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ALL-IN meta-analysis: breathing life into living systematic reviews

Science is justly admired as a cumulative process (“standing on the shoulders of giants”), yet scientific knowledge is typically built on a patchwork of research contributions without much coordination. This lack of efficiency has specifically been addressed in clinical research by recommendations f...

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Autores principales: ter Schure, Judith, Grünwald, Peter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9587381/
https://www.ncbi.nlm.nih.gov/pubmed/36313543
http://dx.doi.org/10.12688/f1000research.74223.1
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author ter Schure, Judith
Grünwald, Peter
author_facet ter Schure, Judith
Grünwald, Peter
author_sort ter Schure, Judith
collection PubMed
description Science is justly admired as a cumulative process (“standing on the shoulders of giants”), yet scientific knowledge is typically built on a patchwork of research contributions without much coordination. This lack of efficiency has specifically been addressed in clinical research by recommendations for living systematic reviews and against research waste. We propose to further those recommendations with ALL-IN meta-analysis: Anytime Live and Leading INterim meta-analysis. ALL-IN provides statistical methodology for a meta-analysis that can be updated at any time—reanalyzing after each new observation while retaining type-I error guarantees, live—no need to prespecify the looks, and leading—in the decisions on whether individual studies should be initiated, stopped or expanded, the meta-analysis can be the leading source of information. We illustrate the method for time-to-event data, showing how synthesizing data at interim stages of studies can increase efficiency when studies are slow in themselves to provide the necessary number of events for completion. The meta-analysis can be performed on interim data, but does not have to. The analysis design requires no information about the number of patients in trials or the number of trials eventually included. So it can breathe life into living systematic reviews, through better and simpler statistics, efficiency, collaboration and communication
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spelling pubmed-95873812022-10-28 ALL-IN meta-analysis: breathing life into living systematic reviews ter Schure, Judith Grünwald, Peter F1000Res Method Article Science is justly admired as a cumulative process (“standing on the shoulders of giants”), yet scientific knowledge is typically built on a patchwork of research contributions without much coordination. This lack of efficiency has specifically been addressed in clinical research by recommendations for living systematic reviews and against research waste. We propose to further those recommendations with ALL-IN meta-analysis: Anytime Live and Leading INterim meta-analysis. ALL-IN provides statistical methodology for a meta-analysis that can be updated at any time—reanalyzing after each new observation while retaining type-I error guarantees, live—no need to prespecify the looks, and leading—in the decisions on whether individual studies should be initiated, stopped or expanded, the meta-analysis can be the leading source of information. We illustrate the method for time-to-event data, showing how synthesizing data at interim stages of studies can increase efficiency when studies are slow in themselves to provide the necessary number of events for completion. The meta-analysis can be performed on interim data, but does not have to. The analysis design requires no information about the number of patients in trials or the number of trials eventually included. So it can breathe life into living systematic reviews, through better and simpler statistics, efficiency, collaboration and communication F1000 Research Limited 2022-05-19 /pmc/articles/PMC9587381/ /pubmed/36313543 http://dx.doi.org/10.12688/f1000research.74223.1 Text en Copyright: © 2022 ter Schure J and Grünwald P https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Method Article
ter Schure, Judith
Grünwald, Peter
ALL-IN meta-analysis: breathing life into living systematic reviews
title ALL-IN meta-analysis: breathing life into living systematic reviews
title_full ALL-IN meta-analysis: breathing life into living systematic reviews
title_fullStr ALL-IN meta-analysis: breathing life into living systematic reviews
title_full_unstemmed ALL-IN meta-analysis: breathing life into living systematic reviews
title_short ALL-IN meta-analysis: breathing life into living systematic reviews
title_sort all-in meta-analysis: breathing life into living systematic reviews
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9587381/
https://www.ncbi.nlm.nih.gov/pubmed/36313543
http://dx.doi.org/10.12688/f1000research.74223.1
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