9 results on '"Paolo Pieragnoli"'
Search Results
2. Echo state networks for the recognition of type 1 Brugada syndrome from conventional 12-LEAD ECG
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Federico Vozzi, Luca Pedrelli, Giovanna Maria Dimitri, Alessio Micheli, Elisa Persiani, Marcello Piacenti, Andrea Rossi, Gianluca Solarino, Paolo Pieragnoli, Luca Checchi, Giulio Zucchelli, Lorenzo Mazzocchetti, Raffaele De Lucia, Martina Nesti, Pasquale Notarstefano, and Maria Aurora Morales
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Brugada syndrome ,ECG ,Machine learning ,Echo state network ,Science (General) ,Q1-390 ,Social sciences (General) ,H1-99 - Abstract
Artificial Intelligence (AI) applications and Machine Learning (ML) methods have gained much attention in recent years for their ability to automatically detect patterns in data without being explicitly taught rules. Specific features characterise the ECGs of patients with Brugada Syndrome (BrS); however, there is still ambiguity regarding the correct diagnosis of BrS and its differentiation from other pathologies.This work presents an application of Echo State Networks (ESN) in the Recurrent Neural Networks (RNN) class for diagnosing BrS from the ECG time series.12-lead ECGs were obtained from patients with a definite clinical diagnosis of spontaneous BrS Type 1 pattern (Group A), patients who underwent provocative pharmacological testing to induce BrS type 1 pattern, which resulted in positive (Group B) or negative (Group C), and control subjects (Group D). One extracted beat in the V2 lead was used as input, and the dataset was used to train and evaluate the ESN model using a double cross-validation approach. ESN performance was compared with that of 4 cardiologists trained in electrophysiology.The model performance was assessed in the dataset, with a correct global diagnosis observed in 91.5 % of cases compared to clinicians (88.0 %). High specificity (94.5 %), sensitivity (87.0 %) and AUC (94.7 %) for BrS recognition by ESN were observed in Groups A + B vs. C + D.Our results show that this ML model can discriminate Type 1 BrS ECGs with high accuracy comparable to expert clinicians. Future availability of larger datasets may improve the model performance and increase the potential of the ESN as a clinical support system tool for daily clinical practice.
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- 2024
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3. Pathophysiological Link and Treatment Implication of Heart Failure and Preserved Ejection Fraction in Patients with Chronic Kidney Disease
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Giacomo Bonacchi, Valentina Alice Rossi, Manuel Garofalo, Rocco Mollace, Giuseppe Uccello, Paolo Pieragnoli, Luca Checchi, Laura Perrotta, Luca Voltolini, Giuseppe Ricciardi, and Matteo Beltrami
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heart failure preserved ejection fraction ,chronic kidney disease ,hyperkalemia ,sodium–glucose-linked transporters 2 inhibitors ,treatment ,angiotensin receptor blocker ,Biology (General) ,QH301-705.5 - Abstract
Heart failure with preserved ejection fraction (HFpEF) results from a complex interplay of age, genetic, cardiac remodeling, and concomitant comorbidities including hypertension, obesity, diabetes, and chronic kidney disease (CKD). Renal failure is an important comorbidity of HFpEF, as well as a major pathophysiological mechanism for those patients at risk of developing HFpEF. Heart failure (HF) and CKD are intertwined conditions sharing common disease pathways; the so-called “kidney tamponade”, explained by an increase in intracapsular pressure caused by fluid retention, is only the latest model to explain renal injury in HF. Recognizing the different phenotypes of HFpEF remains a real challenge; the pathophysiological mechanisms of renal dysfunction may differ across the HF spectrum, as well as the prognostic role. A better understanding of the role of cardiorenal interactions in patients with HF in terms of symptom status, disease progression, and prognosis remains essential in HF management. Historically, patients with HF and CKD have been scarcely represented in clinical trial populations. Current concerns affect the practical approach to HF treatment, and, in this context, physicians are frequently hesitant to prescribe and titrate both new and old treatments. Therefore, the extensive application of HF drugs in diverse HF subtypes with numerous comorbidities and different renal dysfunction etiologies remains a controversial matter of discussion. Numerous recently introduced drugs, such as sodium–glucose-linked transporter 2 inhibitors (SGLT2i), constitute a new therapeutic option for patients with HF and CKD. Because of their protective vascular and hormonal actions, the use of these agents may be safely extended to patients with renal dysfunction in the long term. The present review delves into the phenotype of patients with HFpEF and CKD from a pathophysiological perspective, proposing a treatment approach that suggests a practical stepwise algorithm for the proper application of life-saving therapies in clinical practice.
