A Method of Trigonometric Modelling of Seasonal Variation Demonstrated with Multiple Sclerosis Relapse Data

被引:1
|
作者
Spelman, Tim [1 ,2 ]
Gray, Orla [3 ]
Lucas, Robyn [4 ]
Butzkueven, Helmut [1 ,2 ]
机构
[1] Royal Melbourne Hosp, Dept Neurol, Parkville, Vic 3050, Australia
[2] Univ Melbourne, Dept Med RMH, Melbourne, Vic 3010, Australia
[3] Ulster Hosp, Dept Neurol, Belfast, Antrim, North Ireland
[4] Australian Natl Univ, Natl Ctr Epidemiol & Populat Hlth, Canberra, ACT 0200, Australia
来源
JOVE-JOURNAL OF VISUALIZED EXPERIMENTS | 2015年 / 106期
基金
澳大利亚国家健康与医学研究理事会;
关键词
Medicine; Issue; 106; Multiple Sclerosis; relapse; residual plots; trigonometric regression; sine regression; seasonality; latitude; 1,25-DIHYDROXYVITAMIN D-3; DIAGNOSTIC-CRITERIA; EXACERBATIONS; INHIBITION; PREVALENCE; GUIDELINES;
D O I
10.3791/53169
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This report describes a novel Stata-based application of trigonometric regression modelling to 55 years of multiple sclerosis relapse data from 46 clinical centers across 20 countries located in both hemispheres. Central to the success of this method was the strategic use of plot analysis to guide and corroborate the statistical regression modelling. Initial plot analysis was necessary for establishing realistic hypotheses regarding the presence and structural form of seasonal and latitudinal influences on relapse probability and then testing the performance of the resultant models. Trigonometric regression was then necessary to quantify these relationships, adjust for important confounders and provide a measure of certainty as to how plausible these associations were. Synchronization of graphing techniques with regression modelling permitted a systematic refinement of models until best-fit convergence was achieved, enabling novel inferences to be made regarding the independent influence of both season and latitude in predicting relapse onset timing in MS. These methods have the potential for application across other complex disease and epidemiological phenomena suspected or known to vary systematically with season and/or geographic location.
引用
收藏
页数:10
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