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Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature

OBJECTIVE: To provide considerations for reporting and interpretation that can improve assessment of the credibility of exploratory analyses in aetiologic research. DESIGN: Mini-review of the literature and account of exploratory research principles. SETTING: This study focuses on a particular type...

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Autores principales: Luijken, Kim, Dekkers, Olaf M, Rosendaal, Frits R, Groenwold, Rolf H H
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group Ltd. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9062703/
https://www.ncbi.nlm.nih.gov/pubmed/35504648
http://dx.doi.org/10.1136/bmj-2021-070113
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author Luijken, Kim
Dekkers, Olaf M
Rosendaal, Frits R
Groenwold, Rolf H H
author_facet Luijken, Kim
Dekkers, Olaf M
Rosendaal, Frits R
Groenwold, Rolf H H
author_sort Luijken, Kim
collection PubMed
description OBJECTIVE: To provide considerations for reporting and interpretation that can improve assessment of the credibility of exploratory analyses in aetiologic research. DESIGN: Mini-review of the literature and account of exploratory research principles. SETTING: This study focuses on a particular type of causal research, namely aetiologic studies, which investigate the causal effect of one or multiple risk factors on a particular health outcome or disease. The mini review included aetiologic research articles published in four epidemiology journals in the first issue of 2021: American Journal of Epidemiology, Epidemiology, European Journal of Epidemiology, and International Journal of Epidemiology, specifically focusing on observational studies of causal risk factors of diseases. MAIN OUTCOME MEASURES: Number of exposure-outcome associations reported, grouped by type of analysis (main, sensitivity, and additional). RESULTS: The journal articles reported many exposure-outcome associations: a mean number of 33 (range 1-120) exposure-outcome associations for the primary analysis, 30 (0-336) for sensitivity analyses, and 163 (0-1467) for additional analyses. Six considerations were discussed that are important in assessing the credibility of exploratory analyses: research problem, protocol, statistical criteria, interpretation of findings, completeness of reporting, and effect of exploratory findings on future causal research. CONCLUSIONS: Based on this mini-review, exploratory analyses in aetiologic research were not always reported properly. Six considerations for reporting of exploratory analyses in aetiologic research were provided to stimulate a discussion about their preferred handling and reporting. Researchers should take responsibility for the results of exploratory analyses by clearly reporting their exploratory nature and specifying which findings should be investigated in future research and how.
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spelling pubmed-90627032022-05-12 Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature Luijken, Kim Dekkers, Olaf M Rosendaal, Frits R Groenwold, Rolf H H BMJ Research OBJECTIVE: To provide considerations for reporting and interpretation that can improve assessment of the credibility of exploratory analyses in aetiologic research. DESIGN: Mini-review of the literature and account of exploratory research principles. SETTING: This study focuses on a particular type of causal research, namely aetiologic studies, which investigate the causal effect of one or multiple risk factors on a particular health outcome or disease. The mini review included aetiologic research articles published in four epidemiology journals in the first issue of 2021: American Journal of Epidemiology, Epidemiology, European Journal of Epidemiology, and International Journal of Epidemiology, specifically focusing on observational studies of causal risk factors of diseases. MAIN OUTCOME MEASURES: Number of exposure-outcome associations reported, grouped by type of analysis (main, sensitivity, and additional). RESULTS: The journal articles reported many exposure-outcome associations: a mean number of 33 (range 1-120) exposure-outcome associations for the primary analysis, 30 (0-336) for sensitivity analyses, and 163 (0-1467) for additional analyses. Six considerations were discussed that are important in assessing the credibility of exploratory analyses: research problem, protocol, statistical criteria, interpretation of findings, completeness of reporting, and effect of exploratory findings on future causal research. CONCLUSIONS: Based on this mini-review, exploratory analyses in aetiologic research were not always reported properly. Six considerations for reporting of exploratory analyses in aetiologic research were provided to stimulate a discussion about their preferred handling and reporting. Researchers should take responsibility for the results of exploratory analyses by clearly reporting their exploratory nature and specifying which findings should be investigated in future research and how. BMJ Publishing Group Ltd. 2022-05-03 /pmc/articles/PMC9062703/ /pubmed/35504648 http://dx.doi.org/10.1136/bmj-2021-070113 Text en © Author(s) (or their employer(s)) 2019. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) .
spellingShingle Research
Luijken, Kim
Dekkers, Olaf M
Rosendaal, Frits R
Groenwold, Rolf H H
Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
title Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
title_full Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
title_fullStr Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
title_full_unstemmed Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
title_short Exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
title_sort exploratory analyses in aetiologic research and considerations for assessment of credibility: mini-review of literature
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9062703/
https://www.ncbi.nlm.nih.gov/pubmed/35504648
http://dx.doi.org/10.1136/bmj-2021-070113
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