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The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children
BACKGROUND: Trauma is the leading cause of death and disability in children in the USA. Tranexamic acid (TXA) reduces the blood transfusion requirements in adults and children during surgery. Several studies have evaluated TXA in adults with hemorrhagic trauma, but no randomized controlled trials ha...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8567588/ https://www.ncbi.nlm.nih.gov/pubmed/34736498 http://dx.doi.org/10.1186/s13063-021-05737-0 |
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author | VanBuren, John M. Casper, T. Charles Nishijima, Daniel K. Kuppermann, Nathan Lewis, Roger J. Dean, J. Michael McGlothlin, Anna |
author_facet | VanBuren, John M. Casper, T. Charles Nishijima, Daniel K. Kuppermann, Nathan Lewis, Roger J. Dean, J. Michael McGlothlin, Anna |
author_sort | VanBuren, John M. |
collection | PubMed |
description | BACKGROUND: Trauma is the leading cause of death and disability in children in the USA. Tranexamic acid (TXA) reduces the blood transfusion requirements in adults and children during surgery. Several studies have evaluated TXA in adults with hemorrhagic trauma, but no randomized controlled trials have occurred in children with trauma. We propose a Bayesian adaptive clinical trial to investigate TXA in children with brain and/or torso hemorrhagic trauma. METHODS/DESIGN: We designed a double-blind, Bayesian adaptive clinical trial that will enroll up to 2000 patients. We extend the traditional E(max) dose-response model to incorporate a hierarchical structure so multiple doses of TXA can be evaluated in different injury populations (isolated head injury, isolated torso injury, or both head and torso injury). Up to 3 doses of TXA (15 mg/kg, 30 mg/kg, and 45 mg/kg bolus doses) will be compared to placebo. Equal allocation between placebo, 15 mg/kg, and 30 mg/kg will be used for an initial period within each injury group. Depending on the dose-response curve, the 45 mg/kg arm may open in an injury group if there is a trend towards increasing efficacy based on the observed relationship using the data from the lower doses. Response-adaptive randomization allows each injury group to differ in allocation proportions of TXA so an optimal dose can be identified for each injury group. Frequent interim stopping periods are included to evaluate efficacy and futility. The statistical design is evaluated through extensive simulations to determine the operating characteristics in several plausible scenarios. This trial achieves adequate power in each injury group. DISCUSSION: This trial design evaluating TXA in pediatric hemorrhagic trauma allows for three separate injury populations to be analyzed and compared within a single study framework. Individual conclusions regarding optimal dosing of TXA can be made within each injury group. Identifying the optimal dose of TXA, if any, for various injury types in childhood may reduce death and disability. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13063-021-05737-0. |
format | Online Article Text |
id | pubmed-8567588 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-85675882021-11-04 The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children VanBuren, John M. Casper, T. Charles Nishijima, Daniel K. Kuppermann, Nathan Lewis, Roger J. Dean, J. Michael McGlothlin, Anna Trials Methodology BACKGROUND: Trauma is the leading cause of death and disability in children in the USA. Tranexamic acid (TXA) reduces the blood transfusion requirements in adults and children during surgery. Several studies have evaluated TXA in adults with hemorrhagic trauma, but no randomized controlled trials have occurred in children with trauma. We propose a Bayesian adaptive clinical trial to investigate TXA in children with brain and/or torso hemorrhagic trauma. METHODS/DESIGN: We designed a double-blind, Bayesian adaptive clinical trial that will enroll up to 2000 patients. We extend the traditional E(max) dose-response model to incorporate a hierarchical structure so multiple doses of TXA can be evaluated in different injury populations (isolated head injury, isolated torso injury, or both head and torso injury). Up to 3 doses of TXA (15 mg/kg, 30 mg/kg, and 45 mg/kg bolus doses) will be compared to placebo. Equal allocation between placebo, 15 mg/kg, and 30 mg/kg will be used for an initial period within each injury group. Depending on the dose-response curve, the 45 mg/kg arm may open in an injury group if there is a trend towards increasing efficacy based on the observed relationship using the data from the lower doses. Response-adaptive randomization allows each injury group to differ in allocation proportions of TXA so an optimal dose can be identified for each injury group. Frequent interim stopping periods are included to evaluate efficacy and futility. The statistical design is evaluated through extensive simulations to determine the operating characteristics in several plausible scenarios. This trial achieves adequate power in each injury group. DISCUSSION: This trial design evaluating TXA in pediatric hemorrhagic trauma allows for three separate injury populations to be analyzed and compared within a single study framework. Individual conclusions regarding optimal dosing of TXA can be made within each injury group. Identifying the optimal dose of TXA, if any, for various injury types in childhood may reduce death and disability. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13063-021-05737-0. BioMed Central 2021-11-04 /pmc/articles/PMC8567588/ /pubmed/34736498 http://dx.doi.org/10.1186/s13063-021-05737-0 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Methodology VanBuren, John M. Casper, T. Charles Nishijima, Daniel K. Kuppermann, Nathan Lewis, Roger J. Dean, J. Michael McGlothlin, Anna The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children |
title | The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children |
title_full | The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children |
title_fullStr | The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children |
title_full_unstemmed | The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children |
title_short | The design of a Bayesian adaptive clinical trial of tranexamic acid in severely injured children |
title_sort | design of a bayesian adaptive clinical trial of tranexamic acid in severely injured children |
topic | Methodology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8567588/ https://www.ncbi.nlm.nih.gov/pubmed/34736498 http://dx.doi.org/10.1186/s13063-021-05737-0 |
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