analyse transcriptomique de l’interaction tripartite ... · i would like to extend my heartfelt...
TRANSCRIPT
![Page 1: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/1.jpg)
Analysetranscriptomiquedel’interactiontripartitePseudozymaflocculosa‐Blumeriagraminisf.sp.hordei‐Hordeumvulgare
Mémoire
GowsicaBojarajanRamakrishnan
MaîtriseenbiologievégétaleMaîtreèssciences(M.Sc.)
Québec,Canada
©GowsicaBojarajanRamakrishnan,2016
![Page 2: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/2.jpg)
![Page 3: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/3.jpg)
iii
RÉSUMÉ
Afind’améliorernospratiquesagricolesdanslecontexted’uneagriculturedurable,
plusieursagentsdeluttebiologique(ALB)ontétédéveloppés,testésetsontmaintenant
utilisésdanslemondepourcombattrelespertesderendementscauséesparlesmaladies.
Blumeriagraminisf.sp.hordei(Bgh)estl’agentpathogèneresponsabledublancdel’orge
etpeutréduire lesrendementsdecetteculture jusqu’à40%.Unchampignonépiphyte,
Pseudozymaflocculosa,aétédécouvertetidentifiéen1987enassociationétroiteavecle
blancdutrèfle.Leschercheursontalorsremarquéquecechampignonexhibaituneforte
activitéantagonistecontreleblancendétruisantlesstructuresdel’agentpathogène.Suite
àd’autrestravaux,ilestapparuquececomportementantagonisteétaitdirigécontretous
lesmembresdesErysiphalesetsemblait liéà lasynthèsed’unglycolipideantifongique
soitlaflocculosine.Toutefois,onn’esttoujourspasparvenusàassocierl’efficacitédel’ALB
avec la productionde ce glycolipide. Ces observations suggèrent qued’autres facteurs
seraient impliqués lorsque les deux protagonistes, l’ALB et le blanc, sont en contact.
L’objectifprincipaldeceprojetétaitdoncdechercherd’autresmécanismesmoléculaires
pouvant expliquer l’interaction P. flocculosa‐blanc et orge, en faisant une analyse
transcriptomiquecomplètedestroisprotagonistesenmêmetemps.
L’interactiontripartiteaétééchantillonnéeàdifférentstempssuivantl’inoculation
deP. flocculosa surdes feuillesd’orgeprésentantdéjàune intensitédeblancd’environ
50%. Les échantillons de feuilles prélevés ont ensuite été utilisés pour l’extraction de
l’ARNquiontétéensuite transformésenADNcpour lapréparationdes librairies.Cinq
répliquats ont été effectués pour chaque temps et le tout a été séquencé à l’aide de
séquençageparsynthèseIlluminaHiSeq.
Lesséquencesobtenues(reads)ontensuiteétéanalyséesàl’aidedulogicielCLC
GenomicsWorkbench.Brièvement,lesséquencesobtenuesontétécartographiéessurles
trois génomes de référence. Suite à la cartographie, les analyses d’expression ont été
conduitesetlesgènesexprimésdefaçondifférentielleontétérecherchés.Cetteétapea
étéconduiteenportantuneattentionparticulièreauxgènescodantpourungroupede
![Page 4: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/4.jpg)
iv
protéines appelées CSEP pour “candidate secreted effector proteins” qui seraient
possiblementimpliquéesdansl’interactiontripartite.
Parmilesprotéinesexpriméesdefaçondifférentielleenprésencedublancouen
absence de ce dernier, nous avons pu constater que certaines CSEP étaient fortement
expriméesenprésencedublanc.Cesrésultatssontprometteursetnousoffrentunepiste
certainepourl’élucidationdesmécanismesimpliquésdanscetteinteractiontripartite.
![Page 5: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/5.jpg)
v
TABLEOFCONTENTS
RÉSUMÉ...............................................................................................................................................iii
TABLEOFCONTENTS.......................................................................................................................v
LISTOFTABLES...............................................................................................................................vii
LISTOFFIGURES...............................................................................................................................ix
ACKNOWLEDGEMENTS...................................................................................................................xi
FOREWARD......................................................................................................................................xiii
CHAPTER1...........................................................................................................................................1
LITERATUREREVIEW......................................................................................................................11.INTRODUCTION........................................................................................................................................12.PSEUDOZYMAFLOCCULOSA..................................................................................................................12.1Biologicalcontrolagents............................................................................................................................12.2Classificationandecology..........................................................................................................................22.3ModeofactionofP.flocculosa.................................................................................................................22.4GeneticsofP.flocculosa...............................................................................................................................32.5UstilagomaydisandPseudozymaflocculosa:Atugofwar.......................................................3
3.Transcriptomicanalysis–ApowerfultoolofNextGenerationSequencing......................44.Powderymildewfungi–Thepathogenofinterest.....................................................................55.Hordeumvulgare–Thehost................................................................................................................66.Effectorbiology–Apathtobeunraveled.......................................................................................77.Hypotheses................................................................................................................................................98.OBJECTIVES..............................................................................................................................................10
CHAPTER2........................................................................................................................................11
MANUSCRIPT....................................................................................................................................11
TranscriptomicanalysisofthetripartiteinteractionPseudozymaflocculosa‐Blumeriagraminisf.sp.hordei‐Hordeumvulgare..............................................................13RÉSUMÉ..........................................................................................................................................................15INTRODUCTION..........................................................................................................................................17MATERIALSANDMETHODS...................................................................................................................19Plantmaterial........................................................................................................................................................19FungalmaterialofPseudozymaflocculosa............................................................................................19InoculationwithPseudozymaflocculosafungus................................................................................19RNAisolation.........................................................................................................................................................19cDNAlibraryconstruction..............................................................................................................................20RNAsequencing....................................................................................................................................................20Mappingreadstoreferencegenome........................................................................................................21Genomeannotation............................................................................................................................................21Identificationofdifferentiallyexpressedgenes................................................................................22
RESULTS........................................................................................................................................................23CharacteristicgrowthofPseudozymaflocculosaincultureconditions................................23
![Page 6: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/6.jpg)
vi
CalibrationofP.flocculosainresponsetopowderymildewfungus.......................................23TranscriptionaldynamicsofpowderymildewfungusinresponsetoP.flocculosa.......26RNAintegrity,cDNAlibraryvalidationandsequencing...............................................................................26
DifferentialgeneexpressionpatterninP.flocculosa......................................................................31Differentialgeneexpressionpatternofgenesinvolvedinflocculosinproduction.......32P.flocculosaeffectorcandidatesaredifferentiallyexpressedduringinfectionwithB.graminis....................................................................................................................................................................33
Discussion....................................................................................................................................................35ACKNOWLEDGEMENTS............................................................................................................................37REFERENCES................................................................................................................................................37
CHAPTER3........................................................................................................................................41
GENERALCONCLUSIONS...............................................................................................................41
BIBLIOGRAPHY................................................................................................................................45
![Page 7: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/7.jpg)
vii
LISTOFTABLES
Table1.SamplecollectionpreandpostinoculationofbarleyleaveswithP.flocculosa.................30
![Page 8: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/8.jpg)
![Page 9: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/9.jpg)
ix
LISTOFFIGURES
Figure1:CharacterizationofPseudozymaflocculosainculturecondition............................................23
Figure2:Developmentofpowderymildewdiseaseovertimeinahealthyplant..............................24
Figure3:AntagonismofPseudozymaflocculosaonbarleypowderymildewcoloniesovertime.25
Figure4:Scanningelectronmicroscopyobservationofbarleypowderymildewfungusbefore
andaftertreatmentwithPseudozymaflocculosa...............................................................................................26
Figure5.TotalRNAisolationfromtheleafsamplesanditsintegritycheckusingbioanalyser...27
Figure6aPrincipleComponentAnalysis(PCA)ofP.flocculosasamplesgrowninvitroandin
vivo.........................................................................................................................................................................................28
Figure6bPrincipleComponentAnalysis(PCA)ofthesamplescollectedatvariousconditions.29
Figure7.Tripartiteinteractionmapping..............................................................................................................30
Figure8.DifferentialgeneexpressionpatternofP.flocculosagenes.......................................................31
Figure9.Differentialgeneexpressionpatternofflocculosinproducinggenes...................................32
Figure10.Differentialgeneexpressionpatternofeffectorcandidatesatdifferenttimepoints..33
Figure11.Differentialgeneexpressionpatternofeffectorcandidates..................................................34
![Page 10: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/10.jpg)
![Page 11: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/11.jpg)
xi
ACKNOWLEDGEMENTS
Firstandforemost,Iwouldliketothankgodforprovidingmetheopportunityto
cometoCanadaformygraduatestudies.
I like to thank my supervisor Prof. Richard Bélanger for providing me the
opportunitytopursuemygraduatestudiesinhisesteemedlaboratory.Hehasbeenagreat
teacherformeandguidedmetobeabetterscientist.Everyscientificinteractionwithhim
makesmemoredelightfulandenthusiasticaboutscience.Iadmirehispassionforscience,
which has been a great encouragement and inspiration forme duringmy stay in lab.
Duringallmyyearsofhardworkinthelaboratoryhesupportedduringthetoughtime
andappreciatedwhenIhadsuccess.Hisadviceonbothresearchaswellasonmycareer
havebeenpriceless.
I would like to thank Dr. François Belzile for his inputs on my project at lab
meetingsoneveryFridayandbeingapartofmythesiscommittee.Iwouldliketoextend
mythankstoProf.DanielDostalerforbeingacommitteememberofmythesisandforhis
valuablecommentsandsuggestionstoimprovemyproject.
MygratefulthanksgotoCarolineLabbéforallhereffortstoteachandtrainmein
thisproject.AbigthankgoestoHumaforhelpingmeincrucialbioinformaticssteps.
IthankmylabmembersJulien,Rupesh,JulieAnne,Amandine,François,Geneviève,
Bastien,Sarah,Marc‐Olivier,Stéphanie,Marie‐HélèneSamuelandJoanfortheirconstant
supportandencouragement.SpecialthankstoAliyehforbeingaverygoodfriendandfor
sharinglotsoffun‐filledmoments,discussionsandideas.Iamluckyenoughtohavesuch
excellentpeopleascolleagues.
Specialand loadsof thanksgo toallmy familymembers.Wordscannotexpress
how grateful I am to my family. My beloved thanks to my mother Mrs. Pushpam
RamakrishnanandmyfatherMr.Ramakrishnanforallofthesacrificestheyhavemade
throughouttheirlifetoshapeupmeandmycareer.Theirprayersandblessingsforme
were what sustained me so far. I would also like to thank my brother Mr. Arun
Ramakrishnanforhisunconditional loveandcaretowardsme.At theendIwould like
expressappreciationtomybelovedhusbandMr.Girishwaranwhospentlonglonelydays,
![Page 12: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/12.jpg)
xii
sleeplessnightswithoutmeandstoodbymealwaysasmysupport ineachandevery
momentofmylife.Hislove,care,encouragementandsupportmademetoachievethis
degree.Ihaveaspecialmentiontomydog“Dhivan”wholefthisfootprintsinmyheart
forever.Myfamilyismybackboneandstrength.
