In: Statistics and Probability
Calculate probability to produce protein with:
Give mathematical expression and the number used in these expressions.
We can model the problem as a Poisson experiment as it satisfies the below properties -
Let X be the number of mutation in a large protein of 1205 amino acids.
Mutation rate = (8 / 200) * 1205 = 48.2
Then X ~ Poisson(μ = 48.2) and the probability mass function of X is,
P(X = x) = exp(-μ) μx /x!
=> P(X = x) = exp(-48.2) 48.2x /x!
a.
No Mutation (X = 0)
P(X = 0) = exp(-48.2) 48.20 /0! = exp(-48.2) = 1.17 x 10-21
b.
Less than 2 mutations (X < 2)
P(X < 2) = P(X = 0) + P(X = 1) = exp(-48.2) 48.20 /0! + exp(-48.2) 48.21 /1! = 49.2 exp(-48.2) = 5.74 x 10-20
c.
Exactly 3 mutations (X = 3)
P(X = 3) = exp(-48.2) 48.23 /3! = exp(-48.2) = 2.18 x 10-17