161/CIRCULATIONAHA.123.067626
- CDC [Internet]. PLACES. Washington, DC: US Department of Health & Human Services; c2024.
PLACES: Local Data for Better Health ; 2024 [cited 2024 Sep 29]. Available from:https://wwwcdcgov/places - Ibrahim R, Habib A, Terrani K, et al. County-level variation in healthcare coverage and ischemic heart disease mortality. PLoS One. 2024 Jan 26;19(1):
e0292167 . doi: 10.1371/journal.pone.0292167 - Sun S, Wang W, He C. Cardiovascular Mortality Risk among Patients with Gastroenteropancreatic Neuroendocrine Neoplasms: A Registry-Based Analysis. Oxid Med Cell Longev. 2021 Jun 26:2021:
9985814 . doi: 10.1155/2021/9985814 - Felix AS, Bower JK, Pfeiffer RM, Raman SV, Cohn DE, Sherman ME. High cardiovascular disease mortality after endometrial cancer diagnosis: Results from the Surveillance, Epidemiology, and End Results (SEER) Database. Int J Cancer. 2017 Feb 1;140(3):555-564. doi: 10.1002/ijc.30470
- Liao J, Zhou Z. Long-term cardiovascular mortality risk in patients with bladder cancer: a real-world retrospective study of 129,765 cases based on the SEER database. Front Cardiovasc Med. 2023 Nov 9:10:
1142417 . doi: 10.3389/fcvm.2023.1142417 - Antwi-Amoabeng D, Meghji Z, Thakkar S, et al. Survival Differences in Men and Women With Primary Malignant Cardiac Tumor: An Analysis Using the Surveillance, Epidemiology and End Results (SEER) Database From 1973 to 2015. J Am Heart Assoc. 2020 May 18;9(10):
e014846 . doi: 10.1161/JAHA.119.014846 - Shi T, Jiang C, Zhu C, Wu F, Fotjhadi I, Zarich S. Insurance disparity in cardiovascular mortality among non-elderly cancer survivors. Cardiooncology. 2021 Mar 20;7(1):11. doi: 10.1186/s40959-021-00098-8
- CDC [Internet]. Washington, DC: US Department of Health & Human Services; c2024.
Environmental Justice Index (EJI) ; 2022 [cited 2024 Sep 28]. Available from:https://www.atsdr.cdc.gov/placeandhealth/eji/index.html - Khadke S, Kumar A, Al-Kindi S, et al. Association of Environmental Injustice and Cardiovascular Diseases and Risk Factors in the United States. J Am Heart Assoc. 2024 Apr 2;13(7):
e033428 . doi: 10.1161/JAHA.123.033428 - Motairek I, Rvo Salerno P, Chen Z, et al.; CARES Surveillance Group. Historical neighborhood redlining and bystander CPR disparities in out-of-hospital cardiac arrest. Resuscitation. 2024 Aug;201:
110264 . doi: 10.1016/j.resuscitation.2024.110264 - Kostick K. From V codes to Z codes: transitioning to ICD-10 (updated). J AHIMA. 2011 Nov-Dec;82(11):60-3.
- CMS [Internet]. Baltimore, MD: Centers for Medicare and Medicaid Services; c2024. Mathew, J HC, Khau M, Codes, Z.
