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Budzianowski J, Faron W, Rzeźniczak J, Słomczyński M, Hiczkiewicz D, Olejniczak J, Hiczkiewicz J, Burchardt P. Predictors of Revascularization in Patients with Unstable Angina. J Clin Med 2024; 13:1096. [PMID: 38398410 PMCID: PMC10889168 DOI: 10.3390/jcm13041096] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 02/06/2024] [Accepted: 02/12/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND The factors that determine the necessity of coronary artery revascularization in patients with unstable angina (UA) have been supported by limited data. Therefore, this study aimed to identify the predictors of revascularization in patients with UA. METHODS The study included the recorded data of 3668 patients with UA who underwent cardiac catheterization (age 66 ± 9.2, men 70%); 2615 of them (71%) underwent revascularization (percutaneous transluminal coronary angioplasty (PTCA), coronary artery bypass graft (CABG), or hybrid revascularization. The remaining 1053 patients (29%) had no significant coronary stenosis and were regarded as controls. Multivariable logistic regression analysis was performed to separate the predictors of revascularization. RESULTS It was found that severe angina (OR 2.7, 95%CI 1.9-3.7), male gender (OR 1.4, 95%CI 1.1-1.7), and hyperlipidemia were the predictors of revascularization. It was also noted that intraventricular conduction disorders including left and right bundle branch blocks and a history of previous revascularization and myocardial infarction were associated with lower odds of revascularization. CONCLUSION Overall, however, the predictive value of the studied factors proved to be poor and may still point to the multifactorial nature of significant coronary artery stenosis and the need for revascularization in patients with UA.
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Affiliation(s)
- Jan Budzianowski
- “Club 30”, Polish Cardiac Society, 93-338 Łódź, Poland;
- Department of Interventional Cardiology and Cardiac Surgery, Collegium Medicum, University of Zielona Góra, 65-046 Zielona Góra, Poland; (D.H.); (J.H.)
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, 67-100 Nowa Sól, Poland;
| | - Wojciech Faron
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, 67-100 Nowa Sól, Poland;
| | - Janusz Rzeźniczak
- Department of Cardiology, J. Strus Hospital, 61-285 Poznań, Poland; (J.R.); (M.S.)
| | - Marek Słomczyński
- Department of Cardiology, J. Strus Hospital, 61-285 Poznań, Poland; (J.R.); (M.S.)
| | - Dariusz Hiczkiewicz
- Department of Interventional Cardiology and Cardiac Surgery, Collegium Medicum, University of Zielona Góra, 65-046 Zielona Góra, Poland; (D.H.); (J.H.)
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, 67-100 Nowa Sól, Poland;
| | | | - Jarosław Hiczkiewicz
- Department of Interventional Cardiology and Cardiac Surgery, Collegium Medicum, University of Zielona Góra, 65-046 Zielona Góra, Poland; (D.H.); (J.H.)
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, 67-100 Nowa Sól, Poland;
| | - Paweł Burchardt
- “Club 30”, Polish Cardiac Society, 93-338 Łódź, Poland;
- Department of Cardiology, J. Strus Hospital, 61-285 Poznań, Poland; (J.R.); (M.S.)
- Department of Hypertension, Angiology, and Internal Medicine, Poznan University of Medical Sciences, 61-848 Poznań, Poland
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Budzianowski J, Kaczmarek-Majer K, Rzeźniczak J, Słomczyński M, Wichrowski F, Hiczkiewicz D, Musielak B, Grydz Ł, Hiczkiewicz J, Burchardt P. Machine learning model for predicting late recurrence of atrial fibrillation after catheter ablation. Sci Rep 2023; 13:15213. [PMID: 37709859 PMCID: PMC10502018 DOI: 10.1038/s41598-023-42542-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 09/12/2023] [Indexed: 09/16/2023] Open
Abstract
Late recurrence of atrial fibrillation (LRAF) in the first year following catheter ablation is a common and significant clinical problem. Our study aimed to create a machine-learning model for predicting arrhythmic recurrence within the first year since catheter ablation. The study comprised 201 consecutive patients (age: 61.8 ± 8.1; women 36%) with paroxysmal, persistent, and long-standing persistent atrial fibrillation (AF) who underwent cryoballoon (61%) and radiofrequency ablation (39%). Five different supervised machine-learning models (decision tree, logistic regression, random forest, XGBoost, support vector machines) were developed for predicting AF recurrence. Further, SHapley Additive exPlanations were derived to explain the predictions using 82 parameters based on clinical, laboratory, and procedural variables collected from each patient. The models were trained and validated using a stratified fivefold cross-validation, and a feature selection was performed with permutation importance. The XGBoost model with 12 variables showed the best performance on the testing cohort, with the highest AUC of 0.75 [95% confidence interval 0.7395, 0.7653]. The machine-learned model, based on the easily available 12 clinical and laboratory variables, predicted LRAF with good performance, which may provide a valuable tool in clinical practice for better patient selection and personalized AF strategy following the procedure.
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Affiliation(s)
- Jan Budzianowski
- "Club 30", Polish Cardiac Society, Warsaw, Poland.
- Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Góra, Collegium Medicum, 65-046, Zielona Góra, Poland.
- Nowa Sól Multidisciplinary Hospital, 67-100, Nowa Sól, Poland.
