1
|
Ruzieh M, Bai C, Meisel E, Kramer EF, Frechette RR, Nassereddin AT, Smoot M, Edwards ES, Kurup V, Naccarelli GV, Naik D, Kimmel SE, Mardini MT. Predictors of left atrial appendage thrombus in atrial fibrillation patients undergoing cardioversion. J Interv Card Electrophysiol 2024:10.1007/s10840-024-01868-x. [PMID: 38995603 DOI: 10.1007/s10840-024-01868-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 06/28/2024] [Indexed: 07/13/2024]
Abstract
BACKGROUND Atrial fibrillation and atrial flutter represent the most prevalent clinically significant cardiac arrhythmias. While the CHA2DS2-VASc score is commonly used to inform anticoagulation therapy decisions for patients with these conditions, its predictive power is limited. Therefore, we sought to improve risk prediction for left atrial appendage thrombus (LAAT), a known risk factor for stroke in these patients. METHODS We developed and validated an explainable machine learning model using the eXtreme Gradient Boosting algorithm with 5 × 5 nested cross-validation. The primary outcome was to predict the probability of LAAT in patients with atrial fibrillation and atrial flutter who underwent transesophageal echocardiogram prior to cardioversion. Our algorithm used 37 demographic, comorbid, and transthoracic echocardiographic variables. RESULTS A total of 795 patients were included in our analysis. LAAT was present in 11.3% of the patients. The average age of patients was 63.3 years and 34.7% were women. Patients with LAAT had significantly lower left ventricular ejection fraction (29.9% vs 43.5%; p < 0.001), lower E' lateral velocity (5.7 cm vs. 7.9 cm; p < 0.001) and higher E/A ratio (2.6 vs 1.8; p = 0.002). Our machine learning model achieved a high AUC of 0.79, with a high specificity of 0.82, and modest sensitivity of 0.57. Left ventricular ejection fraction was the most important variable in predicting LAAT. Patients were split into 10 buckets based on the percentile of their predicted probability of having thrombus. The lower the percentile (e.g., 10%), the lower the probability of having thrombus. Using a cutoff point of 0.16 which includes 10.0% of the patients, we can rule out thrombus with 100% confidence. CONCLUSION Using machine learning, we refined the predictive power of predicting LAAT and explained the model. These results show promise in providing better guidance for anticoagulation therapy and cardioversion in AF and AFL patients.
Collapse
Affiliation(s)
- Mohammed Ruzieh
- Department of Medicine, Division of Cardiovascular Medicine, College of Medicine, University of Florida, 1600 SW Archer road, PO Box100288, Gainesville, FL, 32610, USA.
| | - Chen Bai
- Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Emily Meisel
- College of Medicine, University of Florida, Gainesville, FL, USA
| | - Ethan F Kramer
- College of Medicine, University of Florida, Gainesville, FL, USA
| | | | - Ali T Nassereddin
- Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Madeline Smoot
- Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Emily S Edwards
- Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Varsha Kurup
- Department of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Gerald V Naccarelli
- Penn State Heart and Vascular Institute, Penn State University, Hershey, PA, USA
| | - Dhaval Naik
- Department of Medicine, Division of Cardiovascular Medicine, College of Medicine, University of Florida, 1600 SW Archer road, PO Box100288, Gainesville, FL, 32610, USA
| | - Stephen E Kimmel
- Department of Epidemiology, College of Public Health and Health Professions & College of Medicine, University of Florida, Gainesville, FL, USA
| | - Mamoun T Mardini
- Department of Health Outcomes and Biomedical Informatics, College of Medicine, University of Florida, Gainesville, FL, USA
| |
Collapse
|
2
|
Yang S, Zhang Y, Chen N, Shi J, Ju W, Chen H, Yang G, Wang Z, Liu H, Jiang X, Cui C, Chen M, Li M. Characteristics, Thrombus Resolution, and Long-Term Outcomes in Patients with Nonvalvular Atrial Fibrillation and Atrial Thrombus. Clin Appl Thromb Hemost 2023; 29:10760296231168097. [PMID: 37079758 PMCID: PMC10126607 DOI: 10.1177/10760296231168097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/22/2023] Open
Abstract
To assess the prevalence and management of atrial thrombus in patients with nonvalvular atrial fibrillation (NVAF) and identify the risk factors of the nonresolution of atrial thrombus. This single-center retrospective observational study consecutively enrolled patients with NVAF and atrial thrombus detected using transesophageal echocardiography (TEE) or cardiac computed tomography angiography (CTA) from January 2012 to December 2020. Patients with prior left atrial appendage (LAA) intervention were excluded. The primary endpoint was the presence of atrial thrombus, while the secondary endpoint was the complete resolution of atrial thrombus. The prevalence of atrial thrombus in patients with NVAF was 1.4%. Ninety patients with atrial thrombus (mean age 62.8 ± 11.9 years and 61.1% men) were finally analyzed. Atrial thrombus was in the LAA in 82 (91.1%) patients. During follow up, 60% of the patients showed complete resolution of atrial thrombus. Congestive heart failure (odds ratio [OR]: 8.94; 95% confidence interval [CI]: 1.67-47.80) and a history of ischemic stroke (OR: 8.28; 95% CI: 1.48-46.42) were independently associated with the risk of the nonresolution of atrial thrombus. The presence of atrial thrombus in patients with NVAF who received anticoagulation therapy is non-negligible. Even in anticoagulated patients, TEE or cardiac CTA might still be needed. Congestive heart failure and a history of ischemic stroke are risk factors of the nonresolution of atrial thrombus.
