In: Statistics and Probability
A new test for a rare genetic condition has a false positive rate of 0.29% and a false negative rate of 0.87%. Assume that 99.42% of all tested individuals do not have the rare genetic condition. What is the probability that someone who tests positive actually does have the rare genetic condition?
P(don't have the rare genetic condition) = 0.9942
P(tests positive | don't have the rare genetic condition) = 0.0029
P(tests negative | have the rare genetic condition) = 0.0087
P(tests positive | have the rare genetic condition) = 1 - P(tests negative | have the rare genetic condition) = 1 - 0.0087 = 0.9913
P(tests positive) = P(tests positive | don't have the rare genetic condition) * P(don't have the rare genetic condition) + P(tests positive | have the rare genetic condition) * P(have the rare genetic condition)
= 0.0029 * 0.9942 + 0.9913 * (1 - 0.9942)
= 0.00863272
P(have the rare genetic condition | tests positive) = P(tests positive | have the rare genetic condition) * P(have the rare genetic condition) / P(tests positive)
= 0.9913 * (1 - 0.9942) / 0.00863272
= 0.666