| | | | | | | | - Filip Wichrowski
- Systems Research Institute Polish Academy of Sciences, 01-447, Warsaw, Poland
- Faculty of Mathematics and Information Science, Warsaw University of Technology, Warsaw, Poland
| | - Dariusz Hiczkiewicz
- Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Góra, Collegium Medicum, 65-046, Zielona Góra, Poland
- Nowa Sól Multidisciplinary Hospital, 67-100, Nowa Sól, Poland
| | - Bogdan Musielak
- Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Góra, Collegium Medicum, 65-046, Zielona Góra, Poland
- Nowa Sól Multidisciplinary Hospital, 67-100, Nowa Sól, Poland
| | - Łukasz Grydz
- Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Góra, Collegium Medicum, 65-046, Zielona Góra, Poland
- Nowa Sól Multidisciplinary Hospital, 67-100, Nowa Sól, Poland
| | - Jarosław Hiczkiewicz
- Department of Interventional Cardiology and Cardiac Surgery, University of Zielona Góra, Collegium Medicum, 65-046, Zielona Góra, Poland
- Nowa Sól Multidisciplinary Hospital, 67-100, Nowa Sól, Poland
| | - Paweł Burchardt
- "Club 30", Polish Cardiac Society, Warsaw, Poland
- Department of Cardiology, J. Struś Hospital, 61-285, Poznań, Poland
- Department of Hypertension, Angiology and Internal Medicine, Poznan University of Medical Sciences, 61-848, Poznań, Poland
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Kasprzak D, Kaczmarek-Majer K, Rzeźniczak J, Klamecka-Pohl K, Ganowicz-Kaatz T, Słomczyński M, Budzianowski J, Pieszko K, Hiczkiewicz J, Tykarski A, Burchardt P. Cognitive Impairment in Cardiovascular Patients after Myocardial Infarction: Prospective Clinical Study. J Clin Med 2023; 12:4954. [PMID: 37568355 PMCID: PMC10420195 DOI: 10.3390/jcm12154954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/18/2023] [Accepted: 07/26/2023] [Indexed: 08/13/2023] Open
Abstract
(1) Background: Assessment of cognitive function is not routine in cardiac patients, and knowledge on the subject remains limited. The aim of this study was to assess post-myocardial infarction (MI) cognitive functioning in order to determine the frequency of cognitive impairment (CI) and to identify factors that may influence it. (2) Methods: A prospective study included 468 patients hospitalized for MI. Participants were assessed twice: during the first hospitalization and 6 months later. The Mini-Mental State Examination was used to assess the occurrence of CI. (3) Results: Cognitive dysfunction based on the MMSE was found in 37% (N-174) of patients during the first hospitalization. After 6 months, the prevalence of deficits decreased significantly to 25% (N-91) (p < 0.001). Patients with CI significantly differed from those without peri-infarction deficits in the GFR, BNP, ejection fraction and SYNTAX score, while after 6 months, significant differences were observed in LDL and HCT levels. There was a high prevalence of non-cognitive mental disorders among post-MI patients. (4) Conclusions: There is a high prevalence of CI and other non-cognitive mental disorders, such as depression, sleep disorders and a tendency to aggression, among post-MI patients. The analysis of the collected material indicates a significant impact of worse cardiac function expressed as EF and BNP, greater severity of coronary atherosclerosis expressed by SYNTAX results, and red blood cell parameters and LDL levels on the occurrence of CI in the post-MI patient population.
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Affiliation(s)
| | - Katarzyna Kaczmarek-Majer
- Stochastic Methods Department, System Research Institute, Polish Academy of Sciences, 01-447 Warsaw, Poland
- Analyx Sp. z o.o. sp.k., 61-887 Poznań, Poland
| | | | | | | | | | - Jan Budzianowski
- Faculty of Medicine and Health Sciences, University of Zielona Góra, 65-417 Zielona Góra, Poland
| | - Konrad Pieszko
- Faculty of Medicine and Health Sciences, University of Zielona Góra, 65-417 Zielona Góra, Poland
| | - Jarosław Hiczkiewicz
- Faculty of Medicine and Health Sciences, University of Zielona Góra, 65-417 Zielona Góra, Poland
| | - Andrzej Tykarski
- Department of Hypertension, Angiology, and Internal Medicine, Poznan University of Medical Sciences, 61-848 Poznań, Poland
| | - Paweł Burchardt
- Department of Cardiology, J. Strus Hospital, 61-285 Poznań, Poland
- Department of Hypertension, Angiology, and Internal Medicine, Poznan University of Medical Sciences, 61-848 Poznań, Poland
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Kasprzak D, Ganowicz-Kaatz T, Rzeźniczak J, Słomczyński M, Kaczmarek-Majer K, Budzianowski J, Pieszko K, Hiczkiewicz J, Tykarski A, Burchardt P. Cognitive impairment in patients after myocardial infarction: Cognitive impairment after myocardial infarction. Kardiol Pol 2023:VM/OJS/J/94296. [PMID: 36871300 DOI: 10.33963/kp.a2023.0056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2023] [Accepted: 02/19/2023] [Indexed: 03/07/2023]
Affiliation(s)
| | | | | | | | - Katarzyna Kaczmarek-Majer
- Department of Stochastic Methods., System Research Institute, Polish Academy of Sciences, Warszawa, Poland.,Information Technologies for Psychiatry Foundation, Poznań, Poland
| | | | | | | | - Andrzej Tykarski
- Department of Hypertension, Angiology, and Internal Medicine, Poznan University of Medical Sciences, Poznań, Poland
| | - Paweł Burchardt
- Department of Cardiology, J. Strus Hospital, Poznań, Poland.,Department of Hypertension, Angiology, and Internal Medicine, Poznan University of Medical Sciences, Poznań, Poland
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Słomczyński M, Rzeźniczak J, Kasprzak D, Bugajski P, Bolewski A, Burchardt P. Treatment of acute coronary syndromes during the COVID-19 pandemic: a covid hospital perspective. Pol Arch Intern Med 2022; 132. [DOI: 10.20452/pamw.16298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Kasprzak D, Rzeźniczak J, Ganowicz T, Łuczak T, Słomczyński M, Hiczkiewicz J, Burchardt P. COGNITIVE IMPAIRMENT AFTER MYOCARDIAL INFARCTION. J Am Coll Cardiol 2022. [DOI: 10.1016/s0735-1097(22)01970-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Budzianowski J, Rzeźniczak J, Hiczkiewicz J, Kasprzak D, Winnicka-Zielińska A, Musielak B, Pieszko K, Burchardt P. Beneficial effects of empagliflozin on hematocrit levels in a patient with severe anemia. Daru 2021; 29:507-510. [PMID: 34545553 PMCID: PMC8602545 DOI: 10.1007/s40199-021-00417-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Accepted: 09/05/2021] [Indexed: 01/24/2023] Open
Abstract
Introduction Sodium-glucose cotransporter (SGLT2) inhibitors may additionally benefit patients with diabetes by improving their erythropoiesis followed by the elevation of hemoglobin and hematocrit levels. Reason for the report In the case described, severe normocytic normochromic anemia was resolved when empagliflozin had been introduced to the therapy. Case summary A 78-year-old male patient was admitted to our hospital with a non-ST-segment elevation myocardial infarction. His past medical history included diabetes, right coronary artery angioplasty, myocardial infarction and paroxysmal atrial fibrillation which required anticoagulant treatment. When examined, severe normocytic normochromic anemia was also diagnosed. About two years prior to his admission, the patient began suffering from persistent anemia despite the modification of his anticoagulant therapy with warfarin, rivaroxaban and dabigatran. An extensive evaluation failed to provide an explanation for his anemia. Outcome Eventually, only the introduction of empagliflozin successfully increased the values of hemoglobin and hematocrit. Therefore, it transpires that SGLT2 enhances erythropoietin (EPO) secretion which subsequently raises hematocrit levels in patients with severe anemia. Graphic abstract ![]()
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Affiliation(s)
- Jan Budzianowski
- Collegium Medicum, University of Zielona Góra, Ul. Zyty 28, 65-046, Zielona Góra, Poland. .,Clinical Department of Cardiology, Nowa Sól Hospital, Nowa Sól, Poland.
