genetic dissection of grape berry ripening and composition · fruit ripening Ø irreversible...
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Genetic dissection of grape berryripening and composition
Sara Zenoni
Fruit ripening
Ø irreversiblephenomenon
Ø tightlycoordinatedwithseeddevelopment
Ø geneticallyandepigeneticallyprogrammedsystem
_phytohormone signallingpathways
_transcriptionfactornetworks
Fruitistheorganspecializedforseeddispersaland
thetransitionfromunripetoripefruitrepresentsacrucialsurvivalstrategy
TOMATO
modelforflesh fruit ripening
climateric fruit
Grape berry ripening
Ø nonclimateric fruit
Ø verylongripening,almost3months
Ø stronglyaffectedbyenvironment
Ø ripeninginthegrapeberryoriginatesinpulpnearthestylar end
Castellarin etal.,2011
Ø theonsetofripeningischaracterizedbyanaccumulationofspecificreactiveoxygenspecies(ROS)
Pilatietal.,2014
Rogiers etal.,2017
Chemical and physiological changes during berry development
Large-scale transcriptional changes during berry development
LUNDetal.,
ZAMBONIetal.,
ZENONIetal.,
PILATIetal.,
GRIMPLETetal.,
DELUCetal., FORTESetal.,
GUILLAUMIEetal.,RINALDOetal.,
SWEETMANetal.,
LIJAVETZKY etal.,
FASOLIetal.,
CRAMERetal.,
PALUMBOetal.,
AGUDELO-ROMEROetal.,
DALSANTOetal.,
ZENONIetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,
DAVIESANDROBINSON
TERRIERetal.,
WATERSetal.,
BURGERetal.,
GRAPEVINEGENOMESEQUENCING
JAILLONetal.,
cDNA-AFLPmacroarrays microarrays
CONSTANTIMPROVEMENTOFTRANSCRIPTOMICPLATFORMS
RNA-seq
Genome-widetranscriptome profiling
Bioinformatictools
Systembiologyapproaches
Identification anddefinition of“GRIP”grape ripening-induced protein
DAVIESANDROBINSON
PILATIetal.,
ZAMBONIetal.,
DALSANTOetal.,
SWEETMANetal.,CRAMERetal.,
LUNDetal.,
FORTESetal.,RINALDOetal.,
ZENONIetal.,LIJAVETZKY etal.,
FASOLIetal.,ZENONIetal.,
GRIMPLETetal.,
DELUCetal.,
GUILLAUMIEetal.,
AGUDELO-ROMEROetal.,
PALUMBOetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,TERRIERetal.,
WATERSetal.,
BURGERetal.,
Large-scale transcriptional changes during berry development
hydroxyproline-rich proteinGRIP3
early nodulin GRIP13
early nodulin GRIP15
unknown GRIP22
cell wall related GRIP28
DAVIESANDROBINSON
PILATIetal.,
ZAMBONIetal.,
DALSANTOetal.,
SWEETMANetal.,CRAMERetal.,
LUNDetal.,
FORTESetal.,RINALDOetal.,
ZENONIetal.,LIJAVETZKY etal.,
FASOLIetal.,ZENONIetal.,
GRIMPLETetal.,
DELUCetal.,
GUILLAUMIEetal.,
AGUDELO-ROMEROetal.,
PALUMBOetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,TERRIERetal.,
WATERSetal.,
BURGERetal.,
Expression profile oftheprincipal molecular eventsduring berry development
Large-scale transcriptional changes during berry development
Transcriptomic rearrangement during the ripening transition
○ Secondarymetabolism
○ Sugarmetabolism
○ Starchdegradation
○ Regulationofgene
expression
○ Bioticstressresponse
○ Cellwallmetabolism
○ Photosynthesis
○ Cell cycle
○ Cellularcomponent
organization
○ Hormone(auxin)signalling
responsivetranscripts
THESHIFTFROMTHEGROWTHTORIPENINGPHASEINBERRYINVOLVESAPROFOUNDTRANSCRIPTOMICREARRANGEMENT
Large-scale transcriptional changes during berry development
DAVIESANDROBINSON
PILATIetal.,
ZAMBONIetal.,
DALSANTOetal.,
SWEETMANetal.,CRAMERetal.,
LUNDetal.,
FORTESetal.,RINALDOetal.,
ZENONIetal.,LIJAVETZKY etal.,
FASOLIetal.,ZENONIetal.,
GRIMPLETetal.,
DELUCetal.,
GUILLAUMIEetal.,
AGUDELO-ROMEROetal.,
PALUMBOetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,TERRIERetal.,
