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Abstract
Viral infections are a leading cause of myocarditis and pericarditis worldwide, conditions that frequently coexist. Myocarditis and pericarditis were some of the early comorbidities associated with SARS-CoV-2 infection and COVID-19. Many epidemiologic studies have been conducted since that time concluding that SARS-CoV-2 increased the incidence of myocarditis/pericarditis at least 15× over pre-COVID levels although the condition remains rare. The incidence of myocarditis pre-COVID was reported at 1 to 10 cases/100 000 individuals and with COVID ranging from 150 to 4000 cases/100 000 individuals. Before COVID-19, some vaccines were reported to cause myocarditis and pericarditis in rare cases, but the use of novel mRNA platforms led to a higher number of reported cases than with previous platforms providing new insight into potential pathogenic mechanisms. The incidence of COVID-19 vaccine-associated myocarditis/pericarditis covers a large range depending on the vaccine platform, age, and sex examined. Importantly, the findings highlight that myocarditis occurs predominantly in male patients aged 12 to 40 years regardless of whether the cause was due to a virus-like SARS-CoV-2 or associated with a vaccine-a demographic that has been reported before COVID-19. This review discusses findings from COVID-19 and COVID-19 vaccine-associated myocarditis and pericarditis considering the known symptoms, diagnosis, management, treatment, and pathogenesis of disease that has been gleaned from clinical research and animal models. Sex differences in the immune response to COVID-19 are discussed, and theories for how mRNA vaccines could lead to myocarditis/pericarditis are proposed. Additionally, gaps in our understanding that need further research are raised.
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Affiliation(s)
- DeLisa Fairweather
- Department of Cardiovascular Medicine (D.F., D.J.B., D.N.D., L.T.C.), Mayo Clinic, Jacksonville, FL
- Department of Environmental Health Sciences and Engineering, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD (D.F.,)
- Center for Clinical and Translational Science, Mayo Clinic, Rochester, MN (D.F., D.J.B., D.N.D.)
| | - Danielle J. Beetler
- Department of Cardiovascular Medicine (D.F., D.J.B., D.N.D., L.T.C.), Mayo Clinic, Jacksonville, FL
- Mayo Clinic Graduate School of Biomedical Sciences (D.J.B., D.N.D.), Mayo Clinic, Jacksonville, FL
- Center for Clinical and Translational Science, Mayo Clinic, Rochester, MN (D.F., D.J.B., D.N.D.)
| | - Damian N. Di Florio
- Department of Cardiovascular Medicine (D.F., D.J.B., D.N.D., L.T.C.), Mayo Clinic, Jacksonville, FL
- Mayo Clinic Graduate School of Biomedical Sciences (D.J.B., D.N.D.), Mayo Clinic, Jacksonville, FL
- Center for Clinical and Translational Science, Mayo Clinic, Rochester, MN (D.F., D.J.B., D.N.D.)
| | - Nicolas Musigk
- Deutsches Herzzentrum der Charité, Berlin, Germany (N.M., B.H.)
| | | | - Leslie T. Cooper
- Department of Cardiovascular Medicine (D.F., D.J.B., D.N.D., L.T.C.), Mayo Clinic, Jacksonville, FL
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De Michieli L, Jaffe AS, Sandoval Y. Use and Prognostic Implications of Cardiac Troponin in COVID-19. Heart Fail Clin 2023; 19:163-176. [PMID: 36863808 PMCID: PMC9973555 DOI: 10.1016/j.hfc.2022.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/04/2023]
Abstract
Myocardial injury is common in patients with COVID-19 and is associated with an adverse prognosis. Cardiac troponin (cTn) is used to detect myocardial injury and assist with risk stratification in this population. SARS-CoV-2 infection can play a role in the pathogenesis of acute myocardial injury due to both direct and indirect damage to the cardiovascular system. Despite the initial concerns about an increased incidence of acute myocardial infarction (MI), most cTn increases are related to chronic myocardial injury due to comorbidities and/or acute nonischemic myocardial injury. This review will discuss the latest findings on this topic.
