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Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation
BACKGROUND: Whole blood trauma resuscitation is conceptually appealing and increasingly used but lacks evidence. A randomized controlled trial is needed but challenging to design. A Bayesian approach might be more efficient and more interpretable than a conventional frequentist design. We report the...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7079110/ https://www.ncbi.nlm.nih.gov/pubmed/31970796 http://dx.doi.org/10.1111/trf.15675 |
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author | Jansen, Jan O. Wang, Henry Holcomb, John B. Harvin, John A. Richman, Joshua Avritscher, Elenir Stephens, Shannon W. Truong, Van Thi Thanh Marques, Marisa B. DeSantis, Stacia M. Yamal, Jose‐Miguel Pedroza, Claudia |
author_facet | Jansen, Jan O. Wang, Henry Holcomb, John B. Harvin, John A. Richman, Joshua Avritscher, Elenir Stephens, Shannon W. Truong, Van Thi Thanh Marques, Marisa B. DeSantis, Stacia M. Yamal, Jose‐Miguel Pedroza, Claudia |
author_sort | Jansen, Jan O. |
collection | PubMed |
description | BACKGROUND: Whole blood trauma resuscitation is conceptually appealing and increasingly used but lacks evidence. A randomized controlled trial is needed but challenging to design. A Bayesian approach might be more efficient and more interpretable than a conventional frequentist design. We report the results on an elicitation meeting to create prior probability distributions to help develop such a trial. METHODS: In‐person expert elicitation meeting, based on Sheffield Elicitation Framework methodology. We used an interactive graphical tool to elicit the quantities of interest (24‐hour mortality and certainty required). Two rounds were conducted, with an intervening discussion of deidentified responses. Individual responses were aggregated into probability distributions. RESULTS: Fifteen experts participated. The pooled belief was that the median 24‐hour mortality of trauma patients with hemorrhagic shock treated with component therapy (the current standard of care) was 19% (95% credible interval [CrI], 6%‐45%), and the median 24‐hour mortality of those treated with whole blood, 16% (95% CrI, 5%‐39%). The pooled prior distribution for the relative risk had a median of 0.84 (95% CrI, 0.26‐3.1), indicating that the expert group had a 64% prior belief that whole blood decreases 24‐hour mortality compared to component therapy. CONCLUSIONS: Experts had moderately strong beliefs that whole blood reduces the 24‐hour mortality of trauma patients with hemorrhagic shock. These data will assist with the design and planning of a Bayesian trial of whole blood resuscitation, which will help to answer a key question in contemporary transfusion practice. |
format | Online Article Text |
id | pubmed-7079110 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-70791102020-03-19 Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation Jansen, Jan O. Wang, Henry Holcomb, John B. Harvin, John A. Richman, Joshua Avritscher, Elenir Stephens, Shannon W. Truong, Van Thi Thanh Marques, Marisa B. DeSantis, Stacia M. Yamal, Jose‐Miguel Pedroza, Claudia Transfusion Transfusion Practice BACKGROUND: Whole blood trauma resuscitation is conceptually appealing and increasingly used but lacks evidence. A randomized controlled trial is needed but challenging to design. A Bayesian approach might be more efficient and more interpretable than a conventional frequentist design. We report the results on an elicitation meeting to create prior probability distributions to help develop such a trial. METHODS: In‐person expert elicitation meeting, based on Sheffield Elicitation Framework methodology. We used an interactive graphical tool to elicit the quantities of interest (24‐hour mortality and certainty required). Two rounds were conducted, with an intervening discussion of deidentified responses. Individual responses were aggregated into probability distributions. RESULTS: Fifteen experts participated. The pooled belief was that the median 24‐hour mortality of trauma patients with hemorrhagic shock treated with component therapy (the current standard of care) was 19% (95% credible interval [CrI], 6%‐45%), and the median 24‐hour mortality of those treated with whole blood, 16% (95% CrI, 5%‐39%). The pooled prior distribution for the relative risk had a median of 0.84 (95% CrI, 0.26‐3.1), indicating that the expert group had a 64% prior belief that whole blood decreases 24‐hour mortality compared to component therapy. CONCLUSIONS: Experts had moderately strong beliefs that whole blood reduces the 24‐hour mortality of trauma patients with hemorrhagic shock. These data will assist with the design and planning of a Bayesian trial of whole blood resuscitation, which will help to answer a key question in contemporary transfusion practice. John Wiley & Sons, Inc. 2020-01-22 2020-03 /pmc/articles/PMC7079110/ /pubmed/31970796 http://dx.doi.org/10.1111/trf.15675 Text en © 2020 The Authors. Transfusion published by Wiley Periodicals, Inc. on behalf of AABB. This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Transfusion Practice Jansen, Jan O. Wang, Henry Holcomb, John B. Harvin, John A. Richman, Joshua Avritscher, Elenir Stephens, Shannon W. Truong, Van Thi Thanh Marques, Marisa B. DeSantis, Stacia M. Yamal, Jose‐Miguel Pedroza, Claudia Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation |
title | Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation |
title_full | Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation |
title_fullStr | Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation |
title_full_unstemmed | Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation |
title_short | Elicitation of prior probability distributions for a proposed Bayesian randomized clinical trial of whole blood for trauma resuscitation |
title_sort | elicitation of prior probability distributions for a proposed bayesian randomized clinical trial of whole blood for trauma resuscitation |
topic | Transfusion Practice |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7079110/ https://www.ncbi.nlm.nih.gov/pubmed/31970796 http://dx.doi.org/10.1111/trf.15675 |
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