The draft genome, transcriptome, and microbiome of Dermatophagoides farinae reveal a broad spectrum
上传者:沈晓群|上传时间:2015-05-08|密次下载
The draft genome, transcriptome, and microbiome of Dermatophagoides farinae reveal a broad spectrum
Thedraftgenome,transcriptome,andmicrobiomeofDermatophagoidesfarinaerevealabroadspectrumofdustmiteallergens
Ting-FungChan,PhD,a*Kun-MeiJi,PhD,b*AldrinKay-YuenYim,BS,a,c*Xiao-YuLiu,MSc,d*Jun-WeiZhou,PhD,e*àRui-QiLi,BSM,d*KevinYiYang,PhD,c,e*JingLi,MS,f*MengLi,MSc,dPatrickTik-WanLaw,PhD,aYu-LanWu,BS,dZe-LangCai,MSc,dHaoQin,PhD,a,cYingBao,MSc,dRossKa-KitLeung,PhD,c,ePatrickKwok-ShingNg,PhD,eJuZou,MSc,dXiao-JunZhong,MSc,dPi-XinRan,MD,fNan-ShanZhong,MSc,fZhi-GangLiu,MD,b,dandStephenKwok-WingTsui,PhDc,eHongKong,Shenzhen,andGuangzhou,ChinaBackground:Asequencedhousedustmite(HDM)genomewouldadvanceourunderstandingofHDMallergens,acommoncauseofhumanallergies.
Objective:Wesoughttoproduceanannotated
Dermatophagoidesfarinaedraftgenomeanddevelopacombinedgenomic-transcriptomic-proteomicapproachforelucidationofHDMallergens.
Methods:ADfarinaedraftgenomeandtranscriptomewereassembledwithhigh-throughputsequencing,accommodatingmicrobiomesequences.TheallergengenestructureswerevalidatedbymeansofSangersequencing.Themite’s
microbiomecompositionwasdetermined,andthepredominantgenuswasvalidatedimmunohistochemically.Theallergenicityofaubiquinol-cytochromecreductasebindingprotein
homologuewasevaluatedwithimmunoblotting,immunosorbentassays,andskinpricktests.
Results:Thefullgenestructuresof20canonicalallergensand7noncanonicalallergenhomologueswereproduced.Anovelmajorallergen,ubiquinol-cytochromecreductasebindingprotein–likeprotein,wasfoundanddesignatedDerf24.All40serasamplesfrompatientswithmiteallergyhadIgEantibodiesagainstrDerf24.Of10patientstested,5hadpositiveskinreactions.Thepredominantbacterialgenusamong100identi?edspecies
FromatheSchoolofLifeSciences,ctheHongKongBioinformaticsCentre,andetheSchoolofBiomedicalSciences,ChineseUniversityofHongKong;btheStateKeyLaboratoryofRespiratoryDiseaseforAllergyatShenzhenUniversityanddtheShenz-henKeyLaboratoryofAllergyandImmunology,SchoolofMedicine,ShenzhenUni-versity;andftheStateKeyLaboratoryofRespiratoryDisease,theFirstAf?liatedHospitalofGuangzhouMedicalUniversity.*Theseauthorscontributedequallytothiswork.
àJune-WeiZhou,PhD,iscurrentlyaf?liatedwiththeBasicMedicalCollegeofZhengzhouUniversity,Zhengzhou,China.
Disclosureofpotentialcon?ictofinterest:Theauthorsdeclarethattheyhavenorelevantcon?ictsofinterest.
ReceivedforpublicationJune29,2013;revisedSeptember3,2014;acceptedforpubli-cationSeptember25,2014.