WATERSetal.,
BURGERetal.,
Transcriptomicchangesduringberrydevelopmentinpulp andskinseparately
Ripening program is anticipated in pulp
Oxidative stressresponse
Oil bodyorganization
Waxbiosynthesis
Flavonoids/anthocyaninsbiosynthesis
Stilbenoidbiosynthesis
Ethylenesignallingandflavorpathways
PULP
SKIN
Lijavetzky etal.,2012
TRANSCRIPTOMICPROGRAMISANTICIPATEDINPULPINCOMPARISONTOTHESKIN
DAVIESANDROBINSON
PILATIetal.,
ZAMBONIetal.,
DALSANTOetal.,
SWEETMANetal.,CRAMERetal.,
LUNDetal.,
FORTESetal.,RINALDOetal.,
ZENONIetal.,LIJAVETZKY etal.,
FASOLIetal.,ZENONIetal.,
GRIMPLETetal.,
DELUCetal.,
GUILLAUMIEetal.,
AGUDELO-ROMEROetal.,
PALUMBOetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,TERRIERetal.,
WATERSetal.,
BURGERetal.,
Large-scale transcriptional changes during berry development
RNA-seq approach todissect thetranscriptionalcomplexity during berry development
Massonnet etal.,2017
Ripening transcriptomic program in red and white grapevine varieties
Number of expressed genes and biomarkers
THENUMBEROFEXPRESSEDGENESDECREASESDURINGBERRY
DEVELOPMENT
BIOMARKERSOFBERRYDEVELOPMENTSTAGESANDPHASESWEREDEFINED
Pea size
Pre-veraison Endofveraison
Harvest
Core transcriptomic traits during berry development
Massonnet etal.,2017
CORETRANSCRIPTOMICTRAITSWEREPROFILED
Massonnet etal.,2017
Relation with anthocyanin accumulation and ripening progress at transcriptional level
TRANSCRIPTOMICPROGRAMOFFRUITRIPENINGSEEMSMOREDIRECTLYRELATEDTOANTHOCYANINACCUMULATIONRATHERTHANSUGARCONTENT
Relation with anthocyanin accumulation and ripening progress at transcriptional level
DEGs
Secondary metabolic processTransport
Carbohydrate metabolismTranscription factor activity
About6000 genesareresponsible fortranscriptionaldifferencesamongred
varietiesatharvest
Massonnet etal.,2017
Rinaldoetal.,2015
Syrah
ANTHOCYANINLEVELSMAYINFLUENCEMANYOTHERPROCESSES• INCREASEOFSKINOPACITYTOSUNLIGHT
• INVOLVEMENTINSIGNALLINGPATHWAYSNOTYETDESCRIBED
Correlation of gene expression between genotypes increasesas haplotype distance decreases
Magrisetal.,unpublished
ü Sequencingoftengenomes
ü Pairwisecomparisontodefinethehaplotypedistance
ü IdentificationoflocalIBD(segmentidenticalbydescent)
Sharedchromosomesegmentsbetween
‘Garganega’and‘Passerina’
Sharedchromosomesegmentsbetween
‘Passerina’and‘Vermentino’
Two shared haplotypes IBD2
One shared haplotype IBD1
Noshared haplotypes IBD0
Correlation of gene expression between genotypes increasesas haplotype distance decreases
• GenesforwhichthepairofindividualsareIBD0(Sharing0)• Genesforwhichthepairofindividualsshareonehaplotype(IDB1-Sharing1)• Genesforwhichthepairofindividualssharetwohaplotypes(IDB2-Sharing2)
Correlationoftranscriptexpressionlevel
Fractionofnondifferentiallyexpressedgenes
Developmentalstages
HAPLOTYPESHARINGACCOUNTSFORCORRELATIONOFGENEEXPRESSION
Magrisetal.,unpublished
DAVIESANDROBINSON
PILATIetal.,
ZAMBONIetal.,
DALSANTOetal.,
SWEETMANetal.,CRAMERetal.,
LUNDetal.,
FORTESetal.,RINALDOetal.,
ZENONIetal.,LIJAVETZKY etal.,
FASOLIetal.,ZENONIetal.,
GRIMPLETetal.,
DELUCetal.,
GUILLAUMIEetal.,
AGUDELO-ROMEROetal.,
PALUMBOetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,TERRIERetal.,
WATERSetal.,
BURGERetal.,
Large-scale transcriptional changes during berry development
Molecular dissection of the grapevine GXE interaction
DalSantoetal.,2018
Changesinperformanceofgenotypes indifferentenvironmentsaredefinedasgenotypeXenvironment(GXE)interaction
Cabernet S.
