a genomic approach to mycotoxin control - cnrmycoglobe.ispa.cnr.it/brussel/usa-kendra.pdf · a...
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A Genomic Approach toA Genomic Approach to
Mycotoxin ControlMycotoxin Control
Deepak Deepak BhatnagarBhatnagar
David KendraDavid Kendra
United States Department of AgricultureAgricultural Research Service
Fusarium Fusarium verticillioidesverticillioidesCornCornFumonisinsFumonisins
Fusarium graminearumFusarium graminearumCorn, wheat, barleyCorn, wheat, barleyTrichothecenesTrichothecenes
Aspergillus Aspergillus flavusflavus
Aspergillus Aspergillus parasiticusparasiticusCorn, cottonseed,Corn, cottonseed,peanuts, peanuts, treenutstreenuts
AflatoxinsAflatoxins
Producing FungiProducing FungiCommoditiesCommodities
AffectedAffectedToxinToxin
In U.S.A. mycotoxins of In U.S.A. mycotoxins of majormajor concern include:concern include:
MYCOTOXINS OF U.S. INTEREST MYCOTOXINS OF U.S. INTEREST
PenicilliumPenicillium cyclopiumcyclopium
Aspergillus Aspergillus flavusflavusCorn, Corn, kodokodo milletmilletCyclopiazonicCyclopiazonic acidacid
Fusarium graminearumFusarium graminearumCorn, hayCorn, hayZearalenoneZearalenone
AspergillusAspergillus sppspp..
PenicilliumPenicillium sppspp..Apples, wheat straw Apples, wheat straw
residueresiduePatulinPatulin
Aspergillus Aspergillus ochraceusochraceus
PenicilliumPenicillium verrucosiumverrucosiumWheatWheatBarley, oats, corn, Barley, oats, corn,
othersothers
OchratoxinOchratoxin AA
Producing FungiProducing FungiAffected Affected
CommoditiesCommoditiesToxinToxin
The following mycotoxins are also receiving The following mycotoxins are also receiving significantsignificant attention:attention:
MYCOTOXINS OF U.S. INTERESTMYCOTOXINS OF U.S. INTEREST
The U.S. Food and Drug Administration has issued regulatory limits for aflatoxins.
REGULATIONREGULATION
Food and Drug Administration (1996)Food and Drug Administration (1996)
Action levelsAction levels
((µgµg/kg, ppb)/kg, ppb)Food and FeedFood and Feed
2020
0.50.5
2020
300300
100100
200200
300300
2020
Human foods (except milk)Human foods (except milk)
MilkMilk
Animal feeds (except as listed below)Animal feeds (except as listed below)
Cottonseed meal (as a feed ingredient)Cottonseed meal (as a feed ingredient)
Corn and peanut products for breeding beef cattle, Corn and peanut products for breeding beef cattle,
swine and mature poultryswine and mature poultry
Corn and peanut meal for finishing swineCorn and peanut meal for finishing swine
Corn and peanut meal for feedlot beef cattleCorn and peanut meal for feedlot beef cattle
Corn for immature animals and dairy cattleCorn for immature animals and dairy cattle
Current aflatoxin action levelsCurrent aflatoxin action levels
FDA has issued guidelines or advisories for other mycotoxins:
REGULATIONREGULATION
**PatulinPatulin Technical Symposium (FDA), Feb.18Technical Symposium (FDA), Feb.18--19, 2003, Orlando, Florida19, 2003, Orlando, Florida
(none), recommendation: good agricultural(none), recommendation: good agricultural
and manufacturing practicesand manufacturing practices
OchratoxinOchratoxin AA
50 50 µgµg /kg (ppb) in apple juice/kg (ppb) in apple juicePatulinPatulin**
22--4 4 ppmppm for human foodsfor human foods
55--100 100 ppmsppms for animal feedsfor animal feeds
Fumonisins Fumonisins
(B1, B2, B3) (B1, B2, B3)
1 mg/kg (1 mg/kg (ppmppm) for finished wheat products ) for finished wheat products for human usefor human use
55--10 10 ppmppm for other food and feedfor other food and feed
DeoxynivalenolDeoxynivalenol
ECONOMIC IMPACT OF MYCOTOXIN
CONTAMINATION
ECONOMIC IMPACT OF MYCOTOXIN ECONOMIC IMPACT OF MYCOTOXIN
CONTAMINATION CONTAMINATION
U.S. Food and Drug AdministrationU.S. Food and Drug Administration
(based on sum of the value of food and feed losses)(based on sum of the value of food and feed losses)
estimated annual crop losses of: estimated annual crop losses of:
$932 million per year (direct costs)$932 million per year (direct costs)
$466 million per year (mitigating costs)$466 million per year (mitigating costs)
$6 million per year (livestock costs)$6 million per year (livestock costs)
from contamination with 3 mycotoxins:from contamination with 3 mycotoxins:
AflatoxinsAflatoxins, Fumonisins, , Fumonisins, DeoxynionlenolDeoxynionlenol
________________________________________________________________________________________
**Reviewed in U.S. Council for Agricultural Science Reviewed in U.S. Council for Agricultural Science
and Technology Task Force Report, 2003.and Technology Task Force Report, 2003.
