Frontiers in Cardiovascular Medicine (Jul 2024)
A matter of sex—persistent predictive value of MECKI score prognostic power in men and women with heart failure and reduced ejection fraction: a multicenter study
- Giulia Grilli,
- Elisabetta Salvioni,
- Federica Moscucci,
- Alice Bonomi,
- Gianfranco Sinagra,
- Michele Schaeffer,
- Jeness Campodonico,
- Massimo Mapelli,
- Massimo Mapelli,
- Maddalena Rossi,
- Cosimo Carriere,
- Michele Emdin,
- Michele Emdin,
- Massimo Piepoli,
- Massimo Piepoli,
- Stefania Paolillo,
- Michele Senni,
- Claudio Passino,
- Anna Apostolo,
- Federica Re,
- Caterina Santolamazza,
- Damiano Magrì,
- Carlo M. Lombardi,
- Ugo Corrà,
- Rosa Raimondo,
- Antonio Cittadini,
- Antonio Cittadini,
- Annamaria Iorio,
- Andrea Salzano,
- Andrea Salzano,
- Rocco Lagioia,
- Carlo Vignati,
- Roberto Badagliacca,
- Andrea Passantino,
- Pasquale Perrone Filardi,
- Michele Correale,
- Enrico Perna,
- Davide Girola,
- Marco Metra,
- Gaia Cattadori,
- Gaia Cattadori,
- Marco Guazzi,
- Giuseppe Limongelli,
- Gianfranco Parati,
- Gianfranco Parati,
- Fabiana De Martino,
- Maria Vittoria Matassini,
- Francesco Bandera,
- Francesco Bandera,
- Maurizio Bussotti,
- Angela Beatrice Scardovi,
- Susanna Sciomer,
- Piergiuseppe Agostoni,
- Piergiuseppe Agostoni,
- MECKI Score Research Group,
- Armando Ferraretti,
- Cristina Gussago,
- Domenico Scrutinio,
- Donatella Bertipaglia,
- Elisa Battaia,
- Michele Moretti,
- Francesca Pietrucci,
- Geza Halasz,
- Bruno Capelli,
- Giovanna Gallo,
- Emiliano Fiori,
- Giovanni Marchese,
- Giuseppe Pacileo,
- Fabio Valente,
- Rossella Vastarella,
- Rita Gravino,
- Matilda Shkoza,
- Nikita Baracchini,
- Teresa Capovilla,
- Andrea Di Lenarda,
- Alberto Maria Marra,
- Roberta D’Assante,
- Giulia Crisci,
- Roberto Ricci,
- Luca Arcari,
- Sergio Caravita,
- Elena Viganò,
- Stefania Farina,
- Beatrice Pezzuto,
- Pietro Palermo,
- Mauro Contini,
- Paola Gugliandolo,
- Irene Mattavelli,
- Michele Della Rocca
Affiliations
- Giulia Grilli
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Elisabetta Salvioni
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Federica Moscucci
- Department of Clinical Medicine and Medical Specialties, Azienda Ospedaliera Universitaria Policlinico Umberto I, Rome, Italy
- Alice Bonomi
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Gianfranco Sinagra
- Cardiothoracovascular Department, Azienda Sanitaria Universitaria Giuliano Isontina (ASUGI) and University of Trieste, Trieste, Italy
- Michele Schaeffer
- Research Group for Rehabilitation in Internal Disorders, Department of Rehabilitation Sciences, KU Leuven, Leuven, Belgium
- Jeness Campodonico
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Massimo Mapelli
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Massimo Mapelli
- Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milan, Milan, Italy
- Maddalena Rossi
- Cardiothoracovascular Department, Azienda Sanitaria Universitaria Giuliano Isontina (ASUGI) and University of Trieste, Trieste, Italy
- Cosimo Carriere
- Cardiothoracovascular Department, Azienda Sanitaria Universitaria Giuliano Isontina (ASUGI) and University of Trieste, Trieste, Italy
- Michele Emdin
- Health Science Interdisciplinary Center, Scuola Superiore Sant’Anna, Pisa, Italy
- Michele Emdin
- Cardio-Thoracic Department, Fondazione Toscana Gabriele Monasterio, Pisa, Italy
- Massimo Piepoli
- Clinical Cardiology, IRCCS Policlinico San Donato, Milan, Italy
- Massimo Piepoli