| | | | - Jarosław Hiczkiewicz
- Collegium Medicum, University of Zielona Góra, Ul. Zyty 28, 65-046, Zielona Góra, Poland.,Clinical Department of Cardiology, Nowa Sól Hospital, Nowa Sól, Poland
| | | | | | - Bogdan Musielak
- Collegium Medicum, University of Zielona Góra, Ul. Zyty 28, 65-046, Zielona Góra, Poland.,Clinical Department of Cardiology, Nowa Sól Hospital, Nowa Sól, Poland
| | - Konrad Pieszko
- Collegium Medicum, University of Zielona Góra, Ul. Zyty 28, 65-046, Zielona Góra, Poland.,Clinical Department of Cardiology, Nowa Sól Hospital, Nowa Sól, Poland
| | - Paweł Burchardt
- Department of Cardiology, J. Struś Hospital, Poznań, Poland.,Department of Hypertensiology, Angiology and Internal Medicine, Poznań University of Medical Sciences, Poznań, Poland
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8
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Pieszko K, Hiczkiewicz J, Budzianowski J, Musielak B, Hiczkiewicz D, Faron W, Rzeźniczak J, Burchardt P. Clinical applications of artificial intelligence in cardiology on the verge of the decade. Cardiol J 2020; 28:460-472. [PMID: 32648252 DOI: 10.5603/cj.a2020.0093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 04/29/2020] [Accepted: 05/25/2020] [Indexed: 11/25/2022] Open
Abstract
Artificial intelligence (AI) has been hailed as the fourth industrial revolution and its influence on people's lives is increasing. The research on AI applications in medicine is progressing rapidly. This revolution shows promise for more precise diagnoses, streamlined workflows, increased accessibility to healthcare services and new insights into ever-growing population-wide datasets. While some applications have already found their way into contemporary patient care, we are still in the early days of the AI-era in medicine. Despite the popularity of these new technologies, many practitioners lack an understanding of AI methods, their benefits, and pitfalls. This review aims to provide information about the general concepts of machine learning (ML) with special focus on the applications of such techniques in cardiovascular medicine. It also sets out the current trends in research related to medical applications of AI. Along with new possibilities, new threats arise - acknowledging and understanding them is as important as understanding the ML methodology itself. Therefore, attention is also paid to the current opinions and guidelines regarding the validation and safety of AI-powered tools.
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Affiliation(s)
- Konrad Pieszko
- University of Zielona Góra, Department of Medicine and Medical Sciences, ul. Licealna 9, 65-417 Zielona Góra, Poland. .,Nowa Sól Multidisciplinary Hospital, Clinical Department of Cardiology,, ul. Chałubińskiego 7, 67-100 Nowa Sól, Poland.
| | - Jarosław Hiczkiewicz
- University of Zielona Góra, Department of Medicine and Medical Sciences, ul. Licealna 9, 65-417 Zielona Góra, Poland.,Nowa Sól Multidisciplinary Hospital, Clinical Department of Cardiology,, ul. Chałubińskiego 7, 67-100 Nowa Sól, Poland
| | - Jan Budzianowski
- University of Zielona Góra, Department of Medicine and Medical Sciences, ul. Licealna 9, 65-417 Zielona Góra, Poland.,Nowa Sól Multidisciplinary Hospital, Clinical Department of Cardiology,, ul. Chałubińskiego 7, 67-100 Nowa Sól, Poland
| | - Bogdan Musielak
- University of Zielona Góra, Department of Medicine and Medical Sciences, ul. Licealna 9, 65-417 Zielona Góra, Poland.,Nowa Sól Multidisciplinary Hospital, Clinical Department of Cardiology,, ul. Chałubińskiego 7, 67-100 Nowa Sól, Poland
| | - Dariusz Hiczkiewicz
- University of Zielona Góra, Department of Medicine and Medical Sciences, ul. Licealna 9, 65-417 Zielona Góra, Poland.,Nowa Sól Multidisciplinary Hospital, Clinical Department of Cardiology,, ul. Chałubińskiego 7, 67-100 Nowa Sól, Poland
| | - Wojciech Faron
- Nowa Sól Multidisciplinary Hospital, Clinical Department of Cardiology,, ul. Chałubińskiego 7, 67-100 Nowa Sól, Poland
| | - Janusz Rzeźniczak
- Józefa Strusia Hospital, Cardiology Clinic, Szwajcarska 3,, 61-285 Poznań, Poland
| | - Paweł Burchardt
- Józefa Strusia Hospital, Cardiology Clinic, Szwajcarska 3,, 61-285 Poznań, Poland.,Department of Biology and Environmental Protection, Poznań University of Medical Sciences, ul. Rokietnicka 8, 60-806 Poznań, Poland
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Karaźniewicz-Łada M, Krzyżańska D, Danielak D, Rzeźniczak J, Główka F, Słomczyński M, Burchardt P. Impact of genetic variants of selected cytochrome P450 isoenzymes on pharmacokinetics and pharmacodynamics of clopidogrel in patients co-treated with atorvastatin or rosuvastatin. Eur J Clin Pharmacol 2020; 76:419-430. [PMID: 31897532 DOI: 10.1007/s00228-019-02822-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2019] [Accepted: 12/22/2019] [Indexed: 01/11/2023]
Abstract
PURPOSE Impaired antiplatelet effect of clopidogrel (CLP) can result from drug-drug interactions and genetic polymorphisms of drug-metabolizing enzymes. The aim of the study was to evaluate the effect of genetic polymorphisms of ABCB1 and the selected cytochrome P450 isoenzymes on the pharmacodynamics and pharmacokinetics of CLP and its metabolites in patients co-treated with atorvastatin or rosuvastatin. METHODS The study involved 50 patients after coronary angiography/angioplasty treated with CLP and atorvastatin (n = 25) or rosuvastatin (n = 25) for at least 6 months. Plasma concentrations of CLP, diastereoisomers of thiol metabolite (inactive H3 and active H4), and inactive CLP carboxylic acid metabolite were measured by UPLC-MS/MS method. Identification of the CYP2C19*2, CYP2C19*17, CYP3A4*1G, CYP1A2*1F, and ABCB1 C3435T genetic polymorphisms was performed by PCR-RFLP, while platelet reactivity units (PRU) were tested using the VerifyNow P2Y12 assay. RESULTS There were significant differences in the pharmacokinetic parameters of the H4 active metabolite of CLP in the atorvastatin and rosuvastatin group divided according to their CYP2C19 genotype. There were no significant associations between CYP3A4, CYP1A2, and ABCB1 genotypes and pharmacokinetic parameters in either statin groups. In the multivariate analysis, CYP2C19*2 genotype and non-genetic factors including BMI, age, and diabetes significantly affected platelet reactivity in the studied groups of patients (P < 0.01). In the atorvastatin group, CYP2C19*2, CYP3A4*1G, and ABCB1 C3435T TT genotypes were independent determinants of PRU values (P < 0.01). CONCLUSION The CYP2C19*2 allele is the primary determinant of the exposition to the H4 active metabolite of clopidogrel and platelet reactivity in patients co-treated with atorvastatin or rosuvastatin.