Sangiovese
Cabernet S.
Sangiovese
Sangiovese
Cabernet S.
Pre-Veraison Mid-RipeningPeaSize Ripe
2GenotypesSangiovese andCabernetsauvignon
4Developmentalstages
2Years
3AreasAdjacentVineyardspereachArea
CabernetSauvignon
Sangiovese
Molecular dissection of the grapevine GXE interaction
Screening
Profiles definition
Profiles characterization
WholeTranscriptome↓
18122 genes
VariableImportanceMeasure (VIM)measureofhow eachvariableaffectsthe
expressionSTAGE
GENOTYPEYEARAREA
K-meansclustering→300clusters
DataMining Pipeline
DalSantoetal.,2018
SANGIOVESERESULTEDMORERESPONSIVETHANCABERNETSAUVIGNON
Variable-specific clusters
DalSantoetal.,2018
MedianVIMofeachVariable
Photosynthesis
MedianVIMofeachVariable
R-proteins
GxE clusters are enriched in secondary metabolism, signal transduction and abiotic stress response
DalSantoetal.,2018
Stilbene Sythases (VvSTSs)
Linalool Sythases (VvSPSs)
IDENTIFICATIONOFSEVERALCANDIDATEGENESTHATCOULDBEUSEDASMARKERSOFBERRYQUALITYTRAITSINGXEINTERACTIONS
DAVIESANDROBINSON
PILATIetal.,
ZAMBONIetal.,
DALSANTOetal.,
SWEETMANetal.,CRAMERetal.,
LUNDetal.,
FORTESetal.,RINALDOetal.,
ZENONIetal.,LIJAVETZKY etal.,
FASOLIetal.,ZENONIetal.,
GRIMPLETetal.,
DELUCetal.,
GUILLAUMIEetal.,
AGUDELO-ROMEROetal.,
PALUMBOetal.,
DALSANTOetal.,
FASOLIetal.,
MASSONNETetal.,
GHANetal.,TERRIERetal.,
WATERSetal.,
BURGERetal.,
Expression profile oftheprincipal molecular eventsduring postripening phase
Large-scale transcriptional changes during berry development
Transcriptional changes during berry post-harvest
SyrahCabernetSauvignonOseleta
SangioveseCorvina
Merlot
~30%weightloss
Zenonietal.,2016
Transcriptional changes during berry post-harvest
DOWNREGULATION
UP REGULATION
LACsStress
LACsStress
LACsStress
TFsNucleic Acidmetabolism
STSsTPSs
StressLipid
Corvina Sangiovese Merlot
Syrah Oseleta Cabernet
Zenonietal.,2016
DURINGTHEPOST-HARVESTPHASETHEREISANACTIVEMETABOLICREARRANGEMENTANDNOTONLYAPASSIVECONCENTRATION
What triggers the ripening transition?