Utilization Among Medicare Fee-for-Service (FFS) Beneficiaries in 2017 . CMS OMH Data Highlight No. 17, 2020 [cited 2024 Sep 28]. Available from:https://www.cms.gov/files/document/cms-omh-january2020-zcode-data-highlightpdf.pdf - Guo Y, Chen Z, Xu K, et al. International Classification of Diseases, Tenth Revision, Clinical Modification social determinants of health codes are poorly used in electronic health records. Medicine (Baltimore). 2020 Dec 24;99(52):
e23818 . doi: 10.1097/MD.0000000000023818 - Monlezun DJ, Samura AT, Patel RS, Thannoun TE, Balan P. Racial and Socioeconomic Disparities in Out-Of-Hospital Cardiac Arrest Outcomes: Artificial Intelligence-Augmented Propensity Score and Geospatial Cohort Analysis of 3,952 Patients. Cardiol Res Pract. 2021 Nov 24:2021:
3180987 . doi: 10.1155/2021/3180987 - Ibrahim R, Lin L, Sainbayar E, et al. Influence of social vulnerability index on Medicare beneficiaries’ expenditures upon discharge. J Investig Med. 2024 Aug;72(6):574-578. doi: 10.1177/10815589241247791
- Patra BG, Sharma MM, Vekaria V, et al. Extracting social determinants of health from electronic health records using natural language processing: a systematic review. J Am Med Inform Assoc. 2021 Nov 25;28(12):2716-2727. doi: 10.1093/jamia/ocab170
- Feller DJ, Bear Don’t Walk Iv OJ, Zucker J, Yin MT, Gordon P, Elhadad N. Detecting Social and Behavioral Determinants of Health with Structured and Free-Text Clinical Data. Appl Clin Inform. 2020 Jan;11(1):172-181. doi: 10.1055/s-0040-1702214
- Lybarger K, Ostendorf M, Yetisgen M. Annotating social determinants of health using active learning, and characterizing determinants using neural event extraction. J Biomed Inform. 2021 Jan;113:
103631 . doi: 10.1016/j.jbi.2020.103631 - Rajendran S, Topaloglu U. Extracting Smoking Status from Electronic Health Records Using NLP and Deep Learning. AMIA Jt Summits Transl Sci Proc. 2020 May 30:2020:507-516.
- Stemerman R, Arguello J, Brice J, Krishnamurthy A, Houston M, Kitzmiller R. Identification of social determinants of health using multi-label classification of electronic health record clinical notes. JAMIA Open. 2021 Feb 9;4(3):
ooaa069 . doi: 10.1093/jamiaopen/ooaa069 - Houssein EH, Mohamed RE, Ali AA. Heart disease risk factors detection from electronic health records using advanced NLP and deep learning techniques. Sci Rep. 2023 May 3;13(1):
7173 . doi: 10.1038/s41598-023-34294-6 - Reeves RM, Christensen L, Brown JR, et al. Adaptation of an NLP system to a new healthcare environment to identify social determinants of health. J Biomed Inform. 2021 Aug;120:
103851 . doi: 10.1016/j.jbi.2021.103851 - Berman AN, Biery DW, Ginder C, et al. Natural language processing for the assessment of cardiovascular disease comorbidities: The cardio-Canary comorbidity project. Clin Cardiol. 2021 Sep;44(9):1296-1304. doi: 10.1002/clc.23687
- Al-Kindi S, Silversides, C. Environmental Considerations in Cardiovascular Risk Assessment and Prevention. JACC Adv. 2023 May 26;2(3):
100361 . doi: 10.1016/j.jacadv.2023.100361 - Rajagopalan S, Brook RD, Salerno P, et al. Air pollution exposure and cardiometabolic risk. Lancet Diabetes Endocrinol. 2024 Mar;12(3):196-208. doi: 10.1016/S2213-8587(23)00361-3
- Al-Kindi S, Brook RD, Rajagopalan S. Green cardiovascular care: a call for sustainable transformation of cardiovascular practices. Eur Heart J. 2024 Mar 7;45(10):744-747. doi: 10.1093/eurheartj/ehad844
- Wass SY, Hahad O, Asad Z, et al. Environmental Exposome and Atrial Fibrillation: Emerging Evidence and Future Directions. Circ Res. 2024 Apr 12;134(8):1029-1045. doi: 10.1161/CIRCRESAHA.123.323477
- Sagheer U, Al-Kindi, S, Abohashem S, et al. Environmental Pollution and Cardiovascular Disease: Part 1 of 2: Air Pollution. JACC Adv. 2023 Dec 28;3(2):