IwouldliketoextendmyheartfeltthankstomyfriendSenthilKrishnasamywho
supportedmeandguidedme in lot of things inmy life. I hugely appreciatemy friend
Preyesh,JinaandmylittleangelIshithafortheirkindnessandsupporttowardsme.
IliketothankWajidBhatandAmbreenfortheirkindhelpduringmyinitialdaysin
Canada. I thankRanjan,Hemanta,Prakash,Pallavi,Priyanka,Dinesh,Prenitha,Ramesh
and all Indian buddies inQuebecCity formakingmy stay pleasant andmemorable in
Quebec.
LastbutnotleastIwouldliketodedicatemythesistotwomostinspiringwomen
inmy lifeMrs.NatchiyarShanmugamandMrs.SeeniyammalBojararajan.Theyaremy
grand‐motherswhoalwayswantedmetoachievegreatheightsinmylifeandstoodbeside
me during my hardships. A special mention goes to living legend Mrs. Natchiyar
Shanmugamforherunconditionallove,careandsupport,encouragementtowardsmein
mylife.
![Page 13: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/13.jpg)
xiii
FOREWORD
Thisthesisincludesaliteraturereviewthatoutlinesthecurrentknowledgerelated
totheadvancementinthefieldofbiologicalcontrolagentsinplantprotection.Itdiscusses
theimportanceofeffectorproteinsandrevealstheirroleinfungal‐fungalinteractions,a
big milestone in effector biology. The first part of the first chapter includes the
classification, etiology and genetics of thebiocontrol agentPseudozyma flocculosa.The
secondpartofthefirstchapterrevealstherelationshipbetweenP.flocculosaandUstilago
maydisandthestructuralsimilaritybetweenflocculosinandustilagicacid.Thehypothesis
ofthisthesiswasbasedonthecomparativeanalysisofP.flocculosawithcloselyrelated
organismsthatrevealedfeaturesuniquetoP.flocculosa.
Thesecondchapterofthisthesisispresentedintheformofaresearchmanuscript
where I am the principal author. The manuscript deals with the identification of
mechanismsofactionofP. flocculosadefining itsantagonisticactivityagainstpowdery
mildew fungi using a novel next generation sequencing technique of transcriptomic
analysis.ThedifferentialgeneexpressionanalysisofRNA‐sequencingdatahighlightsthe
roleofeffectorsintheinteractionP.flocculosa‐powderymildewfungi,thefirstsuchreport
forfungal‐fungalinteractions.
Thethirdandfinalchapterofthisthesisconcludesthepresentresultsinabroader
context.
![Page 14: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/14.jpg)
![Page 15: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/15.jpg)
CHAPTER1
LITERATUREREVIEW
![Page 16: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/16.jpg)
![Page 17: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/17.jpg)
1
1.Introduction
Plants are a main source of life on earth but their production is constantly
threatenedbypathogenssuchasfungi,oomycetes,bacteria,virusesandnematodes.These
pathogensneedtobecontrolledtomaintainthequalityandabundanceoffood,feed,and
fiberproducedbygrowersaroundtheworld.Cropprotectionisaconstantconcernfor
humancommunitiessincethebeginningofagriculture.Differentapproachesmaybeused
toprevent,mitigateorcontrolplantdiseases.Beyondgoodagronomicandhorticultural
practices,growersoftenrelyheavilyonchemicalpesticides.However,theintensiveusage
ofpesticidescompromisessustainabilityandenvironmentalhealth.Inrecentdecades,the
search for new approaches for crop protection that are both more effective and less
damagingtotheenvironmentandhumanhealthhasledtothedevelopmentofpromising
newtoolsinspiredbybiologicalandecologicalprocesses.Indeed,manymicroorganisms
havethenaturalabilitytoinhibitthegrowthorevenkillotherspeciesinordertoprotect
theirecologicalnicheorhaveasourceofnutrients.Thedevelopmentofnovelalternatives
tocontrolplantdiseases,basedontheexploitationofbeneficialorganisms,hasbeenatthe
forefrontofmanyresearchendeavorsaroundtheworld.Theuseoflivingorganismsto
combat other living organisms presupposes a thorough knowledge of their ecology.
However, many technical and scientific challenges remain to be resolved before a
widespreadcommercialuseofthesebeneficialorganismscanbeenvisioned.
2.PSEUDOZYMAFLOCCULOSA
2.1Biologicalcontrolagents
In agriculture, the microbial flora in the environment of cultivated plants has
becometheobjectofgreatinterest.Withtheadventofsophisticatedmoleculartechniques,
newmicrobialspeciesarediscoveredatanunprecedentedpace,screenedanddescribed
for their beneficial or harmful properties. Exploiting these microorganisms for their
beneficial properties is an approach called "biological control". Biological control is
definedasthereductionofinsects,mites,weedsandplantdiseasesbynaturalenemies
andalsosometimeswiththehelpofanactivehumanrole.Itisacomponentofintegrated
pestmanagementstrategiesandaimstocontrolanyinsectsorplantdiseasesbytheuse
![Page 18: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/18.jpg)
2
ofotherspeciesthataretheirnaturalantagonistorthatpromoteplantdefensereactions
(Flint et al., 1998). Biological controlwill try to favor the growth and the dispersal of
natural antagonists in agricultural systems to fight plant diseases, as an ecological or
naturalalternativetofungicides.Mostbiologicalcontrolagents(BCAs)identifiedtodate
havebeencategorizedasexertingtheiractivitythroughthemanifestationofoneormore
of fourmodes of action: competition, parasitism, antibiosis and/or induced resistance
(BélangerandAvisetal.,2001;Whippsetal.,2001).UnderstandingpreciselyhowBCAs
act on their targets will increase their efficacy at reducing various plant disease. For
instance, in cases where parasitism appeared to be the predominant mode of action,
several attempts have been made to increase production of lytic enzymes such as
chitinasesandglucanases(Kubiceketal.,2001;Loritoetal.,2001).Theapproachtargeted
eithertheselectionofBCAstrainswithsuperiorabilitytoproducesuchenzymesorthe
direct cloning and over‐expression of relevant genes conferring greater degrading
properties.Inordertocontroltheseplantdiseases,thebroadspectrumofmechanisms
thatfilamentousfungalpathogensusetocolonizehostplantsneedstobeelucidated.
2.2Classificationandecology
The1980swereparticularlyfertileinthesearchforpotentialBCAsagainstvarious
plantdiseases.ThediscoveryandcharacterizationoftheBCAP.flocculosawaspartofthis
trend. Pseudozymaflocculosa was discovered in 1987 and originally identified as
Sporothrixflocculosa,anascomycetousyeast.Itwasfirstdiscoveredasanepiphyticyeast
onpowderymildew‐infectedcloverleaves(Traquairetal.,1988).Sincethen,ithasbeen
extensivelystudiedforthedevelopmentofanefficientbiofungicidetocontrolpowdery
mildews in many crops. P. flocculosa is an anamorphic fungi which lacks sexual
developmentandwerefoundtobemorphologicallyandphylogeneticallyrelatedtothe
Ustilaginales. The phylogenetic analysis and comparison of diagnostic ribosomal DNA
sequencesmadeittoreclassifyunderUstilaginalesfamily(Begerowetal.,2000).
2.3ModeofactionofP.flocculosa
InitialstudieswithP.flocculosashowedthatitwasneitherastrongcompetitorin
the phyllosphere nor a direct hyperparasite, since no direct contact between the
![Page 19: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/19.jpg)
3
biocontrol agent and target powderymildewwas required to observe an antagonistic
activity.PowderymildewcellsexposedtoP.flocculosasufferedrapidplasmolysis,which
ledtotheconclusionthatantibiosiswasitsmodeofaction(Hajlaouietal.,1993).Thiswas
further supported by the discovery of an unusual glycolipid produced byP.flocculosa,
called flocculosin thatexhibitedstrongantifungalactivity (Mimeeetal.,2005).Shortly
thereafter,itwasdiscoveredthatthemoleculewasnearlyidenticaltoustilagicacid,found
in the culture filtrates ofU.maydis in 1951. This finding brought a direct link to the
reclassificationofP.flocculosaamongtheUstilaginales(Begerowetal.,2000).
2.4GeneticsofP.flocculosa
Molecularsignallingbetweenaplantpathogenanditshostplaysafundamental
roleinpathogenesisandintheestablishmentoftheinteraction.Theseinteractionshavea
profoundeffectfordesigningnewstrategiestocombatdiseases.Tounderstandgenesand
theirroleinthebiologyandthegeneticsofanorganism,itisnecessarytounderstandthe
genomesequences.Assuch,sequencingandassemblyoftheP.flocculosagenomebecame
anecessityforunderstandingtheimplicationofflocculosininthebiocontrolactivityofP.
flocculosa.UsingRoche454Titaniumtechnology,525Mbofshotgundataand167Mbof
2.6and4.5kbmate‐pairsequencesforaca.30Xcoverageofthegenomewasgenerated
forgenomesequencingofP. flocculosa.TheP. flocculosa genome is23Mband includes
6877 predicted proteins. The assembly yielded 1583 contigs from which 1187 were
orientedandorderedinto37scaffoldstowhichthreecontigslargerthan2Kbwereadded.
ThemaindifferenceobservedbetweenthegenomestructuresofP.flocculosaandother
Ustilaginaleswerefoundintheproportionofguanineandcytosine(GC)residuesandin
thestructureofgenes.ThegenesidentifiedinP.flocculosacontainedanaverageoffour
timesmoreintronsthanU.maydisbutthenumberoftransposableelementsandsimple
repeatsfoundinP.flocculosagenomeissimilartothatofU.maydis(Lefebvreetal.,2013).
2.5UstilagomaydisandPseudozymaflocculosa:Atugofwar
AlthoughthephylogeneticproximitybetweenU.maydisandP.flocculosahasbeen
demonstratedseveralyearsago,detailsaboutthecontentanddistributionofgenesinP.
flocculosa remainedthesubjectofspeculation. Indeed,ononehand, thegenomeof the
![Page 20: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/20.jpg)
4
pathogenU.maydishasbeenavailablesince2006,andhasledtoimportantdiscoveries
andgenerateda lotofuseful information fordifferentresearchaspects (Kämperetal.,
2006).Forinstance,usingtheU.maydiscyp1cDNAasaprobeagainstallknownspeciesof
Pseudozyma, it was possible to show that it hybridized specifically with P. flocculosa
(Marchandetal.,2007),theonlyotherstrainproducingflocculosin.This indicatedthat
cyp1hadtobe involved in flocculosinproduction.Thepresenceofcyp1 inP. flocculosa
raisedtheobviouspossibilityoftheexistenceofaclustersimilartotheonefoundinU.
maydisregulatingtheproductionofflocculosin.Onthebasisofsequencehomologywith
genesfoundinU.maydis,ageneclustercomprising10genesthatwerenecessaryforthe
biosynthesisofflocculosinasidentified(Teichmannetal.,2010).Incontrasttothecluster
ofU.maydis,theflocculosinbiosynthesisclustercontainsanadditionalgeneencodingan
acetyl‐transferaseandislackingagenehomologoustotheα‐hydroxylaseAhd1necessary
forUAhydroxylation.Thefunctionsofthreeacyl/acetyl‐transferasegenes(Fat1,Fat2and
Fat3) including the additional acetyl‐transferase were studied by complementing the
corresponding U. maydis mutants (Teichmann et al., 2010). This showed that the
additionalacetyl‐transferaseisnecessaryforacetylationoftheglucosemoiety,explaining
thedifferencesbetweenthetwomolecules.