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Affiliation(s)
- Laura De Michieli
- Department of Cardiovascular Diseases, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA,Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Via Giustiniani 2, Padova 35128, Italy
| | - Allan S. Jaffe
- Department of Cardiovascular Diseases, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA,Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA
| | - Yader Sandoval
- Department of Cardiovascular Diseases, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA.
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Cardiac Safety of Imatinib for the Treatment of COVID-19: A Secondary Analysis of a Randomized, Double-Blind, Placebo-Controlled Trial. J Cardiovasc Pharmacol 2022; 80:783-791. [PMID: 35976136 DOI: 10.1097/fjc.0000000000001344] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 07/11/2022] [Indexed: 12/13/2022]
Abstract
ABSTRACT Although previous studies support the clinical benefit of imatinib regarding respiratory status in hospitalized patients with COVID-19, potential cardiotoxicity may limit its clinical application. This study aimed to investigate the cardiac safety of imatinib in COVID-19. In the CounterCOVID study, 385 hospitalized hypoxemic patients with COVID-19 were randomly assigned to receive 10 days of oral imatinib or placebo in a 1:1 ratio. Patients with a corrected QT interval (QTc) >500 ms or left ventricular ejection fraction <40% were excluded. Severe cardiac adverse events were monitored for 28 days or until death occurred. Electrocardiogram measurements and cardiac biomarkers were assessed repeatedly during the first 10 days. A total of 36 severe cardiac events occurred, with a similar incidence in both treatment groups. No differences were observed in the computer-generated Bazett, manually interpreted Bazett, or Fridericia-interpreted QTcs. No clinically relevant alterations in other electrocardiogram parameters or plasma high-sensitivity cardiac troponin T (hs-cTnT) and N-terminal prohormone of brain natriuretic peptide (NT-proBNP) concentrations were observed. Similar findings were observed in a subgroup of 72 patients admitted to the intensive care unit. In the univariate and multivariable linear mixed models, treatment with imatinib was not significantly associated with QT interval duration, hs-cTnT, or NT-proBNP levels. In conclusion, imatinib treatment did not result in more cardiac events, QT interval prolongation, or altered hs-cTnT or NT-proBNP levels. This suggests that treatment with imatinib is safe in hospitalized patients with COVID-19 with a QTc duration of less than 500 ms and left ventricular ejection fraction >40%.
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Timpau AS, Miftode RS, Leca D, Timpau R, Miftode IL, Petris AO, Costache II, Mitu O, Nicolae A, Oancea A, Jigoranu A, Tuchilus CG, Miftode EG. A Real Pandora's Box in Pandemic Times: A Narrative Review on the Acute Cardiac Injury Due to COVID-19. LIFE (BASEL, SWITZERLAND) 2022; 12:life12071085. [PMID: 35888173 PMCID: PMC9318707 DOI: 10.3390/life12071085] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 07/15/2022] [Accepted: 07/18/2022] [Indexed: 01/08/2023]
Abstract
The intricate relationship between severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and the cardiovascular system is an extensively studied pandemic topic, as there is an ever-increasing amount of evidence that reports a high prevalence of acute cardiac injury in the context of viral infection. In patients with Coronavirus disease 2019, COVID-19, a significant increase in serum levels of cardiac troponin or other various biomarkers was observed, suggesting acute cardiac injury, thus predicting both a severe course of the disease and a poor outcome. Pathogenesis of acute cardiac injury is not yet completely elucidated, though several mechanisms are allegedly involved, such as a direct cardiomyocyte injury, oxygen supply-demand inequity caused by hypoxia, several active myocardial depressant factors during sepsis, and endothelial dysfunction due to the hyperinflammatory status. Moreover, the increased levels of plasma cytokines and catecholamines and a significantly enhanced prothrombotic environment may lead to the destabilization and rupture of atheroma plaques, subsequently triggering an acute coronary syndrome. In the present review, we focus on describing the epidemiology, pathogenesis, and role of biomarkers in the diagnosis and prognosis of patients with acute cardiac injury in the setting of the COVID-19 pandemic. We also explore some novel therapeutic strategies involving immunomodulatory therapy, as well as their role in preventing a severe form of the disease, with both the short-term outcome and the long-term cardiovascular sequelae being equally important in patients with SARS-CoV-2 induced acute cardiac injury.