MYCOTOXIN CONTAMINATIONMYCOTOXIN CONTAMINATION
1.1. PostPost--HarvestHarvest
2.2. PrePre--HarvestHarvest
Post-Harvest Contamination
can be managed by
Pre-Harvest Control
PostPost--HarvestHarvest Contamination Contamination
can be managed bycan be managed by
PrePre--HarvestHarvest ControlControl
Strategies to Control PreStrategies to Control Pre--Harvest Harvest
Mycotoxin Contamination:Mycotoxin Contamination:
1.1. Cultural PracticesCultural Practices
2.2. Enhancing host resistanceEnhancing host resistance
-- Plant breeding / Genetic EngineeringPlant breeding / Genetic Engineering
3.3. Biological ControlBiological Control
4.4. Understanding basic biology / toxin Understanding basic biology / toxin
producing ability of the fungusproducing ability of the fungus
1.1. How are toxins synthesized by the How are toxins synthesized by the
producing organismproducing organism
2.2. Where are they produced in the cells of the Where are they produced in the cells of the
producing organismproducing organism
3.3. What environmental factors affect the What environmental factors affect the
synthesis of the toxin and the mechanism synthesis of the toxin and the mechanism
of the effectof the effect
For Control of toxin formation it isFor Control of toxin formation it is
important to know:important to know:
Mycotoxin Biosynthesis:Mycotoxin Biosynthesis:
•• Chemistry of toxin formationChemistry of toxin formation-- Precursor IdentificationPrecursor Identification
•• Biochemical StudiesBiochemical Studies-- Enzyme StudiesEnzyme Studies
•• GeneticsGenetics-- Gene CloningGene Cloning
USDA/ARSUSDA/ARS
Southern Regional Research CenterSouthern Regional Research Center
New Orleans, LANew Orleans, LA
Aflatoxin Biosynthesis GroupAflatoxin Biosynthesis Group
Deepak Deepak BhatnagarBhatnagar
Jeffrey CaryJeffrey Cary
PerngPerng--KuangKuang ChangChang
Thomas E. ClevelandThomas E. Cleveland
Kenneth EhrlichKenneth Ehrlich
JiujiangJiujiang YuYu
Collaborative EffortCollaborative Effort
Gary Payne
N. C. State Univ.John Linz / Frances Trail
Michigan State Univ.
Nancy Keller
Univ. Wisconsin-MadisonCharles Woloshuk
Purdue Univ.