Collapse
Affiliation(s)
- Shu Yang
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yanjuan Zhang
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Ning Chen
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jiaojiao Shi
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Weizhu Ju
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Hongwu Chen
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Gang Yang
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Zidun Wang
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Hailei Liu
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Xiaohong Jiang
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Chang Cui
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Minglong Chen
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| | - Mingfang Li
- Division of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu, China
| |
Collapse
|
3
|
Kaufmann D, Wabich E, Kapłon-Cieślicka A, Gawałko M, Budnik M, Uziębło-Życzkowska B, Krzesiński P, Starzyk K, Wożakowska-Kapłon B, Wójcik M, Błaszczyk R, Hiczkiewicz J, Budzianowski J, Mizia-Stec K, Wybraniec MT, Kosmalska K, Fijałkowski M, Szymańska A, Dłużniewski M, Haberka M, Kucio M, Michalski B, Kupczyńska K, Tomaszuk-Kazberuk A, Wilk-Śledziewska K, Wachnicka-Truty R, Koziński M, Burchardt P, Daniłowicz-Szymanowicz L. Echocardiographic predictors of thrombus in left atrial appendage—The role of novel transthoracic parameters. Front Cardiovasc Med 2022; 9:1059111. [DOI: 10.3389/fcvm.2022.1059111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 10/31/2022] [Indexed: 12/05/2022] Open
Abstract
IntroductionThe left atrium appendage thrombus (LAAT) formation is a complex process. A CHA2DS2-VASc scale is an established tool for determining the thromboembolic risk and initiation of anticoagulation treatment in patients with atrial fibrillation or flutter (AF/AFL). We aimed to identify whether any transthoracic echocardiography (TTE) parameters could have an additional impact on LAAT detection.MethodsThat is a sub-study of multicenter, prospective, observational study LATTEE (NCT03591627), which enrolled 3,109 consecutive patients with AF/AFL referred for transesophageal echocardiography (TEE) before cardioversion or ablation.ResultsLAAT was diagnosed in 8.0% of patients. The univariate logistic regression analysis [based on pre-specified in the receiver operating characteristic (ROC) analysis cut-off values with AUC ≥ 0.7] identified left ventricular ejection fraction (LVEF) ≤ 48% and novel TTE parameters i.e., the ratios of LVEF and left atrial diameter (LAD) ≤ 1.1 (AUC 0.75; OR 5.64; 95% CI 4.03–7.9; p < 0.001), LVEF to left atrial area (LAA) ≤ 1.7 (AUC 0.75; OR 5.64; 95% CI 4.02–7.9; p < 0.001), and LVEF to indexed left atrial volume (LAVI) ≤ 1.1 (AUC 0.75, OR 6.77; 95% CI 4.25–10.8; p < 0.001) as significant predictors of LAAT. In a multivariate logistic regression analysis, LVEF/LAVI and LVEF/LAA maintained statistical significance. Calculating the accuracy of the abovementioned ratios according to the CHA2DS2-VASc scale values revealed their highest predictive power for LAAT in a setting with low thromboembolic risk.ConclusionNovel TTE indices could help identify patients with increased probability of the LAAT, with particular applicability for patients at low thromboembolic risk.
