Evidence map›Paper›PMID 40247796›Full record

Observational studyCurrent vascular pharmacology2026

Validation of the Zwolle Risk Score in STEMI Patients Undergoing Primary PCI: Insights from the ISCAS-STEMI COVID-19 Registry.

Giuseppe De Luca, Magdy Algowhary, Berat Uguz, Dinaldo C Oliveira, Vladimir Ganyukov, Zan Zimbakov, Miha Cercek, Lisette Okkels Jensen, Poay Huan Loh, Lucian Calmac and 82 more

Abstract readValidation StudyMulticenter StudyObservational Study
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In one paragraph

Observational study in Current vascular pharmacology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

92 authors.

Giuseppe De LucaDivision of Cardiology, AOU Policlinico G Martino, University of Messina, Messina, Italy.
Magdy AlgowharyDivision of Cardiology, Assiut University Heart Hospital, Assiut University, Asyut, Egypt.
Berat UguzDivision of Cardiology, Bursa City Hospital, Bursa, Turkey.
Dinaldo C OliveiraPronto de Socorro Cardiologico Prof. Luis Tavares, Centro PROCAPE, Federal University of Pernambuco, Recife, Brasil.
Vladimir GanyukovDepartment of Heart and Vascular Surgery, State Research Institute for Complex Issues of Cardiovascular Diseases, Kemerovo, Russia.
Zan ZimbakovUniversity Clinic for Cardiology, Medical Faculty, Ss' Cyril and Methodius University, Skopje, North Macedonia.
Miha CercekCentre for Intensive Internal Medicine, University Medical Centre, Ljubljana, Slovenia.
Lisette Okkels JensenDivision of Cardiology, Odense Universitets Hospital, Odense, Denmark.
Poay Huan LohDepartment of Cardiology, National University Hospital, Singapore.
Lucian CalmacClinic Emergency Hospital of Bucharest, Romania.
Gerard Roura I FerrerInterventional Cardiology Unit, Heart Disease Institute. Hospital Universitari de Bellvitge, Spain.
Alexandre QuadrosInstituto de Cardiologia do Rio Grande do Sul, Porto Alegre.
Marek MIlewskiDivision of Cardiology, Medical University of Silezia, Katowice, Poland.
Fortunato Scotto Di UccioDivision of Cardiology, Ospedale del Mare, Napoli, Italy.
Clemens Von BirgelenDepartment of Cardiology, Medisch Spectrum Twente, Thoraxcentrum Twente, Enschede, The Netherlands.
Francesco VersaciDivision of Cardiology, Ospedale Santa Maria Goretti Latina, Italy.
Jurrien Ten BergDivision of Cardiology, St Antonius Hospital, Nieuwegein, The Netherlands.
Gianni CasellaDivision of Cardiology, Ospedale Maggiore Bologna, Italy.
Aaron Wong Sung LungDepartment of Cardiology, National Heart Center, Singapore.
Petr KalaUniversity Hospital Brno, Medical Faculty of Masaryk University Brno, Czech Republic.
José Luis Díez GilH. Universitario y Politécnico La Fe, Valencia, Spain.
Xavier CarrilloHospital Germans Triasi Pujol, Badalona, Spain.
Maurits T DirksenDivision of Cardiology, Northwest Clinics Alkmaar, The Netherlands.
Victor Manuel Becerra-MunozHospital Clínico Universitario Virgen de la Victoria, Málaga, Spain.
Michael Kang-Yin LeeDepartment of Cardiology, Queen Elizabeth Hospital, University of Hong Kong, Hong Kong.
Dafsah Arifa JuzarDepartment of cardiology and Vascular Medicine, University of Indonesia National Cardiovascular Center "Harapan Kita", Jakarta, Indonesia.
Rodrigo de Moura JoaquimInstituto de Cardiologia de Santa Catarina Praia Comprida, São José, Brasil.
Roberto PaladinoDivision of Cardiology, Clinica Villa dei Fiori, Acerra, Italy.
Davor MilicicDepartment of Cardiology, University Hospital Centre, University of Zagreb, Zagreb, Croatia.
Periklis DavlourosInvasive Cardiology and Congenital Heart Disease, Patras University Hospital, Patras Greece.
Nikola BakraceskiCenter for Cardiovascular Diseases, Ohrid, North Macedonia.
Filippo ZilioDivision of Cardiology, Ospedale Santa Chiara di Trento, Italy.
Luca DonazzanDivision of Cardiology, Ospedale "S. Maurizio" Bolzano Italy.
Adriaan KraaijeveldDivision of Cardiology, UMC Utrecht, The Netherlands.
Gennaro GalassoDivision of Cardiology, Ospedale San Giovanni di Dio e Ruggi d'Aragona, Salerno, Italy.
Lux ArpadMaastricht University Medical Center, NL.
Lucia MarinucciDivision of Cardiology, Azienda Ospedaliera "Ospedali Riuniti Marche Nord", Pesaro, Italy.
Vincenzo GuiducciDivision of Cardiology, AUSL-IRCCS Reggio Emilia, Italy.
Maurizio MenichelliDivision of Cardiology, Ospedale "F. Spaziani", Frosinone, Italy.
Alessandra ScocciaDivision of Cardiology, Ospedale "Sant'Anna", Ferrara, Italy.
Aylin Hatice YamacDepartment of Cardiology, Hospital Bezmialem Vakıf University İstanbul, Turkey.
Kadir Ugur MertDivision of Cardiology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.
Xacobe Flores RiosComplexo Hospetaliero Universitario La Coruna, La Coruna, Spain.
Tomas KovarnikUniversity Hospital Prague, Czech Republic.
Michal KidawaCentral Hospital of Medical University of Lodz, Poland.
