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非线性暴露-风险关系对季节性时间序列数据的影响:丹麦新生儿出生人体测量数据建模

The impact of nonlinear exposure-risk relationships on seasonal time-series data: modelling Danish neonatal birth anthropometric data.

作者信息

McGrath John, Barnett Adrian, Eyles Darryl, Burne Thomas, Pedersen Carsten B, Mortensen Preben Bo

机构信息

Queensland Centre for Mental Health Research, The Park Centre for Mental Health, Wacol, Q4076, Australia.

出版信息

BMC Med Res Methodol. 2007 Oct 15;7:45. doi: 10.1186/1471-2288-7-45.

Abstract

BACKGROUND

Birth weight and length have seasonal fluctuations. Previous analyses of birth weight by latitude effects identified seemingly contradictory results, showing both 6 and 12 monthly periodicities in weight. The aims of this paper are twofold: (a) to explore seasonal patterns in a large, Danish Medical Birth Register, and (b) to explore models based on seasonal exposures and a non-linear exposure-risk relationship.

METHODS

Birth weight and birth lengths on over 1.5 million Danish singleton, live births were examined for seasonality. We modelled seasonal patterns based on linear, U- and J-shaped exposure-risk relationships. We then added an extra layer of complexity by modelling weighted population-based exposure patterns.

RESULTS

The Danish data showed clear seasonal fluctuations for both birth weight and birth length. A bimodal model best fits the data, however the amplitude of the 6 and 12 month peaks changed over time. In the modelling exercises, U- and J-shaped exposure-risk relationships generate time series with both 6 and 12 month periodicities. Changing the weightings of the population exposure risks result in unexpected properties. A J-shaped exposure-risk relationship with a diminishing population exposure over time fitted the observed seasonal pattern in the Danish birth weight data.

CONCLUSION

In keeping with many other studies, Danish birth anthropometric data show complex and shifting seasonal patterns. We speculate that annual periodicities with non-linear exposure-risk models may underlie these findings. Understanding the nature of seasonal fluctuations can help generate candidate exposures.

摘要

背景

出生体重和身长存在季节性波动。以往关于纬度效应导致的出生体重分析得出了看似相互矛盾的结果,显示体重存在6个月和12个月的周期性。本文的目的有两个:(a)在大型丹麦医学出生登记处探索季节性模式,以及(b)探索基于季节性暴露和非线性暴露-风险关系的模型。

方法

对超过150万丹麦单胎活产儿的出生体重和身长进行季节性检查。我们基于线性、U形和J形暴露-风险关系对季节性模式进行建模。然后,通过对基于人群的加权暴露模式进行建模,增加了一层复杂性。

结果

丹麦的数据显示出生体重和身长都有明显的季节性波动。双峰模型最适合这些数据,然而6个月和12个月峰值的幅度随时间变化。在建模练习中,U形和J形暴露-风险关系产生了具有6个月和12个月周期性的时间序列。改变人群暴露风险的权重会导致意外的特性。随着时间推移人群暴露逐渐减少的J形暴露-风险关系符合丹麦出生体重数据中观察到的季节性模式。

结论

与许多其他研究一致,丹麦出生人体测量数据显示出复杂且不断变化的季节性模式。我们推测,非线性暴露-风险模型的年度周期性可能是这些发现的基础。了解季节性波动的本质有助于确定潜在的暴露因素。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/63ae/2151954/c94696884166/1471-2288-7-45-1.jpg

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