Correspondingauthor:Nan-ShanZhong,MSc,StateKeyLaboratoryofRespiratoryDis-ease,theFirstAf?liatedHospitalofGuangzhouMedicalCollegeNo.151,YanjiangRd,Guangzhou510120,China.E-mail:nanshan@http://wendang.chazidian.com.Or:Zhi-GangLiu,MD,StateKeyLaboratoryofRespiratoryDiseaseforAllergyatShenzhenUniversityandShenzhenKeyLaboratoryofAllergyandImmunology,SchoolofMedicine,ShenzhenUniversity,NanhaiAve3688,518060Shenzhen,Guangdong,People’sRepublicofChina.E-mail:lzg@http://wendang.chazidian.com.Or:StephenKwok-WingTsui,PhD,SchoolofBiomedicalSciences,theChineseUniversityofHongKong,Shatin,N.T.,HongKong.E-mail:kwtsui@cuhk.edu.hk.0091-6749
Ó2014TheAuthors.PublishedbyElsevierInc.onbehalfoftheAmericanAcademyofAllergy,Asthma&Immunology.ThisisanopenaccessarticleundertheCCBY-NC-NDlicense(http://wendang.chazidian.com/licenses/by-nc-nd/3.0/).http://wendang.chazidian.com/10.1016/j.jaci.2014.09.031
wasEnterobacter(63.4%).Anintronwasfoundinthe13.8-kDaDfarinaebacteriolyticenzymegene,indicatingthatitisofHDMorigin.TheKyotoEncyclopediaofGenesandGenomespathwayanalysisrevealedaphototransductionpathwayinDfarinae,aswellasthiamineandaminoacidsynthesispathways,whichissuggestiveofanendosymbioticrelationshipbetweenDfarinaeanditsmicrobiome.
Conclusion:AnHDMgenomedraftproducedfromgenomic,transcriptomic,andproteomicexperimentsrevealedallergengenesandadiverseendosymbioticmicrobiome,providingatoolforfurtheridenti?cationandcharacterizationofHDMallergensanddevelopmentofdiagnosticsand
immunotherapeuticvaccines.(JAllergyClinImmunol2014;nnn:nnn-nnn.)
Keywords:Housedustmite,allergen,genome,microbiome,transcriptome,proteome,ubiquinol-cytochromecreductasebindingprotein,Derf24,Enterobacterspecies
Allergicdiseases,whichaffect30%to40%oftheworld’spopulationandareincreasinginprevalenceinternationally,particularlyamongyoungpeople,havenegativeeffectsonpatients’workandsociallivesandhavebecomeacostlyglobalhealthproblem.1,2Housedustmites(HDMs)arepredominantsourcesofinhalantallergens,withmorethan50%ofallergicdiseasecasesbeingattributedtothem.3-5Decadesofresearchhaverevealed23HDMallergengroups,withthecanonicalgroup1and2allergensbeingthemostclinicallyimportantbecausetheypossessIgE-bindingactivityinmostseraofpatientswithmiteallergy.5-7Group1and2allergensinduceTH2immuneresponsesbyencodingcysteineproteasesandbyfacilitatingToll-likereceptor4signaling,respectively.8,9
ItremainsaperplexingquestionwhyHDMsareseeminglyteemingwithallergeniccomponents.TheidentitiesofthefullspectrumofHDMallergeniccomponentsarenotyetknown.Allergen-speci?cimmunotherapyrepresentstheonlycurrentlyavailabletherapythathaslong-lastingeffectsonallergicdiseases.10HDMallergenvaccinesaregenerallymadefromextractsofpuri?edmitebodies,whichincludecomponentsofmicrobesthatinhabitmites.11,12Itisdif?culttoensurethelot-lotconsistencyofthevaccinebecauseofitscomplexcomponents.Distinguishingtheeffectivecomponentsofvaccinesfromthosethatproducesideeffectswouldenablemorepotentandsafevaccinestobedeveloped.
HavingknowledgeoftheHDMgenomeanditsendosymbioticmicrobiomewillbepivotaltoresolvingtheaforementionedcore
1
内容需要下载文档才能查看
2CHANETAL
scienti?candclinicalissuesinthe?eldofallergy.TheclosestspeciestotheHDMforwhichagenomedrafthasbeenproducedisthespidermiteTetranychusurticae,13whichisacauseofoccupationalallergicdiseaseinagriculturalworkers.14However,despitetheirprominentroleasallergensources,thegenomesoftheHDMsDermatophagoidespteronyssinusandDermatopha-goidesfarinaehaveyettoberesolved,restrictingmorein-depthresearchonHDMallergensandthemechanismsunderlyingtheirallergenicity.Here,wecombinedgenomicandtranscriptomicapproachestoproduceaDfarinaedraftgenomethatcanprovideinsightsintotheidentitiesofthefullarrayofDfarinaeallergensandthemechanismsmediatingtheirallergenicity,includingthepotentialroleofthemicrobiome.Weappliedourdraftgenomeincombinationwithproteomicandcomparativeanalysestouncoveranovelmajorallergenandexaminethegenesunderlyingphysiologicandmetabolicprocesses.