- Department of Biomedical Sciences for Health, University of Milan, Milan, Italy
- Stefania Paolillo
- 0Dipartimento di Scienze Biomediche Avanzate, Federico II University of Naples, Naples, Italy
- Michele Senni
- 1Cardiovascular Department, Cardiology Unit, ASST Papa Giovanni XXIII, Bergamo, Italy
- Claudio Passino
- Health Science Interdisciplinary Center, Scuola Superiore Sant’Anna, Pisa, Italy
- Anna Apostolo
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Federica Re
- 2Cardiology Division, Cardiac Arrhythmia Center and Cardiomyopathies Unit, San Camillo-Forlanini Hospital, Roma, Italy
- Caterina Santolamazza
- 3Dipartimento Cardio-Toraco-Vascolare, Ospedale Cà Granda-A.O. Niguarda, Milano, Italy
- Damiano Magrì
- 4Department of Clinical and Molecular Medicine, Azienda Ospedaliera Sant’Andrea, “Sapienza” Università Degli Studi di Roma, Roma, Italy
- Carlo M. Lombardi
- 5Cardiology, Department of Medical and Surgical Specialities, Radiological Sciences, and Public Health, University of Brescia, Brescia, Italy
- Ugo Corrà
- 6Cardiology Department, Istituti Clinici Scientifici Maugeri, IRCCS, Veruno Institute, Veruno, Italy
- Rosa Raimondo
- 7U.O. Prevenzione e Riabilitazione Cardiovascolare, IRCCS, Ospedale San Raffaele, Milano, Italy
- Antonio Cittadini
- 8Department of Translational Medical Sciences, Federico II University, Naples, Italy
- Antonio Cittadini
- 9Interdepartmental center for gender medicine research ‘GENESIS’, Federico II University, Naples, Italy
- Annamaria Iorio
- 1Cardiovascular Department, Cardiology Unit, ASST Papa Giovanni XXIII, Bergamo, Italy
- Andrea Salzano
- 0Cardiac Unit, AORN A Cardarelli, Naples, Italy
- Andrea Salzano
- 1Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
- Rocco Lagioia
- 2UOC Cardiologia di Riabilitativa, Mater Dei Hospital, Bari, Italy
- Carlo Vignati
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Roberto Badagliacca
- 3Dipartimento di Scienze Cliniche, Internistiche, Anestesiologiche e Cardiovascolari, “Sapienza”, Rome University, Rome, Italy
- Andrea Passantino
- 4Division of Cardiology, Istituti Clinici Scientifici Maugeri, Institute of Bari, Bari, Italy
- Pasquale Perrone Filardi
- 5Department of Advanced Biomedical Sciences, Federico II University of Naples and Mediterranea CardioCentro, Naples, Italy
- Michele Correale
- 6Department of Cardiology, University of Foggia, Foggia, Italy
- Enrico Perna
- 3Dipartimento Cardio-Toraco-Vascolare, Ospedale Cà Granda-A.O. Niguarda, Milano, Italy
- Davide Girola
- 7Clinica Hildebrand, Centro di Riabilitazione Brissago, Brissago, Switzerland
- Marco Metra
- 8Department of Medical and Surgical Specialities, Radiological Sciences and Public Health, University of Brescia Medical School, Brescia, Italy
- Gaia Cattadori
- Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milan, Milan, Italy
- Gaia Cattadori
- 9Unità Operativa Cardiologia Riabilitativa, IRCCS Multimedica, Milano, Italy
- Marco Guazzi
- 0Department of Cardiology, University of Milano School of Medicine, San Paolo Hospital, Milano, Italy
- Giuseppe Limongelli
- 1Cardiologia SUN, Ospedale Monaldi (Azienda dei Colli), Seconda Università di Napoli, Napoli, Italy
- Gianfranco Parati
- 2Department of Cardiovascular, Neural and Metabolic Sciences, San Luca Hospital, Istituto Auxologico Italiano, IRCCS, Milan, Italy
- Gianfranco Parati
- 3Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
- Fabiana De Martino
- 4Unità Funzionale di Cardiologia, Casa di Cura Tortorella, Salerno, Italy
- Maria Vittoria Matassini