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Affiliation(s)
- Marta Karaźniewicz-Łada
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 6 Święcickiego Street, 60-781, Poznań, Poland.
| | - Dagmara Krzyżańska
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 6 Święcickiego Street, 60-781, Poznań, Poland
| | - Dorota Danielak
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 6 Święcickiego Street, 60-781, Poznań, Poland
| | - Janusz Rzeźniczak
- Department of Cardiology, J. Struś Hospital, ul. Szwajcarska 3, 61-285, Poznań, Poland
| | - Franciszek Główka
- Department of Physical Pharmacy and Pharmacokinetics, Poznan University of Medical Sciences, 6 Święcickiego Street, 60-781, Poznań, Poland
| | - Marek Słomczyński
- Department of Cardiology, J. Struś Hospital, ul. Szwajcarska 3, 61-285, Poznań, Poland
| | - Paweł Burchardt
- Department of Cardiology, J. Struś Hospital, ul. Szwajcarska 3, 61-285, Poznań, Poland.,Biology of Lipid Disorders Department, Poznan University of Medical Sciences, ul. Rokietnicka 8, 60-806, Poznań, Poland
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10
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Pieszko K, Hiczkiewicz J, Budzianowski P, Rzeźniczak J, Budzianowski J, Błaszczyński J, Słowiński R, Burchardt P. Machine-learned models using hematological inflammation markers in the prediction of short-term acute coronary syndrome outcomes. J Transl Med 2018; 16:334. [PMID: 30509300 PMCID: PMC6276170 DOI: 10.1186/s12967-018-1702-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Accepted: 11/20/2018] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Increased systemic and local inflammation play a vital role in the pathophysiology of acute coronary syndrome. This study aimed to assess the usefulness of selected machine learning methods and hematological markers of inflammation in predicting short-term outcomes of acute coronary syndrome (ACS). METHODS We analyzed the predictive importance of laboratory and clinical features in 6769 hospitalizations of patients with ACS. Two binary classifications were considered: significant coronary lesion (SCL) or lack of SCL, and in-hospital death or survival. SCL was observed in 73% of patients. In-hospital mortality was observed in 1.4% of patients and it was higher in the case of patients with SCL. Ensembles of decision trees and decision rule models were trained to predict these classifications. RESULTS The best performing model for in-hospital mortality was based on the dominance-based rough set approach and the full set of laboratory as well as clinical features. This model achieved 81 ± 2.4% sensitivity and 81.1 ± 0.5% specificity in the detection of in-hospital mortality. The models trained for SCL performed considerably worse. The best performing model for detecting SCL achieved 56.9 ± 0.2% sensitivity and 66.9 ± 0.2% specificity. Dominance rough set approach classifier operating on the full set of clinical and laboratory features identifies presence or absence of diabetes, systolic and diastolic blood pressure and prothrombin time as having the highest confirmation measures (best predictive value) in the detection of in-hospital mortality. When we used the limited set of variables, neutrophil count, age, systolic and diastolic pressure and heart rate (taken at admission) achieved the high feature importance scores (provided by the gradient boosted trees classifier) as well as the positive confirmation measures (provided by the dominance-based rough set approach classifier). CONCLUSIONS Machine learned models can rely on the association between the elevated inflammatory markers and the short-term ACS outcomes to provide accurate predictions. Moreover, such models can help assess the usefulness of laboratory and clinical features in predicting the in-hospital mortality of ACS patients.
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Affiliation(s)
- Konrad Pieszko
- Faculty of Medicine and Health Sciences, University of Zielona Gora, Zielona Gora, Poland
- Department of Cardiology, Nowa Sol Multidisciplinary Hospital, Szpital w Nowej Soli, Oddział Kardiologii, 67-100 Nowa Sol, Poland
| | - Jarosław Hiczkiewicz
- Faculty of Medicine and Health Sciences, University of Zielona Gora, Zielona Gora, Poland
- Department of Cardiology, Nowa Sol Multidisciplinary Hospital, Szpital w Nowej Soli, Oddział Kardiologii, 67-100 Nowa Sol, Poland
| | | | | | - Jan Budzianowski
- Faculty of Medicine and Health Sciences, University of Zielona Gora, Zielona Gora, Poland
- Department of Cardiology, Nowa Sol Multidisciplinary Hospital, Szpital w Nowej Soli, Oddział Kardiologii, 67-100 Nowa Sol, Poland
| | - Jerzy Błaszczyński
- Laboratory of Intelligent Decision Support Systems, Poznań University of Technology, Poznan, Poland
| | - Roman Słowiński
- Laboratory of Intelligent Decision Support Systems, Poznań University of Technology, Poznan, Poland
| | - Paweł Burchardt
- Biology of Lipid Disorders Department, Poznan University of Medical Sciences, Poznan, Poland
- Department of Cardiology, J Strus Hospital, Poznan, Poland
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Budzianowski J, Hiczkiewicz J, Burchardt P, Pieszko K, Rzeźniczak J, Budzianowski P, Korybalska K. Predictors of atrial fibrillation early recurrence following cryoballoon ablation of pulmonary veins using statistical assessment and machine learning algorithms. Heart Vessels 2018; 34:352-359. [PMID: 30140958 PMCID: PMC6510876 DOI: 10.1007/s00380-018-1244-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2018] [Accepted: 08/17/2018] [Indexed: 11/30/2022]
Abstract
Inflammation, oxidative stress, myocardial injury biomarkers and clinical parameters (longer AF duration, left atrial enlargement, the metabolic syndrome) are factors commonly related to AF recurrence. This study aims to assess the predictive value of laboratory and clinical parameters responsible for early recurrence of atrial fibrillation (ERAF) following cryoballoon ablation (CBA) using statistical assessment and machine learning algorithms. This study group comprised 118 consecutive patients (mean age, 62.5 ± 7.8 years; women 36%) with paroxysmal (54.1%) and persistent (45.9%) AF who underwent their first pulmonary vein isolation (PVI) performed by CBA (Arctic Front Advance 2nd generation 28 mm). The biomarker concentrations were measured at baseline and after CBA in a 24-h follow-up. ERAF was defined as at least a 30-s episode of arrhythmia registered by a 24 h-Holter monitor within the 3 months following the procedure. 56 clinical, laboratory and procedural variables were collected from each patient. We used two classification algorithms: support vector machines, gradient boosted tree. The synthetic minority over-sampling technique (SMOTE) was used to provide a balanced training data set. Within a period of 3 months 21 patients (17.8%) experienced ERAF. The statistical analysis indicated that the lowered levels of post-ablation TnT (p = 0.043) and CK-MB (p = 0.010) with the TnT elevation (p = 0.044) were the predictors of ERAF following CBA. In addition, diabetes and statin treatment were significantly associated with ERAF after CBA (p < 0.05). The machine learning algorithms confirmed the results obtained in the univariate analysis.