METHODS
Mitecultureandpuritycheck
DfarinaemiteswereisolatedfromindoordustsamplesfromShenzhenCityinsouthernChina.2ThemitecultureandpuritycheckmethodsaredescribedintheMethodssectioninthisarticle’http://wendang.chazidian.com.
Genomeandtranscriptomesequencing
DfarinaegenomicDNAandRNAsampleswerepreparedasdescribedintheMethodssectioninthisarticle’sOnlineRepository.Fourpaired-endsequencinglibrarieswithinsertsizesof200,500,2000,and5000bp,respectively,wereconstructedbyusingDfarinaewholeDNAandthensequencedwithanIlluminaHiSeq2000Sequencer.Atotalof24gigabase(Gb)pairsofsequencingdataweregenerated.DfarinaecDNAsweresequencedwiththeIlluminaHiSeq2000Sequencer;5.8Gbofpaired-endsequencingdata(insertsize,approximately200bp)wasgeneratedfortranscriptomeanalysis.
Genomeassemblyandannotationusingtranscriptomedata
GenomeassemblybeganwithreconstructionbyusingSOAPdenovo,15ALLPATHS-LG,16andVelvet17(seetheMethodssectioninthisarticle’sOnlineRepository).Protein-codinggeneswerepredictedwiththeuseof2abinitiogenepredictiontools:GeneMark-ES18andGimmerHMM.19AnnotationofnoncodingRNAgeneswasdonewithtRNAscan-SE20andRNAmmer.21TranscriptomesequencingdatawereassembledbyusingTrinity,22andtheassembledtranscriptswereusedtore?netheannotationsbyusingGeneMark-ESandGlimmerHMM.SplicejunctionsandrelativeabundanceofRNAsequencingreadsweredeterminedwithTopHat,23SpliceMap,24andCuf?ink.25Finally,weevaluatedthecompletenessofourdraftgenomerelativetotheCoreEukaryoticGenesMappingApproach(CEGMA)setof248coreeukaryoticgenes(CEGs)withtheCEGMApipeline.26
JALLERGYCLINIMMUNOL
nnn2014
Microbiomeanalysis
Becauseofthepossibilityofsymbioticrelationshipsbetweenmitesandmicroorganismsthatmightprecludeentirelysterilecultureconditions,mitesequencingdatawereseparatedfrommicrobiotasequencesbymeansofmanualcurationbasedonBLASTsearchesinthemicrobialdatabase.Theassembleddraftgenomewascomparedwithmicrobialdatabases,asdescribedindetailintheMethodssectioninthisarticle’sOnlineRepository,todistinguishbetweenDfarinaeandmicrobialgenomes.Brie?y,wesearchedthemicrobialRefSeqdatabaseusinggenomicsequencingreadswitha
high-stringencycutoff(E-value_<
1e250);matchesforeachreadmustmaptothesamegenus.
ThefollowingaspectsaredescribedintheMethodssectioninthisarticle’sOnlineRepository:mitecultureandpuritycheck;KyotoEncyclopediaofGenesandGenomes(KEGG)pathwayandphylogeneticanalysesandmetaboliccomparisontoTetranychusurticae;allergengenecloningandpro-teomicidenti?cation;IgE-bindingassayandskinpricktests;andEnterobactercloacaeimmunohistochemistryandbacteriolyticenzymegenecloning.
RESULTS
Miteculturepurity
MorphologicinspectionsandPCRexperimentscon?rmedthepurityoftheDfarinaespeciesinourcultures.TherewasnocontaminationfromDpteronyssinus.Aftertheculturemediumhadbeendigestedwithnuclease,thegenomicDNAsamplewascon?rmedtobecontaminationfree(Fig1,AandB,andseeFigsE1-E3andTablesE1andE2inthisarticle’http://wendang.chazidian.com).
Mitegenomedraft
High-throughputsequencing(seeTableE3inthisarticle’http://wendang.chazidian.com)yielded24Gbofgenomesequencesorroughly380-foldcoverageoftheestimatedgenomesize.Afterbuildingadenovodraftassemblyandapplyinggap?lling,4sequencinglibrarieswereassembledinto554scaffolds(totallength,61Mb;N50length,197kb).Becausethesampleincludednucleicacidsattributabletothemite’smicro-biome,weexamineditsmicrobialcomposition(seeTableE4inthisarticle’http://wendang.chazidian.com).SeparationofmicrobialDNAresultedina53.5-MbDfarinaedraftgenomewith516nucleargenomescaffolds(N505187kb)anda14.3-kbmitochondrialgenome(seeTableE5inthisarticle’http://wendang.chazidian.com).ThedraftgenomewassubmittedtotheNationalCenterforBiotechnologyInformation(NCBI)BioProject(ID:PRJNA17406,accessionno.:ASGP00000000).
