The first-order Markov chain is generally used when.

The first-order Markov chain is generally used when transition probabilities are fairly stable. The first order Markov chain transition probability is the conditional probability that the second amino acid occurs in a two-amino-acid sequence, given the occurrence of the first amino acid, ie P(second amino acid|first amino acid).