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- 2024
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4. The role of fibrosis, inflammation, and congestion biomarkers for outcome prediction in candidates to cardiac resynchronization therapy: is 'response' the right answer?
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Matteo Beltrami, Alessandro Galluzzo, Riccardo Tappa Brocci, Alessandro Paoletti Perini, Paolo Pieragnoli, Manuel Garofalo, Geza Halasz, Massimo Milli, Maria Barilli, and Alberto Palazzuoli
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galectin-3 ,sST2 ,eGFR ,biomarkers ,heart failure ,outcome ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
BackgroundCardiac resynchronization therapy (CRT) is an established treatment in selected patients suffering from heart failure with reduced ejection fraction (HFrEF). It has been proposed that myocardial fibrosis and inflammation could influence CRT “response” and outcome. Our study investigated the long-term prognostic significance of cardiac biomarkers in HFrEF patients with an indication for CRT.MethodsConsecutive patients referred for CRT implantation were retrospectively evaluated. The soluble suppression of tumorigenicity 2 (sST2), galectin-3 (Gal-3), N-terminal portion of the B-type natriuretic peptide (NT-proBNP), and estimated glomerular filtration rate (eGFR) were measured at baseline and after 1 year of follow-up. Multivariate analyses were performed to evaluate their correlation with the primary composite outcome of cardiovascular mortality and heart failure hospitalizations at a mean follow-up of 9 ± 2 years.ResultsAmong the 86 patients enrolled, 44% experienced the primary outcome. In this group, the mean baseline values of NT-proBNP, Gal-3, and sST2 were significantly higher compared with the patients without cardiovascular events. At the multivariate analyses, baseline Gal-3 [cut-off: 16.6 ng/ml, AUC: 0.91, p
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- 2023
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5. Overweight and aging increase the risk of atrial fibrillation after cardiac surgery independently of left atrial size and left ventricular ejection fraction
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Pier Luigi Stefàno, Marco Bugetti, Guido Del Monaco, Gloria Popescu, Paolo Pieragnoli, Giuseppe Ricciardi, Laura Perrotta, Luca Checchi, Roberto Rondine, Sergio Bevilacqua, Carlo Fumagalli, Niccolò Marchionni, and Antonio Michelucci
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Postoperative atrial fibrillation ,Cardiac surgery ,Risk factors ,Surgery ,RD1-811 ,Anesthesiology ,RD78.3-87.3 - Abstract
Abstract Background Body mass index (BMI), age, left atrium (LA) dimension and left ventricular ejection fraction (LVEF) have been linked to post-operative atrial fibrillation (POAF) after cardiac surgery. The aim of this study was to better define the role of these risk factors. Methods This retrospective cohort study evaluated 249 patients (without prior atrial dysrhythmia) undergoing cardiac or aortic surgery. Prior to surgery, the following data were collected: age, BMI, LA diameter, LA area, LVEF, thyroid stimulating hormone (TSH), creatinine and the presence of arterial hypertension (AH) and diabetes. Intraoperative data such as operation time, total clamp time, cardiopulmonary bypass time, and presence of pericardial/pleural effusion were also collected. Only patients without pre- and post-surgery prophylactic anti-arrhythmic therapy were included. Results Patients with (N = 127, 51%) and without POAF (N = 122, 49%) were compared. No difference was observed for sex, LA diameter, LA area, LVEF, TSH, diabetes and use of ACE inhibitors or statins prior to intervention. Moreover, no difference was observed in terms of operation time, total clamp time, cardiopulmonary bypass time, and presence of pericardial/pleural effusion. However, patients with POAF were older (70.6 ± 10.7 vs. 60.4 ± 16.4 years, p = 0.001), had higher BMI (26.8 ± 4.5 vs. 24.9 ± 3.6 kg/m2, p = 0.001), higher baseline creatinine (1.06 ± 0.91 vs. 0.88 ± 0.32 mg/dL, p = 0.038) and a higher frequency of arterial hypertension (73.2% vs. 50%, p = 0.001) and Bentall procedure (24.4% vs. 9.8%, p = 0.023). Multivariate analysis showed that the only independent predictors of POAF were age (OR = 1.05, 95%CI 1.02–1.07, p = 0.001) and BMI (OR = 1.11 95%CI 1.03–1.2,p = 0.006). Conclusions These findings suggest that advanced age and a higher BMI are strong risk factors for POAF in patients without previous AF even in the presence of comparable LA dimensions and LVEF.
