简介:Microarrayhasbecomeapopularbiotechnologyinbiologicalandmedicalresearch.However,systematicandstochasticvariabilitiesinmicroarraydataareexpectedandunavoidable,resultingintheproblemthattherawmeasurementshaveinherent"noise"withinmicroarrayexperiments.Currently,logarithmicratiosareusuallyanalyzedbyvariousclusteringmethodsdirectly,whichmayintroducebiasinterpretationinidentifyinggroupsofgenesorsamples.Inthispaper,astatisticalmethodbasedonmixedmodelapproacheswasproposedformicroarraydataclusteranalysis.TheunderlyingrationaleofthismethodistopartitiontheobservedtotalgeneexpressionlevelintovariousvariationscausedbydifferentfactorsusinganANOVAmodel,andtopredictthedifferentialeffectsofGV(genebyvariety)interactionusingtheadjustedunbiasedprediction(AUP)method.ThepredictedGVinteractioneffectscanthenbeusedastheinputsofclusteranalysis.Weillustratedtheapplicationofourmethodwithageneexpressiondatasetandelucidatedtheutilityofourapproachusinganexternalvalidation.
简介:G-proteincoupledreceptors(GPCRs)representoneofthemostimportantclassesofdrugtargetsforpharmaceuticalindustryandplayimportantrolesincellularsignaltransduction.PredictingthecouplingspecificityofGPCRstoG-proteinsisvitalforfurtherunderstandingthemechanismofsignaltransductionandthefunctionofthereceptorswithinacell,whichcanprovidenewcluesforpharmaceuticalresearchanddevelopment.Inthisstudy,thefeaturesofaminoacidcompositionsandphysiochemicalpropertiesofthefull-lengthGPCRsequenceshavebeenanalyzedandextracted.Basedonthesefeatures,classifiershavebeendevelopedtopredictthecouplingspecificityofGPCRstoG-proteinsusingsupportvectormachines.Thetestingresultsshowthatthismethodcouldobtainbetterpredictionaccuracy.
简介:Annotationsofcompletegenomesequencessubmitteddirectlyfromsequencingprojectsarediverseintermsofannotationstrategiesandupdatefrequencies.Theseinconsistenciesmakecomparativestudiesdifficult.Toallowrapiddataprepara-tionofalargenumberofcompletegenomes,automationandspeedareimpor-tantforgenomere-annotation.Hereweintroduceanopen-sourcerapidgenomere-annotationsoftwaresystem,Restauro-G,specializedforbacterialgenomes.Restauro-Gre-annotatesagenomebysimilaritysearchesutilizingtheBLAST-LikeAlignmentTool,referringtoproteindatabasessuchasUniProtKB,NCBInr,NCBICOGs,Pfam,andPSORTb.Re-annotationbyRestauro-Gachievedover98%accuracyformostbacterialchromosomesincomparisonwiththeoriginalmanuallycuratedannotationofEMBLreleases.Restauro-GwasdevelopedinthegenericbioinformaticsworkbenchG-languageGenomeAnalysisEnvironmentandisdistributedathttp://restauro-g.iab.keio.ac.jp/undertheGNUGeneralPublicLicense.
简介:Thestudyofsmalldrugmoleculesinteractingwithnucleicacidsisanareaofintenseresearchthathasparticularrelevanceinourunderstandingofrelativemechanisminchemotherapeuticapplicationsandtheassociationbetweengenetics(includingsequencevariation)anddrugresponse.Inthiscontribution,wedemonstratehowthesequence-specificbindingofananticancerdrugDacarbazine(DTIC)tosinglebase(A-G)mismatchcouldbesensitivelydetectedbycombiningelectrochemicaldetectionwithbiosensingsurfacebasedongoldnanoparticles.
简介:UnderstandingthecouplingspecificitybetweenGprotein-coupledreceptors(GPCRs)andspecificclassesofGproteinsisimportantforfurtherelucidationofreceptorfunctionswithinacell.IncreasinginformationonGPCRsequencesandtheGproteinfamilywouldfacilitatepredictionofthecouplingpropertiesofGPCRs.Inthisstudy,wedescribeanovelapproachforpredictingthecouplingspecificitybetweenGPCRsandGproteins.ThismethodusesnotonlyGPCRsequencesbutalsothefunctionalknowledgegeneratedbynaturallanguagepro-cessing,andcanachieve92.2%predictionaccuracybyusingtheC4.5algorithm.Furthermore,rulesrelatedtoGPCR-Gproteincouplingaregenerated.Thecom-binationofsequenceanalysisandtextminingimprovesthepredictionaccuracyforGPCR-Gproteincouplingspecificity,andalsoprovidescluesforunderstandingGPCRsignaling.