Jose MoreuDivision of Cardiology, Complejo Hospitalario de Toledo, Toledo, Spain.
Flavien VincentDivision of Cardiology, Center Hospitalier Universitaire de Lille, Lille, France.
Enrico FabrisAzienda Ospedaliero - Universitaria Ospedali Riuniti Trieste, Italy.
Inigo Lozano Martinez-LuengasDivision of Cardiology, Hospital Cabueñes, Gijon, Spain.
Marco BoccalatteDivision of Cardiology, Ospedale Santa Maria delle Grazie, Pozzuoli, Italy.
Francisco Bosa OjedaDivision of cardiology, Hospital Universitario de Canarias, Santa Cruz de Tenerife, Spain.
Carlos Arellano-SerranoDivision of Cardiology, Hospital Puerta de Hierro Majadahonda, Spain.
Gianluca CaiazzoDivision of Cardiology, Ospedale "G Moscati", Aversa, Italy.
Giuseppe CirrincioneDivision of Cardiology, Ospedale Civico Arnas, Palermo, Italy.
Hsien-Li KaoCardiology Division, Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan.
Juan Sanchis ForesDivision of Cardiology, Hospital Clinico Universitario de Valencia, Spain.
Luigi VignaliInterventional Cardiology Unit, Azienda Ospedaliera Sanitaria, Parma, Italy.
Helder PereiraHospital Garcia de Orta, Cardiology Department, Pragal, Almada, Portugal.
Stephane Manzo-SilbermannDivision of Cardiology, CHU Lariboisière, AP-HP, Paris VII University, INSERM UMRS 942, France.
Santiago OrdonezInstituto Cardiovascular de Buenos Aires, Buenos Aires, Argentina.
Alev Arat OzkanCardiology Institute, Istanbul University, Istanbul, Turkey.
Bruno SchellerDivision of Cardiology, Clinical and Experimental Interventional Cardiology, University of Saarland, Germany.
Heidi LehtolaDivision of Cardiology, Oulu University Hospital, Finland.
Rui TelesDivision of Cardiology, Hospital de Santa Cruz, CHLO - Nova Medical School, CEDOC, Lisbon, Portugal.
Christos MantisDivision of Cardiology, Kontantopoulion Hospital, Athens, Greece.
Ylitalo AnttiDivision of Cardiology, Heart Centre Turku, Finland.
Joao Antonio Brum SilveiraDivision of Cardiology, Hospital de Santo António, Porto, Portugal.
Rodrigo ZoniDepartment of Teaching and Research, Instituto de Cardiología de Corrientes "Juana F. Cabral", Argentina.
Ivan BessonovTyumen Cardiology Research Center, Russia.
Stefano SavonittoDivision of Cardiology, Ospedale "A. Manzoni" Lecco, Italy.
George KochiadakisIraklion University Hospital, Crete, Greece.
Dimitrios AlexopoulosDivision of Cardiology, Attikon University Hospital, Athens, Greece.
Carlos E UribeCarlos E Uribe, Division of Cardiology, Universidad UPB, Universidad CES, Medellin, Colombia.
John KanakakisDivision of Cardiology, Alexandra Hospital, Athens, Greece.
Benjamin FaurieDivision of Cardiology, Groupe Hospitalier Mutualiste de Grenoble, France.
Gabriele GabrielliInterventional Cardiology Unit, Azienda Ospedaliero Universitaria"Ospedali Riuniti", Ancona, Italy.
Alejandro Gutierrez BarriosDivision of Cardiology, Hospital Puerta del Mar, Cadiz, Spain.
Juan Pablo BachiniInstituto de Cardiologia Integral, Montevideo, Uruguay.
Alex RochaDepartment of Cardiology and Cardiovascular Interventions, Instituto Nacional de Cirugía Cardíaca, Montevideo, Uruguay.
Frankie Chor-Cheung TamDepartment of Cardiology, Queen Mary Hospital, University of Hong Kong, Hong Kong.
Alfredo RodriguezDivision of Cardiology, Otamendi Hospital, Buenos Aires, Argentina.
Antonia Anna LukitoCardiovascular Department Pelita Harapan University/Heart Center Siloam Lippo Village Hospital, Tangerang, Banten, Indonesia.
Veauthyelau Saint-JoyCenter Hospitalier d'Antibes Juan Les Pins, Antibes, France.
Gustavo PessahDivision of Cardiology, Hospital Cordoba, Cordoba, Argentina.
Giuliana CorteseDepartment of Statistical Sciences, University of Padova, Italy.
Guido ParodiAzienda Ospedaliero-Universitaria Sassari, Italy.
Mohammed Abed BurgadhaDivision of cardiology, Blida University Hospital, Blida, Algeria.
Elvin KedhiDivision of Cardiology, Hopital Erasmus, Universitè Libre de Bruxelles.
Pablo LamelasInstituto Cardiovascular de Buenos Aires, Buenos Aires, Argentina.
Harry SuryapranataDivision of Cardiology, Radboud University Medical Center, Nijmegen, The Netherlands.
Matteo NardinDepartment of Internal Medicine, Ospedale Riuniti, Brescia, Italy.
Monica VerdoiaDivision of Cardiology, Ospedale degli Infermi, ASL Biella, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundSeveral scores have been developed to facilitate risk stratification and early discharge following primary angioplasty, particularly the Zwolle Risk Score (ZRS). However, validation in large-sized studies is still lacking. Therefore, the aim of the current study was to validate the use of the ZRS in a contemporary global population, including patients who were treated during the SARS-CoV-2 pandemic and enrolled in a large intercontinental observational study.

