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论生物医学研究中替代参数推导的相关性:用于解释颈椎活动范围方差的中介回归分析

On the relevance of surrogate parameter deduction in biomedical research: mediated regression analysis for variance explanation of cervical range of motion.

作者信息

Niederer Daniel, Vogt Lutz, Wilke Jan, Banzer Winfried

机构信息

Department of Sports Medicine, Goethe-University Frankfurt/Main, Ginnheimer Landstraße 39, 60487, Frankfurt Am Main, Germany.

出版信息

Eur Spine J. 2017 Jan;26(1):162-166. doi: 10.1007/s00586-016-4658-2. Epub 2016 Jun 21.

DOI:10.1007/s00586-016-4658-2
PMID:27324088
Abstract

PURPOSE

Research on cervical range of motion (ROM) often includes age and body mass index (BMI) as potential variables to explain inter-individual variances. The BMI may not be a predictor of ROM but an age-affected surrogate parameter: the described effect of BMI on ROM is, thus, suspected being partially or completely mediated by age.

METHODS

Healthy and adult volunteers (n = 139, 65 female, age 19-75 years, BMI 24.2 ± 3.8 kg m) performed five repetitive maximal cervical movements in the sagittal plane to assess maximal ROM (primary outcome). After the examination of underlying assumptions, data were analysed by mediation regression analyses using a SPSS-macro provided by Hayes. ROM represented the outcome variable, independent variable was BMI and mediator variable was age. Total as well as direct and indirect effects were calculated: (1) for all subjects included and (2) for subject with a BMI <35 kg m.

RESULTS

Analysis including all subjects revealed both a direct (-1.1, s .46, p < .05, 95 %CI -2; -1.7) and an existing indirect effect (mediated by age, -2.4, s .33, p < .05, 95 %CI -3.1; -1.8) of BMI on ROM. Analysis without obese 2 subjects showed no direct effect of BMI (effect -1, s .54, p > .05, 95 %CI -2.1; +.1) but a systematic indirect effect, mediated by age, on ROM (effect -2.4, s .33, p < .001, 95 %CI -3.1; -1.8).

CONCLUSIONS

After the withdrawal of the surrogate parameter BMI, age explains 53 % of maximal ROM. No impact of BMI on ROM was detected after excluding highly obese participants. Our results illustrate the relevance of including each supposable predictor in causal mediation models development.

摘要

目的

关于颈椎活动范围(ROM)的研究通常将年龄和体重指数(BMI)作为解释个体间差异的潜在变量。BMI可能不是ROM的预测指标,而是一个受年龄影响的替代参数:因此,BMI对ROM的上述影响被怀疑部分或完全由年龄介导。

方法

健康成年志愿者(n = 139,65名女性,年龄19 - 75岁,BMI 24.2±3.8 kg/m²)在矢状面进行五次重复的最大颈椎运动,以评估最大ROM(主要结果)。在检验基本假设后,使用Hayes提供的SPSS宏通过中介回归分析对数据进行分析。ROM为结果变量,自变量为BMI,中介变量为年龄。计算了总效应以及直接效应和间接效应:(1)纳入的所有受试者;(2)BMI<35 kg/m²的受试者。

结果

对所有受试者的分析显示,BMI对ROM既有直接效应(-1.1,标准误0.46,p<0.05,95%CI -2;-1.7),也有间接效应(由年龄介导,-2.4,标准误0.33,p<0.05,95%CI -3.1;-1.8)。对非肥胖受试者的分析显示,BMI没有直接效应(效应-1,标准误0.54,p>0.05,95%CI -2.1;+0.1),但由年龄介导的对ROM有系统性间接效应(效应-2.4,标准误0.33,p<0.001,95%CI -3.1;-1.8)。

结论

去除替代参数BMI后,年龄解释了最大ROM的53%。排除高度肥胖参与者后,未检测到BMI对ROM有影响。我们的结果说明了在因果中介模型开发中纳入每个可设想预测因素的相关性。

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