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- 2020
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6. Safety and Efficacy of Cryoballoon Ablation of Atrial Fibrillation in relation to the Patients’ Age: Results from a Large Real-World Multicenter Observational Project
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Luigi Sciarra, Saverio Iacopino, Giuseppe Arena, Claudio Tondo, Paolo Pieragnoli, Giulio Molon, Massimiliano Manfrin, Antonio Curnis, Antonio Dello Russo, Giovanni Rovaris, Giuseppe Stabile, Leonardo Calò, Gabriele Boscolo, and Roberto Verlato
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Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background. The real-world efficacy and safety of atrial fibrillation (AF) ablation in particularly young and elderly patients are still under debate. The aim of the analysis was to investigate the effect of age on the efficacy and safety of cryoballoon ablation (CBA). Methods. 2,534 patients underwent pulmonary vein isolation (PVI) by way of CBA for paroxysmal or persistent drug-resistant and symptomatic AF. The population was divided into age quartiles for evaluation, including (1) 74 years old. Procedural data and complications were collected, and atrial fibrillation recurrences were evaluated during follow-up. Results. Procedural-related complications (4.1%) were similar in the four subgroups according to age. At the 12-month follow-up, freedom from AF recurrence was 79.2%, 77.4%, 76.8%, and 75.2% (p=0.21), respectively (with increasing age). At 24-month follow-up, similar incidences of AF recurrence were observed in the four subgroups. When the sample was arbitrarily divided into the three age groups, a higher rate of recurrence was observed in older patients with regard to long-term follow-up (freedom from AF recurrence was 71.8% and 40.9%, respectively, at 12 and 24-month follow-up). In the univariate and multivariate analysis, age did not result in a significant predictor of AF recurrence during follow-up; however, a trend toward higher AF recurrences rates in patients ≥67 years was observed. Conclusion. The data demonstrated a high degree of safety during CBA across all patient ages. Procedural performance and complications were similar between different ages; AF recurrences seem to be more frequent in patients over 74 years.
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- 2021
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7. Chronic Kidney Disease with Mild and Mild to Moderate Reduction in Renal Function and Long-Term Recurrences of Atrial Fibrillation after Pulmonary Vein Cryoballoon Ablation
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Giuseppe Boriani, Saverio Iacopino, Giuseppe Arena, Paolo Pieragnoli, Roberto Verlato, Massimiliano Manfrin, Giulio Molon, Giovanni Rovaris, Antonio Curnis, Giovanni Battista Perego, Antonio Dello Russo, Maurizio Landolina, Marco Vitolo, Claudio Tondo, and on behalf of the 1STOP ClinicalService Investigators
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atrial fibrillation ,cryoablation ,chronic kidney disease ,catheter ablation ,rhythm control ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
The aim of this research was to evaluate if patients with chronic kidney disease (CKD) and mild or mild to moderate depression of renal function have an increased risk of atrial fibrillation (AF) recurrences after cryoballoon (CB) ablation. We performed a retrospective analysis of AF patients undergoing pulmonary vein isolation (PVI) by CB. The cohort was divided according to the KDIGO CKD-EPI classification into a (1) normal, (2) mildly decreased, or (3) mild to moderate reduction in estimated glomerular filtration rate (eGFR). Freedom from AF recurrences was the primary endpoint. A total of 1971 patients were included (60 ± 10 years, 29.0% females, 73.6% paroxysmal AF) in the study. Acute success and complication rates were 99.2% and 3.7%, respectively, with no significant differences among the three groups. After a follow-up of 24 months, AF recurrences were higher in the mildly and mild to moderate CKD groups compared to the normal kidney function group (23.4% vs. 28.3% vs. 33.5%, p < 0.05). Mild to moderate CKD was an independent predictor of AF recurrences after the blanking period (hazard ratio:1.38, 95% CI 1.02–1.86, p = 0.037). In conclusion, a multicenter analysis of AF patients treated with cryoablation revealed mild to moderate reductions in renal functions were associated with a higher risk of AF recurrences. Conversely, the procedural success and complication rates were similar in patients with normal, mildly reduced, or mild to moderate reduction in eGFR.