Ourdraftgenomeincluded242(97.58%)of248CEGs,with239(96.58%)of248completeCEGs(seeTableE6inthisarticle’http://wendang.chazidian.com),indicatinggoodcompleteness.22Weretrieved264nucleotidesequencesand189aminoacidsequencesofDfarinaefromtheNCBI(April2012)andcon?rmedthat261(98.8%)ofthenucleotidesequencesand182(96.3%)oftheaminoacidsequenceswerepresentinthedraftgenome(E-valuecutoff:1e26).
Theguanine-cytosinecontentsofthecodingDNAsequencesandwholegenomewere34.4%and29.5%,respectively.GeneMark-ES,GimmerHMMrun1(withCaenorhabditiselegans),andGimmerHMMrun2(withTurticae)predicted13,475,20,165,and14,156genemodels,respectively.Another3,265genemodelswereinferredwithTopHatandCuf?inkstranscriptomesequenceanalysis.Altogether,16,376genemodels
JALLERGYCLINIMMUNOLVOLUMEnnn,NUMBERnn
CHANETAL3
FIG1.HDMmorphologyandphylogeny.A,PhotomicrographofaliveadultfemaleDfarinaemite.B,ScanningelectronmicroscopicimageofanadultfemaleDfarinaemite.C,GOdistributionofDfarinae.D,PhylogenetictreeofDfarinaewith25otherarthropodspecies.
wereobtained,including9,142thatweresupportedbyRNAsequencingresults.GeneannotationwithBlast2GOyielded8,201geneswithsigni?canthits(E-valuecutoff:1e210)intheNCBInonredundantdatabase.Amongthem,7,348wereassignedatleast1geneontology(GO)term(Fig1,C).
UsingtRNAscan-SE,weidenti?ed65annotatedtransferRNAgeneswithintheDfarinaenucleargenome.TherRNAgenes(18S,5.8S,and28S)thatwereexperimentallyidenti?edinDfarinaepreviouslywerefoundwithinourDfarinaegenomedraft(seeTableE5).Both18Sand28SwerepredictedintheirentiretybyusingRNAmmer.
Phylogeneticanalysis
Aphylogenetictreewasconstructedfromtheproteinsequencesof101CEGsthataresharedamong25Arachnida,Branchiopoda,andInsectaspecies(seeTableE7inthisarticle’http://wendang.chazidian.com)torevealDfarinae’sphylogeneticrelationshipswithotherarthropods.AcomparisonofDfarinae’sgenomeannotationswiththoseofTurticae,towhichourmaximumlikelihoodtreeshowedDfarinaetobephylogeneticallyclose(Fig1,D),revealedsimilarGOdistributions(seeFigE4inthisarticle’http://wendang.chazidian.com).23Regardinggenesassociatedwithmetabolicprocesses,662of3,029genesinDfarinaeand476of2,492genesinTurticaedidnotcorrelatewitheachother.
TranscriptomeandKEGGpathwayanalysis
Weassembled5.8Gbofpaired-endsequencingdata,annotatingatotalof16,376genes,withonly9,142(55.8%)beingsupportedbyRNAsequencingdata,probablybecauseofdevelopmentalvariationofgeneexpressionpro?les.FunctionalannotationforGOandtheKEGG27pathwaydatabaseusingtheBLAST2GO28programmapped7,348protein-codinggenestoGOprojectcategories(Fig1,C).Weidenti?edmostconstituentsoftheKEGGphototransductionpathwayintheDfarinaeanno-tatedgenes(seeFigE5,A,inthisarticle’http://wendang.chazidian.com)withhighhomology,withtheexceptionofrhodopsin.Onecandidategene(DEFA_098690)encodinga7-transmembranedomainproteinwith83.7%similaritytotherhodopsinfamilytransmembranereceptordomain(aa84–206;XP_002430048inGenBank)ofPediculushumanuscorporiswasannotatedasaclassArhodopsin–likeGprotein–coupledreceptor,GPRadr2(seeFigE5,B).
