Reconstructing Phylogenetic Trees of Prokaryote Genomes by Randomly Sampling Oligopeptides

Abstract

AbstractIn this paper, we propose a method for reconstructing phylogenetic trees of a given set of prokaryote organisms by randomly sampling relatively small oligopeptides of a .xed length from their complete proteomes. For each of the organisms, a vector of frequencies of those sampled oligopeptides is generated and used as a building block in reconstructing phylogenetic trees. By this procedure, phylogenetic trees are generated independently, and a consensus tree of the resulting trees is obtained. We have applied our method to a set of 109 organisms, including 16 Archaea, 87 Bacteria, and 6 Eukarya, using less 10 of all the 3,200,000 oligopeptides of length 5. Our consensus tree agrees with the tree of Bergey’s Manual in most of the basic taxa. In addition, they have almost the same quality as the trees of the same organisms reconstructed using all the 20K oligopeptides of length K = 5 and 6 given by Qi et al. Thus we can conclude that, the frequencies of a relatively small number of oligopeptides of length 5, even if those oligopeptides are determined in a random method, has phylogenetic information almost equivalent to the frequencies of all the oligopeptides of length 5 or 6.KeywordsPhylogenetic TreeConsensus TreeAttribute FunctionAttribute VectorBasic TaxonThese keywords were added by machine and not by the authors. This process is experimental and the keywords may be updated as the learning algorithm improves.