Fun Sun Chu
Univ. Wisconsin-Madison
Deepak Bhatnagar / Thomas E. Cleveland
USDA-ARS-SRRC
Joan Bennett
Tulane University
USDA/ ARS/National Center for USDA/ ARS/National Center for
Agriculture Utilization Research, Peoria, ILAgriculture Utilization Research, Peoria, IL
Trichothecene Biosynthesis GroupTrichothecene Biosynthesis Group
Nancy AlexanderNancy Alexander
Daren BrownDaren Brown
Anne DesjardinsAnne Desjardins
David KendraDavid Kendra
Susan McCormickSusan McCormick
Ron PlattnerRon Plattner
Robert ProctorRobert Proctor
(Rex Dyer (Rex Dyer -- PostPost--doc)doc)
known roleunknown roleno role and examinednot examined
0 kb 4 8 12 16 20 24 28 32 36 40 44 48 52 56
Core Fusarium trichothecene gene cluster
orfF methytransferaseorfE unknown orfD unknownorfC beta-1,3-glucanosyltransferase orfB acetylesterase
orfA tyrosinase
TRI8 Similar to extracellular lipase from Candida albicansTRI7 AcetylesteraseTRI3 15-decalonectrin 15-0-acetyltransferaseTRI4 Cytochrome P450TRI6 DNA Binding Positive Acting Transcription FactorTRI5 Trichodiene Synthase (sequiterpene cyclase)TRI10 Regulation TRI9 Unknown TRI11 P450 or isotrichodermin C-15 hydroxylase (CYP 65A1TRI12 Trichothecene Efflux Pump
orfG deacetylase orfH unknown orfI dehydrogenase orfJ NADH-cytochrome b5 reductaseorfK cytochrome P450orfL unknown
TrichothecenesTrichothecenes biosynthesisbiosynthesis
USDA/ ARS/National Center for USDA/ ARS/National Center for
Agriculture Utilization Research, Peoria, ILAgriculture Utilization Research, Peoria, IL