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Affiliation(s)
- Jan Budzianowski
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, Nowa Sól, Poland. .,Faculty of Medicine and Health Sciences, University of Zielona Góra, Zielona Góra, Poland.
| | - Jarosław Hiczkiewicz
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, Nowa Sól, Poland.,Faculty of Medicine and Health Sciences, University of Zielona Góra, Zielona Góra, Poland
| | - Paweł Burchardt
- Department of Biology and Lipid Disorders, Poznań University of Medical Sciences, Poznań, Poland.,Department of Cardiology, J. Struś Hospital, Poznań, Poland
| | - Konrad Pieszko
- Department of Cardiology, Nowa Sól Multidisciplinary Hospital, Nowa Sól, Poland.,Faculty of Medicine and Health Sciences, University of Zielona Góra, Zielona Góra, Poland
| | | | | | - Katarzyna Korybalska
- Department of Pathophysiology, Poznań University of Medical Sciences, Poznań, Poland
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Budzianowski J, Pieszko K, Burchardt P, Rzeźniczak J, Hiczkiewicz J. The Role of Hematological Indices in Patients with Acute Coronary Syndrome. Dis Markers 2017; 2017:3041565. [PMID: 29109595 PMCID: PMC5646322 DOI: 10.1155/2017/3041565] [Citation(s) in RCA: 83] [Impact Index Per Article: 11.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Accepted: 08/21/2017] [Indexed: 02/08/2023]
Abstract
An increased systemic and local inflammation plays a key role in the pathophysiology of acute coronary syndrome (ACS). This review will discuss the role of hematological indices: white blood cells (WBC), neutrophil to lymphocyte ratio (NLR), red cell distribution width (RDW), and platelet indices, that is, platelet to lymphocyte ratio (PLR), mean platelet volume (MPV), and platelet distribution width (PDW) in the case of ACS. In recent years, a strong interest has been drawn to these indices, given that they may provide independent information on pathophysiology, risk stratification, and optimal management. Their low-cost and consequent wide and easy availability in daily clinical practice have made them very popular in the laboratory testing. Furthermore, many studies have pointed at their effective prognostic value in all-cause mortality, major cardiovascular events, stent thrombosis, arrhythmias, and myocardial perfusion disorders in terms of acute myocardial infarction and unstable angina. The most recent research also emphasizes their significant value in the combined analysis with other markers, such as troponin, or with GRACE, SYNTAX, and TIMI scores, which improve risk stratification and diagnosis in ACS patients.
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Affiliation(s)
| | - Konrad Pieszko
- Department of Cardiology, Hospital Nowa Sól, Nowa Sól, Poland
| | - Paweł Burchardt
- Department of Biology and Environmental Sciences, Poznań University of Medical Sciences, Poznań, Poland
- Department of Cardiology, J. Struś Hospital, Poznań, Poland
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Burchardt P, Rzeźniczak J, Dudziak J, Dżumak A, Marchlewski T, Ganowicz-Kaatz T, Popiak M, Słomczyński M, Jezierski M, Laskowski W, Łuczak T, Plewa R. Evaluation of plasma PCSK9 concentrations, transcript of LDL receptor, as well as the total number of monocyte LDL receptors in acute coronary syndrome patients. Cardiol J 2016; 23:604-609. [PMID: 27665855 DOI: 10.5603/cj.a2016.0068] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2016] [Revised: 09/23/2016] [Accepted: 07/27/2016] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND Before our study, there were no data concerning complex evaluation of: plasma PCSK9 concentrations, transcript LDL receptor (LDLR), as well as the total amount of monocytes' LDLR in acute coronary syndrome (ACS) patients. PCSK9 levels in a few cohort studies were found to correlate with the number of white blood cells (WBC) or platelets (PLT). The study aims to evaluate PCSK9-LDLR concentrations, as well as to find any association between PCSK9 and WBC or PLT. METHODS The study group included 95 consecutive patients with acute myocardial infarction, in whom angiography/angioplasty of the culprit vessel was performed. The control group consisted of 10 healthy young volunteers. Thirty patients from the studied group were qualified for further percutaneous revascularization after 3 months. Laboratory tests were performed using commercially available kits. LDLR expression on monocyte surface was measured by flow cytometry, but the mRNA level for LDLR was established by real time polymerase chain reaction. The PCSK9 plasma concentration was measured by ELISA kits. RESULTS Higher concentration of PCSK9 and amount of LDLR on monocytes surface were observed in patients with ACS compared with healthy young volunteers (number of LDLRs on monocytes [reaction units] 10.8 ± 9.6 vs. 41.8 ± 11.8, p < 0.001, PCSK9 [ng/mL] 295.4 ± 76.4 vs. 213 ± 63.2, p < 0.001). A similar relationship was observed after application of 3-month intensive lipid-lowering therapy in patients with ACS (n = 30, PCSK9 [ng/mL] 281.1 ± 59.5 vs. 358.5 ± 74.7, p < 0.001, LDLR transcript [reaction units] 0.6 ± 0.32 vs. 1.87 ± 0.24, p < 0.001, number of LDLRs on monocytes [reaction units] 5.9 ± 3.1 vs. 22.3 ± 3.8, p < 0.001). There were no significant differences in levels of PCSK9, LDLR between patients with ST-segment elevation myocardial infarction (STEMI) and non-ST-segment elevation myocardial infarction (NSTEMI). There was no relation of the PCSK9 with WBC as well as with PLT. CONCLUSIONS We observed significantly higher concentration of PCSK9, and significantly higher levels of mRNA LDLR transcript in patients with ACS compared with healthy young volunteers. A similar pattern was observed after 3 months of intensive statin therapy among patients with ACS. There were no differences in these parameters between patients with STEMI vs. NSTEMI. The results of the study require confirmation in a larger population of patients.