3.Transcriptomicanalysis–ApowerfultoolofNextGenerationSequencing
Sincethestartofgenomicsresearch,genome‐wideexpressionstudieshavebeen
used as a tool to improve our understanding of the involvement of genes in various
biologicalprocesses.Measuringgeneexpressionpatternssimultaneouslyacrossallgenes
inthegenome,i.e.transcriptomics,isauniquelypowerfultechnologytoexplorepotential
novel candidate genes for a particular process. Identifying the full set of transcripts
including large and small RNAs, novel transcripts from unannotated genes, splicing
isoformsandgene‐fusiontranscriptsservesasafoundationforthecomprehensivestudy
of the transcriptome. Whole‐transcriptome analysis is of growing importance in
understandinghowalteredexpressionofgeneticvariantscontributestocomplexplant
diseases. The analysis of genome‐wide differential RNA expression provides greater
insights into biological pathways and molecular mechanisms that regulate cell fate,
developmentanddiseaseprogression(DeVosetal.,2005).Transcriptomicapproaches
![Page 21: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/21.jpg)
5
arearevolutionaryfunctionalgenomictoolfordecipheringplant‐pathogeninteractions
inthepathogenomicsera.Thetechniqueisextremelypowerfulasafirststeptoimplicate
novelgenesandpathwaysthatmaybeinvolvedorassociatedwithaparticularcondition.
Transcriptomic data from next generation sequencing technology give us information
about theactivityofgenesthatchangetheirexpressionpattern inresponsetoasignal
originating from the host plant or in the host tissue and may reveal mechanisms of
pathogenesisandbiocontrolactivityasinitiatedbyfungalpathogensandfungalBCAs.
4.Powderymildewfungi–Thepathogenofinterest
Powderymildewsareamongstthemostcommon,widespreadandrecognizableof
allplantdiseases.Theyareaptlynamed,fortheinfectionproducesawhitelawnoffungal
mycelium that covers the plant surface, while chains of aerial conidia give the
characteristicpowderyappearance.Powderymildewscaninfectawiderangeofhosts,
includingover9000dicotyledonousandover650monocotyledonousplantspecies.The
cereals,particularlywheatandbarley,areamongthemostimportantagriculturalcrops
thatsufferfrompowderymildewdiseases.Indeed,intemperateregions,barleypowdery
mildewcancauseyieldlossesofsome5‐20%andoccasionallyasmuchas40%.Taken
collectively,powderymildewscausegreaterlossesintermsofcropyieldthananyother
single“type”ofplantdisease.Thepowderymildewdiseasesarecausedbymanyspecies
ofAscomycetefungi,groupedintoseveralgenera.Theyaretrueobligatebiotrophs,which
meansthatgrowthandreproductionofthesefungidependontheirparasitizinglivinghost
plants.DespitethelackofrobustandreliableDNA‐mediatedtransformationmethodand
mutational analysis, significant progress hasbeenmadeover thepast decade towards
understandingpowderymildew‐hostinteractionsatboththecellularandmolecularlevel
(Hacquardetal.,2013).
Blumeriagraminis f. sp.hordei (E.O.SpeerDC) isapowderymildewfungusthat
infectsbarleyanditcanreducecropyieldasmuchas40%(Wieseetal.,1987). Itwas
earlierincludedinorderErysiphalesbutlateritsmolecularstudiesplacedtheseintoa
new taxonBlumeria. The genome ofB. graminis f. sp.hordei (Bgh) has recently been
sequenced (Spanuetal.,2010). This genome is of size 120Mb and extremely rich in
repetitive elements derived mostly from retrotransposons with 90% transposable
![Page 22: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/22.jpg)
6
elements.Additionally,6540geneswereannotated,fromwhich437encodedcandidate
effectorproteinsand165fornon‐secretedcandidateeffectorproteins.Theabilitytoinfect
tetraploidaswellasdomesticatedhexaploidwheat,wasseentobetheresultofmildew
genomesbeingmosaicsofancienthaplogroupsthatexistedbeforewheatdomestication.
Thishasallowedwheatpowderymildewtomaintaingenetic flexibility,variabilityand
thusagreatpotentialforpathogenvariation.
5.Hordeumvulgare–Thehost
HordeumvulgareL.(barley)istheworld'sfourthmostimportantcerealcropand
animportantmodelforecologicaladaptation.Itwasoneofthefirstdomesticatedcereal
grainsoriginatingintheFertileCrescentover10,000yearsago.Abouttwo‐thirdsofthe
globalbarleycropisusedforanimalfeed,whiletheremainingthirdunderpinsthemalting,
brewing,anddistillingindustries.Althoughthehumandietisnotaprimaryuse,barley
haspotentialhealthbenefits,andisstillthemajorcaloriesourceinseveralpartsofthe
world.Barleyisamemberofthegrassfamily.Itisaself‐pollinating,diploidspecieswith14
chromosomes. Genome of barley was sequenced in 2012 by the International Barley
GenomeSequencingConsortium(IBSC)andalsotheUKBarleySequencingConsortium.
Thegenomeiscomposedofsevenpairsofnuclearchromosomes,withatotalof5000Mbp.
In the IBSC assembly, ~2.6 million sequenced contigs were generated using whole‐
genome shotgun sequencing (WGS). Of these, ~723,000 are assigned to specific
chromosomal positions (Klaus et al., 2012). It is one of the largest diploid genomes
sequencedtodate.
![Page 23: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/23.jpg)
7
6.Effectorbiology–Apathtobeunraveled
Interactionsbetweenorganismsarecontrolledbyexchangesof signalsbetween
partners. Plants can be colonized by fungi that have adopted highly diverse lifestyles,
rangingfromsymbiotictonecrotrophic.Fungihaveadopteddiversestrategiestointeract
with host plants and to overcome a complex network of plant defense mechanisms.
Colonizationisgovernedinallsystemsbyhundredsofsecretedfungaleffectormolecules
(Sonahetal.,2016).Theseeffectorssuppressplantdefenseresponsesandmodulateplant
physiology to accommodate fungal invaders and provide themwith nutrients. Fungal
effectorseitherfunctionintheinteractionzonebetweenthefungalhyphaeandhostorare
transferredintoplantcells.
Effectorproteinsaremostlysecretoryproteinsthatalterhostcellstosuppresshost
defense mechanisms and facilitate the interaction by the pathogen so it can derive
nutrientsfromthehost.Effectorswillalsoactivateresistancemechanismsintheresistant
plant genotypes. Candidate secreted effector proteins (CSEPs) are defined as fungal
proteinswithasignalpeptideforsecretion,notrans‐membranedomainsandnosimilarity
withotherobviousproteindomainsarefairlysmall insizeandusuallyspecies‐specific
(Jones andDangl, 2006;Djameietal., 2011). The centrality of effector proteins in the
biologyofplantpathogenicmicrobesisdemonstratedbythepresenceofvastarraysof
effector‐likegenesthatarefoundinpracticallyallpathogengenomes.Thisisparticularly
striking in the genomes of the obligate biotrophic fungi that cause powderymildews
(Spanuetal.,2010; Wickeretal.,2013). In these fungi, many commonly large gene
familiesarereducedtoveryfewmembers,andsomegenesarelostaltogether.Insharp
contrast, the effector‐like gene superfamilies described in cereal powdery mildews
compriseover7%oftheconventionalprotein‐codinggenecapacityofthegenome.From
thepathogens'pointofview,theseeffectorsareessentialtoolstogainentryandswitch
offthehosts'defensemechanisms.Ingeneral,effectorproteinsinterferewithrecognition
of microbes at the surface of cells and intercellular spaces; they can also target the
intracellularimmune‐signalingpathwaysallthewayuptoandincludingtheactivationof
the transcriptionofgenes involved inresistanceandthedefenseresponse. Indeed, the
studyofproteineffectorsisausefulinstrumenttoinvestigateanddefinethemechanisms
![Page 24: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/24.jpg)
8
oftheimmuneresponseitself.Recentdevelopmentsandadvancesincomputationaltools
and in development of various pipelines make it easier to perform genome‐wide
identification of CSEPs (Sonah et al., 2016). This gives us more information on the
distributionandorganizationofCSEPswithinagivenspecies.InU.maydis,426secretory
proteins were identified, 70% of which were with unknown function based on their
homologysearch.Itwasalsofoundthateffectorproteinsexistasclustersof3‐26genes
per cluster. Knockout studies of specific genes or clusters identified about 50 effector
proteins that were involved in pathogenesis (Kamper et al., 2006). More recently the
generation and analysis, including annotation, of the complete genome ofP.flocculosa
with a comparative analysis to the genomes of U.maydis, S.reilianum and U.hordei
highlightedsimilaritiesanddifferenceswithrespecttoeffectorproteins(Lefebvreetal.,
2013). The comparative genomic analysis of phylogenetically closely related species
revealedahigherconservationofvirulentsecretedproteinsinthethreepathogensanda
near complete loss inP. flocculosa.These results highlighted that themain difference
between phytopathogenic Ustilaginales and P. flocculosa could be attributed to a few
specificeffectorproteins,thusconfirmingtheimportantroleofsuchproteinsindefining
plant‐pathogeninteractions.Focusingonpotentialeffectorsrevealedthat,incomparison
toU.maydis,thegenomeofP.flocculosahasnearlythesamenumberofpredictedsecreted
proteins.Foritspart,P.flocculosapossesses200specificCSEPswherenoorthologsare
foundincloselyrelatedspecies.P.flocculosaalsopossesstwoNPP1containingproteins,
absentinallpathogenicUstilaginales.Understandingtheroleofeffectorproteinswilllead
ustonewpathsofdefiningthepotentialfactorsinvolvedinthebiocontrolpropertiesofP.
flocculosa.(Lefebvreetal.,2013).
![Page 25: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/25.jpg)
9
7.Hypotheses
Extensive studies have characterized many infection‐responsive genes in the
pathogenandhostplant,separately.Tounderstandtheplant‐pathogeninteractionand
pathogen‐BCAinteractioncomprehensively,itisvaluabletomonitorthegeneexpression
profileofalltheinteractingorganismssimultaneouslyinthesameinfectedplanttissue.