Berry softening is one of the earliest ripening events
Castellarin etal.,2016
(I)(II)
(III)
Fasoli etal.,2012
54samples representingdifferent plant organs duringdevelopment
Grapevine expression atlas as a starting point
Mature/woody Vegetative/green
Identification of putative regulators of ripening transition
THEPROFOUNDTRANSCRIPTOMICREARRANGEMENTINBERRYFROMIMMATURETO
MATUREPHASEWASOBSERVEDFORALLGRAPEVINEPLANTORGANS
Palumboetal.,2014
Identification of putative regulators of ripening transition
Differentially expressed genes between vegetative/green and mature/woody samples
Topological propertiesandroleswere analysed
DURINGTHETRANSITIONTOMATUREPHASEMANYPROCESSESAREINHIBITEDRATHERTHANACTIVATED
Identification of switch genes
Palumboetal.,2014
Heat cartography map
SWITCHGENES
• interacthighlywithgenesoutsidetheirownmodule
• interactpoorlywithgenesinsidetheirownmodule
• mainlyanti-correlatedwiththeirpartners
Switch genes model of action
ü Allswitchgenesaredownregulatedduringgrowthphaseandupduringmaturephase
ü Switchgenescouldactasanelectricswitchabletoswitch-offtheexpressionofvegetative-related
genesandtoswitch-ontheexpressionofmature-relatedgenes
Palumboetal.,2014
SWITCHGENES
Switch genes in red and white berries
Massonnet etal.,2017
5913181
190 212BERRYSWITCHGENES
GENE_ID GENE_description GENE_Name Atlas
VIT_17s0000g00430 basic helix-loop-helix (bHLH) family bHLH075
VIT_15s0046g00150 DOF affecting germination 1 DAG1
VIT_06s0004g07790 Lateral organ boundaries domain 15 *
VIT_03s0091g00670 Lateral organ boundaries protein 38
VIT_13s0158g00100 putative MADS-box Agamous-like 15a VviAGL15a
VIT_07s0031g01930 myb TKI1 (TSL-KINASE INTERACTING PROTEIN 1)
VIT_02s0033g00380 R2R3MYB transcription factor VvMybA2 (C-term)
VIT_02s0033g00390 R2R3MYB transcription factor VvMybA2
VIT_02s0033g00450 R2R3MYB transcription factor VvMybA3
VIT_14s0108g01070 NAC domain-containing protein VvNAC11
VIT_02s0012g01040 NAC domain-containing protein VvNAC13
VIT_19s0027g00230 NAC domain-containing protein VvNAC33 *
VIT_08s0007g07670 NAC domain-containing protein VvNAC60 *
VIT_07s0005g01710 WRKY Transcription Factor VvWRKY19
VIT_05s0020g04730 Zinc finger (C3HC4-type ring finger)
VIT_08s0040g01950 Zinc finger (C3HC4-type ring finger) *
VIT_18s0001g01060 Zinc finger (C3HC4-type ring finger) *
VIT_03s0091g00260 Zinc finger protein 4
Transcription factors among switch genes
Massonnet etal.,2017
Cabernetsauvignon
Pinotnoir
Fasoli etal.,2018inpress
FIRSTTRANSITION SECONDTRANSITION
VERAISON
Two transcriptional transition mark the onset of ripening
WeeklysampledThreevintages
Fasoli etal.,inpress
Identification of markers of the onset of ripening
Positiveandnegativemarkers ofthetwo transitions define important transcriptional changes during thetwo weeksbefore verasion
POSITIVEMARKERSOFTHEFIRSTTRANSITIONSEEMTOPLAYAMAJORROLEASTRIGGERS
GENE_ID GENE_description GENE_Name Atlas Marker of the first
transition
Marker of the second
transition
VIT_17s0000g00430 basic helix-loop-helix (bHLH) family bHLH075 *
VIT_15s0046g00150 DOF affecting germination 1 DAG1
VIT_06s0004g07790 Lateral organ boundaries domain 15 * *
VIT_03s0091g00670 Lateral organ boundaries protein 38
VIT_13s0158g00100 putative MADS-box Agamous-like 15a VviAGL15a
VIT_07s0031g01930 myb TKI1 (TSL-KINASE INTERACTING PROTEIN 1) *
VIT_02s0033g00380 R2R3MYB transcription factor VvMybA2 (C-term) *
VIT_02s0033g00410 R2R3MYB transcription factor VvMybA1