100805 . doi: 10.1016/j.jacadv.2023.100805 - Cesaroni G, Forastiere F, Stafoggia M, et al. 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 Project. BMJ. 2014 Jan 21:348:
f7412 . doi: 10.1136/bmj.f7412 - Mustafic H, Jabre P, Caussin C, et al. Main air pollutants and myocardial infarction: a systematic review and meta-analysis. JAMA. 2012 Feb 15;307(7):713-21. doi: 10.1001/jama.2012.126
- Liu Y, Pan J, Fan C, et al. Short-Term Exposure to Ambient Air Pollution and Mortality From Myocardial Infarction. J Am Coll Cardiol. 2021 Jan 26;77(3):271-281. doi: 10.1016/j.jacc.2020.11.033
- Crouse DL, Peters PA, van Donkelaar A, et al. Risk of nonaccidental and cardiovascular mortality in relation to long-term exposure to low concentrations of fine particulate matter: a Canadian national-level cohort study. Environ Health Perspect. 2012 May;120(5):708-14. doi: 10.1289/ehp.1104049
- Bo Y, Zhu Y, Zhang X, et al. Spatiotemporal Trends of Stroke Burden Attributable to Ambient PM2.5 in 204 Countries and Territories, 1990–2019: A Global Analysis. Neurology. 2023 Aug 15;101(7):e764-e776. doi: 10.1212/WNL.0000000000207503
- Deo S, Elgudin Y, Motairek I, et al. Air Pollution and Adverse Cardiovascular Events After Coronary Artery Bypass Grafting: A 10-Year Nationwide Study. JACC Adv. 2023 Dec 21;3(2):
100781 . doi: 10.1016/j.jacadv.2023.100781 - Al-Kindi S, Rajagopalan S, Salerno P, et al. Disparities in Excess Blood Pressure Across the U.S. Associated With Air Pollution Exceeding WHO Guidelines. JACC Adv. 2024 Mar 20;3(7):
100876 . doi: 10.1016/j.jacadv.2024.100876 - Bai L, Shin S, Burnett RT, et al. 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 Ontario. Environ Int. 2019 Nov;132:
105004 . doi: 10.1016/j.envint.2019.105004 - Niu Y, Zhou Y, Chen R, et al. Long-term exposure to ozone and cardiovascular mortality in China: a nationwide cohort study. Lancet Planet Health. 2022 Jun;6(6):e496-e503. doi: 10.1016/S2542-5196(22)00093-6
- Wang M, Sampson PD, Sheppard LE, Stein JH, Vedal S, Kaufman JD. Long-Term Exposure to Ambient Ozone and Progression of Subclinical Arterial Disease: The Multi-Ethnic Study of Atherosclerosis and Air Pollution. Environ Health Perspect. 2019 May;127(5):
57001 . doi: 10.1289/EHP3325 - Pan Z, Gong T, Liang P. Heavy Metal Exposure and Cardiovascular Disease. Circ Res. 2024 Apr 26;134(9):1160-1178. doi: 10.1161/CIRCRESAHA.123.323617
- Alghasham AA, Meki AR, Ismail HA. Association of Blood Lead level with Elevated Blood Pressure in Hypertensive Patients. Int J Health Sci (Qassim). 2011 Jan;5(1):17-27.
- Vaziri ND. Mechanisms of lead-induced hypertension and cardiovascular disease. Am J Physiol Heart Circ Physiol. 2008 Aug;295(2):H454-65. doi: 10.1152/ajpheart.00158.2008
- Abdulhai F, Motairek I, Mirzai S, et al. Quantifying lead-attributable cardiovascular disease burden in the United States. Curr Probl Cardiol. 2024 Jun;49(6):
102565 . doi: 10.1016/j.cpcardiol.2024.102565 - Hu XF, Lowe M, Chan HM. Mercury exposure, cardiovascular disease, and mortality: A systematic review and dose-response meta-analysis. Environ Res. 2021 Feb;193:
110538 . doi: 10.1016/j.envres.2020.110538 - Lamas GA, Navas-Acien A, Mark DB, Lee KL. Heavy Metals, Cardiovascular Disease, and the Unexpected Benefits of Chelation Therapy. J Am Coll Cardiol. 2016 May 24;67(20):2411-2418. doi: 10.1016/j.jacc.2016.02.066
- Kuntic M, Hahad O, Al-Kindi S, et al. Pathomechanistic Synergy Between Particulate Matter and Traffic Noise-Induced Cardiovascular Damage and the Classical Risk Factor Hypertension. Antioxid Redox Signal. 2024 Jul 11. doi: 10.1089/ars.2024.0659
- Hahad O, Al-Kindi S. The Prenatal and Early Life Exposome: Shaping Health Across the Lifespan. JACC Adv. 2024 Jan 5;3(2):