简介:AcomputationalsystemforthepredictionandclassificationofhumanG-proteincoupledreceptors(GPCRs)hasbeendevelopedbasedonthesupportvectormachine(SVM)methodandproteinsequenceinformation.ThefeaturevectorsusedtodeveloptheSVMpredictionmodelsconsistofstatisticallysignificantfeaturesselectedfromsingleaminoacid,dipeptide,andtripeptidecompositionsofproteinsequences.Furthermore,thelengthdistributiondifferencebetweenGPCRsandnon-GPCRshasalsobeenexploitedtoimprovethepredictionperformance.ThetestingresultswithannotatedhumanproteinsequencesdemonstratethatthissystemcangetgoodperformanceforbothpredictionandclassificationofhumanGPCRs.
简介:G-proteincoupledreceptors(GPCRs)areaclassofseven-helixtransmembraneproteinsthathavebeenusedinbioinformaticsasthetargetstofacilitatedrugdiscoveryforhumandiseases.AlthoughthousandsofGPCRsequenceshavebeencollected,theligandspecificityofmanyGPCRsisstillunknownandonlyonecrystalstructureoftherhodopsin-likefamilyhasbeensolved.Therefore,identifyingGPCRtypesonlyfromsequencedatahasbecomeanimportantresearchissue.Inthisstudy,anoveltechniqueforidentifyingGPCRtypesbasedontheweightedLevenshteindistancebetweentworeceptorsequencesandthenearestneighbormethod(NNM)isintroduced,whichcandealwithreceptorsequenceswithdifferentlengthsdirectly.Inourexperimentsforclassifyingfourclasses(acetylcholine,adrenoceptor,dopamine,andserotonin)oftherhodopsin-likefamilyofGPCRs,theerrorratesfromtheleave-one-outprocedureandtheleave-half-outprocedurewere0.62%and1.24%,respectively.Theseresultsarepriortothoseofthecovariantdiscriminantalgorithm,thesupportvectormachinemethod,andtheNNMwithEuclideandistance.
简介:Nineshorttandemrepeat(STR)markersontheXchromosome(DXS101,DXS6789,DXS6799,DXS6804,DXS7132,DXS7133,DXS7423,DXS8378,andHPRTB)wereanalyzedinfourpopulationgroups(Mongol,Ewenki,Oroqen,andDaur)fromInnerMongolia,China,inordertolearnaboutthegeneticdiversity,forensicsuitability,andpossiblegeneticaffinitiesofthepopulations.Frequencyestimates,Hardy-Weinbergequilibrium,andotherparametersofforensicinterestwerecomputed.Theresultsrevealedthattheninemarkershaveamoderatede-greeofvariabilityinthepopulationgroups.Mostheterozygosityvaluesfortheninelocirangefrom0.480to0.891,andthereareevidentdifferencesofgeneticvariabilityamongthepopulations.AUPGMAtreeconstructedonthebasisofthegenerateddatashowsverylowgeneticdistancebetweentMongolandHan(Xi’an)populations.Ourresultsbasedongeneticdistanceanalysisareconsistentwiththeresultsofearlierstudiesbasedonlinguisticsandtheimmigrationhistoryandoriginofthesepopulations.TheminisatellitelociontheXchromosomestudiedherearenotonlyusefulinshowingsignificantgeneticvariationbetweenthepop-ulations,butalsoaresuitableforhumanidentitytestingamongInnerMongolianpopulations.
