Flexible meta-regression functions for modeling aggregate dose-response data, with an application to alcohol and mortality

被引:227
作者
Bagnardi, V [1 ]
Zambon, A [1 ]
Quatto, P [1 ]
Corrao, G [1 ]
机构
[1] Univ Milano Bicocca, Dept Stat, I-20126 Milan, Italy
关键词
alcohol drinking; dose-response; meta-analysis; mortality; polynomial regression; regression analysis; spline smoothing;
D O I
10.1093/aje/kwh142
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
In this paper, the authors describe fractional polynomials and cubic splines with which to represent smooth dose-response relations in summarizing meta-analytical aggregate data. Use of these two curve-fitting families can help prevent the problems arising from inappropriate linearity assumptions. These methods are illustrated in the problem of estimating the shape of the dose-response curve between alcohol consumption and all-cause mortality risk. The authors considered aggregate data from 29 cohort studies investigating this issue (1966-2000). J-shaped curves with a nadir at approximately 5-7 g/day of alcohol consumption and a last protective dose of 47-60 g/day were consistently obtained from fractional polynomials and cubic splines. The authors conclude that both of the curve-fitting families are useful tools with which to explore dose-response epidemiologic questions by means of meta-analytical approaches, especially when important nonlinearity is anticipated.
引用
收藏
页码:1077 / 1086
页数:10
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