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Affiliation(s)
- Paweł Burchardt
- Department of Biology and Environmental Sciences, Poznan University of Medical Sciences, Poznan, Poland Department of Cardiology, J. Strus Hospital, Poznan, Poland.
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Burchardt P, Zawada A, Kaczmarek J, Marcinkaniec J, Wysocki H, Wierusz-Wysocka B, Grzymisławski M, Rzeźniczak J, Zozulińska-Ziółkiewicz D, Naskręt D. Association between adjunctive metformin therapy in young type 1 diabetes patients with excess body fat and reduction of carotid intima-media thickness. ACTA ACUST UNITED AC 2016; 126:514-20. [PMID: 27578220 DOI: 10.20452/pamw.3527] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
INTRODUCTION Lipoprotein-associated phospholipase A2 (Lp-PLA2) and cholesteryl ester lipase (CEL) may oxidize low-density lipoproteins (oxLDL). OBJECTIVES The aim of the study was to determine the influence of metformin on the metabolism of atherogenic lipid fractions in relation to Lp-PLA2 and CEL levels, as well as assess consequent improvement in the intima-media thickness (IMT) of the common carotid artery in young type 1 diabetes patients with excess body fat. PATIENTS AND METHODS It was an open-label randomized clinical trial that lasted 6 months. It included a total of 84 people with metabolic decompensation (glycated hemoglobin >7.5%, >58.5 mmol/mol) of diabetes. Adjunctive metformin therapy (in addition to insulin) was administered in 42 patients, and the remaining 42 patients received insulin alone. Glycated low-density lipoproteins (LDLs), oxLDL, Lp-PLA2, and CEL were assessed by commercially available enzyme-linked immunosorbent assay kits. Cartoid IMT was measured using the Carotid Analyser for Research tool. Biochemical analyses were performed using routine laboratory techniques. RESULTS The reduction of mean carotid IMT was observed in young type 1 diabetic adults treated additionally with metformin (0.6 ±0.1 cm vs 0.53 ±0.1 cm; P = 0.002). This effect was probably due to weight reduction (90 ±16 kg vs 87 ±15 kg, P = 0.054) and the decrease in atherogenic glycated LDL levels (1.5 ±0.5 mg/dl vs 1.6 ±1.046 mg/dl, P = 0.006). No such correlations were observed in patients treated with insulin alone. Additionally, in patients receiving metformin, glycated LDL levels were inversely correlated with Lp-PLA2 levels (r = -0.31, P <0.05). CONCLUSIONS Additional use of metformin in young type 1 diabetic patients with excess body fat leads to a significant reduction of mean IMT in the common carotid artery. Concentrations of CEL and Lp-PLA2 were significantly increased in both study arms despite improved glucose metabolism.
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Bugajski P, Jedliński IM, Rzeźniczak J, Kalawski R, Słomczyński M. [Percutaneous closure of paravalvular leak useing two Amplatzer occluders device in a patient with aortic paravalvular leak]. Kardiol Pol 2014; 72:206. [PMID: 24604512 DOI: 10.5603/kp.2014.0037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2013] [Accepted: 05/22/2013] [Indexed: 11/25/2022]
Affiliation(s)
| | - Ireneusz Marcin Jedliński
- Oddział Kardiologii, Wielospecjalistyczny Szpital Miejski im. Józefa Strusia, Poznań; "Medicor", Poradnie Specjalistyczne, Poznań.
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Wardega T, Rzeźniczak J, Drozdz J, Wierzbowska-Drabik K. [Acute coronary syndrome in the form of variant angina pectoris while performing stress echocardiography]. Kardiol Pol 2008; 66:313-315. [PMID: 18393117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
A case of a 57-year-old female who underwent dobutamine stress echocardiography is presented. During the test, acute ischaemia with contractile abnormalities and profound hypotension occurred. Coronary angiography showed no abnormalities and coronary spasm was suspected as a possible cause of symptoms.
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Grajek S, Lesiak M, Araszkiewicz A, Pyda M, Skorupski W, Grygier M, Mitkowski P, Prech M, Baszko A, Janus M, Breborowicz P, Rzeźniczak J, Tarchalski J, Główka A, Cieśliński A. Short- and long-term mortality in patients with ST-elevation myocardial infarction treated with different therapeutic strategies. Results from WIelkopolska REgional 2002 Registry (WIRE Registry). Kardiol Pol 2008; 66:154-165. [PMID: 18344153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
BACKGROUND Although primary coronary angioplasty seems to be the best treatment in acute myocardial infarction (MI), thrombolytic therapy still remains the most common reperfusion strategy particularly in smaller centers. Nowadays, different regional networks are developed to improve the treatment of patients with MI. AIM To analyse the effects of different therapeutic strategies on 30-day and long-term mortality (median time 18.3 months) after ST-elevation MI (STEMI) in a population of 3 350 000 people from the Wielkopolska Region. METHODS In 2002, 3780 patients with STEMI entered the registry. Complete data were available for 3564 (94.3%) patients. Depending on therapeutic strategies, patients were divided into five groups: the PCI group--direct percutaneous coronary angioplasty (PCI) in small cathlab, 'selected patients', n=381 (10.7%); the PA group--aged <70, treated with tissue plasminogen activator (rt-PA) up to 4 hours from the onset of chest pain, n=479 (13.4%); the IS group - invasive strategy in every patient, 24-hour duty, setting of unselected patients with STEMI, n=989 (27.7%); the SK group--patients receiving standard streptokinase treatment up to 12 hours from the onset of chest pain, n=584 (16.4%); the NR group--no reperfusion therapy, n=1131 (31.7%). RESULTS The 30-day mortality rate in the groups above was: 3.15, 4.38, 4.54, 9.25, and 12.5% respectively (p <0.001). Long-term mortality rate was: 4.2, 9.4, 9.4, 14.4, and 18.50% respectively (p <0.001). The rate of urgent PCI in the PA group was 25% and in the SK group--11% (p <0.001). CONCLUSIONS Treatment with rt-PA in patients under 70 years of age and up to 4 hours from pain onset may be an alternative to an invasive strategy. However, a quarter of those patients require urgent PCI. In long-term observation the mortality benefit can be clearly seen only in patients with early PCI.
