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Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models
Symptomatic intracranial hemorrhage (sICH) is a severe complication of reperfusion therapy for ischemic stroke. Multiple models have been developed to predict sICH or intracranial hemorrhage (ICH) after reperfusion therapy. We provide an overview of published models and validate their ability to pre...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Lippincott Williams & Wilkins
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9855739/ https://www.ncbi.nlm.nih.gov/pubmed/36689584 http://dx.doi.org/10.1161/STROKEAHA.122.040065 |
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author | van der Ende, Nadinda A.M. Kremers, Femke C.C. van der Steen, Wouter Venema, Esmee Kappelhof, Manon Majoie, Charles B.L.M. Postma, Alida A. Boiten, Jelis van den Wijngaard, Ido R. van der Lugt, Aad Dippel, Diederik W.J. Roozenbeek, Bob |
author_facet | van der Ende, Nadinda A.M. Kremers, Femke C.C. van der Steen, Wouter Venema, Esmee Kappelhof, Manon Majoie, Charles B.L.M. Postma, Alida A. Boiten, Jelis van den Wijngaard, Ido R. van der Lugt, Aad Dippel, Diederik W.J. Roozenbeek, Bob |
author_sort | van der Ende, Nadinda A.M. |
collection | PubMed |
description | Symptomatic intracranial hemorrhage (sICH) is a severe complication of reperfusion therapy for ischemic stroke. Multiple models have been developed to predict sICH or intracranial hemorrhage (ICH) after reperfusion therapy. We provide an overview of published models and validate their ability to predict sICH in patients treated with endovascular treatment in daily clinical practice. METHODS: We conducted a systematic search to identify models either developed or validated to predict sICH or ICH after reperfusion therapy (intravenous thrombolysis and/or endovascular treatment) for ischemic stroke. Models were externally validated in the MR CLEAN Registry (n=3180; Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands). The primary outcome was sICH according to the Heidelberg Bleeding Classification. Model performance was evaluated with discrimination (c-statistic, ideally 1; a c-statistic below 0.7 is considered poor in discrimination) and calibration (slope, ideally 1, and intercept, ideally 0). RESULTS: We included 39 studies describing 40 models. The most frequently used predictors were baseline National Institutes of Health Stroke Scale (NIHSS; n=35), age (n=22), and glucose level (n=22). In the MR CLEAN Registry, sICH occurred in 188/3180 (5.9%) patients. Discrimination ranged from 0.51 (SPAN-100 [Stroke Prognostication Using Age and National Institutes of Health Stroke Scale]) to 0.61 (SITS-SICH [Safe Implementation of Treatments in Stroke Symptomatic Intracerebral Hemorrhage] and STARTING-SICH [STARTING Symptomatic Intracerebral Hemorrhage]). Best calibrated models were IST-3 (intercept, −0.15 [95% CI, −0.01 to −0.31]; slope, 0.80 [95% CI, 0.50−1.09]), SITS−SICH (intercept, 0.15 [95% CI, −0.01 to 0.30]; slope, 0.62 [95% CI, 0.38−0.87]), and STARTING−SICH (intercept, −0.03 [95% CI, −0.19 to 0.12]; slope, 0.56 [95% CI, 0.35−0.76]). CONCLUSIONS: The investigated models to predict sICH or ICH discriminate poorly between patients with a low and high risk of sICH after endovascular treatment in daily clinical practice and are, therefore, not clinically useful for this patient population. |
format | Online Article Text |
id | pubmed-9855739 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-98557392023-01-27 Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models van der Ende, Nadinda A.M. Kremers, Femke C.C. van der Steen, Wouter Venema, Esmee Kappelhof, Manon Majoie, Charles B.L.M. Postma, Alida A. Boiten, Jelis van den Wijngaard, Ido R. van der Lugt, Aad Dippel, Diederik W.J. Roozenbeek, Bob Stroke Original Contributions Symptomatic intracranial hemorrhage (sICH) is a severe complication of reperfusion therapy for ischemic stroke. Multiple models have been developed to predict sICH or intracranial hemorrhage (ICH) after reperfusion therapy. We provide an overview of published models and validate their ability to predict sICH in patients treated with endovascular treatment in daily clinical practice. METHODS: We conducted a systematic search to identify models either developed or validated to predict sICH or ICH after reperfusion therapy (intravenous thrombolysis and/or endovascular treatment) for ischemic stroke. Models were externally validated in the MR CLEAN Registry (n=3180; Multicenter Randomized Clinical Trial of Endovascular Treatment for Acute Ischemic Stroke in the Netherlands). The primary outcome was sICH according to the Heidelberg Bleeding Classification. Model performance was evaluated with discrimination (c-statistic, ideally 1; a c-statistic below 0.7 is considered poor in discrimination) and calibration (slope, ideally 1, and intercept, ideally 0). RESULTS: We included 39 studies describing 40 models. The most frequently used predictors were baseline National Institutes of Health Stroke Scale (NIHSS; n=35), age (n=22), and glucose level (n=22). In the MR CLEAN Registry, sICH occurred in 188/3180 (5.9%) patients. Discrimination ranged from 0.51 (SPAN-100 [Stroke Prognostication Using Age and National Institutes of Health Stroke Scale]) to 0.61 (SITS-SICH [Safe Implementation of Treatments in Stroke Symptomatic Intracerebral Hemorrhage] and STARTING-SICH [STARTING Symptomatic Intracerebral Hemorrhage]). Best calibrated models were IST-3 (intercept, −0.15 [95% CI, −0.01 to −0.31]; slope, 0.80 [95% CI, 0.50−1.09]), SITS−SICH (intercept, 0.15 [95% CI, −0.01 to 0.30]; slope, 0.62 [95% CI, 0.38−0.87]), and STARTING−SICH (intercept, −0.03 [95% CI, −0.19 to 0.12]; slope, 0.56 [95% CI, 0.35−0.76]). CONCLUSIONS: The investigated models to predict sICH or ICH discriminate poorly between patients with a low and high risk of sICH after endovascular treatment in daily clinical practice and are, therefore, not clinically useful for this patient population. Lippincott Williams & Wilkins 2023-01-24 2023-02 /pmc/articles/PMC9855739/ /pubmed/36689584 http://dx.doi.org/10.1161/STROKEAHA.122.040065 Text en © 2023 The Authors. https://creativecommons.org/licenses/by/4.0/Stroke is published on behalf of the American Heart Association, Inc., by Wolters Kluwer Health, Inc. This is an open access article under the terms of the Creative Commons Attribution (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution, and reproduction in any medium, provided that the original work is properly cited. |
spellingShingle | Original Contributions van der Ende, Nadinda A.M. Kremers, Femke C.C. van der Steen, Wouter Venema, Esmee Kappelhof, Manon Majoie, Charles B.L.M. Postma, Alida A. Boiten, Jelis van den Wijngaard, Ido R. van der Lugt, Aad Dippel, Diederik W.J. Roozenbeek, Bob Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models |
title | Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models |
title_full | Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models |
title_fullStr | Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models |
title_full_unstemmed | Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models |
title_short | Symptomatic Intracranial Hemorrhage After Endovascular Stroke Treatment: External Validation of Prediction Models |
title_sort | symptomatic intracranial hemorrhage after endovascular stroke treatment: external validation of prediction models |
topic | Original Contributions |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9855739/ https://www.ncbi.nlm.nih.gov/pubmed/36689584 http://dx.doi.org/10.1161/STROKEAHA.122.040065 |
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