Identi?cationofHDMallergengenes
Weretrievedcompletegenesequencesandstructuresof20reportedHDMallergens,8,9includingDerf1toDerf23,exceptforDerf17,Group12,andGroup19,fromourassembledgenomewithsupportfromtranscriptomicanalysis(TableIandseeFigE6inthisarticle’http://wendang.chazidian.com)anddeterminedtheirrelativeexpressionlevelsinadultD
内容需要下载文档才能查看farinae
4CHANETAL
JALLERGYCLINIMMUNOL
nnn2014
FIG1.(Continued).
mitesintermsoffragmentsperkilobaseoftranscriptpermillionmappedreads(TableI).Derf4isreportedhereforthe?rsttime.Wealsoidenti?edthecompletesequencesof7noncanonicalallergencandidates(pro?lin,Alta6,a-tubulin1,cathepsin,Malas6,aldehydedehydrogenase,andenolasehomologues)withaminoacidsequencehomology(approximately41.5%to90.5%)toexperimentallyvalidatedallergensinotherspecies(seeFigE7andTablesE8andE9inthisarticle’http://wendang.chazidian.com).Thestructuresofthese20clonedcanonicaland7noncanonicalallergengenesweremapped(seeFigsE6andE7)andtheirsequenceswerecon?rmedtobeidenticaltosequencesinourassembledDfarinaegenome,con?rmingtheywereofmite,ratherthanmicrobial,origin.Matrix-assistedlaserdesorption/ionizationtime-of-?ightmassspectrometryanalysisofproteinspotsreactivetopooledserafrom20patientswithHDMallergywithourintegrated-omicsapproach(circledspotsinFig2,AandB,andseeFigE8,AandB,inthisarticle’http://wendang.chazidian.com)revealed4knowncanonicalallergens(Derf1,Derf2,Derf11,andDerf14)and12otherproteins(seeTableE10inthisarticle’http://wendang.chazidian.com).Thegenesequencesofthese12homologueswerecon?rmedbyusingtheSangermethodtobeidenticaltosequenceswithinourassembledDfarinaegenome.Thesesequencingdatacon?rmedthatthesegeneswerefromthemite
内容需要下载文档才能查看genome.
JALLERGYCLINIMMUNOLVOLUMEnnn,NUMBERnn
CHANETAL5
TABLEI.GenestructuresofcanonicalDfarinaeallergenscon?rmedbymeansofSangersequencing
Deducedno.ofHomologueyDerDerDerDerDerDerDerDerDerDerDerDerDerDerDerDerDerDerffffffffffffffffff34567891011131415161820212223DEFA_036500DEFA_092370DEFA_009370DEFA_160240DEFA_012670DEFA_112610DEFA_108510DEFA_012620DEFA_029610DEFA_016640DEFA_023480DEFA_127470DEFA_053360DEFA_042810DEFA_122350DEFA_009360DEFA_072800DEFA_123860Trypsina-Amylase
StructuralproteinChymotrypsinUnknown
GlutathionetransferaseSerineproteaseTropomyosinParamyosin
Fattyacidbinding
Vitellogenin:eggyolkstorageChitinase
Gelsolin:actinbindingChitinase
ArgininekinaseStructuralprotein
MD-2–relatedlipidrecognitionChitin-bindingdomaintype2232322451126473522325952613227921322127228487613116665564804623561361559136.7912.99410.2924.83481.87353.394.371532.23321.771772.53130.8440.83147.9188.28342.86943.53820.9831.67P49275(99%)
AAD38942(88%)àABO84970(100%)ABG23667(100%)ACK76298(99%)AAP35080(96%)àAAP57077(92%)Q23939(99%)AAO73464(98%)2A0A_A(100%)AAM21322(88%)àAAD52672(96%)AAM64112(99%)AAM19082(100%)AAP57094(99%)AAX34048(100%)ABG35122(100%)ACB46292.1(84%)
FPKM,Fragmentsperkilobaseoftranscriptpermillionmappedreads.*LocustagsareincludedinourassembledDfarinaegenome.
AnalyzedrelativetotheNCBIdatabase(byBLASTalgorithm);GenBankaccessionnumbersarelisted.àPartial.