methodsThe ISACS-STEMI COVID-19 is a large-scale retrospective multicenter registry involving primary PCI centers from Europe, Latin America, South-East Asia, and NorthAfrica, including patients treated from March 1st until June 30th, in 2019 and 2020]. ZRS was calculated for each patient. The patients were additionally categorized according to the following values of the ZRS [≤3; 4-6; 7-9; ≥10]. Our study outcomes were in-hospital and 30-day mortality. The discriminatory capacity of the ZRS was assessed by the area under the ROC curve [c statistic] as an index of model performance.

resultsOur population is represented by 16084 STEMI patients undergoing mechanical reperfusion enrolled in 109 centers. The score showed a very good performance in the predicting mortality both in-hospital [AUC=0.83 [0.82-0.85], p<0.0001] and at 30- day follow-up [AUC=0.82 [0.81-0.84, p<0.0001]. The results were confirmed when the ZRS was separately applied to patients treated in 2019 and 2020, with good stability across time. ZRS was able to identify a large cohort [n=10672, 66.3%] of low-risk patients [score ≤3] with a very low mortality rate at 2 days [1%] and between 3 and 10 days [0.7%], with a very good negative predictive value for in-hospital [98.3%] and 30-day mortality [97.7%], with similar results in 2019 and 2020.

conclusionThis study is the first to demonstrate the good prognostic performance of the ZRS in a large-scale contemporary global multicenter validation set. Similar results were obtained both in the pre-pandemic and the COVID-19 era. ZRS ≤3 identified a very low-risk population that could be discharged early, even during the COVID-19 pandemic, with expected advantages in the availability of hospital beds and nursing staff, costs of medical care, and in-hospital risk of contagion.

Indexed as

COVID-19Decision Support TechniquesPercutaneous Coronary InterventionST Elevation Myocardial InfarctionAgedFemaleHospital MortalityHumansMaleMiddle AgedPredictive Value of TestsRegistriesReproducibility of ResultsRetrospective StudiesRisk AssessmentRisk FactorsCOVID-19 registryISACS-STEMImechanical reperfusionpandemicSTEMI patientsZwolle Risk Score

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