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Affiliation(s)
- Amalia-Stefana Timpau
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.-S.T.); (D.L.); (I.-L.M.); (E.-G.M.)
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
| | - Radu-Stefan Miftode
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
- Correspondence: (R.-S.M.); (I.I.C.)
| | - Daniela Leca
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.-S.T.); (D.L.); (I.-L.M.); (E.-G.M.)
| | - Razvan Timpau
- Department of Radiology and Medical Imaging, St. Spiridon Emergency Hospital, 700115 Iasi, Romania;
| | - Ionela-Larisa Miftode
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.-S.T.); (D.L.); (I.-L.M.); (E.-G.M.)
| | - Antoniu Octavian Petris
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
| | - Irina Iuliana Costache
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
- Correspondence: (R.-S.M.); (I.I.C.)
| | - Ovidiu Mitu
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
| | - Ana Nicolae
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
| | - Alexandru Oancea
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
| | - Alexandru Jigoranu
- Department of Internal Medicine I (Cardiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.O.P.); (O.M.); (A.N.); (A.O.); (A.J.)
| | - Cristina Gabriela Tuchilus
- Department of Preventive Medicine and Interdisciplinarity (Microbiology), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania;
| | - Egidia-Gabriela Miftode
- Department of Infectious Diseases (Internal Medicine II), Faculty of Medicine, University of Medicine and Pharmacy “Gr. T. Popa”, 700115 Iasi, Romania; (A.-S.T.); (D.L.); (I.-L.M.); (E.-G.M.)
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Lionte C, Sorodoc V, Haliga RE, Bologa C, Ceasovschih A, Petris OR, Coman AE, Stoica A, Sirbu O, Puha G, Constantin M, Dumitrescu G, Gorciac V, Chelariu AC, Catana AN, Jaba E, Sorodoc L. Inflammatory and Cardiac Biomarkers in Relation with Post-Acute COVID-19 and Mortality: What We Know after Successive Pandemic Waves. Diagnostics (Basel) 2022; 12:1373. [PMID: 35741183 PMCID: PMC9222082 DOI: 10.3390/diagnostics12061373] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 05/29/2022] [Accepted: 05/30/2022] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Biomarkers were correlated with mortality in critically ill COVID-19 patients. No prediction tools exist for noncritically ill COVID-19 patients. We aimed to compare the independent prognostic value of inflammation and cardiac biomarkers for post-acute COVID-19 patients and the 30-day mortality rate in noncritically ill COVID-19 patients, as well as the relation with the virus variant involved. METHODS This observational cohort study was conducted at an emergency clinical hospital between 1 October 2020 and 31 December 2021. We included consecutive patients with biomarkers determined within 24 h of presentation, followed up at least 30 days postdischarge. RESULTS Post-acute COVID-19 was diagnosed in 20.3% of the cases and the all-cause 30-day mortality rate was 35.1% among 978 patients infected with variants of concern. Neutrophil-to-lymphocyte ratio (1.06 [95%CI, 1.01-1.11], p = 0.015) and NT-pro BNP were correlated with 30-daymortality, while the monocyte-to-lymphocyte ratio (2.77 [95%CI, 1.10-6.94], p = 0.03) and NT-pro BNP (1.68 [95%CI, 1.00-2.84], p = 0.05) were correlated with post-acute COVID-19. High-sensitivity to troponin was associated with 30-day mortality (1.55 [95%CI, 1.00-2.42], p = 0.05). A Cox proportional-hazards model confirmed that NT-pro BNP was independently associated with mortality. NT-pro BNP remained independently associated with 30-day mortality during follow-up (1.29 [95%CI, 1.07-1.56], p = 0.007) after adjustment for confounders. CONCLUSION Inflammation and cardiac biomarkers, determined upon admission and predischarge, in a cohort of hospitalized noncritically ill COVID-19 patients throughout successive pandemic waves, showed a predictive value for post-acute COVID-19 and 30-day mortality.
