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Mediation analysis of the relationship between institutional research activity and patient survival

BACKGROUND: Recent studies have suggested that patients treated in research-active institutions have better outcomes than patients treated in research-inactive institutions. However, little attention has been paid to explaining such effects, probably because techniques for mediation analysis existin...

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Autores principales: Rochon, Justine, du Bois, Andreas, Lange, Theis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3917547/
https://www.ncbi.nlm.nih.gov/pubmed/24447677
http://dx.doi.org/10.1186/1471-2288-14-9
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author Rochon, Justine
du Bois, Andreas
Lange, Theis
author_facet Rochon, Justine
du Bois, Andreas
Lange, Theis
author_sort Rochon, Justine
collection PubMed
description BACKGROUND: Recent studies have suggested that patients treated in research-active institutions have better outcomes than patients treated in research-inactive institutions. However, little attention has been paid to explaining such effects, probably because techniques for mediation analysis existing so far have not been applicable to survival data. METHODS: We investigated the underlying mechanisms using a recently developed method for mediation analysis of survival data. Our analysis of the effect of research activity on patient survival was based on 352 patients who had been diagnosed with advanced ovarian cancer at 149 hospitals in 2001. All hospitals took part in a quality assurance program of the German Cancer Society. Patient outcomes were compared between hospitals participating in clinical trials and non-trial hospitals. Surgical outcome and chemotherapy selection were explored as potential mediators of the effect of hospital research activity on patient survival. RESULTS: The 219 patients treated in hospitals participating in clinical trials had more complete surgical debulking, were more likely to receive the recommended platinum-taxane combination, and had better survival than the 133 patients treated in non-trial hospitals. Taking into account baseline confounders, the overall adjusted hazard ratio of death was 0.58 (95% confidence interval: 0.42 to 0.79). This effect was decomposed into a direct effect of research activity of 0.67 and two indirect effects of 0.93 each mediated through either optimal surgery or chemotherapy. Taken together, about 26% of the beneficial effect of research activity was mediated through the proposed pathways. CONCLUSIONS: Mediation analysis allows proceeding from the question “Does it work?” to the question “How does it work?” In particular, we have shown that the research activity of a hospital contributes to superior patient survival through better use of surgery and chemotherapy. This methodology may be applied to analyze direct and indirect natural effects for almost any combination of variable types.
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spelling pubmed-39175472014-02-08 Mediation analysis of the relationship between institutional research activity and patient survival Rochon, Justine du Bois, Andreas Lange, Theis BMC Med Res Methodol Research Article BACKGROUND: Recent studies have suggested that patients treated in research-active institutions have better outcomes than patients treated in research-inactive institutions. However, little attention has been paid to explaining such effects, probably because techniques for mediation analysis existing so far have not been applicable to survival data. METHODS: We investigated the underlying mechanisms using a recently developed method for mediation analysis of survival data. Our analysis of the effect of research activity on patient survival was based on 352 patients who had been diagnosed with advanced ovarian cancer at 149 hospitals in 2001. All hospitals took part in a quality assurance program of the German Cancer Society. Patient outcomes were compared between hospitals participating in clinical trials and non-trial hospitals. Surgical outcome and chemotherapy selection were explored as potential mediators of the effect of hospital research activity on patient survival. RESULTS: The 219 patients treated in hospitals participating in clinical trials had more complete surgical debulking, were more likely to receive the recommended platinum-taxane combination, and had better survival than the 133 patients treated in non-trial hospitals. Taking into account baseline confounders, the overall adjusted hazard ratio of death was 0.58 (95% confidence interval: 0.42 to 0.79). This effect was decomposed into a direct effect of research activity of 0.67 and two indirect effects of 0.93 each mediated through either optimal surgery or chemotherapy. Taken together, about 26% of the beneficial effect of research activity was mediated through the proposed pathways. CONCLUSIONS: Mediation analysis allows proceeding from the question “Does it work?” to the question “How does it work?” In particular, we have shown that the research activity of a hospital contributes to superior patient survival through better use of surgery and chemotherapy. This methodology may be applied to analyze direct and indirect natural effects for almost any combination of variable types. BioMed Central 2014-01-22 /pmc/articles/PMC3917547/ /pubmed/24447677 http://dx.doi.org/10.1186/1471-2288-14-9 Text en Copyright © 2014 Rochon et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Rochon, Justine
du Bois, Andreas
Lange, Theis
Mediation analysis of the relationship between institutional research activity and patient survival
title Mediation analysis of the relationship between institutional research activity and patient survival
title_full Mediation analysis of the relationship between institutional research activity and patient survival
title_fullStr Mediation analysis of the relationship between institutional research activity and patient survival
title_full_unstemmed Mediation analysis of the relationship between institutional research activity and patient survival
title_short Mediation analysis of the relationship between institutional research activity and patient survival
title_sort mediation analysis of the relationship between institutional research activity and patient survival
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3917547/
https://www.ncbi.nlm.nih.gov/pubmed/24447677
http://dx.doi.org/10.1186/1471-2288-14-9
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