Age-specific back-projection of HIV diagnosis data

被引:12
作者
Becker, NG [1 ]
Lewis, JJC
Li, ZF
McDonald, A
机构
[1] Australian Natl Univ, Natl Ctr Epidemiol & Populat Hlth, Canberra, ACT 0200, Australia
[2] Univ New S Wales, Natl Ctr HIV Epidemiol & Clin Res, Sydney, NSW 2010, Australia
关键词
AIDS diagnosis data; back projection; EMS algorithm; HIV diagnosis data; HIV infection incidence; smoothed nonparametric estimation;
D O I
10.1002/sim.1406
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A method for reconstructing the HIV infection curve from data on both HIV and AIDS diagnoses is enhanced by using age as a covariate and by using the diagnosis data to estimate parameters that were previously assumed known. Maximum likelihood estimation is used for parameters of the induction distribution. Each of the set of parameters that specify the baseline rate of infection over time and the set of parameters giving the relative susceptibility over age are estimated by maximizing the likelihood subject to a smoothness requirement. We find that estimating the extra parameters is feasible, producing estimates with good precision. Including age as a covariate gives 90 per cent confidence intervals for the HIV incidence curve that are about 20 per cent narrower than those obtained when age data are not used. Copyright (C) 2003 John Wiley Sons, Ltd.
引用
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页码:2177 / 2190
页数:14
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