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A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients

Chronic urticaria causes a significant limitation to quality of life. In the literature, various studies can be found that have reviewed several clinical and laboratory markers, but none of these variables alone is sufficient to predict the patient's prognosis. In this study, we present a proto...

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Detalles Bibliográficos
Autores principales: Sanchez, Jorge, Velasquez, Margarita, Jaimes, Fabian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7537877/
https://www.ncbi.nlm.nih.gov/pubmed/33022026
http://dx.doi.org/10.1371/journal.pone.0239962
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author Sanchez, Jorge
Velasquez, Margarita
Jaimes, Fabian
author_facet Sanchez, Jorge
Velasquez, Margarita
Jaimes, Fabian
author_sort Sanchez, Jorge
collection PubMed
description Chronic urticaria causes a significant limitation to quality of life. In the literature, various studies can be found that have reviewed several clinical and laboratory markers, but none of these variables alone is sufficient to predict the patient's prognosis. In this study, we present a protocol to develop a prognostic model that can predict the clinical response of urticaria patients to antihistamines. This is a protocol for a bidirectional cohort study. Urticaria data will be routinely collected from a population of patients over 18 years old. A full multivariable logistic regression model will be fitted, following five steps: 1) Selection of predictive variables for the model; 2) Evaluation of the quality of the collected data and control of lost data; 3) Data statistical management; 4) Strategies to select the variables to include at the end of the model; 5) Evaluation of the performance of the different possible models (predictive accuracy) and selection of the best model. The performance and internal validation of the model will be assessed. Some clinical and paraclinical variables will be measured for further exploration.
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spelling pubmed-75378772020-10-19 A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients Sanchez, Jorge Velasquez, Margarita Jaimes, Fabian PLoS One Registered Report Protocol Chronic urticaria causes a significant limitation to quality of life. In the literature, various studies can be found that have reviewed several clinical and laboratory markers, but none of these variables alone is sufficient to predict the patient's prognosis. In this study, we present a protocol to develop a prognostic model that can predict the clinical response of urticaria patients to antihistamines. This is a protocol for a bidirectional cohort study. Urticaria data will be routinely collected from a population of patients over 18 years old. A full multivariable logistic regression model will be fitted, following five steps: 1) Selection of predictive variables for the model; 2) Evaluation of the quality of the collected data and control of lost data; 3) Data statistical management; 4) Strategies to select the variables to include at the end of the model; 5) Evaluation of the performance of the different possible models (predictive accuracy) and selection of the best model. The performance and internal validation of the model will be assessed. Some clinical and paraclinical variables will be measured for further exploration. Public Library of Science 2020-10-06 /pmc/articles/PMC7537877/ /pubmed/33022026 http://dx.doi.org/10.1371/journal.pone.0239962 Text en © 2020 Sanchez et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Registered Report Protocol
Sanchez, Jorge
Velasquez, Margarita
Jaimes, Fabian
A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
title A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
title_full A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
title_fullStr A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
title_full_unstemmed A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
title_short A protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
title_sort protocol for the development and internal validation of a model to predict clinical response to antihistamines in urticaria patients
topic Registered Report Protocol
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7537877/
https://www.ncbi.nlm.nih.gov/pubmed/33022026
http://dx.doi.org/10.1371/journal.pone.0239962
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