A combined algorithm for genome-wide prediction of protein function

Nature. 1999 Nov 4;402(6757):83-6. doi: 10.1038/47048.

Abstract

The availability of over 20 fully sequenced genomes has driven the development of new methods to find protein function and interactions. Here we group proteins by correlated evolution, correlated messenger RNA expression patterns and patterns of domain fusion to determine functional relationships among the 6,217 proteins of the yeast Saccharomyces cerevisiae. Using these methods, we discover over 93,000 pairwise links between functionally related yeast proteins. Links between characterized and uncharacterized proteins allow a general function to be assigned to more than half of the 2,557 previously uncharacterized yeast proteins. Examples of functional links are given for a protein family of previously unknown function, a protein whose human homologues are implicated in colon cancer and the yeast prion Sup35.

Publication types

  • Research Support, Non-U.S. Gov't
  • Research Support, U.S. Gov't, Non-P.H.S.

MeSH terms

  • Algorithms*
  • Colorectal Neoplasms / etiology
  • DNA-Binding Proteins*
  • Evolution, Molecular
  • Fungal Proteins / classification
  • Fungal Proteins / genetics
  • Fungal Proteins / physiology*
  • Humans
  • Peptide Termination Factors
  • Phylogeny
  • Prions / classification
  • Prions / physiology
  • RNA, Messenger / biosynthesis
  • Saccharomyces cerevisiae
  • Saccharomyces cerevisiae Proteins*

Substances

  • DNA-Binding Proteins
  • Fungal Proteins
  • MSH6 protein, S cerevisiae
  • Peptide Termination Factors
  • Prions
  • RNA, Messenger
  • SUP35 protein, S cerevisiae
  • Saccharomyces cerevisiae Proteins