A non-parametric method for the reconstruction of age- and time-dependent incidence from the prevalence data of irreversible diseases with differential mortality
Rc. Brunet et Cj. Struchiner, A non-parametric method for the reconstruction of age- and time-dependent incidence from the prevalence data of irreversible diseases with differential mortality, THEOR POP B, 56(1), 1999, pp. 76-90
A method is proposed for reconstructing the time and age dependence of inci
dence rates from successive age-prevalence cross sections taken from the se
ntinel surveys of irreversible diseases when there is an important differen
ce in mortality between the infected and susceptible subpopulations. The pr
evalence information at different time-age points is used to generate a sur
face; the time-age variations along the life line profiles of this surface
and the difference in mortality rates are used to reconstruct the time and
age dependence of the incidence rate. Past attempts were based on specified
parametric forms for the incidence or on the hypothesis of time-invariant
forms for the age-prevalence cross sections. The proposed method makes no s
uch assumptions and is thus capable of coping with rapidly evolving prevale
nce situations. In the simulations carried out, it is found to be resilient
to important random noise components added to a prescribed incidence rate
input. The method is also tested on a real data set of successive HIV age-p
revalence cross sections from Burundi coupled to differential mortality dat
a on HIV+ and HIV- individuals. The often-made assumption that the incidenc
e rate can be written as the product of a calendar time component and an ag
e component is also examined. In this case, a pooling procedure is proposed
to estimate the time and the age profiles of the incidence rate using the
reconstructed incidence rates at all time-age points. (C) 1999 Academic Pre
ss.