- 5Cardiac Intensive Care Unit-Cardiology Division, Cardiovascular Department, Ospedali Riuniti di Ancona, Ancona, Italy
- Francesco Bandera
- 6Department of Biomedical Sciences for Health, University of Milano, Milan, Italy
- Francesco Bandera
- 7Cardiology University Department, IRCCS Policlinico San Donato, Milan, Italy
- Maurizio Bussotti
- 8Cardiac Rehabilitation Unit, Istituti Clinici Scientifici Maugeri, IRCCS, Scientific Institute of Milan, Milan, Italy
- Angela Beatrice Scardovi
- 9Cardiology Division, Santo Spirito Hospital, Roma, Italy
- Susanna Sciomer
- 3Dipartimento di Scienze Cliniche, Internistiche, Anestesiologiche e Cardiovascolari, “Sapienza”, Rome University, Rome, Italy
- Piergiuseppe Agostoni
- Heart Failure Unit Centro Cardiologico Monzino, IRCCs, Milan, Italy
- Piergiuseppe Agostoni
- Department of Clinical Sciences and Community Health, Cardiovascular Section, University of Milan, Milan, Italy
- MECKI Score Research Group
- Armando Ferraretti
- Cristina Gussago
- Domenico Scrutinio
- Donatella Bertipaglia
- Elisa Battaia
- Michele Moretti
- Francesca Pietrucci
- Geza Halasz
- Bruno Capelli
- Giovanna Gallo
- Emiliano Fiori
- Giovanni Marchese
- Giuseppe Pacileo
- Fabio Valente
- Rossella Vastarella
- Rita Gravino
- Matilda Shkoza
- Nikita Baracchini
- Teresa Capovilla
- Andrea Di Lenarda
- Alberto Maria Marra
- Roberta D’Assante
- Giulia Crisci
- Roberto Ricci
- Luca Arcari
- Sergio Caravita
- Elena Viganò
- Stefania Farina
- Beatrice Pezzuto
- Pietro Palermo
- Mauro Contini
- Paola Gugliandolo
- Irene Mattavelli
- Michele Della Rocca
- DOI
- https://doi.org/10.3389/fcvm.2024.1390544
- Journal volume & issue
-
Vol. 11
Abstract
BackgroundA sex-based evaluation of prognosis in heart failure (HF) is lacking.Methods and resultsWe analyzed the Metabolic Exercise test data combined with Cardiac and Kidney Indexes (MECKI) score registry, which includes HF with reduced ejection fraction (HFrEF) patients. A cross-validation procedure was performed to estimate weights separately for men and women of all MECKI score parameters: left ventricular ejection fraction (LVEF), hemoglobin, kidney function assessed by Modification of Diet in Renal Disease, blood sodium level, ventilation vs. carbon dioxide production slope, and peak oxygen consumption (peakVO2). The primary outcomes were the composite of all-cause mortality, urgent heart transplant, and implant of a left ventricle assist device. The difference in predictive ability between the native and sex recalibrated MECKI (S-MECKI) was calculated using a receiver operating characteristic (ROC) curve at 2 years and a calibration plot. We retrospectively analyzed 7,900 HFrEF patients included in the MECKI score registry (mean age 61 ± 13 years, 6,456 men/1,444 women, mean LVEF 33% ± 10%, mean peakVO2 56.2% ± 17.6% of predicted) with a median follow-up of 4.05 years (range 1.72–7.47). Our results revealed an unadjusted risk of events that was doubled in men compared to women (9.7 vs. 4.1) and a significant difference in weight between the sexes of most of the parameters included in the MECKI score. S-MECKI showed improved risk classification and accuracy (area under the ROC curve: 0.7893 vs. 0.7799, p = 0.02) due to prognostication improvement in the high-risk settings in both sexes (MECKI score >10 in men and >5 in women).ConclusionsS-MECKI, i.e., the recalibrated MECKI according to sex-specific differences, constitutes a further step in the prognostic assessment of patients with severe HFrEF.
Keywords