简介:Thesurfaceglycoproteinhemagglutinin(HA)helpstheinfluenzaAvirustoevadethehostimmunesystembyantigenicvariationandisamajordrivingforceforviralevolution.Inthisstudy,theselectionpressureonHAofH5N1influenzaAviruswasanalyzedusingbioinformaticsalgorithms.Mostoftheidentifiedpositiveselection(PS)siteswerefoundtobewithinoradjacenttoepitopesites.SomeoftheidentifiedPSsitesareconsistentwithpreviousexperimentalstudies,providingfurthersupporttothebiologicalsignificanceofourfindings.ThehighestfrequencyofPSsiteswasobservedinrecentstrainsisolatedduring2005–2007.PhylogeneticanalysiswasalsoconductedonHAsequencesfromvarioushosts.Viraldriftisalmostsimilarinbothavianandhumanspecieswithaprogressivetrendovertheyears.OurstudyreportsnewmutationsinfunctionalregionsofHAthatmightprovidemarkersforvaccinedesignorcanbeusedtopredictisolatesofpandemicpotential.
简介:Werecentlyreportedtheuseofagene-trappingapproachtoisolatecellclonesinwhichareportergenehadintegratedintogenesmodulatedbyT-cellactivation.WehavenowtestedapanelofclonesfromthatreportandidentifiedtheonethatrespondstoavarietyofG-proteincoupledreceptors(GPCR).TheβlactamasetaggedEGR-3JurkatcellwasusedtodissectspecificGPCRsignalinginvivo.ThreeGPCRswerestudied,includingthechemokinereceptorCXCR4(Gicoupled)thatwasendogenouslyexpressed,theplateletactivationfactor(PAF)receptor(Gq-coupled),andβ2adrenergicreceptor(Gs-coupled)thatwasbothstablytransfected.Agonistsforeachreceptoractivatedtranscriptionoftheβ-lactamasetaggedEGR-3gene.InductionofEGR-3throughCXCR4wasblockedbypertussistoxinandPD58059,aspecificinhibitorofMEK(MAPK/ERKkinase).NeitheroftheseinhibitorsblockedisoproterenolorPAF-mediatedactivationofEGR-3.Conversely,β2-andPAF-mediatedEGR-3activationwasblockedbythep38,specificinhibitorSB580.Inaddition,bothβ2-andPAF-mediatedEGR-3activationcouldbesynergisticallyactivatedbyCXCR4activation.ThiscombinedresultindicatesthatEGR-3canbeactivatedthroughdistinctsignaltransductionpathwaysbydifferentGPCRsandthatsignalscanbeintegratedandamplifiedtoefficientlytunethelevelofactivation.
简介:在染色体为特定的DNA目标设计锌手指蛋白质主题在染色体工程的领域里是批评的。我们为为绑在特定的目标DNA地点的C2H2锌手指预言识别helices开发了一个计算方法。这预言用锌手指蛋白质和他们的目标DNA三位字节的彻底的数据集基于人工的神经网络。用户们能为也要预言在的二或三根锌手指选择选择一模块化或为输入DNA顺序的synergistic时尚。这个方法将为对为几个生物、生物医学的应用程序设计特定的锌手指抄写因素和锌手指核酸酶感兴趣的研究人员是珍贵的。网工具ZiF预言在http://web.iitd.ac.in/sundar/zifpredict/在网上是可得到的。
简介:骨头导出髓的间充质的干细胞(MSC)是为房间移植在临床的应用程序显示出一个重要潜力的pluripotent干细胞。在现在的论文,proteomic技术被用来接近与猪的骨头髓MSC联系的蛋白质侧面并且在5-azacytidine(5-aza)的效果上调查MSC蛋白质的规定。超过1,700蛋白质种类根据胶化分析与MSC被分开。与控制MSC介绍的表达式相比,有起来调整的11个蛋白质点并且26在5-aza-treated房间的蛋白质模式下面调整。21蛋白质的一个总数被MALDI-TOF-MS分析成功地识别,在哪个之中一些有趣的蛋白质,例如高山哈B-crystallin,在A2的附属建筑,和stathmin1,被报导了通过不同发信号的小径在房间增长和区别包含。我们的数据应该为MSC区别和apoptosis的未来学习是有用的。
简介:Humantumornecrosisfactorα(hTNFα),apleiotropiccytokinewithactivitiesrangingfromhostdefensemechanismsininfectionandinjurytoseveretoxicityinsepticshockorotherrelateddiseases,isapromisingtargetfordrugscreening.UsingtheSELEX(systematicevolutionofligandsbyexponentialenrichment)process,weisolatedoligonucleotideligands(aptamers)withhighaffinitiesforhTNFα.Aptamerswereselectedfromastartingpoolof40randomizedsequencescomposedofabout1015RNAmolecules.RepresentativeaptamersweretruncatedtotheminimallengthwithhighaffinityforhTNFαandwerefurthermodifiedbyreplacementof2'-OHwith2'-Fand2'-NH2atallribopurinepositions.ThesemodifiedRNAaptamerswereresistanttonuclease.ThespecificityoftheseaptamersforhTNFαwasconfirmed,andtheiractivitytoinhibitthecytotoxicityofhTNFαonmouseL929cellswasdetermined.Resultsdemonstratedthatfour2'-NH2-modifiedaptamersboundtohTNFαwithhighaffinityandblockedthebindingofhTNFαtoitsreceptor,thusprotectingtheL929cellsfromthecytotoxicityofhTNFα.OligonucleotideaptamersdescribedherearepotentialtherapeuticsanddiagnosticsforhTNFc-relateddiseases.