TheresearchonP.flocculosamademanyassumptionsaboutthegeneticbasisrelatedto
itsmolecularbiology.TheclosephylogeneticlinkbetweenP.flocculosaandU.maydishas
offeredunexpectedopportunitiestodefinethefactorsinherenttospecificlifestylesthat
characterize fungi.More specifically, it allowed the study of genetic determinants that
conferred the phytopathogenic nature of some Ustilaginales. On the other hand, the
biocontrolprocessappearstobemediatedbyaninteractioninvolvingnutrientsproduced
bytheplant,harvestedbythephytopathogenandexploitedbyP.flocculosa.Itwouldthus
constituteatripartiteinteraction.Ourhypothesesareasfollows:
1. P.flocculosawillonlydeveloponpowderymildewcolonies/sporespresentonaliving
plant;itwillnotantagonizepowderymildewsporesseparatedfromtheirhost
2. ThedevelopmentofP.flocculosaisstoppedassoonasthepowderymildewsporesare
ruptured thus interrupting the flow of nutrients from the plant. This shows that
Pseudozyma flocculosa issomehowdependentontheplantandtakingthenutrients
fromtheplantthroughthepowderymildewfungus.
Thesehypothesesleadtothefollowingquestions:
1. WhatarethefactorsthatcouldberesponsibleforthiskindofinteractionbetweenP.
flocculosaandB.graminis?
2. HowdoesP.flocculosarecognizeB.graminisasahost?
3. What are the genes involved in this process, i.e., that are activated or suppressed
duringthisprocess?
![Page 26: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/26.jpg)
10
8.Objectives
Basedontheavailableliterature,fewstudieshavebeencarriedouttodetermine
thevirulencefactorsofaBCAagainstanotherfungus,mainlyinthecontextofatripartite
interaction. Our major objective is to understand the biocontrol mechanisms of
PseudozymaflocculosaagainstB.graminis.
Thepresentworkaims tounravel thegeneticdeterminantsassociatedwith the
processofsuppressionofBghandtobetterunderstandthemodeofactionofP.flocculosa
to improve its effectiveness as a biological control agent. In short, the objectives are
designed to reveal the most interesting properties associated with the biology of the
biocontrolagent.
Thespecificobjectivesare:
1) To optimize the methodology of the sampling time and technique of
Pseudozymaflocculosaincultureconditionsandinbiologicalcontrolcondition
2) Toacquireafundamentalunderstandingofthegeneticprinciplesthatregulate
thebiocontrolactivityofP.flocculosaagainstB.graminis.
3) Toidentifythegene(s)responsibleforthetripartiteinteractionP.flocculosa‐
Bgh–Hordeumvulgare
![Page 27: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/27.jpg)
CHAPTER2
MANUSCRIPT
![Page 28: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/28.jpg)
![Page 29: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/29.jpg)
13
Transcriptomic analysis of the tripartite interaction Pseudozyma flocculosa‐
Blumeriagraminisf.sp.hordei‐Hordeumvulgare
ABSTRACT
Blumeria graminisf. sp.hordei(Bgh) is a powdery mildew fungus that infects
barleyandcanreducecropyieldbyasmuchas40%.TheepiphyticfungusPseudozyma
flocculosa,isoftenfoundincloseassociationwithpowderymildewofcloverleavesand
exhibitsastrongantagonisticactivitybyrapidlydestroyingtheinvasivestructuresofthe
pathogen. The objective of this work was to understand the molecular mechanisms
dictatingtheinteractionbetweenabiologicalcontrolagents(BCA)P.flocculosaandaplant
pathogen(Bgh).Inthepresentstudy,tounderstandgeneexpressiondynamicsduringa
host‐pathogen‐BCA interaction, a complete RNA‐seq transcriptome profiling was
performedonthetripartiteinteraction.Thetranscriptomeprofilingstrategywasusedto
understand the genetic determinants of the interaction involving P. flocculosa, the
pathogenBgh,andthehostplant,barley.OurresultsdeterminedthesubtlechangesinP.
flocculosa gene expression under in vitro and biocontrol conditions. The analysis of
differentially expressed genes (DEGs) as performed with an initial emphasis on 200
unique candidate secretory effector proteins (CSEPs) ofP. flocculosa in an attempt to
determinetheirroleininfluencingitsinteractionwithbarleypowderymildew.Over30
CSEPswereupregulatedduringP.flocculosainteractionwithBgh,includingpf02826that
hadanear1000‐foldchange.TheseresultssuggeststronglythatCSEPsareinvolvedinthe
biocontrolactivityofP.flocculosa,andrepresent,toourknowledge,thefirstsuchreport
forafungal‐fungalinteraction.
![Page 30: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/30.jpg)
![Page 31: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/31.jpg)
15
RÉSUMÉ
Blumeriagraminisf. sp.hordei(Bgh)est l’agentpathogènecausant leblancde l’orge. Il
peutàluiseul,causerdespertesallantjusqu’à40%danscetteculture.Unchampignon
épiphyte,Pseudozymaflocculosa,aétédécouvertetidentifiéen1987enassociationétroite
avecleblancdutrèfle.Leschercheursontalorsremarquéquecechampignonexprimait
une forte activité antagoniste contre le blanc en détruisant les structures de l’agent
pathogène.L’objectifdecetravailétaitdecomprendrelesmécanismesmoléculairessous‐
jacents de l’interaction de lutte biologique entre P. flocculosa et l’agent pathogène B.
graminisf.sp.hordei.Pourcefaire,uneanalysetranscriptomiquecomplèteparséquençage
descDNA(RNA‐Seq)destroisprotagonistesdel’interactiontripartiteaétéeffectuée.Une
analysedesgènesexprimésdefaçondifférentielleaétéeffectuéeavecuneattentiontoute
particulièreàlaclassedesprotéinescandidateseffectricesouplussimplement,CSEPs.Il
enestressortique30CSEPs,sur les200étudiées,présentaientdegrandesdifférences
d’expressiondelapartdeP.flocculosalorsqu’ilsetrouvaitenabsenceouenprésencede
B.graminis.Parexemple,laprotéineCSEPpf02826,avaituneexpressionprèsde1000fois
supérieurelorsqueleP.flocculosaétaitenprésencedeblanc.Cerésultatmetenévidence
quelesCSEPssontimpliquéesdansl’activitédeluttebiologiquedeP.flocculosa.Demême,
pourunepremière fois, nousmettonsen lumière l’implicationdeprotéines effectrices
dansuneinteractionchampignon‐champignon.
![Page 32: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/32.jpg)
![Page 33: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/33.jpg)
17
INTRODUCTION
Barley isoneof themostwidelygrowncrops intheworld.Thebarleypowdery
mildew fungus, Blumeria graminis f. sp. hordei (E.O. Speer DC) (Bgh) is an obligate
biotrophicpathogendefinedasaseriousbarleydiseaseworldwidewhereitcanreduce
yield by as much as 40%. This plant pathogen is able to overcome host defense
mechanismsandsubsequentimmunitymanifestedduringformationoftheintracellular
feedingstructureofthefungus,thehaustorium.
Because of their ectotrophic growth, powdery mildews are readily exposed to
naturalenemiesandafewfungalspecieshavebeentestedfortheirpotentialasbiocontrol
agents(Kiss2003).Amongthem,Pseudozymaflocculosa(Traquair,ShawandJarvis)hasa
significantantagonisticactivityagainstpowderymildews(Avisetal.,andPaultizetal.,
2001). Pseudozymaflocculosa was discovered in 1987 and originally identified as
Sporothrixflocculosa,anascomycetousyeast(Traquairetal.,1988)andlaterreclassified
asabasidiomyceterelatedtotheanamorphsoftheUstilaginales(Begerowetal.,2000).
Whileaneffectiveantagonistofpowderymildews,itsspecificactivitytowardthis
particulargroupofplantpathogensappearstobealotmoreintricateandcomplexthan
whatwashypothesizedintheliterature.EarlierstudieswithP.flocculosashowedthatit
wasneitherastrongcompetitorinthephyllospherenoradirecthyperparasite,sinceno
directcontactbetweenthebiocontrolagentandtargetpowderymildewwasrequiredto
observeanantagonisticactivity.PowderymildewcellsexposedtoP.flocculosasuffered
rapidplasmolysis,whichledtotheconclusionthatantibiosiswasitsmodeofaction.This
wasfurthersupportedbythediscoveryofanunusualglycolipidproducedbyP.flocculosa,
calledflocculosinthatexhibitedstrongantifungalactivity(Mimeeetal.,2005).
The structure of flocculosin is highly similar to the structure of ustilagic acid
producedbytheplantpathogenUstilagomaydis.Thisfindingbroughtadirectlinktothe
reclassificationofP. flocculosawith theUstilaginales.With theavailabilityofU.maydis
genome in 2006 (Kämper et al., 2006) and P. flocculosa genome, the gene clusters
responsibleforthesynthesisofustilagicacidandflocculosinwereidentified(Teichmann
etal.,2010).Morerecently,in2013,acomparativeanalysisofP.flocculosatothegenomes
![Page 34: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/34.jpg)
18
of U.maydis, Sporisoriumreilianum and Ustilagohordei highlighted similarities and
differences with respect to effector proteins (Lefebvre et al., 2013). The comparative
genomic analysis of phylogenetically‐related species revealed a higher conservation of
virulentsecretedproteinsinthethreepathogensandanearcompletelossinP.flocculosa.
TheseresultshighlightedthatthemaindifferencebetweenphytopathogenicUstilaginales
andP.flocculosacouldbeattributedtoafewspecificeffectorproteins,thusconfirmingthe
importantroleofsuchproteinsindefiningplant‐pathogeninteractions.Thefocusingon
potentialeffectorsrevealedthat,incomparisontoU.maydis,thegenomeofP.flocculosa
has nearly the same number of predicted secreted proteins. For its part,P. flocculosa
possesses200specificCSEPswherenoorthologsarefoundincloselyrelatedspecies.
Thecentralityofeffectorproteins inthebiologyofplantpathogenicmicrobesis
demonstrated by the presence of vast arrays of effector‐like genes that are found in
practically all pathogen genomes. This is particularly striking in the genomes of the
obligate biotrophic fungi that cause powdery mildews (Spanuetal.,2010;
Wickeretal.,2013).On theotherhand, Lefebvreetal. (2013) identified someunusual
genesunique toP. flocculosa that couldaccount for theelusiveproperties linked to its
biocontrolactivity.P.flocculosaalsopossessestwoNPP1containingproteins,absentinall
pathogenicUstilaginales.Theseobservationsledustothehypothesisthatfeaturesunique
ofP.flocculosawouldberesponsibleforitsspecificitytowardsbarleypowderymildew.