Collapse
|
4
|
Erickson M, Yadav H, Sneij E, Austin J, Manyam H. Incidence of left atrial appendage thrombus despite 3 weeks of anticoagulation and the need for precardioversion echocardiography. Ann Noninvasive Electrocardiol 2022; 27:e12989. [PMID: 35802810 PMCID: PMC9484012 DOI: 10.1111/anec.12989] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 06/17/2022] [Indexed: 11/29/2022] Open
Abstract
Background One of the most catastrophic complications of Atrial fibrillation (AF) is thromboembolic stroke. Current guidelines recommend that 3 weeks of anticoagulation is adequate prior to direct current cardioversion (DCCV) to prevent thromboembolism. Here we present data regarding, which anticoagulant is most likely to show a presence of an Left atrial appendage thrombus (LAAT) on trans esophageal echocardiogram (TEE) for DCCV despite 3 weeks of anticoagulation. Objective To investigate the effectiveness of both vitamin k antagonist (VKA) and direct oral anticoagulants (DOAC) in patients with AF as an anticoagulant for LAAT after 3 weeks of medication. Methods This is a single‐high volume tertiary center, where TEE precardioversion is the standard practice. We reviewed data over 10 months where DCCV was intended on individuals with AF who were fully anticoagulated for at least 3 weeks with either a VKA or taking a DOAC. Results The data showed a statistical difference between patients who were fully anticoagulated for at least 3 weeks with VKA in comparison to DOACs. Patients on DOACs are significantly less likely to have an LAAT after at least 3 weeks of anticoagulation. OR = 0.04 (CI 95% 0.005–0.42; p‐value < .05). Despite anticoagulation for at least 3 weeks, 40% of our patients still had a LAAT. Conclusion Our data indicates that all patients should be required to undergo a TEE prior to DCCV. This data also adds to the current evidence and supports the use of DOAC in AF to prevent LAAT.
Collapse
Affiliation(s)
- Marc Erickson
- Department of Cardiology, University of Tennessee College of Medicine, Chattanooga, Tennessee, USA
| | - Harika Yadav
- Department of Internal Medicine, University of Tennessee College of Medicine, Chattanooga, Tennessee, USA
| | - Eliea Sneij
- Department of Internal Medicine, University of Tennessee College of Medicine, Chattanooga, Tennessee, USA
| | - Jordan Austin
- Department of Internal Medicine, University of Tennessee College of Medicine, Chattanooga, Tennessee, USA
| | - Harish Manyam
- Department of Cardiology, University of Tennessee College of Medicine, Chattanooga, Tennessee, USA
| |
Collapse
|
5
|
Vincenti A, Porcu L, Sonaglioni A, Genovesi S. Proposal for a clinical and an echocardiographic score for prediction of left atrial thrombosis in atrial fibrillation patients undergoing early electrical cardioversion. Int J Clin Pract 2021; 75:e14706. [PMID: 34363727 PMCID: PMC9286836 DOI: 10.1111/ijcp.14706] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 08/05/2021] [Indexed: 11/30/2022] Open
Abstract
AIMS Left atrial thrombosis (LAT) is usually detected by transesophageal echocardiography (TEE). The aim of the present study was to identify clinical and echocardiographic factors associated with left atrial thrombosis in atrial fibrillation (AF) patients undergoing early electrical cardioversion (ECV) in order to create scores that can predict LAT, in a non-invasive way. METHODS A consecutive cohort of patients with persistent AF scheduled for ECV was evaluated by transthoracic echocardiography and TEE. By a logistic regression model, variables significantly associated with LAT were assessed and introduced in predictive models to develop both a clinical and an echocardiographic prediction score for the presence of LAT. RESULTS In total, 125 patients [median 71 (range 49-88) years, 60.0% males] were enrolled. Transesophageal echocardiography showed LAT in 35 patients (28%). The clinical variables significantly associated with LAT were previous stroke (OR = 4.17), higher CHA2 DS2 -VASc score (OR = 1.93), lower estimated glomerular filtration rate (OR = 0.80), and higher brain natriuretic peptide levels (OR = 1.44). Among echocardiographic parameters, E/e' ratio was directly associated with LAT (OR = 2.25), while an inverse correlation was detected with left ventricular ejection fraction (OR = 0.43) and total global left atrial strain (OR = 0.59). Two prediction scores (clinical and echocardiographic) were developed. The positive predictive values of the clinical and the echocardiographic score were 80% and 100%, respectively, while the negative predictive values were 98% and 94%, respectively. Combined use of the scores reached a positive and negative predictive value of 100%. CONCLUSIONS When providing concordant information the two scores are able to correctly identify patients with or without LAT. An external validation is necessary to demonstrate their usefulness in the clinical practice.
