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Marziliano N, Giuliani G. Telemedicine and Point-of-Care Devices: A Tale of Success for the Nurses' Management of Patients with Chronic Illness. Cardiology 2024:1-2. [PMID: 39191220 DOI: 10.1159/000541108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Accepted: 08/14/2024] [Indexed: 08/29/2024]
Affiliation(s)
- Nicola Marziliano
- ASST Rhodense, Clinical Pathology and Microbiology Laboratory, Rho-Milan, Italy
- Department of Medicine and Health Sciences "V. Tiberio", University of Molise, Campobasso, Italy
| | - Giuseppe Giuliani
- ASST Rhodense, Clinical Pathology and Microbiology Laboratory, Rho-Milan, Italy
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Piccirillo G, Moscucci F, Mezzadri M, Caltabiano C, Cisaria G, Vizza G, De Santis V, Giuffrè M, Stefano S, Scinicariello C, Carnovale M, Corrao A, Lospinuso I, Sciomer S, Rossi P. Artificial Intelligence Applied to Electrical and Non-Invasive Hemodynamic Markers in Elderly Decompensated Chronic Heart Failure Patients. Biomedicines 2024; 12:716. [PMID: 38672072 PMCID: PMC11048014 DOI: 10.3390/biomedicines12040716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Revised: 03/16/2024] [Accepted: 03/18/2024] [Indexed: 04/28/2024] Open
Abstract
OBJECTIVES The first aim of this study was to assess the predictive power of Tend interval (Te) and non-invasive hemodynamic markers, based on bioimpedance in decompensated chronic heart failure (CHF). The second one was to verify the possible differences in repolarization and hemodynamic data between CHF patients grouped by level of left ventricular ejection fraction (LVEF). Finally, we wanted to check if repolarization and hemodynamic data changed with clinical improvement or worsening in CHF patients. METHODS Two hundred and forty-three decompensated CHF patients were studied by 5 min ECG recordings to determine the mean and standard deviation (TeSD) of Te (first study). In a subgroup of 129 patients (second study), non-invasive hemodynamic and repolarization data were recorded for further evaluation. RESULTS Total in-hospital and cardiovascular mortality rates were respectively 19 and 9%. Te was higher in the deceased than in surviving subjects (Te: 120 ± 28 vs. 100 ± 25 ms) and multivariable logistic regression analysis reported that Te was related to an increase of total (χ2: 35.45, odds ratio: 1.03, 95% confidence limit: 1.02-1.05, p < 0.001) and cardiovascular mortality (χ2: 32.58, odds ratio: 1.04, 95% confidence limit: 1.02-1.06, p < 0.001). Subjects with heart failure with reduced ejection fraction (HFrEF) reported higher levels of repolarization and lower non-invasive systolic hemodynamic data in comparison to those with preserved ejection fraction (HFpEF). In the subgroup, patients with the NT-proBNP reduction after therapy showed a lower rate of Te, heart rate, blood pressures, contractility index, and left ventricular ejection time in comparison with the patients without NT-proBNP reduction. CONCLUSION Electrical signals from ECG and bioimpedance were capable of monitoring the patients with advanced decompensated CHF. These simple, inexpensive, non-invasive, easily repeatable, and transmissible markers could represent a tool to remotely monitor and to intercept the possible worsening of these patients early by machine learning and artificial intelligence tools.
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Affiliation(s)
- Gianfranco Piccirillo
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Federica Moscucci
- Department of Internal Medicine and Medical Specialties, Policlinico Umberto I, Viale del Policlinico, 155, 00161 Rome, Italy;
| | - Martina Mezzadri
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Cristina Caltabiano
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Giovanni Cisaria
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Guendalina Vizza
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Valerio De Santis
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Marco Giuffrè
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Sara Stefano
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Claudia Scinicariello
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Myriam Carnovale
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Andrea Corrao
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Ilaria Lospinuso
- Department of Internal Medicine and Medical Specialties, Policlinico Umberto I, Viale del Policlinico, 155, 00161 Rome, Italy;
| | - Susanna Sciomer
- Department of Internal and Clinical Medicine, Anesthesiology and Cardiovascular Sciences, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (G.P.); (M.M.); (C.C.); (G.C.); (G.V.); (V.D.S.); (M.G.); (S.S.); (C.S.); (M.C.); (A.C.); (S.S.)
| | - Pietro Rossi
- Arrhythmology Unit, Fatebenefratelli Hospital, Isola Tiberina-Gemelli Isola, 00186 Rome, Italy;
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