Inordertodefineandunderstandthespectrumofgenesinvolvedinthebiocontrol
properties of P. flocculosa, transcriptomic analysis could represent a powerful tool to
identify thespecific factorsdefining the interactionbetweenP. flocculosaandpowdery
mildew.Thetechniqueisessentialasafirststeptoimplicatenovelgenesandpathways
thatmaybeinvolvedorassociatedwithaparticularcondition.Transcriptomicdatafrom
nextgenerationsequencingtechnologygivesusinformationabouttheactivityofgenes
thatchangetheirexpressionpatterninresponsetoasignaloriginatingfromthehostplant
orinthehosttissueandmayrevealmechanismsofpathogenesisandbiocontrolactivity
asinitiatedbyfungalpathogensandfungalBCAs.
ThisstudyaimedtoidentifythedifferentialgeneexpressionpatterninP.flocculosa
in response to barley powdery mildew (Bgh) by transcriptome analysis. The main
![Page 35: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/35.jpg)
19
objectiveoftheworkwastouncovergenesresponsibleforthebiocontrolactivityofP.
flocculosaand specificity towardsbarleypowderymildewwith a specific emphasis on
thosecodingforeffectorproteins.
MATERIALSANDMETHODS
Plantmaterial
Barley (Hordeumvulgare)plants cv.Fosterdisplayinghighsusceptibility toBgh
wereusedforthisstudy.Barleyseedsweresowninthegreenhouse.Threeweekslater,
theseedlingswereexposedtonaturalinfectionwithBgh.Thefunguswasallowedtogrow
onthesurfaceofleavesundermoistconditionsfor4‐5daysuntilitcovered30‐40%ofthe
leafsurface.
Fungalmaterial
Pseudozymaflocculosawasgrowninyeastmaltpeptonedextrosebroth(YMPDB)
andharvestedatfourdifferenttimepoints:2h,8h,18hand30hspanningthedifferent
growthphasesof the fungus(Hammamietal.,2011).This fungalmaterialwasusedas
controlforP.flocculosagrowninbiologicalcontrolcondition.
InoculationwithPseudozymaflocculosa
From a 3‐day‐old culture, sporidia titer was adjusted to 1 x 107 cfu/ml and
inoculatedontheplantshighlyinfectedwithBgh.Waterfromthesporidiasolutionwas
lefttoevaporatefor20minutesandtheplantswerecoveredwithplasticbagstomaintain
ahighhumiditylevel.Barleymildewleafsampleswerecollectedat12h,24hand36hpost
inoculation.Watersprayswereusedascontrol.
RNAisolation
TotalRNAwasisolatedfromcontrol,powderymildewinfected,andP.flocculosa
growingonpowderymildewofbarleyinfectedleaves,andflaskculturesofP.flocculosaat
differenttimepointsusingtrizolfollowedbyRNeasyminikitfromQiagen.Concentration
and purity of the extractedRNAswere subsequentlymeasured byNanodrop and also
evaluatedbygelelectrophoresison0.8%agarosegelsat130Vandstainedwithethidium
![Page 36: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/36.jpg)
20
bromide.TheRNAwaschecked for integrityonaBioanalyzer2100algorithm(Agilent
Technologies)beforemakingthecDNAlibraries.
cDNAlibraryconstruction
Library constructionwasdone for all the sampleswith the Illumina®TruSeq®
RNASamplePreparationKitv2.ThiskitwasusedtoconvertthemRNAintotalRNAinto
a library of template molecules suitable for subsequent cluster generation and DNA
sequencing.Thefirststepinlibrarypreparationinvolvespurifyingthepoly‐Acontaining
mRNAmoleculesusingpoly‐Toligo‐attachedmagneticbeads.Followingpurification,the
mRNAisfragmentedintosmallpiecesusingdivalentcationsunderelevatedtemperature.
ThecleavedRNAfragmentsarecopiedintofirststrandcDNAusingreversetranscriptase
and random primers. This is followed by second strand cDNA synthesis using DNA
polymeraseI.ThesecDNAfragmentsthengothroughanendrepairprocess,theaddition
ofasingle‘A’base,andthenligationoftheadapters.Theproductsarethenpurifiedand
enrichedbyPCR to create the final cDNA library. The cDNAwas checked for integrity
beforeperformingthesequencingprocessonaBioanalyzer2100(AgilentTechnololgies).
RNAsequencing
Replicationsandrandomizationareessentialcomponentsofawell‐plannedand
properlyanalyzedRNA‐seqdesign.Inourstudyweusedfivereplicationsforeachsample
atdifferenttimepointsandbeforelibrarypreparationsallthesampleswererandomized
todifferentgroupsandeachgroupcontainedsixindividuallibraries.RNAsequencingwas
performed on 48 cDNA library samples. We performed multiplexing and each cDNA
library was labeled or barcoded with sample specific sequences that allow multiple
samplestobeincludedinthesamesequencingreactionwhilemaintaininghighfidelity
sample identities downstream. Six librarieswere pooled togetherwhilemaintaining a
properratioofRNAquantityforeachlibraryandthensequencedinonelaneofaflowcell
usingIlluminaHiSeq2000sequencingtechnology.Twosequencingrunswereperformed
attheMcGillUniversityandGénomeQuébecInnovationCentre(McGillUniversity,Montréal,
Canada).
![Page 37: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/37.jpg)
21
Mappingreadstothereferencegenome
Raw sequences in FASTQ format obtained from the sequencing platform were
analyzedusingCLCGenomicsWorkbenchv8.0.1(CLCbio,Aarhus,Denmark).Low‐quality
bases (Q< 15)were trimmed frombothendsof the sequences and theadapterswere
trimmedand theprocessed readswereused for further analysis. The sequenceswere
mappedtotherespectivereferencegenomesofP.flocculosa,Bghandbarleyusingaseries
ofprograms, includingBowtie2 forshort‐readmappingandTopHatv1.3.3 fordefining
exon–intron junctions. Theupdated genome sequences and annotations ofBgh canbe
found in http://www.blugen.org/. The complete genome sequence of P. flocculosa,
assembled into1,281scaffolds,wasused forprotein identificationbasedonhomology
withU.maydissequences(Lefebvreetal.,2013).Thewhole‐genomeshotgunsequencing
informationwasobtained fromGenBankunder theaccessionnumberAOUS00000000.
The recent genome sequence of barley was obtained from
http://plants.ensembl.org/Hordeum_vulgare. The principal component analysis (PCA)was
performedbyCLCGenomicsWorkbenchv8.0.1aftermappingasameasureofqualitycontrol
tocheckwhethertheoverallvariabilityofthesamplesreflecttheirgrouping.
Genomeannotation
Gene functions were predicted using InterproScan v4.8 (database v38.0)
(Quevillon et al., 2005).Annotationof CAZymeswasperformedusing thedbCANWeb
server (Yin et al., 2012). A search for genes involved in the biosynthesis of secondary
metaboliteswasperformedusingJCVISecondaryMetaboliteUniqueRegionsFinderWeb
server (SMURF) (Khaldi et al., 2010). Annotation of secreted proteins and CSEPswas
accomplished according to the method described by Mueller et al. (2008). Secreted
proteinswereselectedbaseduponSignalPv3.0(Bendtsenetal.,2004)D‐valueandDmax
cutoffs,TargetPv1.1(Emanuelssonetal.,2000)predictedlocationofproteins,TMHMM
v2.0(Kroghetal.,2001)predictedthenumberoftransmembranedomainsandposition
accordingtocleavagesite,andfinally,correlationtoLocDBorPotLocDBProtCompv9.0
(http://www.softberry.com) databases. Based on InterproScan‐assigned domains,
proteinslackingenzymaticfunctionswereclassifiedascandidateeffectors(CSEP).
![Page 38: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/38.jpg)
22
Identificationofdifferentiallyexpressedgenes
The Illumina HiSeq reads were normalized and the expression level of each
transcript was expressed as the number of reads per transcript kilobase per million
fragmentsmapped(RPKM)value,whichwascalculatedbasedonthenumberofmapped
reads. A fold change >4 and FDR‐corrected p‐value <0.05was used as a parameter to
detectdifferentiallyexpressedgenesatdifferentconditionsineachlibrarybasedonRPKM
values. A gene ontology (GO) term was assigned to each transcript based on the GO
annotationsforbiologicalprocessineachofthereferencegenome.TheGOannotationsof
P.flocculosacanbefoundinfromGenBankundertheaccessionnumberAOUS00000000.
![Page 39: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/39.jpg)
23
RESULTS
CharacteristicgrowthofPseudozymaflocculosaincultureconditions.
Pseudozyma flocculosa growth was analyzed in YMPD culture conditions and
characterized morphologically. The different growth stages of P. flocculosa showing
germination, mycelial growth and sporidia formationweremonitored at various time
points (Figure 1). Time 0 corresponds to the biological status of P. flocculosa in a
subculture fromanactivelygrowing,72h‐old liquidculture.At thisstage, the fungus is
present only in the formof ovoid spores called sporidia. After 4 h, in a freshmedium
containingthenecessarynutrientsfortheirdevelopment,sporidiagerminateanddevelop
hyphae.At8h,thecultureexpandsinmycelialgrowth,withnoresidualsporidia.After12
h,mycelialfilamentsstartedproducingnewsporidia,aprocessthatcontinuedoverthe
next 24 h. After 18h, the presence of needle‐like structures was observed, a clear
indication of flocculosin production by the fungus. After 36 h, only sporidia could be
observed.Basedontheseobservations,thesporephase(2h),exponentialgrowthphase
(8h)andflocculosinproductionphase(18h)wereconsideredasdistinctivegrowthphases
ofP.flocculosaandselectedfortranscriptomicstudies.
Figure1:CharacterizationofPseudozymaflocculosainculturecondition.GrowthanddevelopmentalphasesofP.flocculosaculturedinYMPDmediumover72h.
CalibrationofP.flocculosainresponsetopowderymildewfungus
Barleyplantscv.Fostergrowninagreenhouseshowedclearsignsofinfectionafter
two weeks (Figure 2). For their part, powdery mildew colonies inoculated with P.
![Page 40: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/40.jpg)
24
flocculosawerecoveredbytheBCAasearlyas12hafterinoculation(Figure3).Overtime,
thepowderymildewfungalstructuresappearedtobeembeddedinamycelialnetwork
thatlookedlikea"spiderweb"(24h),whichledtotheirprogressiveandcompletecollapse
at36h.
Electron microscopy results clearly highlighted the destruction of powdery mildew
conidiabyP.flocculosaovertime(Figure4).TheseresultsclearlyshowedthatP.flocculosa
progressivelyinvadedthecoloniesofpowderymildewleadingtotheircollapseovertime.
Figure2:Developmentofpowderymildewdiseaseonbarleyplants.(a)Twoweek‐oldHordeumvulgareplantscv.Fostergrowningreenhouse(b)plantsexposedtonaturalinfectionwithBlumeriagraminisf.sp.hordei.
![Page 41: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/41.jpg)
25
A B
Figure3:AntagonismofPseudozymaflocculosaonbarleypowderymildewcoloniesovertime.(A)Barleyleafsamplessprayedwithwaterasacontrol;(B)barleyleafsamplesinoculatedwithbiocontrolagentP.flocculosa.