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Affiliation(s)
- Stefan Grajek
- 1st Department of Cardiology, Pozan University of Medical Science, Poznan, Poland.
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Elikowski W, Hanszke E, Biczysko W, Rzeźniczak J, Kruk-Zagajewska A, Zawilska K. [Antiplatelet therapy can unmask an inherited bleeding disorder. Aspirin-like defect of platelets does not protect against atherosclerosis]. Kardiol Pol 2007; 65:985-91; discussion 992-3. [PMID: 17853322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
Some inherited platelet disorders may be revealed late, as in the presented case of a 68-year-old-man. Recurrent epistaxis following peri-interventional antiplatelet therapy (after three elective percutaneous coronary interventions) and an episode of upper gastrointestinal haemorrhage required aspirin withdrawal and less frequent clopidogrel use. Platelet studies showed an aspirin-like defect resulting in a lack of arachidonate-induced platelet aggregation. During dose-reduced (2-3 times a week) clopidogrel administration ADP-induced platelet aggregation was effectively inhibited and neither important bleeding nor stent thrombosis occurred. The inherited defect of cyclooxygenase-1, responsible for platelet thromboxane synthesis, did not protect the patient against coronary and extra-cardiac atherosclerosis.
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Affiliation(s)
- Waldemar Elikowski
- Oddział Chorób Wewnetrznych Szpitala Miejskiego ZOZ Poznań-Nowe Miasto, ul. Szwajcarska 3, 61-285 Poznań, Poland.
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Buszman P, Trznadel S, Milewski K, Rzeźniczak J, Przewłocki T, Kośmider M, Wójcik J, Janczak J, Zurakowski A, Kondys M, Król M, Kinasz L, Jaklik A, Rzeszutko Ł, Kałuza GL, Kiesz S, Gil R. Novel paclitaxel-eluting, biodegradable polymer coated stent in the treatment of de novo coronary lesions: A prospective multicenter registry. Catheter Cardiovasc Interv 2007; 71:51-7. [PMID: 18098182 DOI: 10.1002/ccd.21392] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Paweł Buszman
- Coronary Care Unit, Silesian Medical University, Katowice, Poland.
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Elikowski W, Rzeźniczak J, Słomczyński M, Psuja P. [Profound thrombocytopenia after abciximab administration in acute myocardial infarction and stent thrombosis following thrombocytopenia remission--a case report]. Kardiol Pol 2005; 62:44-7; discussion 48. [PMID: 15815778] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Profound thrombocytopenia after abciximab administration in acute myocardial infarction and stent thrombosis. This article presents a case of a 62-years-old man with acute anterior myocardial infarction, treated with PCI and stent implantation, in whom profound acute thrombocytopenia was observed after abciximab administration. Nadir platelet count was 6 G/L (before treatment: 250 G/L). Pseudothrombocytopenia was excluded. The remaining antiplatelet drugs (heparin, ASA, clopidogrel) were discontinued. There were no symptoms of bleeding, but next morning (platelet count: 14 G/L) a gross hematoma at femoral puncture site was observed. The patient received 5 U transfusion of platelets. On the 4th day, when the platelet count reached 64 G/L, he was started again on ASA (150 mg) and clopidogrel (75 mg). On the 7th day (platelet count: 138 G/L) he developed anterior ischemia and stent reocclusion was diagnosed. After p.o. clopidogrel (300 mg), balloon PCI with i.c. heparin was performed and ischemia symptoms subsided. The platelet value before the patient's discharge, on subsequent therapy with ASA and clopidogrel, increased to 300 G/L. A review of current literature on this topic is provided.
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Siminiak T, Kalawski R, Fiszer D, Jerzykowska O, Rzeźniczak J, Rozwadowska N, Kurpisz M. Autologous skeletal myoblast transplantation for the treatment of postinfarction myocardial injury: phase I clinical study with 12 months of follow-up. Am Heart J 2004; 148:531-7. [PMID: 15389244 DOI: 10.1016/j.ahj.2004.03.043] [Citation(s) in RCA: 258] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
BACKGROUND Experimental studies have shown that skeletal myoblast transplantation into an area of postinfarction left ventricular injury results in an increase of segmental contractile performance that could be related to transplanted myoblasts. Initial experience with autologous skeletal myoblast transplantation in patients with postinfarction myocardial injury has also been obtained. METHODS Patients who survived an acute myocardial infarction and were scheduled to undergo coronary artery bypass grafting were screened by means of dobutamine stress echocardiography and included into the study when no contractility changes within akinetic/dyskinetic segments were observed. Ten patients who gave informed consent were enrolled, and autologous myoblasts (satellite cells) were isolated from the skeletal muscle biopsy. Myoblast injections into the akinetic/dyskinetic area were performed after constriction of the anastomoses during the coronary artery bypass grafting procedure. RESULTS Myoblast transplantations were performed after 3 weeks of in vitro culture in all patients. One patient died of a recent infarction at day 7 postoperatively because of a recent infarction in a remote area of the left ventricle. The left ventricular ejection fraction increased from 25% to 40% (mean, 35.2%) before the procedure to 29% to 47% (mean, 42.0%) during the 4-month visit (P <.05), and the effect was maintained throughout 12 months of follow-up. Sustained ventricular tachycardia was observed in 2 patients in the early postoperative period and in the other 2 patients after 2 weeks of follow-up. Prophylactic amiodarone infusion was used in the remaining 8 patients and prevented sustained ventricular tachycardia episodes. CONCLUSIONS Autologous skeletal myoblast transplantation for the treatment of postinfarction heart failure is feasible. Our initial observations justify further research to validate this method in a clinical practice.
