| This
mixture analysis of a tuberculin skin test survey conducted in India
shows the observed (histogram) distribution, the mixture distribution
(thin line) and the component distribution of infection with
M. tuberculosis (thick line). The component distribution
from non-specific cross-reactions is omitted. It is a selection
of a particular age group and males, an example that demonstrates the issues
best.
In the original analysis, a cut-off point of 10 mm
or more was chosen to indicate tuberculous infection. The mixture
analysis of the data indicates that the errors made with this cut-off point
cancel each other out. The
error with the assumption about sensitivity (excluding infected persons)
and the error made in the assumption about specificity (including people
without tuberculous infection) are similar in magnitude. This is
so by chance and does not need to be the case in another setting (or another
age group or among females).
Mixture analysis has only recently been applied to
tuberculin skin test surveys and is thus in its infancy. It offers,
however, an alternative to the crude and frequently erroneous methods used
so far.
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