T0h
T12h
T24h
T36h
T0h
T12h
T24h
T36h
![Page 42: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/42.jpg)
26
Figure 4: Scanning electronmicroscopy observations of barley powderymildewfungus(A)beforeand(B)aftertreatmentwithPseudozymaflocculosa.
TranscriptionaldynamicsofpowderymildewfungusinresponsetoP.flocculosa
RNAintegrity,cDNAlibraryvalidationandsequencing
Theleafsamplescollectedatvarioustimepointspreandpost‐inoculationwithP.
flocculosaarepresentedinTable1.Qualityofthesampleswasassessedwithabioanalyser
andfoundtobeveryhigh(Figure5).Intotal,3200millionreads,each100nucleotides
long,weregenerated,withapproximately200millionreadsfromeachlane.Intotal,2%
ofthereadsalignedtorRNAandwereremovedpriortomappingtoreferencegenomes.
The principal component analysis (PCA) performed on P. flocculosa samples
revealedadistinctdifferencebetweentheinvitroandbiocontrolconditions(Figure6a).
Inthesamemanner,therewasaclearclusteringofthedifferenttreatmentsalongwiththe
replicationsassociatedwitheachinteraction(Figure6b).
A
B
![Page 43: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/43.jpg)
27
TheprocessedreadswerethenalignedtotheP.flocculosareferencegenome.The
remainingreadsweremappedagainstthegenomeofB.graminisandtheprocessrepeated
against thebarleyreferencegenome(Figure6).At time0h,before inoculationwithP.
flocculosa,thereadsmappedinequalproportionsbetweenB.graminisandbarley.At12
h,thereadsthatmappedtotheP.flocculosagenomerepresentedaround1%andthiswas
accompaniedbyadecreaseandincreaseintherespectivereadsofB.graminisandbarley.
Thesametrendwasobservedat24hforthepathogenandtheplant,whileP.flocculosa
readsmorethandoubled.Interestingly,thedifferencesbetweenB.graminisandbarley
amplifiedat36hbutreadsassociatedwithP.flocculosareceded(Figure7).
Figure5.TotalRNA isolation frombarley leaf samplesand integritycheckusingbioanalyser. Total RNA isolation was performed on barley leaf samples collected atvarioustimepointsusingtrizolfollowedbyRNeasyMiniKitfromQiagen.TheintegrityoftheRNAwasmeasuredwithanAgilentbioanalyzer.
28S 18S
![Page 44: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/44.jpg)
28
Figure6a.PrincipalComponentAnalysis(PCA)ofP. flocculosasamplesgrown invitroandinvivo.PrincipalcomponentanalysisgeneratedfromthegeneexpressiondataofP.flocculosainartificialculturemediaincomparisonwithbiologicalcontrolconditions.Eachcolordotintheplotrepresentsthesamplesandtheirreplicatescollectedatdifferenttimepoints.
![Page 45: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/45.jpg)
29
Figure6b.PrincipalComponentAnalysis(PCA)ofbarleyleafsamplescollectedatvariousconditions.Principalcomponentanalysisgenerated fromthegeneexpressiondataofthesamplesofbarley,theinteractionBlumeriagraminisf.sp.hordei‐barleyandP.flocculosa‐B.graminis‐barleycollectedunderdifferentconditions.Eachcolordot in theplotrepresentsthesamplesandtheirreplicatescollectedatdifferenttimepoints.
![Page 46: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/46.jpg)
30
Table 1. Sample collection pre and post‐inoculation of barley leaves withPseudozymaflocculosaandBgh.Theleafsampleswerecollectedatfourdifferenttimepointsunderthreedifferentconditions.Ateachtimepoint3‐6biologicalreplicateswerecollectedforstatisticalsignificance.
Figure7.Tripartiteinteractionmapping.Distributionofthetotalreads(rRNAreadsremoved)ontothereferencegenomeofHordeumvulgare,Blumeriagraminisf.sp.hordeiandPseudozymaflocculosabeforetheinoculationwiththebiocontrolagent(sterilewater
Samples Time0 Time12hours
Time24hours
Time36hours
Barley(Greenleaf) A1,A2,A3 A4,A5,A6 A7,A8,A9 A10,A11,A12
Barley+Blumeriagraminis+Water
B1,B2,B3 B4,B5,B6 B7,B8,B9 B10,B11,B12
Barley+B.graminis+P.flocculosa
N/A C1,C2,C3,C4,C5,C6
C7,C8,C9,C10,C11,C12
C13,C14,C15,C16,C17,C18
![Page 47: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/47.jpg)
31
usedascontrol)andhourspost‐inoculation(hpi)withthebiocontrolagentP.flocculosaat12,24and36hours.
DifferentialgeneexpressionpatterninP.flocculosa
Differentially expressed genes (DEGs)were detected between in vitro grownP.
flocculosaandP.flocculosagrowingonBgh.Geneswithafalsediscoveryrate(FDR‐BH)
less than 0.05 and fold change greater than 4 were considered to be differentially
expressed. Our analysis revealed that 1948 genes, 1459 genes, and 1699 genes were
differentiallyexpressedandupregulatedinP.flocculosainbiocontrolconditionsat12,24
and36h,respectively(Figure8a).At thesametime,1541,1105and1409geneswere
differentiallyexpressedanddownregulatedinP.flocculosainbiocontrolconditionsat12,
24and36h,respectively(Figure8b).
A B
Figure 8. Differential gene expression pattern of Pseudozyma flocculosa genes.DifferentialgeneexpressionpatternofP.flocculosagenesinbiologicalcontrolconditionsagainst Blumeria graminis f.sp. hordei in comparison with in vitro cultures. The Venndiagramindicatesthenumberofgenesthataredifferentiallyexpressedateachspecifictime point. Intersection region in the Venn diagram indicates the number of genes
![Page 48: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/48.jpg)
32
expressed in common between the time points. A. Differentially upregulated genes B.Differentiallydownregulatedgenes.Differentialgeneexpressionpatternofgenesinvolvedinflocculosinproduction
Flocculosinisacellobioselipidwithantifungalproperties,andinitiallythoughtto
be involved in thebiocontrol activityofP. flocculosa. Theexpression level of11genes
involvedinflocculosinproductionbyP.flocculosa isshowninFigure9.Comparedtoin
vitroconditions,nogenesoftheflocculosinclusterappeartobehighlyexpressedonBgh,
althoughalowerbutconsistentlevelofexpressionisseenforallgenes.
Figure 9. Differential gene expression pattern of flocculosin producing genes.Differential gene expression pattern of genes found in the flocculosin cluster betweenbiological control conditions against Blumeria graminis f.sp. hordei (red) and in vitro
![Page 49: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/49.jpg)
33
cultures (blue).Theexpression levelof the11genes isexpressed inRPKM(ReadsPerKilobaseperMillionmappedreads).
P.flocculosaeffectorcandidatesaredifferentiallyexpressedduringinfectionwith
B.graminisf.sp.hordei
Effectorproteinsarekeyfactorsinestablishingtheinteractionbetweenaplantand
apathogenbutlittleisknownoftheirrolebetweentwointeractingfungi.Here,wepresent
resultsderived from theanalysisof the200uniqueCSEPs inP. flocculosa reportedby
Lefebvreetal.(2013).Amongtheeffectorgenes,33,39and41CSEPswerefoundtobe
specificallyupregulatedat12,24and36h,respectively(Figure10).Ofthisgroup,pf02826
hadthehighestfoldchangereachingnearly1000.Intotal,27CSEPshadmorethanasix‐
fold change, suggesting that CSEPs played an important role in the interaction of P.
flocculosawithBgh(Figure11).
Figure10.Upregulationofeffectorcandidatesatdifferenttimepoints.Upregulationof candidate secreted effector proteins (CSEPs) in Pseudozyma flocculosa in biological
![Page 50: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/50.jpg)
34
controlconditionagainstBlumeriagraminisf.sp.hordeiatdifferenttimepointsof12,24and36hourspostinoculationwithP.flocculosa.
Figure 11. Differential gene expression pattern of effector candidates. Differential gene expression pattern of candidate secreted effector proteins (CSEPs) in Pseudozyma flocculosa between biological control condition against Blumeria graminis f.sp. hordei (BCA) and in vitro cultures (flask) condition.
![Page 51: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/51.jpg)
35
Discussion
Transcriptomicanalysisofthemolecularinteractionsbetweenaplant(Hordeum
vulgare) – a pathogen (Blumeria graminis) – a biological control agent (Pseudozyma
flocculosa)showed thedifferentiallyexpressedgenes involved in thebiological control
activityofP.flocculosa.Thisatlasofdifferentiallyexpressedgenesrevealedtheroleand
importance of candidate secreted effector proteins (CSEPs) in the antagonism of P.
flocculosatowardapowderymildewfungus.Theseresultsarepartofacomprehensive
effortaimedatunderstandingthemolecularcrosstalkinthetripartiteinteractionbetween
aplant,pathogenandbiocontrolagent.
Pseudozymaflocculosaisaneffectiveantagonistofpowderymildewsbutitsspecific
activitytowardthisparticulargroupofplantpathogensisintricateandcomplex.Itcannot
parasitizeplantsbut is a powerful antagonist of powderymildews (Jarvisetal., 1989;
HajlaouiandBélanger,1993;Clement‐Mathieuetal.,2008). Inearlierclassification,all
smutfungiwereecologicallycharacterizedbytheirabilitytoinfectplantsandshareda
similarlifecyclewithayeast‐likehaploidphaseandaparasiticdikaryophase,culminating
in the production of numerouspowderyblack teliospores, hence, their commonname
(Begerow et al., 2006). However, a number of anamorphic fungi lacking sexual
development,initiallyplacedindeuteromycetoustaxa,werefoundtobemorphologically
andphylogeneticallyrelatedtotheUstilaginales.Inordertointegratetheseanamorphs
intothegeneralphylogeneticsystemofUstilaginomycetes,Begerowetal.(2000)analyzed
and compared diagnostic ribosomal DNA sequences of teleomorphic and anamorphic
speciesofUstilaginomycetes.TheiranalysesconfirmedthatspeciesofPseudozymaand
Ustilaginalesparasitizinggrasses formamonophyleticgroup.Pseudozyma species thus
representthesoleknownmembersoftheUstilaginalesthatcannotparasitizeplants.
