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Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?

BACKGROUND: Several studies indicate that the statistical education model and level in medical training fails to meet the demands of clinicians, especially when they want to understand published clinical research. We investigated how study designs and statistical methods in clinical studies have cha...

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Autores principales: Yi, Dali, Ma, Dihui, Li, Gaoming, Zhou, Liang, Xiao, Qin, Zhang, Yanqi, Liu, Xiaoyu, Chen, Hongru, Pettigrew, Julia Christine, Yi, Dong, Liu, Ling, Wu, Yazhou
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4598157/
https://www.ncbi.nlm.nih.gov/pubmed/26448046
http://dx.doi.org/10.1371/journal.pone.0140159
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author Yi, Dali
Ma, Dihui
Li, Gaoming
Zhou, Liang
Xiao, Qin
Zhang, Yanqi
Liu, Xiaoyu
Chen, Hongru
Pettigrew, Julia Christine
Yi, Dong
Liu, Ling
Wu, Yazhou
author_facet Yi, Dali
Ma, Dihui
Li, Gaoming
Zhou, Liang
Xiao, Qin
Zhang, Yanqi
Liu, Xiaoyu
Chen, Hongru
Pettigrew, Julia Christine
Yi, Dong
Liu, Ling
Wu, Yazhou
author_sort Yi, Dali
collection PubMed
description BACKGROUND: Several studies indicate that the statistical education model and level in medical training fails to meet the demands of clinicians, especially when they want to understand published clinical research. We investigated how study designs and statistical methods in clinical studies have changed in the last twenty years, and we identified the current trends in study designs and statistical methods in clinical studies. METHODS: We reviewed 838 eligible clinical study articles that were published in 1990, 2000, and 2010 in four journals New England Journal of Medicine, Lancet, Journal of the American Medical Association and Nature Medicine. The study types, study designs, sample designs, data quality controls, statistical methods and statistical software were examined. RESULTS: Substantial changes occurred in the past twenty years. The majority of the studies focused on drug trials (61.6%, n = 516). In 1990, 2000, and 2010, there was an incremental increase in RCT studies (74.4%, 82.8%, and 84.0%, respectively, p = 0.013). Over time, there was increased attention on the details of selecting a sample and controlling bias, and there was a higher frequency of utilizing complex statistical methods. In 2010, the most common statistical methods were confidence interval for superiority and non-inferiority comparison (41.6%), survival analysis (28.5%), correction analysis for covariates (18.8%) and Logistic regression (15.3%). CONCLUSIONS: These findings indicate that statistical measures in clinical studies are continuously developing and that the credibility of clinical study results is increasing. These findings provide information for future changes in statistical training in medical education.
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spelling pubmed-45981572015-10-20 Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift? Yi, Dali Ma, Dihui Li, Gaoming Zhou, Liang Xiao, Qin Zhang, Yanqi Liu, Xiaoyu Chen, Hongru Pettigrew, Julia Christine Yi, Dong Liu, Ling Wu, Yazhou PLoS One Research Article BACKGROUND: Several studies indicate that the statistical education model and level in medical training fails to meet the demands of clinicians, especially when they want to understand published clinical research. We investigated how study designs and statistical methods in clinical studies have changed in the last twenty years, and we identified the current trends in study designs and statistical methods in clinical studies. METHODS: We reviewed 838 eligible clinical study articles that were published in 1990, 2000, and 2010 in four journals New England Journal of Medicine, Lancet, Journal of the American Medical Association and Nature Medicine. The study types, study designs, sample designs, data quality controls, statistical methods and statistical software were examined. RESULTS: Substantial changes occurred in the past twenty years. The majority of the studies focused on drug trials (61.6%, n = 516). In 1990, 2000, and 2010, there was an incremental increase in RCT studies (74.4%, 82.8%, and 84.0%, respectively, p = 0.013). Over time, there was increased attention on the details of selecting a sample and controlling bias, and there was a higher frequency of utilizing complex statistical methods. In 2010, the most common statistical methods were confidence interval for superiority and non-inferiority comparison (41.6%), survival analysis (28.5%), correction analysis for covariates (18.8%) and Logistic regression (15.3%). CONCLUSIONS: These findings indicate that statistical measures in clinical studies are continuously developing and that the credibility of clinical study results is increasing. These findings provide information for future changes in statistical training in medical education. Public Library of Science 2015-10-08 /pmc/articles/PMC4598157/ /pubmed/26448046 http://dx.doi.org/10.1371/journal.pone.0140159 Text en © 2015 Yi et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Yi, Dali
Ma, Dihui
Li, Gaoming
Zhou, Liang
Xiao, Qin
Zhang, Yanqi
Liu, Xiaoyu
Chen, Hongru
Pettigrew, Julia Christine
Yi, Dong
Liu, Ling
Wu, Yazhou
Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?
title Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?
title_full Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?
title_fullStr Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?
title_full_unstemmed Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?
title_short Statistical Use in Clinical Studies: Is There Evidence of a Methodological Shift?
title_sort statistical use in clinical studies: is there evidence of a methodological shift?
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4598157/
https://www.ncbi.nlm.nih.gov/pubmed/26448046
http://dx.doi.org/10.1371/journal.pone.0140159
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