VIT_02s0033g00390 R2R3MYB transcription factor VvMybA2 *
VIT_02s0033g00450 R2R3MYB transcription factor VvMybA3
VIT_14s0108g01070 NAC domain-containing protein VvNAC11
VIT_02s0012g01040 NAC domain-containing protein VvNAC13
VIT_19s0027g00230 NAC domain-containing protein VvNAC33 * *
VIT_08s0007g07670 NAC domain-containing protein VvNAC60 * *
VIT_07s0005g01710 WRKY Transcription Factor VvWRKY19 * *
VIT_05s0020g04730 Zinc finger (C3HC4-type ring finger) *
VIT_08s0040g01950 Zinc finger (C3HC4-type ring finger) * *
VIT_18s0001g01060 Zinc finger (C3HC4-type ring finger) *
VIT_03s0091g00260 Zinc finger protein 4 *
Switch genes are positive markers of the two transitions
Functional analysis of VvNAC33 and VvNAC60
Transientexpressionafter
48h35S VvNAC33 TER Prom eGFP TER
35S VvNAC60 TER Prom eGFP TER
Stable GFPexpressionafter2-3months
InvitroplantletsGreenhouse andphenotypicanalysis after 1-2years
Embryogenic calli
Overexpression of VvNAC33 in transgenic Syrah
CTRLA4A5A8
2
4
6
8
10
CTRL A4 A5 A8
µgChl/cm
2
2
2,4
2,8
3,2
3,6
CTRL A4 A5 A8
Chl/Car
**
*
* * *
CTRL35S::NAC33
D’Incà,unpublished
Overexpression of VvNAC60 in transgenic Syrah
CTRL35S::VvNAC60
0
1000
2000
3000
4000
5000
6000
7000
CTRL VvNAC60
Anthocyanins(ug/m
l)/gFW *
Clearsenescencesymptoms
“REGULATORYNETWORKBEHINDTHEBERRYRIPENING:THEROLEOFVITISVINIFERANAC60TRANSCRIPTIONFACTOR”
Poster P119ofChiaraForesti
ChIP-Seq analysis ofVvNAC60
Prom VvNAC33 VvNAC33-EAR TER Prom eGFP TER
Prom VvNAC60 VvNAC60-EAR TER Prom eGFP TER
PosterP148ofEdoardoBertini
“IDENTIFICATIONANDFUNCTIONALCHARACTERIZATIONOFMASTERREGULATORSOFTHEONSETOFBERRYRIPENINGINGRAPEVINE”
Transcriptomic analysis of VvNAC33 and VvNAC60 overexpressed plants
35S:NAC33 35S:NAC60
35S:NAC33 35S:NAC60
233 32 374
365 243 334
2Galactinol synthases2Lateral organ boundaries proteins
(LOB1,LOB39)3Nitrate transporters
VvMYB154ERF/AP2genes
3Methyl jasmonate esterases
VvMYBF1VvMYBPA1
16Auxin responsiveproteins3Auxin induced proteins
17Ankyrins4Calmodulin binding proteins
VvMYBC2-L26Gibberellin-regulated proteins (GASA4)
Auxin responsive/induced proteinsVegetativestorage protein
5MADS-boxesShortVegetal Phase (SVPs)5Photosystem reaction centers
4Light-harvesting chlorophyll binding(LHCB) proteins
VvMYBA1VvMYBA2
Anthocyanin permease (VvAnthoMATE1)VvMYB142STSs
Trans-resveratrol di-O-methyltransferase - VvROMT6ERF/AP2genes (VvERF075)
Lateral organ boundaries proteins (LOB38)5XHTs
MADS-boxAgamous 1(VvAG1)MADS-boxdelta2b(VvMADSD2b)5NACs (VvNAC11andVvNAC26)
VvNCED1
UPREG
ULAT
EDDO
WNREG
ULAT
ED
**
VvMYBA1p:LUC
AlessandraAmato
Tomato as model to study flesh fruit ripening
Ø Accessiblegermoplasm resources
Ø Simplediploidgenetics
Ø Efficientgreenhousepropagation
Ø Short lifecycle
Ø Easeoftransformation
Ø Recombinantinbredlines
Ø High-qualitygenomesequence
Ø Naturalmutantsofripening
Induced firstinlocules
Induced later inpericarp
Ø developmental window in which fruit responds toethylene that corresponds to seed maturation;
Ø fruit tissues do not mature uniformly;
Ø a core set of ripening regulators has been defined,including RIN-MADS, NOR-NAC, CNR-SPL and TAGL1;
Ø hypomethylation contributes towards the start ofripening regulatory cascade
Tomato NOR mutant
EthyleneproductionimpairedRipeningstronglyinhibited
VvNAC33 and VvNAC60 partially complement the NOR function
nor/nor
Wildtype
#1
#2
35S::VvNAC33
0
0,1
0,2
0,3
MNE
#1#2WT VvNAC33#1VvNAC33#2