Collapse
Affiliation(s)
- Antonio Vincenti
- Department of CardiologyOspedale San Giuseppe, MultiMedica IRCCSMilanItaly
| | - Luca Porcu
- Department of OncologyIstituto di Ricerche Farmacologiche Mario Negri IRCCSMilanItaly
| | - Andrea Sonaglioni
- Department of CardiologyOspedale San Giuseppe, MultiMedica IRCCSMilanItaly
| | - Simonetta Genovesi
- School of Medicine and SurgeryUniversity of Milano ‐ BicoccaMilanItaly
- Department of Cardiovascular, Neural, and Metabolic SciencesIstituto Auxologico Italiano IRCCSMilanItaly
| |
Collapse
|
6
|
CHA 2DS 2-VASc Score as a Predictor for Left Atrial Thrombus or Spontaneous Echo Contrast in Patients with Nonvalvular Atrial Fibrillation: A Meta-Analysis. BIOMED RESEARCH INTERNATIONAL 2020; 2020:2679539. [PMID: 32733935 PMCID: PMC7369682 DOI: 10.1155/2020/2679539] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2020] [Revised: 06/08/2020] [Accepted: 06/22/2020] [Indexed: 11/28/2022]
Abstract
Objective This meta-analysis aimed at exploring the predictive value of CHA2DS2-VASc score for the left atrial thrombus (LAT) or left atrial spontaneous echo contrast (LASEC) in patients with nonvalvular atrial fibrillation (NVAF). Methods PubMed, Embase, Web of Science, ScienceDirect, Cochrane Library, and Chinese core journals of the CNKI and Wanfang databases were searched to identify all the relevant papers that were published up to January 2020. The data were extracted for pooled odds ratios (ORs) with 95% confidence intervals (CIs), heterogeneity, subgroup, publication bias, and sensitivity analysis. Results Overall, 15 studies containing 6223 patients with NVAF were enrolled. All studies were evaluated for LAT, and 12 studies were evaluated for LASEC. The pooled analysis using a random-effects model showed that a high CHA2DS2-VASc score was related with LAT/LASEC (pooled OR = 1.59, 95% CI: 1.35–1.88, P < 0.001) with high heterogeneity (I2 = 76.9%, P < 0.001) and LAT (pooled OR = 1.83, 95% CI: 1.44–2.33, P < 0.001) with high heterogeneity (I2 = 79.4%, P < 0.001). The subgroup analysis demonstrated that the sample size may be the main source of heterogeneity. Although the Begg's funnel plot based on 15 studies for LAT/LASEC (P = 0.029) and 12 studies for LAT (P = 0.046) indicated the presence of publication bias among the included studies, the trim-and-fill method verified the stability of the pooled outcomes. In addition, sensitivity analysis indicated that all effects were stable. Conclusion The results of this meta-analysis showed that the CHA2DS2-VASc score is related with LAT and LASEC in patients with NVAF. However, more studies are warranted to address this issue.
Collapse
|
7
|
Association of left atrial deformation indices with left atrial appendage thrombus in patients with non valvular atrial fibrillation. Indian Heart J 2020; 72:265-271. [PMID: 32861381 PMCID: PMC7474115 DOI: 10.1016/j.ihj.2020.07.010] [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: 04/11/2020] [Revised: 06/16/2020] [Accepted: 07/07/2020] [Indexed: 11/21/2022] Open
Abstract
Aim Assessment of the value of left atrial deformation indices for prediction of left atrial appendage functioning patients with non-valvular atrial fibrillation. Method The study included 250 patients with non-valvular atrial fibrillation and normal left atrial dimension. Trans-thoracic and trans-esophageal echocardiography were performed. Patients were divided into two groups; patients with LAA thrombus (group I) and patients without LAA thrombus (group II), a correlation between trans-esophageal and trans-thoracic data was analyzed. Results Group I included110 patients (44%) and Group II 140 patients (56%). By TDI mean LA strain and strain rate were lower in group I (21.89 ± 7.75% vs 35.14 ± 9.28%; p < 0.001) and (1.15/sec, IQR 0.12–3/sec versus 2.1/sec, IQR 0.21–3/sec, p < 0.001) respectively. By speckle tracking PALS and strain rate were lower in group I (24.79 ± 7.78% vs 37.63 ± 8.64%; p value < 0.001) and (0.95 ± 0.32/sec. Vs 1.27 ± 0.32/sec p, value < 0.001) respectively. By TEE; group I had lower LAA EF (39.2 ± 13.55% vs 53.86 ± 12.7%); p < 0.001, and lower LAA emptying velocity (17.53 cm/s, IQR 9.54–77.4 vs 63.5 cm/s, IQR 7.89–86.4; p < 0.001). There was a good correlation between LA TDI and speckle tracking PALS and PALSR and LAA EF% and velocity p < 0.001. TDI and PALS and PALSR were found to be significant predictors for LAA thrombus (P < 0.05) with good sensitivity and specificity. Conclusion Left atrium deformation indices are predictors of LAA thrombus or SEC in patients with non-valvular AF with accepted sensitivity and specificity.
