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Underestimation of Risk Associations Due to Regression Dilution in Long-term Follow-up of Prospective Studies

回归稀释 医学 置信区间 弗雷明翰心脏研究 前瞻性队列研究 风险因素 人口学 弗雷明翰风险评分 回归分析 统计 疾病 内科学 数学 贝叶斯多元线性回归 社会学
作者
Robert Clarke,M. Shipley,Sarah Lewington,Linda Youngman,Rory Collins,Michael Marmot,R Peto
出处
期刊:American Journal of Epidemiology [Oxford University Press]
卷期号:150 (4): 341-353 被引量:843
标识
DOI:10.1093/oxfordjournals.aje.a010013
摘要

In prospective studies, disease rates during follow-up are typically analyzed with respect to the values of factors measured during an initial baseline survey. However, because of "regression dilution," this generally tends to underestimate the real associations of disease rates with the "usual" levels of such risk factors during some particular exposure period. The "regression dilution ratio" describes the ratio of the steepness of the uncorrected association to that of the real association. To assess the relevance of the usual value of a risk factor during particular exposure periods (e.g., first, second, and third decades) to disease risks, regression dilution ratios can be derived by relating baseline measurements of the risk factor to replicate measurements from a reasonably representative sample of study participants after an interval equivalent to about the midpoint of each exposure period (e.g., at 5, 15, and 25 years, respectively). This report illustrates the impact of this time interval on the magnitude of the regression dilution ratios for blood pressure and blood cholesterol. The analyses were based on biennial remeasurements over 30 years for participants in the Framingham Study (Framingham, Massachusetts) and a 26-year resurvey for a sample of men in the Whitehall Study (London, England). They show that uncorrected associations of disease risk with baseline measurements underestimate the strength of the real associations with usual levels of these risk factors during the first decade of exposure by about one-third, the second decade by about one-half, and the third decade by about two-thirds. Hence, to correct appropriately for regression dilution, replicate measurements of such risk factors may be required at varying intervals after baseline for at least a sample of participants.
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