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SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy
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 a...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8142879/ https://www.ncbi.nlm.nih.gov/pubmed/34031747 http://dx.doi.org/10.1007/s00415-021-10620-8 |
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author | 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 |
author_facet | 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 |
author_sort | Pezzini, Alessandro |
collection | PubMed |
description | 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00415-021-10620-8. |
format | Online Article Text |
id | pubmed-8142879 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-81428792021-05-25 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 J Neurol Original Communication 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00415-021-10620-8. Springer Berlin Heidelberg 2021-05-24 2022 /pmc/articles/PMC8142879/ /pubmed/34031747 http://dx.doi.org/10.1007/s00415-021-10620-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Communication 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 SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy |
title | SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy |
title_full | SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy |
title_fullStr | SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy |
title_full_unstemmed | SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy |
title_short | SARS-CoV-2 infection and acute ischemic stroke in Lombardy, Italy |
title_sort | sars-cov-2 infection and acute ischemic stroke in lombardy, italy |
topic | Original Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8142879/ https://www.ncbi.nlm.nih.gov/pubmed/34031747 http://dx.doi.org/10.1007/s00415-021-10620-8 |
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