Collapse
|
8
|
Gorczyca I, Michalska A, Chrapek M, Budnik M, Starzyk K, Jelonek O, Uziębło-Życzkowska B, Kapłon-Cieślicka A, Gawałko M, Krzesiński P, Jurek A, Scisło P, Kochanowski J, Kiliszek M, Gielerak G, Filipiak KJ, Opolski G, Wożakowska-Kapłon B. Thrombus in the left atrial appendage in patients with atrial fibrillation treated with non-vitamin K antagonist oral anticoagulants in clinical practice-A multicenter registry. J Cardiovasc Electrophysiol 2020; 31:2005-2012. [PMID: 32458520 DOI: 10.1111/jce.14589] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 05/16/2020] [Accepted: 05/19/2020] [Indexed: 11/27/2022]
Abstract
BACKGROUND The prevalence and predictors of left atrial appendage thrombus (LAAT) in patients with non-valvular atrial fibrillation (AF) who have been treated with non-vitamin K antagonist oral anticoagulants (NOACs) are not well defined. We aimed to assess the occurrence and predictors of LAAT on transesophageal echocardiography (TOE) in patients with non-valvular AF treated with NOACs for at least 3 weeks. METHODS Consecutive patients with non-valvular AF who underwent TOE before catheter ablation or electrical cardioversion in three high-reference centers between 2014 and 2018 were included. Patients on apixaban were excluded from the study due to low numbers in this category. All patients received NOACs for at least 3 weeks before TOE. RESULTS A total of 1148 patients (female, 38.1%; mean age, 62.1 years) referred to our centers for catheter ablation of AF (52.1%) or electrical cardioversion (47.9%) were included. Patients were on rivaroxaban (51.9%) or dabigatran (48.1%). Preprocedural TOE revealed LAAT in 4.4% of all patients. Multivariable logistic regression analysis showed the CHA2DS2-VASc score ≥2 points (OR = 2.11; 95% CI, 1.15-3.88; P = .0161), non-paroxysmal AF (OR = 6.30; 95% CI, 2.22-17.91; P = .0005), and GFR <60 mL/min/1.73 m2 (OR = 2.05; 95% CI, 1.14-3.67; P = .0160) were independent predictors of LAAT in patients treated with NOACs. CONCLUSIONS In non-valvular AF patients treated with NOACs, the prevalence of LAAT was 4.4% before electrical cardioversion or ablation. In addition to the CHA2DS2-VASc score, the type of AF and renal function should be considered in the stratification of thromboembolism risk in AF patients and qualification for a preprocedural TOE.
Collapse
Affiliation(s)
- Iwona Gorczyca
- 1st Clinic of Cardiology and Electrotherapy, Swietokrzyskie Cardiology Centre, Kielce, Poland.,Faculty of Medical and Health Sciences, The Jan Kochanowski University, Kielce, Poland
| | - Anna Michalska
- Faculty of Medical and Health Sciences, The Jan Kochanowski University, Kielce, Poland
| | - Magdalena Chrapek
- Faculty of Mathematics and Natural Sciences, The Jan Kochanowski University, Kielce, Poland
| | - Monika Budnik
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Katarzyna Starzyk
- 1st Clinic of Cardiology and Electrotherapy, Swietokrzyskie Cardiology Centre, Kielce, Poland.,Faculty of Medical and Health Sciences, The Jan Kochanowski University, Kielce, Poland
| | - Olga Jelonek
- 1st Clinic of Cardiology and Electrotherapy, Swietokrzyskie Cardiology Centre, Kielce, Poland
| | | | | | - Monika Gawałko
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Paweł Krzesiński
- Department of Cardiology and Internal Diseases, Military Institute of Medicine, Warsaw, Poland
| | - Agnieszka Jurek
- Department of Cardiology and Internal Diseases, Military Institute of Medicine, Warsaw, Poland
| | - Piotr Scisło
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Janusz Kochanowski
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Marek Kiliszek
- Department of Cardiology and Internal Diseases, Military Institute of Medicine, Warsaw, Poland
| | - Grzegorz Gielerak
- Department of Cardiology and Internal Diseases, Military Institute of Medicine, Warsaw, Poland
| | - Krzysztof J Filipiak
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Grzegorz Opolski
- 1st Chair and Department of Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Beata Wożakowska-Kapłon
- 1st Clinic of Cardiology and Electrotherapy, Swietokrzyskie Cardiology Centre, Kielce, Poland.,Faculty of Medical and Health Sciences, The Jan Kochanowski University, Kielce, Poland
| |
Collapse
|