Onthebasisofproteinsizeandsignalintensity,weselected6ofthese12proteinsforproductionofrecombinantproteinsforprobingofallergenicity:ubiquinol-cytochromecreductasebind-ingprotein(UQCRB)–likeprotein;myosinalkalilight-chainprotein;secretedinorganicpyrophosphatase;DFP2;co?lin;andferritinheavy-chain-likeprotein.OnlyrecombinantUQCRB-likeprotein(seeFigE9inthisarticle’http://wendang.chazidian.com)wasstronglyboundbyIgEinseparateserumsam-plesfrom18of18patientswithHDMallergyandnotboundbyIgEantibodiesinseraobtainedfromanyof18nonallergichealthycontrolsubjectsand7patientswithpollenallergy(Fig2,E,andseeFigE10andTableE11inthisarticle’http://wendang.chazidian.com).Theother2recombinantproteins(co?linandsecretedinorganicpyrophosphatase)yieldedveryweakpos-itiveresponses,whereastheremaining3recombinantproteinsdidnotshowanyIgE-bindingactivities(datanotshown).ThegeneencodingtheUQCRB-likeproteinwascloned,anditsgenestruc-turewasmapped(seeFigE11,A,inthisarticle’http://wendang.chazidian.com).AnIgE-ELISAdemonstratedstrongIgEbindingtorecombinantUQCRB-likeprotein(Z55.6702,P<.0001)in22(100%)of22serafrompatientswithmiteallergy(Fig2,F).Invivotestingshowedskinreactivityin5of10patientswithmiteallergy(seeTableE12inthisarticle’http://wendang.chazidian.com).ThisnovelmajorallergenwasdesignatedasDerf24bytheWorldHealthOrganization/InternationalUnionofImmunologicalSocietiesAllergenNomenclatureSub-committee(http://wendang.chazidian.com/viewallergen.php?aid5772).
predominantlytoEcloacaeandEnterobacterhormaechei;Staph-ylococcus(17.8%)andEscherichia(4.9%)specieswerethenextmostpredominantgenera(Fig3,A,andseeTableE5).Bartonellaspeciesaccountedforonly1.7%ofthereads.Ourimmunohisto-chemistryexperimentcon?rmedtheabundantpresenceofenter-obacteriainthegutsofDfarinae(Fig3,B).
WeexaminedwhetherthegenesencodingKEGGpathwayenzymeswerepresentintheDfarinaegenomeoritsmicrobiomefractionandidenti?ed3pathwayswhereinthemajorityofgeneswerefromthemicrobiome:thiaminebiosynthesis(seeFigE12inthisarticle’http://wendang.chazidian.com)andaro-maticandaliphaticaminoacidbiosynthesis(seeFigsE13andE14inthisarticle’http://wendang.chazidian.com).Additionally,bycombiningtheDNAandRNAsequenceinfor-mation,wedeterminedfromourdraftgenomethatanintronispresentinthe13.8-kDaDfarinaebacteriolyticenzyme(Fig3,C).
Microbiome
Oftheapproximately112,000genomicsequencingreadsthatwelinkedto100microbialspecies(Fig3,A,andseeTableE5),71,000(63.4%)mappeduniquelytoEnterobacterspecies,most
DISCUSSION
Weproduceda53.5-MbDfarinaedraftgenomewith516scaf-foldsandacomplete14.3-kbmitochondrialgenome.ItscompletenesswasassessedbymeansofapplicationofCEGMAtoidentifytheexistenceof248CEGsthatarepresentinawiderangeoftaxa.26AsshowninTableE6,AandB,thenumberofcompleteproteinsencodedwassimilartothatofTurticae,13withbothreachingmorethan95%completeness.Notably,weidenti?ed3additionalcompleteproteinsinourdraftgenome(seeTableE6).
Adraftgenomeprovidesaframeworkforanorganism’sDNAfragmentassemblyandallowsupto95%ofgenestobeidenti?ed.However,comparedwithacompletegenome,itdoeshavelimitations.The?rstlimitationisthepotentialomissionofrepetitivesequencesinsomeintronsorintergenicregions.Second,theremightbealackofcorrelationamong
内容需要下载文档才能查看scaffolds.
