A cross-genomic approach for systematic mapping of phenotypic traits to genes.
We present a computational method for de novo identification of gene function using only cross-organismal distribution of phenotypic traits. Our approach assumes that proteins necessary for a set of phenotypic traits are preferentially conserved among organisms that share those traits. This method combines organism-to-phenotype associations,along with phylogenetic profiles,to identify proteins that have high propensities for the query phenotype; it does not require the use of any functional annotations for any proteins. We first present the statistical foundations of this approach and then apply it to a range of phenotypes to assess how its performance depends on the frequency and specificity of the phenotype. Our analysis shows that statistically significant associations are possible as long as the phenotype is neither extremely rare nor extremely common; results on the flagella,pili, thermophily,and respiratory tract tropism phenotypes suggest that reliable associations can be inferred when the phenotype does not arise from many alternate mechanisms.
Jim
Kam
K
Department of Computer Science, Princeton University, Princeton, New Jersey, 08544 USA.
Parmar
Kush
K
Singh
Mona
M
Tavazoie
Saeed
S
D001426:Bacterial Proteins / Q000235:genetics / Q000502:physiology; D002874:Chromosome Mapping / Q000379:methods*; D004926:Escherichia coli / Q000235:genetics; D005051:Eubacterium / Q000235:genetics / Q000254:growth & development; D010861:Fimbriae, Bacterial / Q000235:genetics / Q000502:physiology; D005408:Flagellin / Q000235:genetics / Q000378:metabolism; D005798:Genes, Bacterial / Q000235:genetics* / Q000502:physiology; D016680:Genome, Bacterial; D008957:Models, Genetic; D010641:Phenotype; D011550:Pseudomonas aeruginosa / Q000235:genetics; D012137:Respiratory System / Q000382:microbiology; D013296:Streptococcus pneumoniae / Q000235:genetics / Q000254:growth & development; D018523:Tropism / Q000235:genetics
D001426:Bacterial Proteins; D005408:Flagellin