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SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy.
Pezzini, Alessandro; Grassi, Mario; Silvestrelli, Giorgio; Locatelli, Martina; Rifino, Nicola; Beretta, Simone; Gamba, Massimo; Raimondi, Elisa; Giussani, Giuditta; Carimati, Federico; Sangalli, Davide; Corato, Manuel; Gerevini, Simonetta; Masciocchi, Stefano; Cortinovis, Matteo; La Gioia, Sara; Barbieri, Francesca; Mazzoleni, Valentina; Pezzini, Debora; Bonacina, Sonia; Pilotto, Andrea; Benussi, Alberto; Magoni, Mauro; Premi, Enrico; Prelle, Alessandro Cesare; Agostoni, Elio Clemente; Palluzzi, Fernando; De Giuli, Valeria; Magherini, Anna; Roccatagliata, Daria Valeria; Vinciguerra, Luisa; Puglisi, Valentina; Fusi, Laura; Diamanti, Susanna; Santangelo, Francesco; Xhani, Rubjona; Pozzi, Federico; Grampa, Giampiero; Versino, Maurizio; Salmaggi, Andrea; Marcheselli, Simona; Cavallini, Anna; Giossi, Alessia; Censori, Bruno; Ferrarese, Carlo; Ciccone, Alfonso; Sessa, Maria; Padovani, Alessandro.
  • Pezzini A; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy. ale_pezzini@hotmail.com.
  • Grassi M; Department of Brain and Behavioural Sciences, Statistics and Genomic Unit, University of Pavia, Pavia, Italy.
  • Silvestrelli G; Department of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
  • Locatelli M; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Rifino N; Neurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
  • Beretta S; Department of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
  • Gamba M; Department of Medicine and Surgery and Milan Center for Neuroscience, University of Milano-Bicocca, Milan, Italy.
  • Raimondi E; Department of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
  • Giussani G; Department of Medicine and Surgery and Milan Center for Neuroscience, University of Milano-Bicocca, Milan, Italy.
  • Carimati F; Vascular Neurology-Stroke Unit, Spedali Civili Hospital, ASST Spedali Civili, Brescia, Italy.
  • Sangalli D; Neurology Unit, Ospedale Nuovo, ASST Ovest Milanese, Legnano, Italy.
  • Corato M; Neurology Unit and Stroke Unit, Department of Neurosciences and Niguarda Neuro Center, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy.
  • Gerevini S; Neurology Unit, Ospedale di Circolo e Fondazione Macchi, ASST Sette Laghi, Varese, Italy.
  • Masciocchi S; Neurology Unit, Ospedale "A. Manzoni", ASST Lecco, Lecco, Italy.
  • Cortinovis M; Emergency Neurology and Stroke Unit, IRCCS Humanitas Clinical and Research Center, Rozzano, Milan, Italy.
  • La Gioia S; Department of Neuroradiology, Papa Giovanni XXIII Hospital, ASST Papa Giovanni XXIII, Bergamo, Italy.
  • Barbieri F; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Mazzoleni V; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Pezzini D; Department of Neurology, Papa Giovanni XXIII Hospital, ASST Papa Giovanni XXIII, Bergamo, Italy.
  • Bonacina S; Department of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
  • Pilotto A; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Benussi A; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Magoni M; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Premi E; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Prelle AC; Department of Clinical and Experimental Sciences, University of Brescia, P.le Spedali Civili, 1, 25123, Brescia, Italy.
  • Agostoni EC; Vascular Neurology-Stroke Unit, Spedali Civili Hospital, ASST Spedali Civili, Brescia, Italy.
  • Palluzzi F; Vascular Neurology-Stroke Unit, Spedali Civili Hospital, ASST Spedali Civili, Brescia, Italy.
  • De Giuli V; Neurology Unit, Ospedale Nuovo, ASST Ovest Milanese, Legnano, Italy.
  • Magherini A; Neurology Unit and Stroke Unit, Department of Neurosciences and Niguarda Neuro Center, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy.
  • Roccatagliata DV; Department of Brain and Behavioural Sciences, Statistics and Genomic Unit, University of Pavia, Pavia, Italy.
  • Vinciguerra L; Neurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
  • Puglisi V; Department of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
  • Fusi L; Department of Neurology and Stroke Unit, Carlo Poma Hospital, ASST Mantova, Mantova, Italy.
  • Diamanti S; Neurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
  • Santangelo F; Neurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
  • Xhani R; Neurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
  • Pozzi F; Department of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
  • Grampa G; Department of Medicine and Surgery and Milan Center for Neuroscience, University of Milano-Bicocca, Milan, Italy.
  • Versino M; Department of Neurology, Ospedale San Gerardo, ASST Monza, Monza, Italy.
  • Salmaggi A; Department of Medicine and Surgery and Milan Center for Neuroscience, University of Milano-Bicocca, Milan, Italy.
  • Marcheselli S; Neurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
  • Cavallini A; Neurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
  • Giossi A; Neurology Unit, Ospedale "Sant'Anna", ASST Lariana, Como, Italy.
  • Censori B; Neurology Unit, Ospedale di Circolo e Fondazione Macchi, ASST Sette Laghi, Varese, Italy.
  • Ferrarese C; Neurology Unit, Ospedale "A. Manzoni", ASST Lecco, Lecco, Italy.
  • Ciccone A; Emergency Neurology and Stroke Unit, IRCCS Humanitas Clinical and Research Center, Rozzano, Milan, Italy.
  • Sessa M; Stroke Unit, IRCCS Fondazione "C. Mondino", Pavia, Italy.
  • Padovani A; Neurology Unit, Istituti Ospitalieri, ASST Cremona, Cremona, Italy.
J Neurol ; 269(1): 1-11, 2022 Jan.
Article in English | MEDLINE | ID: covidwho-1241609
ABSTRACT

OBJECTIVE:

To 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.

METHODS:

In 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.

RESULTS:

Among 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.

CONCLUSIONS:

Ischemic 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.
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Full text: Available Collection: International databases Database: MEDLINE Main subject: Brain Ischemia / Stroke / Ischemic Stroke / COVID-19 Type of study: Etiology study / Observational study / Prognostic study / Randomized controlled trials Topics: Long Covid Limits: Humans / Male Country/Region as subject: Europa Language: English Journal: J Neurol Year: 2022 Document Type: Article Affiliation country: S00415-021-10620-8

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Full text: Available Collection: International databases Database: MEDLINE Main subject: Brain Ischemia / Stroke / Ischemic Stroke / COVID-19 Type of study: Etiology study / Observational study / Prognostic study / Randomized controlled trials Topics: Long Covid Limits: Humans / Male Country/Region as subject: Europa Language: English Journal: J Neurol Year: 2022 Document Type: Article Affiliation country: S00415-021-10620-8