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Affiliation(s)
- Tomasz Siminiak
- University School of Medical Sciences, Department of Cardiology, District Hospital, Poznań, Poland
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Siminiak T, Kalawski R, Fiszer D, Jerzykowska O, Rzeźniczak J, Rozwadowska N, Kurpisz M. Transplantation of autologous skeletal myoblasts as the treatment of patients with postinfarction heart failure. Int J Cardiol 2004. [DOI: 10.1016/s0167-5273(04)90019-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Siminiak T, Kalawski R, Fiszer D, Jerzykowska O, Rzeźniczak J, Rozwadowska N, Kałmucki P, Kurpisz M. [Autologous transplantation of skeletal myoblasts in the treatment of postinfarction left heart dysfunction: three-month follow-up]. Kardiol Pol 2004; 60 Suppl 1:I-71-6. [PMID: 15247951] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
Affiliation(s)
- Tomasz Siminiak
- Akademia Medyczna, Oddział Kardiologii Szpitala Wojewódzkiego, Poznań, Poland
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Siminiak T, Grygielska B, Jerzykowska O, Fiszer D, Kałmucki P, Rzeźniczak J, Kurpisz M. Autologous bone marrow stem cell transplantation in acute myocardial infarction-report of two cases. Kardiol Pol 2003; 59:502-10. [PMID: 14724697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/28/2023]
Abstract
The results of numerous experimental and clinical studies evaluating transplantation of bone marrow-derived pluripotential stem cells into the area of postinfarction myocardial injury, including direct myocyte precursors, are very encouraging. We have previously reported our clinical experience with transplantation of autologous skeletal myoblasts in the treatment of postinfarction myocardial injury. Currently, we report on two cases of intracoronary autologous bone marrow - derived CD34+ stem cells transplantation during acute phase of myocardial infarction. Lack of major procedural complication and expected benefits resulting from myocardial regeneration justify the initiation of a clinical study evaluating the use of this method in the treatment of patients with myocardial infarction. Our current report is only a method description and the two first cases presentation, indicating its feasibility - evaluation of the efficacy requires future investigations.
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Affiliation(s)
- Tomasz Siminiak
- University School of Medical Sciences, Department of Cardiology, District Hospital, Poznań, Poland
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Cieśliński A, Lesiak M, Grajek S, Rzeźniczak J. [Greater Poland program for treating acute coronary syndromes]. Kardiol Pol 2003; 58 Suppl 4:IV13-IV15. [PMID: 20527112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
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Rogacka D, Guzik P, Wykretowicz A, Rzeźniczak J, Dziarmaga M, Wysocki H. Effects of trimetazidine on clinical symptoms and tolerance of exercise of patients with syndrome X: a preliminary study. Coron Artery Dis 2000; 11:171-7. [PMID: 10758819 DOI: 10.1097/00019501-200003000-00012] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Trimetazidine diminishes angina and improves tolerance of exercise of patients with ischemic heart disease, and has no influence on blood pressure and heart rate. OBJECTIVE To determine the effect of trimetazidine on angina symptoms and exercise tolerance in patients with syndrome X. METHODS We investigated the effect of trimetazidine on the clinical symptoms and tolerance of exercise of 34 patients (20 women and 14 men, aged 32-60 years) with syndrome X (angina pectoris, positive result of exercise test, and normal coronary angiogram). The exercise test was performed before initiation of oral administration of trimetazidine therapy (20 mg three times a day) and 1 and 6 months thereafter. RESULTS We obtained negative results of exercise treadmill tests for four patients (11.76%) after 1 month and five patients (14.71%) after 6 months of trimetazidine treatment. There was also a decrease in the incidence of effort angina after 6 months of treatment (26 patients or 76.47% before treatment versus 13 patients or 38.23% after 6 months of treatment). The drug had no significant influence on the heart rate and blood pressure. The duration for which patients could exercise was significantly prolonged by 1 month (652.9 +/- 206.2 versus 563.4 +/- 190.4 s, P = 0.0047) and 6 months (650.3 +/- 207.8 s, P = 0.0094) of treatment with trimetazidine. CONCLUSION Treatment with trimetazidine decreases signs of angina during exercise and improves tolerance of exercise of patients with syndrome X.
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Affiliation(s)
- D Rogacka
- Department of Internal Medicine, University School of Medical Sciences, Poznań, Poland
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Siminiak T, Smielecki J, Rzeźniczak J, Kaźmierczak M, Kalawski R, Wysocki H. The effects of dipyridamole stress test on plasma levels of soluble adhesion molecules intracellular adhesion molecule-1, vascular cell adhesion molecule-1, E-selectin and L-selectin in patients with ischemic heart disease and patients with syndrome X. Coron Artery Dis 1999; 10:235-40. [PMID: 10376202 DOI: 10.1097/00019501-199906000-00005] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Adhesion of activated leukocytes to the endothelium as a result of myocardial ischemia/reperfusion has been shown to be involved in the development of tissue injury. Leukocyte adhesion to the endothelium occurs via adhesion molecules expressed on the surface of both cell types. Upon cell activation these proteins may be released into the circulation and measured in a soluble form. AIM To verify whether the dipyridamole stress test, performed in patients with ischemic heart disease (IHD) and in patients with syndrome X, modifies plasma levels of the soluble adhesion molecules vascular cell adhesion molecule-1 (VCAM-1), intracellular adhesion molecule-1 (ICAM-1), E-selectin and L-selectin. METHODS Plasma levels of the soluble endothelial adhesion molecules ICAM-1, VCAM-1 and E-selectin, as well as of the soluble leukocyte adhesion molecule L-selectin, were measured in venous blood samples taken before and 7 min after administration of dipyridamole in patients with IHD, patients with syndrome X and healthy individuals. Myocardial perfusion was evaluated using single photon emission tomography. The plasma levels of soluble VCAM-1, ICAM-1, E-selectin and L-selectin were all measured using enzyme-linked immunosorbent assays. RESULTS After infusion of dipyridamole, plasma levels of ICAM-1 increased significantly in patients with IHD, whereas they remained unchanged in patients with syndrome X and in the control group. In patients with IHD, the initial plasma levels of VCAM-1, E-selectin and L-selectin, before administration of dipyridamole, were higher than those observed in patients with syndrome X and than those in the control group. Plasma levels of soluble VCAM-1, E-selectin and L-selectin decreased significantly in patients with IHD following the dipyridamole stress test, whereas they remained unchanged in patients with syndrome X, and in the control group. CONCLUSION In patients with IHD, administration of dipyridamole induces myocardial ischemia resulting in modification of plasma levels of the soluble adhesion molecules.
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Affiliation(s)
- T Siminiak
- University of Medical Sciences, Poznan, Poland
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