Artificial Intelligence in Cardiovascular Health: Insights into Post-COVID Public Health Challenges

WHO. Cardiovascular diseases (CVDs) (Updated: 21 June, 2021). 2022. https://www.who.int/news-room/fact-sheets/detail/cardiovascular-diseases-(cvds). Accessed 10 Sept 2024.

WHO. Cardiovascular diseases (Updated: 21 June, 2024). 2024. https://www.who.int/health-topics/cardiovascular-diseases#tab=tab_1 Accessed 30 Jan, 2025.

WHO. COVID-19 dashboard; number of COVID-19 deaths reported to WHO (cumulative total) (cited on 04 Sept, 2024). 2024. https://data.who.int/dashboards/covid19/deaths?n=c

WHO. (Updated: 11 Mar, 2020). 2020. https://www.who.int/dg/speeches/detail/who-director-general-s-opening-remarks-at-the-media-briefing-on-covid-19---11-march-2020 Accessed 26 Jan, 2025.

WHO. COVID-19 dashboard; number of COVID-19 cases reported to WHO (cumulative total) (Updated: 5 Jan, 2025). 2025. https://data.who.int/dashboards/covid19/cases?n=c Accessed 26 Jan, 2025.

Zhang H, Penninger JM, Li Y, Zhong N, Slutsky AS. Angiotensin-converting enzyme 2 (ACE2) as a SARS-CoV-2 receptor: molecular mechanisms and potential therapeutic target. Intensive Care Med. 2020;46:586–90. https://doi.org/10.1007/s00134-020-05985-9.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Harky A, Ala’Aldeen A, Butt S, Duric B, Roy S, Zeinah M. COVID-19 and multiorgan response: the long-term impact. Curr Probl Cardiol. 2023;48:101756. https://doi.org/10.1016/j.cpcardiol.2023.101756.

Article  PubMed  PubMed Central  Google Scholar 

Sherif ZA, Gomez CR, Connors TJ, Henrich TJ, Reeves WB, RECOVER Mechanistic Pathway Task Force. Pathogenic mechanisms of post-acute sequelae of SARS-CoV-2 infection (PASC). Elife. 2023;12:e86002. https://doi.org/10.7554/eLife.86002.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Ntchana A, Shrestha S, Pippin M. Cardiovascular complications of COVID-19: a scoping review of evidence. Cureus. 2023;15:e48275. https://doi.org/10.7759/cureus.48275.

Article  PubMed  PubMed Central  Google Scholar 

Madjid M, Safavi-Naeini P, Solomon SD, Vardeny O. Potential effects of coronaviruses on the cardiovascular system: a review. JAMA Cardiol. 2020;5:831–40. https://doi.org/10.1001/jamacardio.2020.1286.

Article  PubMed  Google Scholar 

Clerkin KJ, Fried JA, Raikhelkar J, Sayer G, Griffin JM, Masoumi A, Jain SS, Burkhoff D, Kumaraiah D, Rabbani L, Schwartz A, Uriel N. COVID-19 and cardiovascular disease. Circulation. 2020;141:1648–55. https://doi.org/10.1161/circulationaha.120.046941.

Article  CAS  PubMed  Google Scholar 

Sharma VK, Tomar LK, Tyagi C, Manjhi J, Reddy YP, Tiwari SK. COVID-19 and anticoagulant based therapeutics: approach with great promise. J Infect Public Health. 2021;14:681–2. https://doi.org/10.1016/j.jiph.2020.09.014.

Article  PubMed  Google Scholar 

Behera KL, Taneja M, Faiz A, Hanumanthayya M, Sharma VK, Kore N, Antony M. Environmental health interventions and their impact on quality of life. Health Leadersh Qual Life. 2024;3:383. https://doi.org/10.56294/hl2024.383.

Article  Google Scholar 

Huerne K, Filion KB, Grad R, Ernst P, Gershon AS, Eisenberg MJ. Epidemiological and clinical perspectives of long COVID syndrome. Am J Med Open. 2023;9:100033. https://doi.org/10.1016/j.ajmo.2023.100033.

Article  PubMed  PubMed Central  Google Scholar 

Rajotiya S, Mishra S, Singh AK, Singh P, Bareth H, Singh M, Raj P, Nathiya D, Tomar BS. Post-COVID-19 cardio-pulmonary manifestations after 1-year of SARS-CoV-2 infection among Indian population: a single centre, case-control study (OneCoV2 study). J Infect Public Health. 2024;17:145–51. https://doi.org/10.1016/j.jiph.2023.11.013.

Article  PubMed  Google Scholar 

Kemerley A, Gupta A, Thirunavukkarasu M, Maloney M, Burgwardt S, Maulik N. COVID-19 associated cardiovascular disease-risks, prevention and management: heart at risk due to COVID-19. Curr Issues Mol Biol. 2024;46:1904–20. https://doi.org/10.3390/cimb46030124.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Tsampasian V, Bäck M, Bernardi M, Cavarretta E, Dębski M, Gati S, Hansen D, Kränkel N, Koskinas K, Niebauer J, Spadafora L, Frias Vargas M, Biondi-Zoccai G, Vassiliou VS. Cardiovascular disease as part of long COVID: a systematic review. Eur J Prev Cardiol. 2024. https://doi.org/10.1093/eurjpc/zwae070.

