Evidence map›Paper›PMID 34031747›Full record

ArticleJournal of neurology2022

SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy.

Alessandro Pezzini, Mario Grassi, Giorgio Silvestrelli, Martina Locatelli, Nicola Rifino, Simone Beretta, Massimo Gamba, Elisa Raimondi, Giuditta Giussani, Federico Carimati and 39 more

Open access · hybridAbstract read
In one paragraph

Article in Journal of neurology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
1.1field-weighted citation impact, top 20% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 12 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Neurovascular and infectious disease phenotype of acute stroke patients with and without COVID-19.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2022
    Article
  5. Central nervous system outcomes of COVID-19.Translational research : the journal of laboratory and clinical medicine · 2022
    Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

49 authors at 14 institutions in 1 country.

Alessandro PezziniDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy. ale_pezzini@hotmail.com.ORCID http://orcid.org/0000-0001-8629-3315
Mario GrassiDepartment of Brain and Behavioural Sciences, Statistics and Genomic Unit, University of Pavia, Pavia, Italy.
Giorgio SilvestrelliDepartment of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
Martina LocatelliDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Nicola RifinoDepartment of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
Simone BerettaDepartment of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
Massimo GambaVascular Neurology-Stroke Unit, Spedali Civili Hospital, ASST Spedali Civili, Brescia, Italy.
Elisa RaimondiNeurology Unit, Ospedale Nuovo, ASST Ovest Milanese, Legnano, Italy.
Giuditta GiussaniNeurology Unit and Stroke Unit, Department of Neurosciences and Niguarda Neuro Center, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy.
Federico CarimatiNeurology Unit, Ospedale di Circolo e Fondazione Macchi, ASST Sette Laghi, Varese, Italy.
Davide SangalliNeurology Unit, Ospedale "A. Manzoni", ASST Lecco, Lecco, Italy.
Manuel CoratoEmergency Neurology and Stroke Unit, IRCCS Humanitas Clinical and Research Center, Rozzano, Milan, Italy.
Simonetta GereviniDepartment of Neuroradiology, Papa Giovanni XXIII Hospital, ASST Papa Giovanni XXIII, Bergamo, Italy.
Stefano MasciocchiDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Matteo CortinovisDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Sara La GioiaDepartment of Neurology, Papa Giovanni XXIII Hospital, ASST Papa Giovanni XXIII, Bergamo, Italy.
Francesca BarbieriDepartment of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
Valentina MazzoleniDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Debora PezziniDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Sonia BonacinaDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Andrea PilottoDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Alberto BenussiDepartment of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
Mauro MagoniVascular Neurology-Stroke Unit, Spedali Civili Hospital, ASST Spedali Civili, Brescia, Italy.
Enrico PremiVascular Neurology-Stroke Unit, Spedali Civili Hospital, ASST Spedali Civili, Brescia, Italy.
Alessandro Cesare PrelleNeurology Unit, Ospedale Nuovo, ASST Ovest Milanese, Legnano, Italy.
Elio Clemente AgostoniNeurology Unit and Stroke Unit, Department of Neurosciences and Niguarda Neuro Center, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy.
Fernando PalluzziDepartment of Brain and Behavioural Sciences, Statistics and Genomic Unit, University of Pavia, Pavia, Italy.
Valeria De GiuliNeurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
Anna MagheriniDepartment of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
Daria Valeria RoccatagliataDepartment of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
Luisa VinciguerraNeurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
Valentina PuglisiNeurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
Laura FusiNeurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
Susanna DiamantiDepartment of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
Francesco SantangeloDepartment of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
Rubjona XhaniNeurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
Federico PozziNeurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
Giampiero GrampaNeurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
Maurizio VersinoNeurology Unit, Ospedale di Circolo e Fondazione Macchi, ASST Sette Laghi, Varese, Italy.
Andrea SalmaggiNeurology Unit, Ospedale "A. Manzoni", ASST Lecco, Lecco, Italy.
Simona MarcheselliEmergency Neurology and Stroke Unit, IRCCS Humanitas Clinical and Research Center, Rozzano, Milan, Italy.
Anna CavalliniStroke Unit, IRCCS Fondazione "C. Mondino", Pavia, Italy.
Alessia GiossiNeurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
Bruno CensoriNeurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
Carlo FerrareseDepartment of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
Alfonso CicconeDepartment of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
Maria Sessa *Department of Neurology, Papa Giovanni XXIII Hospital, ASST Papa Giovanni XXIII, Bergamo, Italy.
Alessandro Padovani *Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
STROKOVID group
University of Brescia · ITIstituti Ospitalieri di Cremona · ITAzienda Ospedaliera Carlo Poma · ITAzienda Ospedaliera San Gerardo · ITAzienda Socio Sanitaria Territoriale degli Spedali Civili di Brescia · ITAzienda Socio Sanitaria Territoriale Lariana · ITOspedale Papa Giovanni XXIII · ITAlessandro Manzoni Hospital · ITAzienda Socio Sanitaria Territoriale Grande Ospedale Metropolitano Niguarda · ITHumanitas University · ITOspedale di Circolo e Fondazione Macchi · ITOspedale di Prato Santo Stefano · ITUniversity of Pavia · ITFondazione FADOI · IT

Funding

Regione Lombardia STROKOVID
6 · The paper itself

Abstract

objectiveTo characterize patients with acute ischemic stroke related to SARS-CoV-2 infection and assess the classification performance of clinical and laboratory parameters in predicting in-hospital outcome of these patients.

methodsIn the setting of the STROKOVID study including patients with acute ischemic stroke consecutively admitted to the ten hub hospitals in Lombardy, Italy, between March 8 and April 30, 2020, we compared clinical features of patients with confirmed infection and non-infected patients by logistic regression models and survival analysis. Then, we trained and tested a random forest (RF) binary classifier for the prediction of in-hospital death among patients with COVID-19.

resultsAmong 1013 patients, 160 (15.8%) had SARS-CoV-2 infection. Male sex (OR 1.53; 95% CI 1.06-2.27) and atrial fibrillation (OR 1.60; 95% CI 1.05-2.43) were independently associated with COVID-19 status. Patients with COVID-19 had increased stroke severity at admission [median NIHSS score, 9 (25th to75th percentile, 13) vs 6 (25th to75th percentile, 9)] and increased risk of in-hospital death (38.1% deaths vs 7.2%; HR 3.30; 95% CI 2.17-5.02). The RF model based on six clinical and laboratory parameters exhibited high cross-validated classification accuracy (0.86) and precision (0.87), good recall (0.72) and F1-score (0.79) in predicting in-hospital death.

conclusionsIschemic strokes in COVID-19 patients have distinctive risk factor profile and etiology, increased clinical severity and higher in-hospital mortality rate compared to non-COVID-19 patients. A simple model based on clinical and routine laboratory parameters may be useful in identifying ischemic stroke patients with SARS-CoV-2 infection who are unlikely to survive the acute phase.

Indexed as

Brain IschemiaCOVID-19Ischemic StrokeStrokeHospital MortalityHumansItalyMaleRetrospective StudiesRisk FactorsSARS-CoV-2COVID-19Risk factorsStrokeViral infection

Identifiers

PMID34031747
PMCPMC8142879
OpenAlexW3165835050

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.