Pseudozyma flocculosa was grown in artificial media for morphological
characterization at different time points. Obligate biotrophs likeB.graminis present a
numberofchallengessincetheycannotbeculturedoutsidetheirhost;theirlifecycleis
closelytiedwiththeinfectionprocessandthehost’sresponse.P.flocculosaonlygrowsas
anepiphyteontheleafsurface,butwillratherdevelopextensivelywheninpresenceof
powderymildewcolonies.Withthesechallengesinhand,itwasdifficulttooptimizethe
![Page 52: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/52.jpg)
36
timepoints for thegrowthofP. flocculosa inbiological control conditions.Preliminary
experimentsandsmall‐scalesequencing(MiSeq)wereperformedtooptimizeabioassay
soitcouldbeusedfortranscriptomicanalysis.Basedontheresultsoftheseexperiments
andthegrowthofP.flocculosaininvitroconditions,thefunguswasinoculatedonplants
and the samples were collected 12, 24 and 36 hours post‐inoculation (hpi) with P.
flocculosa.Themicroscopyresultsshoweddistinctdifferencesbetweentheleafsamples
inoculatedwithwaterandP.flocculosa.DestructionofconidiaofBghbyP.flocculosawas
clearlyvisibleasearlyas12hpiandcompleteat36hpi inelectronmicroscopy.These
resultsjustifiedourtimepointschosenforsamplecollectionfortranscriptomicanalysis.
Earlier studies aboutP. flocculosa showed that flocculosin is an activemolecule
involvedinthemodeofactionofP.flocculosa(Mimeeetal.,2005).Followingthediscovery
of flocculosin and its structural similarity with ustilagic acid, a cluster of 11 genes
responsible for flocculosin production was identified (Teichmann et al., 2010). These
resultshighlightthattheproductionofunusualglycolipidsbytworelatedyetdisparate
organismsistheresultofanintricateandwell‐conservedenzymaticprocessexclusiveto
thetwostudiedfungi.Fromabiologicalorevolutionarypointofview,onehastoassume
thatconservationofthisgeneclusterservesadistinctpurpose,eventhoughevidenceto
that effect is still lacking. Inour transcriptomic analysis the expression level of the11
geneswithin thegenecluster responsible for flocculosinproductionwashighwhenP.
flocculosawascultured inartificialmedia incomparisonwiththebiocontrolcondition.
These results proved that P. flocculosa relies on mechanisms other than flocculosin
productiontoantagonizebarleypowderymildewaspreviouslysuggestedbyMarchandet
al.,(2007).
Followingthereleaseofthefirstfungalgenomesandthedevelopmentofreliable
bioinformaticstoolstopredictsecretionsignalsinproteinsequences,emphasishasbeen
placedon the studyof effectorproteins asdeterminantsofpathogenicity (Tortoetal.,
2003).Inavarietyofplantpathogens,includingsmutfungi,powderymildews,rusts,and
oomycetes, effectors have been found to affect virulence, suppress plant defense
responses,dictatehostspecificity,and/ortomaintainabiotrophicinteraction.Basedon
themethoddescribedbyMuelleretal.(2008),547secretedproteinswereidentifiedinP.
![Page 53: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/53.jpg)
37
flocculosa. Among them, 345 could not be assigned an enzymatic function and were
thereforeconsideredasCSEPs.Ofthose,200werefoundtobeuniquetoP.flocculosa.In
our differential gene expression analysis, we closely followed the 200 CSEPs that are
uniquetoP. flocculosa.OurresultsshowedthatmanyofthemareupregulatedwhenP.
flocculosaantagonizespowderymildewstructures.Oneofthemhadnearlya1000‐fold
change,whichwouldclassifyitasagoodcandidatetoinvestigatefurtherforfunctional
studies.Takentogether,theseresultsstronglysuggestthateffectorproteinsplayavery
importantroleintheinteractionofP.flocculosawithbarleypowderymildew.
In conclusion this is the first study of transcriptomic analysis of a tripartite
interaction plant‐pathogen‐biocontrol agent. RNA‐seq results highlighted the global
changesinthegeneexpressionpatterninP.flocculosainresponsetothepathogenandthe
host. Inparticular,DGEpatternanalysis gaveus the atlasof effectorproteinspossibly
involvedintheinteractionbetweenP.flocculosaandBgh.Thisinvestigationoftheroleof
effectorproteinsinsuchinteractionsopensnewopportunitiestowardunderstandingthe
potentialfactorsinvolvedinbiologicalcontrol.Toourknowledge,thisisthefirstreport
linkingeffectorproteinsinfungal‐fungalinteractions.
ACKNOWLEDGEMENTS
WethankInstitutdeBiologieIntegrativeetdesSystems(IBIS)atLavalUniversity
for their technical assistance. This work was supported by grants from the Natural
Sciences and Engineering Research Council of Canada, Centre SÈVE and the Canada
ResearchChairsProgramtoR.R.B
REFERENCES
Avis,T.J.andBélanger,R.R.(2001).Specificityandmodeofactionoftheantifungalfattyacid cis‐9‐heptadecenoic acid produced by Pseudozyma flocculosa. Applied andEnvironmentalMicrobiology,67:956‐60.
Begerow, D., Bauer, R. and Boekhout, T. (2000). Phylogenetic placementsustilaginomycetous anamorphs as deduced from nuclear LSU rDNA sequences.MycologicalResearch,104:53‐60.
Begerow, D., Stoll, M. and Bauer, R. (2006). A phylogenetic hypothesis ofUstilaginomycotinabasedonmultiplegeneanalysesandmorphologicaldata.Mycologia,98:906‐91.
![Page 54: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/54.jpg)
38
Bélanger,R.R., Labbé, C. and Jarvis,W.R. (1994). Commercial‐scale control of rosepowderymildewwithafungalantagonist.PlantDisease,78:420–424.
Bendtsen,J.D.,Nielsen,H.,Heijne,G.V.andBrunak,S.(2004).ImprovedPredictionofSignalPeptides:SignalP3.0.JournalofMolecularBiology,340:783‐795.
Clément‐Mathieu, G., Chain, F.,Marchand, G. and Bélanger, R.R. (2008). Leaf andpowdery mildew colonization by glycolipid‐producing Pseudozyma species. FungalEcology,1:69‐77.
Emanuelsson,O.,Nielsen,H.,Brunak,S.andHeijne,G.V.(2000).Predictingsubcellularlocalization of proteins based on their N‐terminal amino acid sequence. Journal ofMolecularBiology,300:1005‐1016.
Hajlaoui,M.R. andBélanger,R.R. (1993). Antagonism of the yeast‐like phyllophanefungusSporothrix flocculosaagainstErysiphegraminisvartritici.BiocontrolScienceandTechnology,3:427‐434.
Hammami,W.,Castro,C.Q.,Remus‐Borel,W.,Labbé,C.andBélanger,R.R. (2011).EcologicalbasisoftheinteractionbetweenPseudozymaflocculosaandpowderymildewfungi.AppliedandEnvironmentalMicrobiology,77:926‐933.
Jarvis,W.R., Shaw, L.A. and Traquair, J.A. (1989). Factors affecting antagonism ofcucumber powderymildew by Stephanoascus flocculosus and S. rugulosus.MycologicalResearch,92:162‐165.
Kämper, J.,Kahmann,R.,Bölker,M.,Ma,L.J.,Brefort,T.,Saville,B.J.etal. (2006).InsightsfromthegenomeofthebiotrophicfungalplantpathogenUstilagomaydis.Nature,444:97‐101.
Khaldi, N., Seifuddin, F.T., Turner, G., Haft, D., Nierman,W.C.,Wolfe, K.H. andFedorova, N.D. (2010). SMURF: Genomic mapping of fungal secondary metaboliteclusters.FungalGeneticsandBiology,47:736‐741.
Kiss,L.(2003)Areviewoffungalantagonistsofpowderymildewsandtheirpotentialasbiocontrolagents.PestManagementScience,59:475–483.
Krogh, A., Larsson, B., Heijne, G.V. and Sonnhammer, E.L. (2001). PredictingtransmembraneproteintopologywithahiddenMarkovmodel:applicationtocompletegenomes.FungalGeneticsandBiology,305:567‐580.
Lefebvre,F., Joly, D.L., Labbé, C., Teichmann,B., Linning, R., Belzile, F. et al. (Bélanger, R.R.) (2013). The transition from a phytopathogenic smut ancestor to ananamorphic biocontrol agent deciphered by comparative whole‐genome analysis. ThePlantCell,25:1946‐1959.
Marchand,G.,Clément‐Mathieu,G.,Neveu,B.andBélanger,R.R.(2007).Enhancingbiologicalcontrolefficacyofyeaststocontrolfungaldiseasesthroughbiotechnology.InZ.K. Punja, S.H. De Boer, and H. Sanfaçon (Eds.), Biotechnology and plant diseasemanagement(p.518‐531).CABI,Wallingford,UK.
![Page 55: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/55.jpg)
39
Mimee,B., Labbé, C., Pelletier,R. andBélanger,R.R. (2005). Antifungal activity offlocculosin,anovelglycolipidisolatedfromPseudozymaflocculosa.AntimicrobialAgentsandChemotherapy,49:1597‐1599.
Mueller,O.,Kahmann,R.,Aguilar,G.,Trejo‐Aguilar,B.,Wu,A. anddeVries,R.P.(2008).ThesecretomeofthemaizepathogenUstilagomaydis.FungalGeneticsandBiology,45(Suppl.1),S63‐S70.
Paulitz,T.C.andBélanger,R.R.(2001).Biologicalcontrolingreenhousesystems.AnnualReviewofPhytopathology,39:103‐133.
Quevillon,E.,Silventoinen,V.,Pillai,S.,Harte,N.,Mulder,N.,Apweiler,R.andLopez,R.(2005).InterProScan:proteindomainsidentifier.NucleicAcidsResearch,33(Suppl.2),W116‐W120.
Spanu,P.D.,Abbott,J.C.,Amselem,J.,Burgis,T.A.,Soanes,D.M.,Stüber,K.etal.(2010).Genomeexpansionandgene loss inpowderymildewfungireveal tradeoffs inextremeparasitism.Science,330:1543‐1546.
Teichmann,B.,Liu,L.,Schink,K.O.andBölker,M.(2010).Activationoftheustilagicacidbiosynthesisgenecluster inUstilagomaydisby theC2H2zinc finger transcriptionfactorRua1.AppliedandEnvironmentalMicrobiology,76:2633‐2640.
Torto,T.A.,Li,S.,Styer,A.,Huitema,E.,Testa,A.,Gow,N.A.etal.(2003).ESTminingand functional expressionassays identifyextracellulareffectorproteins from theplantpathogenPhytophthora.GenomeResearch,13:1675‐1685.
Traquair,J.A.,Shaw,L.A.andJarvis,W.R.(1988).NewspeciesofStephanoascuswithSporothrixanamorphs.CanadianJournalofBotany,66:926‐933.
Wicker,T.,Oberhaensli,S.,Parlange,F.,Buchmann,J.P.,Shatalina,M.,Roffler,S.,Ben‐David,R.,Doležel, J., Simková,H., Schulze‐Lefert, P., Spanu, P.D.,Bruggmann,R.,Amselem,J.,Quesneville,H.,vanThemaat,E.V.L.,Paape,T.,Shimizu,K.K.andKeller,B.(2013).Thewheatpowderymildewgenomeshowstheuniqueevolutionofanobligatebiotroph.NatureGenetics,45:1092–1096.