Article  Google Scholar 

Dhakal BP, Sweitzer NK, Indik JH, Acharya D, William P. SARS-CoV-2 infection and cardiovascular disease: COVID-19 heart. Heart Lung Circ. 2020;29:973–87. https://doi.org/10.1016/j.hlc.2020.05.101.

Article  PubMed  PubMed Central  Google Scholar 

Shao HH, Yin RX. Pathogenic mechanisms of cardiovascular damage in COVID-19. Mol Med. 2024;30:92. https://doi.org/10.1186/s10020-024-00855-2.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Armoundas AA, Narayan SM, Arnett DK, Spector-Bagdady K, Bennett DA, Celi LA, Friedman PA, Gollob MH, Hall JL, Kwitek AE, Lett E, Menon BK, Sheehan KA, Al-Zaiti SS. Use of artificial intelligence in improving outcomes in heart disease: a scientific statement from the American heart association. Circulation. 2024;149:e1028–50. https://doi.org/10.1161/CIR.0000000000001201.

Article  PubMed  PubMed Central  Google Scholar 

Johansson M, Ståhlberg M, Runold M, Nygren-Bonnier M, Nilsson J, Olshansky B, Bruchfeld J, Fedorowski A. Long-Haul Post-COVID-19 symptoms presenting as a variant of postural orthostatic tachycardia syndrome: the Swedish experience. JACC Case Rep. 2021;3:573–80. https://doi.org/10.1016/j.jaccas.2021.01.009.

Article  PubMed  PubMed Central  Google Scholar 

Holland DJ, Blazak PL, Martin J, Broom J, Poulter RS, Stanton T. Myocarditis and cardiac complications associated with COVID-19 and mRNA vaccination: A pragmatic narrative review to guide clinical practice. Heart Lung Circ. 2022;31:924–33. https://doi.org/10.1016/j.hlc.2022.03.003.

Article  PubMed  PubMed Central  Google Scholar 

Vilaplana-Carnerero C, Giner-Soriano M, Dominguez À, Morros R, Pericas C, Álamo-Junquera D, Toledo D, Gallego C, Redondo A, Grau M. Atherosclerosis, cardiovascular disease, and COVID-19: a narrative review. Biomedicines. 2023;11:1206. https://doi.org/10.3390/biomedicines11041206.

Article  PubMed  PubMed Central  Google Scholar 

Turner S, Khan MA, Putrino D, Woodcock A, Kell DB, Pretorius E. Long COVID: pathophysiological factors and abnormalities of coagulation. Trends Endocrinol Metab. 2023;34:321–44. https://doi.org/10.1016/j.tem.2023.03.002.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Bajwa J, Munir U, Nori A, Williams B. Artificial intelligence in healthcare: transforming the practice of medicine. Future Healthc J. 2021;8:e188–94. https://doi.org/10.7861/fhj.2021-0095.

Article  PubMed  PubMed Central  Google Scholar 

Maleki Varnosfaderani S, Forouzanfar M. The role of AI in hospitals and clinics: transforming healthcare in the 21st century. Bioeng (Basel). 2024;1:337. https://doi.org/10.3390/bioengineering11040337.

Article  Google Scholar 

Bekbolatova M, Mayer J, Ong CW, Toma M. Transformative potential of AI in healthcare: definition Maleki, Varnosfaderani S, Forouzanfar M. The role of AI in hospitals and clinics: transforming healthcare in the 21st century. Bioengineering (Basel). 2024;11:337. https://doi.org/10.3390/healthcare12020125

Singh M, Kumar A, Khanna NN, Laird JR, Nicolaides A, Faa G, Johri AM, Mantella LE, Fernandes JFE, Teji JS, Singh N, Fouda MM, Singh R, Sharma A, Kitas G, Rathore V, Singh IM, Tadepalli K, Al-Maini M, Isenovic ER, Suri JS. Artificial intelligence for cardiovascular disease risk assessment in personalised framework: a scoping review. EClinicalMedicine. 2024;73:102660. https://doi.org/10.1016/j.eclinm.2024.102660.

Article  PubMed  PubMed Central  Google Scholar 

Jamuna KV, Sharma VK, Thamminaina A, Rout U. Occupational safety and health evaluations in emergency medical response services. Health Leadersh Qual Life. 2023;2:300. https://doi.org/10.56294/hl2023300.

Article  Google Scholar 

Liu T, Krentz A, Lu L, Curcin V. Machine learning based prediction models for cardiovascular disease risk using electronic health records data: systematic review and meta-analysis. Eur Heart J Digit Health. 2024;6:7–22. https://doi.org/10.1093/ehjdh/ztae080.

Article  PubMed  PubMed Central  Google Scholar 

Akella A, Akella S. Machine learning algorithms for predicting coronary artery disease: efforts toward an open source solution. Future Sci OA. 2021;7:FSO698. https://doi.org/10.2144/fsoa-2020-0206.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Olawade DB, Wada OJ, David-Olawade AC, Kunonga E, Abaire O, Ling J. Using artificial intelligence to improve public health: a narrative review. Front Public Health. 2023;11:1196397. https://doi.org/10.3389/fpubh.2023.1196397.

Article  PubMed 

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