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Affiliation(s)
- Catalina Lionte
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Victorita Sorodoc
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Raluca Ecaterina Haliga
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Cristina Bologa
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Alexandr Ceasovschih
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Ovidiu Rusalim Petris
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
- Nursing Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania
| | - Adorata Elena Coman
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
- Preventive Medicine and Interdisciplinarity Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania
| | - Alexandra Stoica
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Oana Sirbu
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Gabriela Puha
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Mihai Constantin
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Gabriela Dumitrescu
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
| | - Victoria Gorciac
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
- Rheumatology Department, Clinical Recovery Hospital, 700661 Iasi, Romania
| | - Andrei-Costin Chelariu
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
- Hematology Department, Regional Institute of Oncology, 700483 Iasi, Romania
| | - Andreea Nicoleta Catana
- Infectious Disease Compartment, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania;
| | - Elisabeta Jaba
- Statistics Department, FEEA, “Alexandru Ioan Cuza” University, 700506 Iasi, Romania;
| | - Laurentiu Sorodoc
- Internal Medicine Department, “Grigore T. Popa” University of Medicine and Pharmacy Iasi, 700115 Iasi, Romania; (R.E.H.); (C.B.); (A.S.); (O.S.); (G.P.); (M.C.); (G.D.); (L.S.)
- Second Internal Medicine Clinic, “Sf. Spiridon” Emergency Clinical County Hospital, 700111 Iasi, Romania; (O.R.P.); (A.E.C.); (V.G.); (A.-C.C.)
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Affiliation(s)
- Laura De Michieli
- Department of Cardiovascular Diseases, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA; Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Via Giustiniani 2, Padova 35128, Italy
| | - Allan S Jaffe
- Department of Cardiovascular Diseases, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA; Department of Laboratory Medicine and Pathology, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA
| | - Yader Sandoval
- Department of Cardiovascular Diseases, Mayo Clinic, 200 1st Street Southwest, Rochester, MN 55905, USA.
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Imbalzano E, Orlando L, Sciacqua A, Nato G, Dentali F, Nassisi V, Russo V, Camporese G, Bagnato G, Cicero AFG, Dattilo G, Vatrano M, Versace AG, Squadrito G, Di Micco P. Machine Learning to Calculate Heparin Dose in COVID-19 Patients with Active Cancer. J Clin Med 2021; 11:219. [PMID: 35011959 PMCID: PMC8746167 DOI: 10.3390/jcm11010219] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2021] [Revised: 12/22/2021] [Accepted: 12/24/2021] [Indexed: 12/21/2022] Open
Abstract
To realize a machine learning (ML) model to estimate the dose of low molecular weight heparin to be administered, preventing thromboembolism events in COVID-19 patients with active cancer. Methods: We used a dataset comprising 131 patients with active cancer and COVID-19. We considered five ML models: logistic regression, decision tree, random forest, support vector machine and Gaussian naive Bayes. We decided to implement the logistic regression model for our study. A model with 19 variables was analyzed. Data were randomly split into training (70%) and testing (30%) sets. Model performance was assessed by confusion matrix metrics on the testing data for each model as positive predictive value, sensitivity and F1-score. Results: We showed that the five selected models outperformed classical statistical methods of predictive validity and logistic regression was the most effective, being able to classify with an accuracy of 81%. The most relevant result was finding a patient-proof where python function was able to obtain the exact dose of low weight molecular heparin to be administered and thereby to prevent the occurrence of VTE. Conclusions: The world of machine learning and artificial intelligence is constantly developing. The identification of a specific LMWH dose for preventing VTE in very high-risk populations, such as the COVID-19 and active cancer population, might improve with the use of new training ML-based algorithms. Larger studies are needed to confirm our exploratory results.