简介:Domaindatabaseisessentialfordomainpropertyresearch.Eliminatingredundantinformationindatabasequeryisveryimportantfordatabasequality.Herewereportthemanualconstructionofanon-redundanthumanSH2domaindatabase.Thereare119humanSH2domainsin110SH2-containingproteins.HumanSH2swerealignedwithClustalX,andahomologoustreewasgenerated.Inthistree,proteinswithsimilarknownfunctionwereclassifiedintothesamegroup.Someproteinsinthesamegrouphavebeenreportedtohavesimilarbindingmotifsexperimentally.Thetreemightprovidecluesaboutpossiblefunctionsofhypotheticalproteinsforfurtherexperimentalverification.
简介:Inthepost-genomicera,variouscomputationalmethodsthatpredictprotein-proteininteractionsatthegenomelevelareavailable;however,eachmethodhasitsownadvantagesanddisadvantages,resultinginfalsepredictions.Herewedevel-opedauniqueintegratedapproachtoidentifyinteractingpartner(s)ofSemaphorin5A(SEMA5A),beginningwithsevenproteinssharingsimilarligandinteractingresiduesasputativebindingpartners.ThemethodsincludeDwyerandRoot-Bernstein/Dillontheoriesofproteinevolution,hydropathiccomplementarityofproteinstructure,patternofproteinfunctionsamongmolecules,informationondomain-domaininteractions,co-expressionofgenesandproteinevolution.AmongthesetofsevenproteinsselectedasputativeSEMA5Ainteractingpartners,wefoundthefunctionsofPlexinB3andNeuropilin-2tobeassociatedwithSEMA5A.WemodeledthesemaphorindomainstructureofPlexinB3andfoundthatitsharessimilaritywithSEMA5A.Moreover,avirtualexpressiondatabasesearchandRT-PCRanalysisshowedco-expressionofSEMA5AandPlexinB3andtheseproteinswerefoundtohaveco-evolved.Inaddition,weconfirmedtheinterac-tionofSEMA5AwithPlexinB3inco-immunoprecipitationstudies.Overall,thesestudiesdemonstratethatanintegratedmethodofpredictioncanbeusedatthegenomelevelfordiscoveringmanyunknownproteinbindingpartnerswithknownligandbindingdomains.
简介:以便获得米饭幼仔圆锥花序proteome的高分辨率的electrophorogram,我们评估了通常使用在的各种各样的协议二维(2D)蛋白质的polyacrylamide胶化电气泳动(页)包括染色协议的胶化,使不能调动的pH坡度(IPG)的pH范围脱衣并且样品装载数量。结果证明染色协议使用的银敏化包含冰川的醋酸,钠醋酸盐和钠thiosulfate的答案(在1988由Heukeshoven和Dernick报导了)并且染色方法使用答案包含的Coomassie灿烂的蓝色G-250,铵硫酸盐和磷的酸(在2010由粉红色的等报导了)表明了优异染色效果。另外,当有5-8的pH范围的IPG胶化长带被使用时,我们也与4-7的pH范围证明更高的分辨率被完成,与那相比。最后,最佳的装载数量作为与染色协议的银硝酸盐在联合与pH5-8使用17厘米长的非线性的IPG长带的130g被决定。评估结果将在年轻米饭颖果的proteome分析是有用的。