In: Statistics and Probability
Research has shown that 1 women in 400 carry a mutation of the BRCA gene. About 6 out of 10 women with this mutation develop breast cancer. About 1 out of 10 women without this mutation develop breast cancer. (a) Find the probability that a randomly selected woman will carry the mutation of the BRCA gene and will develop breast cancer. Give your answer as a decimal. (b) Are the events “carrying the mutation” and “developing breast cancer” independent? Briefly explain.
P[ women carrying a mutation of the BRCA gene ] = 1/400
P[ women is not carrying a mutation of the BRCA gene ] = 1 - P[ women carrying a mutation of the BRCA gene ]
P[ women is not carrying a mutation of the BRCA gene ] = 1 - 1/400
P[ women is not carrying a mutation of the BRCA gene ] = 399/400
P[ women develop breast cancer | women carrying a mutation of the BRCA gene ] = 6/10
P[ women develop breast cancer | women is not carrying a mutation of the BRCA gene ] = 1/10
(a) Find the probability that a randomly selected woman will carry the mutation of the BRCA gene and will develop breast cancer.
P[ will carry the mutation of the BRCA gene and will develop breast cancer. ] = P[ women develop breast cancer | women carrying a mutation of the BRCA gene ] *P[ women carrying a mutation of the BRCA gene ]
P[ will carry the mutation of the BRCA gene and will develop breast cancer. ] = 6/10*(1/400)
P[ will carry the mutation of the BRCA gene and will develop breast cancer. ] = 6/4000
P[ will carry the mutation of the BRCA gene and will develop breast cancer. ] = 0.0015
(b) Are the events “carrying the mutation” and “developing breast cancer” independent?
if the events are independent.
P[ will carry the mutation of the BRCA gene and will develop breast cancer. ] = P[ women carrying a mutation of the BRCA gene ]* P[ women develop breast cancer ]
P[ women develop breast cancer ] = P[ women develop breast cancer | women carrying a mutation of the BRCA gene ] *P[ women carrying a mutation of the BRCA gene ] + P[ women develop breast cancer | women is not carrying a mutation of the BRCA gene ] *P[ women is not carrying a mutation of the BRCA gene ] =
P[ women develop breast cancer ] = (6/10)*(1/400) + (1/10)*(399/400)
P[ women develop breast cancer ] = 6/4000 + 399/4000
P[ women develop breast cancer ] = 405/4000
P[ women carrying a mutation of the BRCA gene ]* P[ women develop breast cancer ] = (1/400)*(405/4000)
P[ women carrying a mutation of the BRCA gene ]* P[ women develop breast cancer ] = 405/1600000
P[ women carrying a mutation of the BRCA gene ]* P[ women develop breast cancer ] = 0.000253125
Which is not equal to P[ will carry the mutation of the BRCA gene and will develop breast cancer. ] = 0.0015
hence the events are not independent