Yin,Y.,Mao,X.,Yang,J.,Chen,X.,Mao,F.andXu,Y.(2012).dbCAN:awebresourceforautomated carbohydrate‐active enzyme annotation. Nucleic Acids Research, 40(W1):W445‐W451.
![Page 56: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/56.jpg)
![Page 57: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/57.jpg)
CHAPTER3
GENERALCONCLUSIONS
![Page 58: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/58.jpg)
![Page 59: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/59.jpg)
43
GENERALCONCLUSIONS
Plant diseases need to be controlled in order to maintain the quality and
abundanceof food, feed,andfiberproducedbygrowersaroundtheworld.Different
approacheshavebeenusedtoprevent,mitigateorcontrolplantdiseases.Beyondgood
agronomic and horticultural practices, growers often rely heavily on chemical
fertilizersandfungicides.Theroadsleadingtothediscoveryofnewtoolsinthefight
againstcroppestsarefilledwithexcitingdiscoveriesandchallenges.Formanyyears,
considerableeffortshavebeendeployedgloballytodevelopmoreeffectivealternatives
to conventional pesticides (Enserink et al., 2013). Consequently, some plant
pathologistshave focused theireffortsondevelopingalternative inputs to synthetic
chemicals for controlling pests and diseases. Among these alternatives are those
referredtoasbiologicalcontrol.Avarietyofbiologicalcontrolmethodsareavailable
forusebutfurtherdevelopmentandeffectiveadoptionarerequiredtoproperlyexploit
biocontrolagents.Inthiscontext,itisimportanttounravelthekeymechanismsofa
biocontrol agent. For this purpose, we need to explore the relationship between a
biocontrolagentanditsinteractionwiththepathogenandtheplant.
SincethediscoveryofPseudozymaflocculosa,continuouseffortshavebeenmade
tobetterunderstanditsgeneticbasisas itrelatestoitsspecificproperties.Overthe
years,hypothesessurroundingitsmodeofactionhaveevolvedandchanged.Fromthe
beginning,theideaofmycoparasitism,similartothatobservedinTrichodermassp.,was
rejectedinfavorofthehypothesispromotingantibiosisastheprimarymodeofaction
(Hajlaoui and Bélanger, 1993). Thereafter, the likelihood of that hypothesis was
reinforced by the discovery of a molecule with antifungal properties, flocculosin,
produced in large quantities by the BCA (Cheng et al., 2003; Mimee et al., 2005).
However, the phylogenetic relationship between P. flocculosa and Ustilago maydis
highlightedthestructuralsimilarityofflocculosinwithustilagicacid(Begerowetal.,
2006;Marchandetal.,2009).Thisfindingforcedthereconsiderationofantibiosisas
themodeofactionofP.flocculosasinceU.maydiswasclearlynotproducingustilagic
acid for the same purpose. The publication of the genome of P. flocculosa was an
importantsteptodeepenourknowledgeaboutthebiologyoftheorganism.Itprovided
![Page 60: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/60.jpg)
44
many tools to validate old and new hypotheses with regards to P. flocculosa could
antagonizebarleypowderymildew.
Inthiswork,thisisthefirsttimethatatranscriptomicanalysisisexploitedto
study the genetic determinants of a tritrophic interaction. Our results have clearly
highlighted that several effector proteins were upregulated in P. flocculosa when
attackingbarleypowderymildew(Bgh),whilegenesrelatedtoflocculosinproduction
are not. To our knowledge, this is the first suggestion that effector proteinswould
dictatetheinteractionbetweentwofungithesamewaytheydobetweenapathogen
andaplant.Thisopensupabrandnewfieldofinvestigationthatcouldleadstomajor
advances in the field of biological control and translational research for practical
applicationinagriculture.
![Page 61: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/61.jpg)
45
BIBLIOGRAPHY
Avis,T.J.andBélanger,R.R.(2001).Specificityandmodeofactionoftheantifungalfattyacid cis‐9‐heptadecenoic acid produced by Pseudozyma flocculosa. Applied andEnvironmentalMicrobiology,67:956‐60.
Begerow, D., Stoll, M. and Bauer, R. (2006). A phylogenetic hypothesis ofUstilaginomycotinabasedonmultiplegeneanalysesandmorphologicaldata.Mycologia,98:906‐91.
Bélanger,R.R.andAvis,T.J.(2002).Ecologicalprocessesandinteractionsoccurringinleaf surface fungi. In S.E. Lindow, E.I. Hecht‐Poinar and V.J. Elliott (Eds.),Phyllospheremicrobiology(p.193‐208).TheAmericanPhytopathologicalSocietyPress.St.Paul,MN:
Cheng,Y.,McNally,D.J.,Labbé,C.,Voyer,N.,Belzile,F.andBélanger,R.R. (2003).Insertionalmutagenesisofafungalbiocontrolagentledtodiscoveryofararecellobioselipidwithantifungalactivity.AppliedandEnvironmentalMicrobiology,69:2595‐2602.
DeVos,M.,VanOosten,V.R.,VanPoecke,R.M.,VanPelt,J.A.,Pozo,M.J.,Mueller,M.J.,Pieterse,C.M.(2005).SignalsignatureandtranscriptomechangesofArabidopsisduringpathogenandinsectattack.Molecularplant‐microbeinteractions,18:923‐937
Djamei,A.,Schipper,K.,Rabe,F.,Ghosh,A.,Vincon,V.,Kahnt,J.,Osorio,S.,Tohge,T.,Fernie,A.R.andFeussner, I. (2011).Metabolicprimingbya secreted fungal effector.Nature,478:395‐398.
Enserink,M.,Hines,P.J.,Vignieri,S.N.,Wigginton,N.S.andYeston,J.S.(2013).Smarterpestcontrol.Thepesticideparadox.Introduction.Science,341:728‐729.
Flint,Maria Louise & Dreistadt, Steve H. (1998) Natural Enemies Handbook: TheIllustratedGuide toBiological Pest Control.University of California Press. ISBN978‐0‐520‐21801‐7.
Hacquard S,KracherB,MaekawaT,Vernaldi S, Schulze‐LefertP,Ver Loren vanThemaatE.V.L.(2013).Mosaicgenomestructureofthebarleypowderymildewpathogenand conservation of transcriptional programs in divergent hosts. Proceedings of theNationalAcademyofSciences,110:E2219‐28.
Hajlaoui,M.R. andBélanger,R.R. (1993). Antagonism of the yeast‐like phyllophanefungusSporothrix flocculosaagainstErysiphegraminisvartritici.BiocontrolScienceandTechnology,3:427‐434.(Voirp.5:HajlaouiandBélanger1993)
Jones,J.D.andDangl,J.L.(2006).Theplantimmunesystem.Nature444:323‐329.
Kämper, J.,Kahmann,R.,Bölker,M.,Ma,L.J.,Brefort,T.,Saville,B.J.etal. (2006).InsightsfromthegenomeofthebiotrophicfungalplantpathogenUstilagomaydis.Nature,444:97‐101.
![Page 62: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/62.jpg)
46
Klaus, P.,andMüller S. (Eds.) (2012). The roots of logistics. A Reader of ClassicalContributions to the History and Conceptual Foundations of the Science of Logistics.Springer‐Verlag,Berlin.
Kubicek,C.P.,Mach,R.L.,Peterbauer,C.K.andLorito,M.(2001).Trichoderma: fromgenestobiocontrol.JournalofPlantPathology,83:11‐23.
Lefebvre,F.,Joly,D.L.,Labbé,C.,Teichmann,B.,Linning,R.,Belzile,F.etal.(Bélanger,R.R.) (2013). The transition from phytopathogenic smut ancestor to an anamorphicbiocontrolagentdecipheredbycomparativewhole‐genomeanalysis.ThePlantCell,25:1946‐1959
Lorito,M.,Scala,F.,Zoina,A.andWoo,S.(2001).EnhancingbiocontroloffungalpestsbyexploitingtheTrichodermagenome.InM.Vurroetal.(Eds.),NATOScienceSeriesI:LifeandBehaviouralSciences:Enhancingbiocontrolagentsandhandlingrisks339:247‐259.
Marchand,G.,Clément‐Mathieu,G.,Neveu,B.andBélanger,R.R.(2007).Enhancingbiologicalcontrolefficacyofyeaststocontrolfungaldiseasesthroughbiotechnology.InZ.K. Punja, S.H. De Boer, and H. Sanfaçon (Eds.), Biotechnology and plant diseasemanagement(p.518‐531).CABI,Wallingford,UK.
Mimee,B., Labbé, C., Pelletier,R. andBélanger,R.R. (2005). Antifungal activity offlocculosin,anovelglycolipidisolatedfromPseudozymaflocculosa.AntimicrobialAgentsandChemotherapy,49:1597‐1599.
Sonah,H.,Deshmukh,R.K. andBélanger,R.R. (2016). Computational Prediction ofEffector Proteins in Fungi: Opportunities and Challenges.Frontiers inPlant Science, 7:article#126,14p.doi:10.3389/fpls.2016.00126
Spanu,P.D.,Abbott,J.C.,Amselem,J.,Burgis,T.A.,Soanes,D.M.,Stüber,K.etal.(2010).Genomeexpansionandgene loss inpowderymildewfungireveal tradeoffs inextremeparasitism.Science,330:1543‐1546.
Teichmann,B.,Liu,L.,Schink,K.O.andBölker,M.(2010).Activationoftheustilagicacidbiosynthesisgenecluster inUstilagomaydisby theC2H2zinc finger transcriptionfactorRua1.AppliedandEnvironmentalMicrobiology,76:2633‐2640.
Traquair,J.A.,Shaw,L.A.andJarvis,W.R.(1988).NewspeciesofStephanoascuswithSporothrixanamorphs.CanadianJournalofBotany,66:926‐933.
Whipps,J.M.(2001).Microbialinteractionsandbiocontrolintherhizosphere.JournalofExperimentalBotany,52(suppl1),487‐511.
Wicker,T.,Oberhaensli,S.,Parlange,F.,Buchmann,J.P.,Shatalina,M.,Roffler,S.,Ben‐David,R.,Doležel, J., Simková,H., Schulze‐Lefert, P., Spanu, P.D.,Bruggmann,R.,Amselem,J.,Quesneville,H.,vanThemaat,E.V.L.,Paape,T.,Shimizu,K.K.andKeller,B.(2013).Thewheatpowderymildewgenomeshowstheuniqueevolutionofanobligatebiotroph.NatureGenetics,45:1092–1096.
![Page 63: Analyse transcriptomique de l’interaction tripartite ... · I would like to extend my heartfelt thanks to my friend Senthil Krishnasamy who supported me and guided me in lot of](https://reader033.vdocuments.net/reader033/viewer/2022060506/5f1eecdfc1bba12ffd1a5eae/html5/thumbnails/63.jpg)
47
Wiese,M.V.(1987).Compendiumofwheatdiseases.AmericanPhytopathologicalSociety.pp.124pp.ISBN0‐89054‐076‐4.