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External validation of prognostic models predicting outcome after chronic subdural hematoma
BACKGROUND: Several prognostic models for outcomes after chronic subdural hematoma (CSDH) treatment have been published in recent years. However, these models are not sufficiently validated for use in daily clinical practice. We aimed to assess the performance of existing prediction models for outco...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Vienna
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519711/ https://www.ncbi.nlm.nih.gov/pubmed/35501576 http://dx.doi.org/10.1007/s00701-022-05216-8 |
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author | Holl, Dana C. Mikolic, Ana Blaauw, Jurre Lodewijkx, Roger Foppen, Merijn Jellema, Korné van der Gaag, Niels A. den Hertog, Heleen M. Jacobs, Bram van der Naalt, Joukje Verbaan, Dagmar Kho, K. H. Dirven, C. M. F. Dammers, Ruben Lingsma, Hester F. van Klaveren, David |
author_facet | Holl, Dana C. Mikolic, Ana Blaauw, Jurre Lodewijkx, Roger Foppen, Merijn Jellema, Korné van der Gaag, Niels A. den Hertog, Heleen M. Jacobs, Bram van der Naalt, Joukje Verbaan, Dagmar Kho, K. H. Dirven, C. M. F. Dammers, Ruben Lingsma, Hester F. van Klaveren, David |
author_sort | Holl, Dana C. |
collection | PubMed |
description | BACKGROUND: Several prognostic models for outcomes after chronic subdural hematoma (CSDH) treatment have been published in recent years. However, these models are not sufficiently validated for use in daily clinical practice. We aimed to assess the performance of existing prediction models for outcomes in patients diagnosed with CSDH. METHODS: We systematically searched relevant literature databases up to February 2021 to identify prognostic models for outcome prediction in patients diagnosed with CSDH. For the external validation of prognostic models, we used a retrospective database, containing data of 2384 patients from three Dutch regions. Prognostic models were included if they predicted either mortality, hematoma recurrence, functional outcome, or quality of life. Models were excluded when predictors were absent in our database or available for < 150 patients in our database. We assessed calibration, and discrimination (quantified by the concordance index C) of the included prognostic models in our retrospective database. RESULTS: We identified 1680 original publications of which 1656 were excluded based on title or abstract, mostly because they did not concern CSDH or did not define a prognostic model. Out of 18 identified models, three could be externally validated in our retrospective database: a model for 30-day mortality in 1656 patients, a model for 2 months, and another for 3-month hematoma recurrence both in 1733 patients. The models overestimated the proportion of patients with these outcomes by 11% (15% predicted vs. 4% observed), 1% (10% vs. 9%), and 2% (11% vs. 9%), respectively. Their discriminative ability was poor to modest (C of 0.70 [0.63–0.77]; 0.46 [0.35–0.56]; 0.59 [0.51–0.66], respectively). CONCLUSIONS: None of the examined models showed good predictive performance for outcomes after CSDH treatment in our dataset. This study confirms the difficulty in predicting outcomes after CSDH and emphasizes the heterogeneity of CSDH patients. The importance of developing high-quality models by using unified predictors and relevant outcome measures and appropriate modeling strategies is warranted. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00701-022-05216-8. |
format | Online Article Text |
id | pubmed-9519711 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
spelling | pubmed-95197112022-09-30 External validation of prognostic models predicting outcome after chronic subdural hematoma Holl, Dana C. Mikolic, Ana Blaauw, Jurre Lodewijkx, Roger Foppen, Merijn Jellema, Korné van der Gaag, Niels A. den Hertog, Heleen M. Jacobs, Bram van der Naalt, Joukje Verbaan, Dagmar Kho, K. H. Dirven, C. M. F. Dammers, Ruben Lingsma, Hester F. van Klaveren, David Acta Neurochir (Wien) Original Article - Brain trauma BACKGROUND: Several prognostic models for outcomes after chronic subdural hematoma (CSDH) treatment have been published in recent years. However, these models are not sufficiently validated for use in daily clinical practice. We aimed to assess the performance of existing prediction models for outcomes in patients diagnosed with CSDH. METHODS: We systematically searched relevant literature databases up to February 2021 to identify prognostic models for outcome prediction in patients diagnosed with CSDH. For the external validation of prognostic models, we used a retrospective database, containing data of 2384 patients from three Dutch regions. Prognostic models were included if they predicted either mortality, hematoma recurrence, functional outcome, or quality of life. Models were excluded when predictors were absent in our database or available for < 150 patients in our database. We assessed calibration, and discrimination (quantified by the concordance index C) of the included prognostic models in our retrospective database. RESULTS: We identified 1680 original publications of which 1656 were excluded based on title or abstract, mostly because they did not concern CSDH or did not define a prognostic model. Out of 18 identified models, three could be externally validated in our retrospective database: a model for 30-day mortality in 1656 patients, a model for 2 months, and another for 3-month hematoma recurrence both in 1733 patients. The models overestimated the proportion of patients with these outcomes by 11% (15% predicted vs. 4% observed), 1% (10% vs. 9%), and 2% (11% vs. 9%), respectively. Their discriminative ability was poor to modest (C of 0.70 [0.63–0.77]; 0.46 [0.35–0.56]; 0.59 [0.51–0.66], respectively). CONCLUSIONS: None of the examined models showed good predictive performance for outcomes after CSDH treatment in our dataset. This study confirms the difficulty in predicting outcomes after CSDH and emphasizes the heterogeneity of CSDH patients. The importance of developing high-quality models by using unified predictors and relevant outcome measures and appropriate modeling strategies is warranted. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s00701-022-05216-8. Springer Vienna 2022-05-03 2022 /pmc/articles/PMC9519711/ /pubmed/35501576 http://dx.doi.org/10.1007/s00701-022-05216-8 Text en © The Author(s) 2022 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 Article - Brain trauma Holl, Dana C. Mikolic, Ana Blaauw, Jurre Lodewijkx, Roger Foppen, Merijn Jellema, Korné van der Gaag, Niels A. den Hertog, Heleen M. Jacobs, Bram van der Naalt, Joukje Verbaan, Dagmar Kho, K. H. Dirven, C. M. F. Dammers, Ruben Lingsma, Hester F. van Klaveren, David External validation of prognostic models predicting outcome after chronic subdural hematoma |
title | External validation of prognostic models predicting outcome after chronic subdural hematoma |
title_full | External validation of prognostic models predicting outcome after chronic subdural hematoma |
title_fullStr | External validation of prognostic models predicting outcome after chronic subdural hematoma |
title_full_unstemmed | External validation of prognostic models predicting outcome after chronic subdural hematoma |
title_short | External validation of prognostic models predicting outcome after chronic subdural hematoma |
title_sort | external validation of prognostic models predicting outcome after chronic subdural hematoma |
topic | Original Article - Brain trauma |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9519711/ https://www.ncbi.nlm.nih.gov/pubmed/35501576 http://dx.doi.org/10.1007/s00701-022-05216-8 |
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