[R] A model for disease progression
Damon Wischik
djw1005 at cam.ac.uk
Sat Jul 26 20:14:56 CEST 2003
I would be grateful for advice about the following problem. It's not
directly R-related, but I'm hoping that R will help me analyse the
following data.
I have a table which indicates the progression of a certain age-related
disease. At a certain point in time, a population was sampled; and I have
measurements for the age of each individual, and their disease stage.
(Disease stage is an ordered factor, none<A<B<C<D.)
I hypothesize that the rate of disease-onset depends on age, but that
(once the disease has started) its rate of progression depends on the
current disease stage and not on age.
I would like to plot the data in a sensible way, to let me see if this
hypothesis is reasonable, and to let me explore possible functional forms
for the two rates.
I can see how to plot the rate of disease onset. I could, for example,
plot for each age the fraction of people who have acquired the disease by
that age. But I don't know how to visualize the rate of disease
progression.
All suggestions (especially pointers to relevant literature or R packages)
gratefully received!
Damon.
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