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人类内皮功能研究中使用效应量的统计推断

Statistical Inferences Using Effect Sizes in Human Endothelial Function Research.

作者信息

Cherubini Joshua M, MacDonald Maureen J

机构信息

Department of Kinesiology, Vascular Dynamics Lab, McMaster University, Ivor Wynne Centre, Room E210, 1280 Main Street West, Hamilton, ON L8S 4K1 Canada.

出版信息

Artery Res. 2021;27(4):176-185. doi: 10.1007/s44200-021-00006-6. Epub 2021 Oct 27.

DOI:10.1007/s44200-021-00006-6
PMID:34966462
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8654719/
Abstract

INTRODUCTION

Magnitudes of change in endothelial function research can be articulated using effect size statistics. Effect sizes are commonly used in reference to Cohen's seminal guidelines of small ( = 0.2), medium ( = 0.5), and large ( = 0.8). Quantitative analyses of effect size distributions across various research disciplines have revealed values differing from Cohen's original recommendations. Here we examine effect size distributions in human endothelial function research, and the magnitude of small, medium, and large effects for macro and microvascular endothelial function.

METHODS

Effect sizes reported as standardized mean differences were extracted from meta research available for endothelial function. A frequency distribution was constructed to sort effect sizes. The 25th, 50th, and 75th percentiles were used to derive small, medium, and large effects. Group sample sizes and publication year from primary studies were also extracted to observe any potential trends, related to these factors, in effect size reporting in endothelial function research.

RESULTS

Seven hundred fifty-two effect sizes were extracted from eligible meta-analyses. We determined small ( = 0.28), medium ( = 0.69), and large ( = 1.21) effects for endothelial function that corresponded to the 25th, 50th, and 75th percentile of the data distribution.

CONCLUSION

Our data indicate that direct application of Cohen's guidelines would underestimate the magnitude of effects in human endothelial function research. This investigation facilitates future a priori power analyses, provides a practical guiding benchmark for the contextualization of an effect when no other information is available, and further encourages the reporting of effect sizes in endothelial function research.

摘要

引言

内皮功能研究中的变化幅度可用效应量统计来阐述。效应量通常参照科恩提出的小效应量(=0.2)、中等效应量(=0.5)和大效应量(=0.8)的开创性指导原则来使用。对各研究学科效应量分布的定量分析表明,其数值与科恩最初的建议有所不同。在此,我们研究了人类内皮功能研究中的效应量分布,以及微血管和大血管内皮功能中小、中、大效应的幅度。

方法

从可用于内皮功能的元研究中提取报告为标准化均数差的效应量。构建频率分布以对效应量进行分类。使用第25、50和75百分位数来得出小、中、大效应。还提取了主要研究的组样本量和发表年份,以观察内皮功能研究中效应量报告方面与这些因素相关的任何潜在趋势。

结果

从符合条件的元分析中提取了752个效应量。我们确定了内皮功能的小效应量(=0.28)、中等效应量(=0.69)和大效应量(=1.21),它们分别对应数据分布的第25、50和75百分位数。

结论

我们的数据表明,直接应用科恩的指导原则会低估人类内皮功能研究中的效应幅度。这项调查有助于未来进行先验功效分析,在没有其他可用信息时为效应的情境化提供一个实际的指导基准,并进一步鼓励在内皮功能研究中报告效应量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/8ac8cf9f4d43/44200_2021_6_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/51824fbb5ad6/44200_2021_6_Fig1_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/8ac8cf9f4d43/44200_2021_6_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/51824fbb5ad6/44200_2021_6_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/7c3b29a2ed79/44200_2021_6_Fig2_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/3f8f6c6a87c7/44200_2021_6_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/842e777b548d/44200_2021_6_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/a2f2815c0885/44200_2021_6_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6cd5/8654719/8ac8cf9f4d43/44200_2021_6_Fig7_HTML.jpg

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