Eh. Kaplan et R. Heimer, INCIDENCE AMONG NEEDLE EXCHANGE PARTICIPANTS - ESTIMATES FROM SYRINGETRACKING AND TESTING DATA, Journal of acquired immune deficiency syndromes, 7(2), 1994, pp. 182-189
This paper develops a statistical procedure for estimating the HIV inf
ection rate among needle exchange clients without using any self-repor
ted information. Instead, data are accumulated by following the distri
bution and return of sequentially labeled syringes and by testing a sa
mple of returns for the presence of HIV-1 proviral DNA using polymeras
e chain reaction. For each drug injector in the sample, a maximum like
lihood change point model is constructed to determine if a statistical
ly significant upward shift in the fraction of needles testing HIV pos
itive is evident, as would occur if the drug injector in question beca
me infected. A second maximum likelihood model is formulated to estima
te the HIV incidence rate among needle exchange participants by aggreg
ating the individual change point results. When these methods are appl
ied to the syringe tracking and testing data collected to evaluate the
legal needle exchange program in New Haven, Connecticut, the maximum
likelihood incidence estimate equals zero, with a 95% confidence inter
val of 0-10.2 new infections per 100 drug injectors per year. Given th
ese data, we cannot reject the null hypothesis that no new infections
have occurred among needle exchange participants between November 1990
and May 1992.