J Phys Act Health. 2018 Jul 1;15(7):543-549. doi: 10.1123/jpah.2017-0089. Epub 2018 Mar 26.
The National Health and Nutrition Examination Survey physical activity questionnaire (PAQ) is used to estimate activity energy expenditure (AEE) and moderate to vigorous physical activity (MVPA). Bias and variance in estimates of AEE and MVPA from the PAQ have not been described, nor the impact of measurement error when utilizing the PAQ to predict biomarkers and categorize individuals.
The PAQ was administered to 385 adults to estimate AEE (AEE:PAQ) and MVPA (MVPA:PAQ), while simultaneously measuring AEE with doubly labeled water (DLW; AEE:DLW) and MVPA with an accelerometer (MVPA:A).
Although AEE:PAQ [3.4 (2.2) MJ·d] was not significantly different from AEE:DLW [3.6 (1.6) MJ·d; P > .14], MVPA:PAQ [36.2 (24.4) min·d] was significantly higher than MVPA:A [8.0 (10.4) min·d; P < .0001]. AEE:PAQ regressed on AEE:DLW and MVPA:PAQ regressed on MVPA:A yielded not only significant positive relationships but also large residual variances. The relationships between AEE and MVPA, and 10 of the 12 biomarkers were underestimated by the PAQ. When compared with accelerometers, the PAQ overestimated the number of participants who met the Physical Activity Guidelines for Americans.
Group-level bias in AEE:PAQ was small, but large for MVPA:PAQ. Poor within-participant estimates of AEE:PAQ and MVPA:PAQ lead to attenuated relationships with biomarkers and misclassifications of participants who met or who did not meet the Physical Activity Guidelines for Americans.
国家健康和营养检查调查体力活动问卷(PAQ)用于估计活动能量消耗(AEE)和中等到剧烈体力活动(MVPA)。尚未描述 PAQ 估计 AEE 和 MVPA 的偏差和方差,也未描述利用 PAQ 预测生物标志物和对个体进行分类时测量误差的影响。
向 385 名成年人发放 PAQ,以估计 AEE(AEE:PAQ)和 MVPA(MVPA:PAQ),同时使用双标记水(DLW;AEE:DLW)测量 AEE,使用加速度计测量 MVPA(MVPA:A)。
尽管 AEE:PAQ[3.4(2.2)MJ·d]与 AEE:DLW[3.6(1.6)MJ·d]无显著差异(P>0.14),但 MVPA:PAQ[36.2(24.4)min·d]明显高于 MVPA:A[8.0(10.4)min·d;P<0.0001]。AEE:PAQ 回归 AEE:DLW 和 MVPA:PAQ 回归 MVPA:A 不仅产生了显著的正相关关系,而且还产生了较大的剩余方差。AEE 和 MVPA 之间的关系以及 12 个生物标志物中的 10 个均被 PAQ 低估。与加速度计相比,PAQ 高估了符合《美国人体育活动指南》的参与者人数。
AEE:PAQ 的组间偏差较小,但 MVPA:PAQ 的偏差较大。AEE:PAQ 和 MVPA:PAQ 的个体估计值较差,导致与生物标志物的关系减弱,并对符合或不符合《美国人体育活动指南》的参与者进行错误分类。