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用于实验室血液检测中特定年龄儿童参考区间估计的统计方法:系统评价。

Statistical methods used in the estimation of age-specific paediatric reference intervals for laboratory blood tests: A systematic review.

机构信息

Murdoch Children's Research Institute, 50 Flemington Road, Parkville, VIC 3052, Australia; The University of Melbourne, 50 Flemington Road, Parkville, VIC 3052, Australia.

Murdoch Children's Research Institute, 50 Flemington Road, Parkville, VIC 3052, Australia.

出版信息

Clin Biochem. 2020 Nov;85:12-19. doi: 10.1016/j.clinbiochem.2020.08.002. Epub 2020 Aug 12.

Abstract

INTRODUCTION

There is an emerging realisation that paediatric reference intervals (RIs) estimated using discrete age-groups may be misleading, especially close to age cut-off values. This limitation has been addressed by estimating RIs that vary continuously with age. This systematic review examines the range of statistical methods used over the past 25 years for estimation of age-specific RIs, and identifies trends in usage and reporting.

METHODS

Literature searches were conducted using predefined search criteria for original publications between 1993 and 2018 on the MEDLINE and Embase databases. Data related to sample size, treatment of age (as categorical or continuous), and statistical methods were extracted from the selected publications.

RESULTS

A total of 238 publications were reviewed. Not all publications reported the statistical methods used in different steps. Among the publications, 167 (70%) reported discrete age-group RIs, 54 (23%) reported continuous RIs and 17 (7%) reported both types of RIs. The nonparametric statistical method was commonly used for discrete age-group RIs (64%, n = 117), whereas a wide variety of curve-fitting approaches, including Cole's lambda-mu-sigma method (28%, n = 20), parametric curve-based methods (28%, n = 20), generalised additive model for location, scale and shape method (13%, n = 9) and quantile regression (11%, n = 8) were used for continuous RIs.

CONCLUSIONS

Improvement in the reporting of statistical methods used for estimating age-specific paediatric RIs is required. There has been insufficient uptake of methods for producing continuous RIs, especially for biomarkers that display strong age-dependence.

摘要

简介

人们逐渐意识到,使用离散年龄段估计的儿科参考区间(RIs)可能会产生误导,尤其是在接近年龄截止值时。为了解决这一局限性,可以使用连续随年龄变化的方法来估计 RIs。本系统评价检查了过去 25 年来用于估计特定年龄 RIs 的各种统计方法,并确定了使用和报告的趋势。

方法

使用预定义的搜索标准,在 1993 年至 2018 年期间在 MEDLINE 和 Embase 数据库中对原始出版物进行文献检索。从选定的出版物中提取与样本量、年龄处理(分类或连续)和统计方法相关的数据。

结果

共审查了 238 篇出版物。并非所有出版物都报告了不同步骤中使用的统计方法。在这些出版物中,167 篇(70%)报告了离散年龄段 RIs,54 篇(23%)报告了连续 RIs,17 篇(7%)报告了两种类型的 RIs。非参数统计方法常用于离散年龄段 RIs(64%,n=117),而包括 Cole 的 lambda-mu-sigma 方法(28%,n=20)、基于参数曲线的方法(28%,n=20)、广义加性模型用于位置、比例和形状方法(13%,n=9)和分位数回归(11%,n=8)在内的各种曲线拟合方法用于连续 RIs。

结论

需要改进用于估计特定年龄儿科 RIs 的统计方法报告。特别是对于显示强烈年龄依赖性的生物标志物,连续 RIs 的方法采用不足。

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