Uncertainty and sensitivity analysis of the basic reproductive rate. Tuberculosis as an example.
The basic reproductive rate (R0) is a measure of the severity of an epidemic. On the basis of replicated Latin hypercube sampling, the authors performed an uncertainty and sensitivity analysis of the basic reproductive rate of tuberculosis (TB). The uncertainty analysis allowed for the derivation of a frequency distribution for R0 and the assessment of the relative contribution each of the three components of R0 made when TB epidemics first arose centuries ago. (The three components of R0 are associated with fast, slow, and relapse TB.) R0 estimates indicated the existence of fairly severe epidemics when TB epidemics first arose. The R0 for the susceptible persons who developed TB slowly (R0(slow)) contributed the most to the R0 estimates; however, the relative R0(slow) contribution decreased as the severity of TB epidemics increased. The sensitivity of the magnitude of R0 to the uncertainty in estimating values of each of the input parameters was assessed. These results indicated that five of the nine input parameters, because of their estimation uncertainty, were influential in determining the magnitude of R0. This uncertainty and sensitivity methodology provides results that can aid investigators in understanding the historical epidemiology of TB by quantifying the effect of the transmission processes involved. Additionally, this method can be applied to the R0 of any other infectious disease to estimate the probability of an epidemic outbreak.
Sanchez
M A
MA
Epidemiology Program School of Public Health, University of California, Berkeley, USA.
Blower
S M
SM
D000328:Adult; D000368:Aged; D004196:Disease Outbreaks / Q000706:statistics & numerical data*; D018562:Disease Transmission, Infectious; D006801:Humans; D015994:Incidence; D008017:Life Expectancy; D008875:Middle Aged; D015233:Models, Statistical; D011157:Population Dynamics; D012098:Reproduction; D018401:Sample Size; D015996:Survival Rate; D014376:Tuberculosis / Q000453:epidemiology* / Q000635:transmission