100807 . doi: 10.1016/j.jacadv.2023.100807 - Hu X, Wang LB, Jalaludin B, et al. Outdoor artificial light at night and incident cardiovascular disease in adults: A national cohort study across China. Sci Total Environ. 2024 Mar 25:918:
170685 . doi: 10.1016/j.scitotenv.2024.170685 - AlShehhi A, Welsch R. Artificial intelligence for improving Nitrogen Dioxide forecasting of Abu Dhabi environment agency ground-based stations. J Big Data. 2023;10(1):92. doi: 10.1186/s40537-023-00754-z
- Rajagopalan S, Vergara-Martel A, Zhong J, et al. The Urban Environment and Cardiometabolic Health. Circulation. 2024 Apr 16;149(16):1298-1314. doi: 10.1161/CIRCULATIONAHA.123.067461
- Makram OM, Nwana N, Nicolas JC, et al. 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 Registry. Curr Probl Cardiol. 2023 Jun;48(6):
101642 . doi: 10.1016/j.cpcardiol.2023.101642 - Howell NA, Tu JV, Moineddin R, et al. Interaction between neighborhood walkability and traffic-related air pollution on hypertension and diabetes: The CANHEART cohort. Environ Int. 2019 Nov;132:
104799 . doi: 10.1016/j.envint.2019.04.070 - Hahad O, Al-Kindi S, Lelieveld J, Munzel T, Daiber A. Supporting and implementing the beneficial parts of the exposome: The environment can be the problem, but it can also be the solution. Int J Hyg Environ Health. 2024 Jan;255:
114290 . doi: 10.1016/j.ijheh.2023.114290 - Dzhambov AM, Markevych I, Lercher P. Greenspace seems protective of both high and low blood pressure among residents of an Alpine valley. Environ Int. 2018 Dec;121(Pt 1):443-452. doi: 10.1016/j.envint.2018.09.044
- Keith RJ, Hart JL, Bhatnagar A. Greenspaces And Cardiovascular Health. Circ Res. 2024 Apr 26;134(9):1179-1196. doi: 10.1161/CIRCRESAHA.124.323583
- Delgado-Lista J, Alcala-Diaz JF, Torres-Pena JD, et al. Long-term secondary prevention of cardiovascular disease with a Mediterranean diet and a low-fat diet (CORDIOPREV): a randomised controlled trial. Lancet. 2022 May 14;399(10338):1876-1885. doi: 10.1016/S0140-6736(22)00122-2
- Sun Y, Liu B, Rong S, et al. Food Insecurity Is Associated With Cardiovascular and All-Cause Mortality Among Adults in the United States. J Am Heart Assoc. 2020 Oct 20;9(19):
e014629 . doi: 10.1161/JAHA.119.014629 - Parekh T, Xue H, Al-Kindi S, Nasir K, Cheskin LJ, Cuellar AE. Food Environment Quality and Cardiovascular Disease Mortality in the United States: a County-Level Analysis from 2017 to 2019. J Gen Intern Med. 2024 Feb;39(2):176-185. doi: 10.1007/s11606-023-08335-9
- Lloyd M, Amos ME, Milfred-Laforest S, et al. Residing in a Food Desert and Adverse Cardiovascular Events in US Veterans With Established Cardiovascular Disease. Am J Cardiol. 2023 Jun 1:196:70-76. doi: 10.1016/j.amjcard.2023.03.010
- Poti JM, Braga B, Qin B. Ultra-processed Food Intake and Obesity: What Really Matters for Health-Processing or Nutrient Content? Curr Obes Rep. 2017 Dec;6(4):420-431. doi: 10.1007/s13679-017-0285-4
- Juul F, Vaidean G, Parekh N. Ultra-processed Foods and Cardiovascular Diseases: Potential Mechanisms of Action. Adv Nutr. 2021 Oct 1;12(5):1673-1680. doi: 10.1093/advances/nmab049
- Chen Z, Dazard JE, Khalifa Y, et al. Deep Learning-Based Assessment of Built Environment From Satellite Images and Cardiometabolic Disease Prevalence. JAMA Cardiol. 2024 Jun 1;9(6):556-564. doi: 10.1001/jamacardio.2024.0749
- Chen Z, Dazard JE, Khalifa Y, Motairek I, Al-Kindi S, Rajagopalan S. Artificial intelligence-based assessment of built environment from Google Street View and coronary artery disease prevalence. Eur Heart J. 2024 May 7;45(17):1540-1549. doi: 10.1093/eurheartj/ehae158
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
Keywords:
© 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.