arXiv · physics/0211031
Simplified amino acid alphabets based on deviation of conditional probability from random background
Abstract
The primitive data for deducing the Miyazawa-Jernigan contact energy or BLOSUM score matrix consists of pair frequency counts. Each amino acid corresponds to a conditional probability distribution. Based on the deviation of such conditional probability from random background, a scheme for reduction of amino acid alphabet is proposed. It is observed that evident discrepancy exists between reduced alphabets obtained from raw data of the Miyazawa-Jernigan's and BLOSUM's residue pair counts. Taking homologous sequence database SCOP40 as a test set, we detect homology with the obtained coarse-grained substitution matrices. It is verified that the reduced alphabets obtained well preserve information contained in the original 20-letter alphabet.
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Xin Liu, Di Liu, Ji Qi, Wei-Mou Zheng. 2002-11-07. Simplified amino acid alphabets based on deviation of conditional probability from random background. https://doi.org/10.1103/physreve.66.021906
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