下载文档
热门试卷
- 2016年四川省内江市中考化学试卷
- 广西钦州市高新区2017届高三11月月考政治试卷
- 浙江省湖州市2016-2017学年高一上学期期中考试政治试卷
- 浙江省湖州市2016-2017学年高二上学期期中考试政治试卷
- 辽宁省铁岭市协作体2017届高三上学期第三次联考政治试卷
- 广西钦州市钦州港区2016-2017学年高二11月月考政治试卷
- 广西钦州市钦州港区2017届高三11月月考政治试卷
- 广西钦州市钦州港区2016-2017学年高一11月月考政治试卷
- 广西钦州市高新区2016-2017学年高二11月月考政治试卷
- 广西钦州市高新区2016-2017学年高一11月月考政治试卷
- 山东省滨州市三校2017届第一学期阶段测试初三英语试题
- 四川省成都七中2017届高三一诊模拟考试文科综合试卷
- 2017届普通高等学校招生全国统一考试模拟试题(附答案)
- 重庆市永川中学高2017级上期12月月考语文试题
- 江西宜春三中2017届高三第一学期第二次月考文科综合试题
- 内蒙古赤峰二中2017届高三上学期第三次月考英语试题
- 2017年六年级(上)数学期末考试卷
- 2017人教版小学英语三年级上期末笔试题
- 江苏省常州西藏民族中学2016-2017学年九年级思想品德第一学期第二次阶段测试试卷
- 重庆市九龙坡区七校2016-2017学年上期八年级素质测查(二)语文学科试题卷
- 江苏省无锡市钱桥中学2016年12月八年级语文阶段性测试卷
- 江苏省无锡市钱桥中学2016-2017学年七年级英语12月阶段检测试卷
- 山东省邹城市第八中学2016-2017学年八年级12月物理第4章试题(无答案)
- 【人教版】河北省2015-2016学年度九年级上期末语文试题卷(附答案)
- 四川省简阳市阳安中学2016年12月高二月考英语试卷
- 四川省成都龙泉中学高三上学期2016年12月月考试题文科综合能力测试
- 安徽省滁州中学2016—2017学年度第一学期12月月考高三英语试卷
- 山东省武城县第二中学2016.12高一年级上学期第二次月考历史试题(必修一第四、五单元)
- 福建省四地六校联考2016-2017学年上学期第三次月考高三化学试卷
- 甘肃省武威第二十三中学2016—2017学年度八年级第一学期12月月考生物试卷
网友关注
- 2014年教师资格证考试《幼儿教育学》模拟试题及参考答案
- 2012年教师资格统考中学教育知识与能力模拟试题一
- 模拟试题:幼儿教师资格《保教知识与能力》上机模考案例分析题二
- 教师资格证考试:小学《综合素质》模拟试题及参考答案(单选题一)
- 2013年江苏教师资格证考试《中学教育心理学》模拟试题一
- 2014年教师资格证考试小学综合素质材料分析题
- 2014年教师资格考试《小学教学知识与能力》模拟试题及参考答案
- 2014年教师资格证考试《幼儿综合素质》模拟试卷(单选题四)
- 教师资格证考试:小学《教育学》模拟试题及参考答案(论述题)
- 2014年教师资格证考试《幼儿综合素质》模拟试卷(单选题一)
- 教师资格证考试:小学《教育学》模拟试题及参考答案(选择题)
- 2014年教师资格证考试中学《教育心理学》模拟试题(多选题)
- 2012教师资格统考小学教育知识与能力模拟试题三
- 模拟试题——幼儿教师资格《保教知识与能力》上机模考单选题二
- 2012教师资格统考小学教育知识与能力模拟试题四
- 模拟试题——幼儿教师资格《保教知识与能力》上机模考单选题三
- 教师资格证考试:中学《教育学》模拟练习题及参考答案
- 2014年教师资格证考试《幼儿综合素质》模拟试卷(案例分析题一)
- 2013年教师资格考试中学教育学深度押题试卷一及答案
- 2014年教师资格证考试《幼儿综合素质》模拟试卷(单选题五)
- 模拟试题:幼儿教师资格《保教知识与能力》上机模考简答题二
- 教师资格模拟试题|中学教师资格《综合素质》模拟试卷
- 教师资格证考试:小学《教育学》模拟试题及参考答案(填空题)
- 2013年教师资格《教师职业道德》试题及答案二
- 2014年教师资格证考试《幼儿综合素质》模拟试卷(单选题六)
- 模拟试题——幼儿教师资格《保教知识与能力》上机模考单选题一
- 2014年教师资格证考试中学《教育心理学》模拟试题(单选题)
- 教师资格证考试:小学《综合素质》模拟试题及参考答案(单选题二)