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Affiliation(s)
- Egidio Imbalzano
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Luana Orlando
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Angela Sciacqua
- Department of Medical and Surgical Sciences, University Magna Græcia of Catanzaro, 88100 Catanzaro, Italy;
| | - Giuseppe Nato
- Department of Electrical, Computer and Biomedical Engineering, University of Pavia, 27100 Pavia, Italy;
| | - Francesco Dentali
- Department of Medicine and Surgery, Insubria University, 21100 Varese, Italy;
| | - Veronica Nassisi
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Vincenzo Russo
- Department of Medical Translational Sciences, Division of Cardiology, Monaldi Hospital, University of Campania “Luigi Vanvitelli”, 80100 Naples, Italy;
| | - Giuseppe Camporese
- Unit of Angiology, Department of Cardiac, Thoracic and Vascular Sciences, Padua University Hospital, 35100 Padua, Italy;
| | - Gianluca Bagnato
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Arrigo F. G. Cicero
- IRCCS Policlinico S. Orsola—Malpighi, Hypertension and Cardiovascular Risk Research Center, DIMEC, University of Bologna, 40126 Bologna, Italy;
| | - Giuseppe Dattilo
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Marco Vatrano
- UTIC and Cardiology, Hospital “Pugliese-Ciaccio” of Catanzaro, 88100 Catanzaro, Italy;
| | - Antonio Giovanni Versace
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Giovanni Squadrito
- Department of Clinical and Experimental Medicine, University of Messina, 98122 Messina, Italy; (E.I.); (L.O.); (V.N.); (G.B.); (G.D.); (A.G.V.); (G.S.)
| | - Pierpaolo Di Micco
- Department of Medicine, BuonconsiglioFatebenefratelli Hospital, 80100 Naples, Italy
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Lippi G, Sanchis-Gomar F, Henry BM, Lavie CJ. Cardiac Biomarkers in COVID-19: A Narrative Review. EJIFCC 2021; 32:337-346. [PMID: 34819823 PMCID: PMC8592630] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The diagnosis and risk stratification of coronavirus disease 2019 (COVID-19) is primarily based on discretionary use of laboratory resources. Several lines of evidence now attest that cardiovascular disease not only is a frequent complication of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection, but its pre-existence may increase the risk of morbidity, disability, and death in patients with COVID-19. To this end, routine assessment of biomarkers of cardiac injury (i.e., cardiac troponin I or T) and dysfunction (e.g., natriuretic peptides) has emerged as an almost essential practice in patients with moderate, severe, and critical COVID-19 illness. Therefore, this narrative review aims to provide an overview of cardiac involvement in patients with SARS-CoV-2 infection as well as the clinical background for including cardiac biomarkers within specific panels of laboratory tests for managing COVID-19 patients.
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Affiliation(s)
- Giuseppe Lippi
- Section of Clinical Biochemistry, University of Verona, Verona, Italy,Corresponding author: Prof. Giuseppe Lippi Section of Clinical Biochemistry University Hospital of Verona Piazzale L.A. Scuro, 10 37134 Verona Italy Phone: 0039-045-8122970 Fax: 0039-045-8124308
| | - Fabian Sanchis-Gomar
- University of Valencia and INCLIVA Biomedical Research Institute, Valencia, Spain
| | - Brandon Michael Henry
- The Heart Institute, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, U.S.A.
| | - Carl J. Lavie
- John Ochsner Heart and Vascular Institute, Ochsner Clinical School - The University of Queensland School of Medicine, New Orleans, Louisiana, U.S.A.
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