#1
#2
35S::VvNAC60
0
0,2
0,4
0,6
MNE
#1#2WT VvNAC60#1VvNAC60#2
VvNAC60 induces ethylene biosynthesis
nor/nor
Wildtype
35S::VvNAC33#1
35S::VvNAC60#1 0
2
4
6
8
10
12
BK BK+3 BK+5 BK+7
Ethy
lene
(nL/gfw/h)
WT
nor/nor
VvNAC33
VvNAC60
“FUNCTIONALCOMPLEMENTATIONOFnon-ripening (nor)TOMATOMUTANTWITHFOURNACTRANSCRIPTIONFACTORS,PUTATIVEMASTERREGULATORSOFTHEVEGETATIVE-TO-MATUREORGANTRANSITIONINGRAPEVINE”
PosterP145ofEricaD’Incà
GENE_ID GENE_description GENE_Name Atlas Marker of the first
transition
Marker of the second
transition
VIT_17s0000g00430 basic helix-loop-helix (bHLH) family bHLH075 *
VIT_15s0046g00150 DOF affecting germination 1 DAG1
VIT_06s0004g07790 Lateral organ boundaries domain 15 * *
VIT_03s0091g00670 Lateral organ boundaries protein 38
VIT_13s0158g00100 putative MADS-box Agamous-like 15a VviAGL15a
VIT_07s0031g01930 myb TKI1 (TSL-KINASE INTERACTING PROTEIN 1) *
VIT_02s0033g00380 R2R3MYB transcription factor VvMybA2 (C-term) *
VIT_02s0033g00410 R2R3MYB transcription factor VvMybA1
VIT_02s0033g00390 R2R3MYB transcription factor VvMybA2 *
VIT_02s0033g00450 R2R3MYB transcription factor VvMybA3
VIT_14s0108g01070 NAC domain-containing protein VvNAC11
VIT_02s0012g01040 NAC domain-containing protein VvNAC13
VIT_19s0027g00230 NAC domain-containing protein VvNAC33 * *
VIT_08s0007g07670 NAC domain-containing protein VvNAC60 * *
VIT_07s0005g01710 WRKY Transcription Factor VvWRKY19 * *
VIT_05s0020g04730 Zinc finger (C3HC4-type ring finger) *
VIT_08s0040g01950 Zinc finger (C3HC4-type ring finger) * *
VIT_18s0001g01060 Zinc finger (C3HC4-type ring finger) *
VIT_03s0091g00260 Zinc finger protein 4 *
VvbHLH075 and VvWRKY19
Functional analysis of VvbHLH075 and VvWRKY19
35S YFP Term 35S WRKY19 Term
35S YFP Term 35S BHLH75 Term
Firstleaf Secondleaf
d.p.i.7
TheYFPfluorescence is mainly localized inthefirstandsecond leavesThompsonseedless plants
grown invitro
Firstleaf
Secondleaf
Transcriptomicanalysis
EdoardoBertini
Fasoli etal.,2018inpress
Putative targets of VvbHLH075 and VvWRKY19
Fasoli etal.,2018inpress
Putative hierarchy of transcription factors in the onset of berry ripening
bHLH075NAC60
WRKY19
NAC33
NAC26
BERRYRIPENINGMarkerofthefirsttransition
NAC17
Markerofthesecond transition
NAC11
MYBA1
Anthocyaninmetabolism
MYBA2
MYB14
Stilbenoidsynthesis
LOB38
Berrysize andshape
LOB15
LOB39
Switchgene
MYBF1 MYBPA1
Flavonolsynthesis
Proanthocyaninsynthesis
Conclusions
v Newtechnologicaladvancementsingeneexpressionanalysishavegeneratedahugeamountoftranscriptomicdatathatneedstobedeeplyinterpreted
v Theintricatetranscriptionalnetworkoftheonsetofripeninghasbeenpartiallydisentangledthroughco-expressionandstatisticalpipelines
v Biomarkersandputativeregulatorshavebeenidentified
v Functionalstudiesareneededtounderstandtheroleofthesecandidatesintriggeringripeningtransition
Next steps
Ø Identifydirecttargets
Ø Investigateroleofmethylationinberryripeningcontrol
Ø CharacterizepotentialmicroRNAsthatcouldcontrolexpressionofidentifiedregulators
THANKSFORYOURATTENTION
Theberriesareripeandmytimeis finished….Thanks to
Mario PezzottiGiambattistaTornielliSilviaDalSantoMelanieMassonnetEricaD’IncàAlessandraAmatoEdoardoBertiniChiara Foresti
LucioBrancadoroGabriellaDeLorensis
MicheleMorganteGabrieleDiGasperoGabrieleMagrisEmanueleDePaoli
NickDokoozlianMarianna FasoliChandra RichterJim Giovannoni
JuliaVrebalov
MassimoGardiman
Paola ZuccolottoMarcoSandri
Paola PaciLorenzoFarina