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- 2022
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8. Myocardial Scar on Surface ECG: Selvester Score, but Not Fragmentation, Predicts Response to CRT
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Martina Nesti, Alessandro Paoletti Perini, Rossella Bani, Stella Cartei, Luca Checchi, Giuseppe Ricciardi, Paolo Pieragnoli, Federica Michelotti, Giosuè Mascioli, Elena Cavarretta, and Luigi Sciarra
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Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Purpose. Myocardial scar is directly related to the response to CRT after implantation. The extent of myocardial scar can be detected not only by cardiac magnetic resonance but also by two electrocardiographic scores: fragmented QRS (fQRS) and Selvester score (SSc). The aim of our study is to compare the role of baseline SSc and fQRS in predicting response to CRT in a cohort of heart failure patients with true left bundle branch block (LBBB). As a secondary endpoint, we assessed the association of both scores with overall and cardiac mortality, heart failure hospitalizations, ventricular arrhythmias requiring ICD intervention, and major adverse cardiovascular event (MACE). Methods. We evaluated fQRS and SSc of 178 consecutive HF patients with severe systolic dysfunction (LVEF ≤ 35%), NYHA class II-III despite optimal medical treatment, and true-LBBB. Response to CRT was defined as the improvement of LVEF of at least 10% or as the reduction of LVESV of at least 15% at a 6-month follow-up. Each endpoint was related to fQRS and SSc. Results. SSc ≥7 was significantly associated with the absence of echocardiographic response to CRT (OR: 0.327; 95% C.I. 0.155–0.689; p=0.003), while the presence of fQRS at baseline ECG was not (OR: 1.133; 95% C.I. 0.539–2.381; p=0.742). No correlation was found between SSc and overall mortality, cardiac death, ventricular arrhythmias, hospitalizations due to heart failure, or for MACE. Similar results were observed between fQRS and all secondary endpoints. Conclusion. In HF patients with true-LBBB and LVEF ≤35% eligible for CRT, myocardial scar assessed by calculating the SSc on preimplant ECG is an independent predictor of nonresponse after multiple adjustments. Neither SSc nor fQRS is associated with overall and cardiac death, ventricular arrhythmias, or hospitalization for heart failure at a 24-month follow-up.
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- 2020
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9. Patients' knowledge and attitudes regarding living with implantable electronic devices:results of a multicentre, multinational patient survey conducted by the European Heart Rhythm Association
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Stefano Fumagalli, Nikolaos Dagres, Serge Boveda, Antonio Hernandez Madrid, Torben Larsen, Dan Dobreanu, Kristina H. Haugaa, Elena Sciarrafia, Roland Richard Tilz, Jian Chen, Tatjana S. Potpara, Andrzej Przybylski, Jean-Claude Deharo, Paolo Pieragnoli, Milos Taborsky, and Radosław Lenarczyk
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Male ,medicine.medical_specialty ,Health Knowledge, Attitudes, Practice ,Pacemaker, Artificial ,Complications ,Heart Diseases ,Patients ,medicine.medical_treatment ,Cardiac resynchronization therapy ,Disease ,030204 cardiovascular system & hematology ,Implantable cardioverter-defibrillator ,03 medical and health sciences ,0302 clinical medicine ,Quality of life ,Cost of Illness ,Patient Education as Topic ,Physiology (medical) ,Adaptation, Psychological ,medicine ,Humans ,030212 general & internal medicine ,Cardiac Resynchronization Therapy Devices ,Prospective Studies ,Patient preference ,Aged ,business.industry ,Incidence (epidemiology) ,Patient Preference ,Middle Aged ,3. Good health ,Defibrillators, Implantable ,Prosthesis Failure ,Heart Rhythm ,Europe ,Pacemaker ,Health Care Surveys ,Cardiac implantable electronic devices ,Emergency medicine ,Quality of Life ,Patient survey ,Female ,EHRA survey ,Cardiology and Cardiovascular Medicine ,business ,Patient knowledge - Abstract
The purpose of this patient survey was to analyse the knowledge, experiences, and attitudes regarding cardiac implantable electronic devices (CIED) in patients with pacemakers, implantable cardioverter-defibrillators (ICDs), or cardiac resynchronization devices. Of the 1644 patients with CIEDs from seven European countries, 88% were over 50 years of age. Most patients (90%) knew what device they were implanted with and felt sufficiently informed about the indications for therapy. As many as 42% of patients needed additional information on the battery replacement and limitations in physical activity. The self-reported incidence of complications was 9%, and among these, a quarter of the respondents felt insufficiently informed about the possibility of complications and their management. The majority of patients (83%) were followed by face-to-face visits, which was the most commonly preferred follow-up strategy by the patients. Nearly 75% of the patients reported improved quality of life after device implantation, but about 40% had worries about their device. Less than 20% had discussed with their physician or thought about device handling in the end-of-life circumstances or end-stage disease. Notably, almost 20% of the ICD patients did not wish to answer the question regarding what they wanted to be done with their ICD in case of end-stage disease, indicating the challenges in approaching these issues. acceptedVersion
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- 2018
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