简介:Cellulasesareimportantglycosylhydrolases(GHs)thathydrolyzecellulosepolymersintosmalleroligosaccharidesbybreakingthecelluloseβ(1→4)bonds,andtheyarewidelyusedtoproducecellulosicethanolfromtheplantbiomass.N-linkedandO-linkedglycosylationswereproposedtoimpactthecatalyticefficiency,cellulosebindingaffinityandthestabilityofcellulasesbasedonobservationsofindividualcellulases.Asfarasweknow,therehasnotbeenanysystematicanalysisofthedistributionsofN-linkedandO-linkedglycosylatedresiduesincellulases,mainlyduetothelimitedannotationsoftherelevantfunctionaldomainsandtheglycosylatedresidues.Wehavecomputationallyannotatedthefunctionaldomainsandglycosylatedresiduesincellulases,andconductedasystematicanalysisofthedistributionsoftheN-linkedandO-linkedglycosylatedresiduesintheseenzymes.ManyN-linkedglycosylatedresidueswereknowntobeintheGHdomainsofcellulases,buttheyarethereprobablyjustbychance,sincetheGHdomainusuallyoccupiesmorethanhalfofthesequencelengthofacellulase.OuranalysisindicatesthattheO-linkedglycosylatedresiduesaresignificantlyenrichedinthelinkerregionsbetweenthecarbohydratebindingmodule(CBM)domainsandGHdomainsofcellulases.Possiblemechanismsarediscussed.
简介:Aglycosylphosphatidylinositol(GPI)anchorisacommonbutcomplexC-terminalpost-translationalmodificationofextracellularproteinsineukaryotes.HereweinvestigatetheproblemofcorrectlyannotatingGPI-anchoredproteinsforthegrowingnumberofsequencesinpublicdatabases.Wedevelopedacomputa-tionalsystem,calledFragAnchor,basedonthetandemuseofaneuralnet-work(NN)andahiddenMarkovmodel(HMM).Firstly,NNselectspotentialGPI-anchoredproteinsinadataset,thenHMMparsesthesepotentialGPIsig-nalsandrefinesthepredictionbyqualitativescoring.FragAnchorcorrectlypredicted91%ofalltheGPI-anchoredproteinsannotatedintheSwiss-Protdatabase.Inalarge-scaleanalysisof29eukaryoteproteomes,FragAnchorpredictedthatthepercentageofhighlyprobableGPI-anchoredproteinsisbetween0.21%and2.01%.ThedistinctivefeatureofFragAnchor,comparedwithothersystems,isthatittargetsonlytheC-terminusofaprotein,makingitlesssensitivetothebackgroundnoisefoundindatabasesandpossibleincompleteproteinsequences.Moreover,FragAnchorcanbeusedtopredictGPI-anchoredproteinsinalleukaryotes.Finally,byusingqualitativescoring,thepredictionscombinebothsensitivityandinformationcontent.Thepredictorispubliclyavailableathttp://navet.ics.hawaii.edu/~fraganchor/NNHMM/NNHMM.html.
简介:AhybridGA(geneticalgorithm)-basedclustering(HGACLUS)schema,combiningmeritsoftheSimulatedAnnealing,wasdescribedforfindinganoptimalornear-optimalsetofmedoids.Thisschemamaximizedtheclusteringsuccessbyachievinginternalclustercohesionandexternalclusterisolation.TheperformanceofHGACLUSandothermethodswascomparedbyusingsimulateddataandopenmicroarraygene-expressiondatasets.HGACLUSwasgenerallyfoundtobemoreaccurateandrobustthanothermethodsdiscussedinthispaperbytheexactvalidationstrategyandtheexplicitclusternumber.