- 2014年教师资格证考试《教育学》模拟练习题及答案(填空题)
- 2013年湖北教师资格证考试《幼儿综合素质》冲刺模拟试题
网友关注视频
- 【部编】人教版语文七年级下册《逢入京使》优质课教学视频+PPT课件+教案,辽宁省
- 七年级英语下册 上海牛津版 Unit9
- 沪教版牛津小学英语(深圳用) 四年级下册 Unit 3
- 北师大版数学四年级下册3.4包装
- 沪教版牛津小学英语(深圳用) 四年级下册 Unit 12
- 外研版英语七年级下册module3 unit2第一课时
- 30.3 由不共线三点的坐标确定二次函数_第一课时(市一等奖)(冀教版九年级下册)_T144342
- 三年级英语单词记忆下册(沪教版)第一二单元复习
- 苏教版二年级下册数学《认识东、南、西、北》
- 精品·同步课程 历史 八年级 上册 第15集 近代科学技术与思想文化
- 【部编】人教版语文七年级下册《泊秦淮》优质课教学视频+PPT课件+教案,广东省
- 沪教版八年级下册数学练习册20.4(2)一次函数的应用2P8
- 冀教版小学英语五年级下册lesson2教学视频(2)
- 飞翔英语—冀教版(三起)英语三年级下册Lesson 2 Cats and Dogs
- 冀教版小学英语四年级下册Lesson2授课视频
- 化学九年级下册全册同步 人教版 第22集 酸和碱的中和反应(一)
- 第五单元 民族艺术的瑰宝_15. 多姿多彩的民族服饰_第二课时(市一等奖)(岭南版六年级上册)_T129830
- 第12章 圆锥曲线_12.7 抛物线的标准方程_第一课时(特等奖)(沪教版高二下册)_T274713
- 8.对剪花样_第一课时(二等奖)(冀美版二年级上册)_T515402
- 二年级下册数学第三课 搭一搭⚖⚖
- 沪教版牛津小学英语(深圳用) 五年级下册 Unit 10
- 冀教版小学数学二年级下册第二单元《租船问题》
- 8.练习八_第一课时(特等奖)(苏教版三年级上册)_T142692
- 第五单元 民族艺术的瑰宝_16. 形形色色的民族乐器_第一课时(岭南版六年级上册)_T3751175
- 19 爱护鸟类_第一课时(二等奖)(桂美版二年级下册)_T502436
- 19 爱护鸟类_第一课时(二等奖)(桂美版二年级下册)_T3763925
- 小学英语单词
- 冀教版小学数学二年级下册第二周第2课时《我们的测量》宝丰街小学庞志荣.mp4
- 冀教版小学数学二年级下册第二单元《有余数除法的简单应用》
- 苏科版数学八年级下册9.2《中心对称和中心对称图形》
精品推荐
- 2016-2017学年高一语文人教版必修一+模块学业水平检测试题(含答案)
- 广西钦州市高新区2017届高三11月月考政治试卷
- 浙江省湖州市2016-2017学年高一上学期期中考试政治试卷
- 浙江省湖州市2016-2017学年高二上学期期中考试政治试卷
- 辽宁省铁岭市协作体2017届高三上学期第三次联考政治试卷
- 广西钦州市钦州港区2016-2017学年高二11月月考政治试卷
- 广西钦州市钦州港区2017届高三11月月考政治试卷
- 广西钦州市钦州港区2016-2017学年高一11月月考政治试卷
- 广西钦州市高新区2016-2017学年高二11月月考政治试卷
- 广西钦州市高新区2016-2017学年高一11月月考政治试卷
分类导航
- 互联网
- 电脑基础知识
- 计算机软件及应用
- 计算机硬件及网络
- 计算机应用/办公自动化
- .NET
- 数据结构与算法
- Java
- SEO
- C/C++资料
- linux/Unix相关
- 手机开发
- UML理论/建模
- 并行计算/云计算
- 嵌入式开发
- windows相关
- 软件工程
- 管理信息系统
- 开发文档
- 图形图像
- 网络与通信
- 网络信息安全
- 电子支付
- Labview
- matlab
- 网络资源
- Python
- Delphi/Perl
- 评测
- Flash/Flex
- CSS/Script
- 计算机原理
- PHP资料
- 数据挖掘与模式识别
- Web服务
- 数据库
- Visual Basic
- 电子商务
- 服务器
- 搜索引擎优化
- 存储
- 架构
- 行业软件
- 人工智能
- 计算机辅助设计
- 多媒体
- 软件测试
- 计算机硬件与维护
- 网站策划/UE
- 网页设计/UI
- 网吧管理