Choice of exposure scores for categorical regression in meta-analysis: a case study of a common problem

被引:66
作者
Il'yasova, D
Hertz-Picciotto, I
Peters, U
Berlin, JA
Poole, C
机构
[1] Wake Forest Univ, Sch Med, Dept Canc Biol, Winston Salem, NC 27157 USA
[2] Wake Forest Univ, Sch Med, Dept Publ Hlth Sci, Winston Salem, NC 27157 USA
[3] Univ N Carolina, Sch Publ Hlth, Dept Epidemiol, Chapel Hill, NC USA
[4] NCI, Div Canc Epidemiol & Genet, NIH, DHHS, Bethesda, MD 20892 USA
[5] Univ Penn, Sch Med, Ctr Clin Epidemiol & Biostat, Philadelphia, PA 19104 USA
[6] Univ Penn, Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
[7] Univ Calif Davis, Dept Epidemiol & Prevent Med, Davis, CA 95616 USA
关键词
colorectal cancer; dose-response relationships; epidemiology; epidemiologic method; meta-analyses; tea;
D O I
10.1007/s10552-004-5025-x
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Objective: Reporting categorical relative risk estimates for a series of exposure levels versus a common reference category is a widespread practice. In meta-analysis, categorical regression estimates a dose-response trend from such results. This method requires the assignment of a single score to each exposure category. We examined how closely meta-analytical categorical regression approximates the results of analysis based on the individual-level continuous exposure. Methods: The analysis included five studies on tea intake and outcomes related to colorectal cancer. In addition, we derived categorical mean and median values from published distributions of tea consumption in similar populations to assign scores to the categories of tea intake when possible. We examined whether these derived mean and median values well approximate the individual-level results. Results: In meta-analytical categorical regression, using the midrange scores approximated the individual-level continuous analyses reasonably well, if the value assigned to the uppermost, open-ended category was at least as high as the lower bound plus the width of the second-highest category. Categorical mean values derived from the published distributions of regular tea (in the US) and green tea (in Japan) well approximated the slope obtained from individual-level analysis. Conclusion: Publication of both the categorical and the continuous estimates of effect in primary studies, with their standard errors, can enhance the quality of meta-analysis, as well as providing intrinsically valuable information on dose-response.
引用
收藏
页码:383 / 388
页数:6
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