title: PASE: a novel method for functional prediction of amino acid substitutions based on physicochemical properties.
abstract: BACKGROUND
  Non-synonymous single-nucleotide polymorphisms (nsSNPs) within the coding regions of genes causing amino acid substitutions (AASs) may have a large impact on protein function. The possibilities to identify nsSNPs across genomes have increased notably with the advent of next-generation sequencing technologies. Thus, there is a strong need for efficient bioinformatics tools to predict the functional effect of AASs. Such tools can be used to identify the most promising candidate mutations for further experimental validation.
  
  
  RESULTS
  Here we present prediction of AAS effects (PASE), a novel method that predicts the effect of an AASs based on physicochemical property changes. Evaluation of PASE, using a few AASs of known phenotypic effects and 3338 human AASs, for which functional effects have previously been scored with the widely used SIFT and PolyPhen tools, show that PASE is a useful method for functional prediction of AASs. We also show that the predictions can be further improved by combining PASE with information about evolutionary conservation.
  
  
  CONCLUSIONS
  PASE is a novel algorithm for predicting functional effects of AASs, which can be used for pinpointing the most interesting candidate mutations. PASE predictions are based on changes in seven physicochemical properties and can improve predictions from many other available tools, which are based on evolutionary conservation. Using available experimental data and predictions from the already existing tools, we demonstrate that PASE is a useful method for predicting functional effects of AASs, even when a limited number of query sequence homologs/orthologs are available.
authors.affiliation: Division of Computational Genetics, Department of Clinical Sciences, Swedish University of Agricultural Sciences Uppsala, Sweden.
authors.forename: Xidan
authors.initials: X
authors.lastname: Li
authors.forename: Marcin
authors.initials: M
authors.lastname: Kierczak
authors.forename: Xia
authors.initials: X
authors.lastname: Shen
authors.forename: Muhammad
authors.initials: M
authors.lastname: Ahsan
authors.forename: Orjan
authors.initials: O
authors.lastname: Carlborg
authors.forename: Stefan
authors.initials: S
authors.lastname: Marklund
keywords: PASE; amino acid substitution; functional prediction; mutation effect; physicochemical properties