Fumonisin Biosynthesis GroupFumonisin Biosynthesis Group
Daren BrownDaren Brown
Robert ButchkoRobert Butchko
Anne DesjardinsAnne Desjardins
David KendraDavid Kendra
Ronald PlattnerRonald Plattner
Robert ProctorRobert Proctor
Gene Predicted Function Based on
Name Sequence Similarity
FUM1 Polyketide synthase
FUM6 Cytochrome P450 Monooxygenase
FUM7 Dehydrogenase
FUM8 Aminotransferase
FUM3 Dioxygenase
FUM10 Fatty Acid-CoA Synthase
FUM11 Tricarboxylate Transporter
FUM2 Cytochrome P450 Monooxygenase
FUM13 Short-chain Dehydrogenase/Reductase
FUM14 Peptide Synthetase Condensation Domain
FUM15 Cytochrome P450 Monooxygenase
FUM16 Fatty Acid-CoA Synthetase
FUM17 Longevity Assurance Factor
FUM18 Longevity Assurance Factor
FUM19 ABC Transporter
Fumonisin Biosynthetic Gene Cluster
10 20 30 40 500kb scale
FUM
13FUM
14FUM
15FUM
16FUM
17FUM
18FUM
19
FUM
2
FUM
3FUM
10FUM
11
FUM
8
FUM
7
FUM
6
FUM
1
Proposed Fumonisin Biosynthetic Pathway
Proposed Fumonisin Proposed Fumonisin
Biosynthetic Biosynthetic
Pathway Pathway
HFB3 HFB4
FB4
FB2
FB3
FB1
FUM11
HO OH
O OOHO
S OH
O OOHO
FUM7
CoA
FUM10
Mitochondria
+
FUM14
OH
HO
O
HO
O
CH3CH3
O
CH3CH3NH2
CH3CH3NH2
OH
OHOH
OH
CH3CH3NH2
OH OH
OH
FUM1
FUM6
FUM13
FUM8
HO
O
CH3CH3
OH
OH
FUM2
Acetate
HFB3
HFB4
S OH
O OOHO
CoA
+
CH3CH3NH2
OH O
O
OH
OH
O O
O O
OH
OH
O
O
OHFB3
CH3CH3NH2
OH O
O
OH
OH
O O
O O
OH
OH
O
O
FUM14
FB4
OH
O
NH2
+
CH3CH3NH2
OH O
O
OH
OH
O O
O O
OH
OH
O
O
OH
OH
FUM3
FB1
CH3CH3NH2
OH O
O
OH
OH
O O
O O
OH
OH
O
O
OH
FB2
FUM3
1.1. pHpH
2.2. Nutritional source Nutritional source egeg. nitrogen, carbon, etc.. nitrogen, carbon, etc.
3.3. Elemental availability Elemental availability egeg. phosphorus, selenium. phosphorus, selenium
silica, cobalt, magnesiumsilica, cobalt, magnesium
4.4. TemperatureTemperature
5.5. Other physiological factors Other physiological factors egeg. volatile compounds. volatile compounds
6.6. Biotic factors Biotic factors egeg. competing flora/fauna. competing flora/fauna
THE “AGROECOSYSTEM”THE “AGROECOSYSTEM”
Complex environmental and ecological factors affecting A.flavus and aflatoxin contamination process:
Not Dealing with Obligate Fungal Not Dealing with Obligate Fungal
Parasites (requiring their host plantParasites (requiring their host plant
to complete their life cycle)to complete their life cycle)
*Mycotoxin producing fungi occupy broad ecological niches and range from being pathogenic, to opportunistic parasites, to saprophytes living on dead organic material in the soil.
*Resistance to infection by these fungi in plants likely involves several resistance genes that need to be coordinately expressed.
Mycotoxin Problems Fit Two Criteria Mycotoxin Problems Fit Two Criteria
Pointing Toward a Genomics Pointing Toward a Genomics
Approach For Finding Solutions:Approach For Finding Solutions:
1. Complexity of Plant-Fungus Interaction Requires a Global Approach in Identifying and Monitoring Key Genes Involved.
2. Some Benchmark Studies are Available Providing Knowledge of the Biology, Biochemistry and Genetics of Mycotoxins/Mycotoxin-Producing Fungi.
Provides an “anchor” for comprehensive genomics investigations.
A GENOMICS A GENOMICS
approach toapproach to
Mycotoxin ControlMycotoxin Control
Selected Fungal Genome ProjectsSelected Fungal Genome ProjectsSelected Fungal Genome Projects
1,2,71,2,7Whole genome sequencingWhole genome sequencingAspergillus Aspergillus flavusflavus
6,86,8Public, Private, ESTPublic, Private, EST’’s and whole genome in s and whole genome in
progressprogressFusarium graminearumFusarium graminearum
1,5,7,8,91,5,7,8,9Public, Public, PrivatePrivate, EST, EST’’s s andand wholewhole genomegenomeFusarium Fusarium verticillioidesverticillioides
44Public, ESTPublic, EST’’ssFusarium sporotrichioidesFusarium sporotrichioides
1,2,31,2,3Public, expressed sequence tags (ESTPublic, expressed sequence tags (EST’’s)s)Aspergillus Aspergillus flavusflavus
SourcesSourcesSourcesFungusFungusFungus StatusStatusStatus
1 1 USDA, Agricultural Research ServiceUSDA, Agricultural Research Service--funded genomicsfunded genomics
22 North Carolina State Univ.North Carolina State Univ.
33 Univ. of Oklahoma Advanced Center for Genome Tech./ The Univ. ofUniv. of Oklahoma Advanced Center for Genome Tech./ The Univ. ofWisconsinWisconsin
44 ACGT/ Texas A&M Univ.ACGT/ Texas A&M Univ.
55 Purdue Univ.Purdue Univ.
66 Michigan State Univ./ Purdue Univ./ ARS Cereal Disease LabMichigan State Univ./ Purdue Univ./ ARS Cereal Disease Lab
77 The Institute for Genomic Research, MarylandThe Institute for Genomic Research, Maryland
88 Syngenta, Inc. (4X)Syngenta, Inc. (4X)
99 DuPont, Inc. (1X)DuPont, Inc. (1X)
Aspergillus flavusAspergillus flavusgenomics project;genomics project;
Emphasis on Emphasis on
identifyingidentifying
Expressed Sequence Expressed Sequence
Tags (EST’s)Tags (EST’s)
Yu, J., Whitelaw, C. A., Nierman, W. C.,
Bhatnagar, D., Cleveland, T. E. 2004.
FEMS Microbiology Letters 237:333-340.
√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√Potato dextrose Potato dextrose
BrothBroth
√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√PMS(peptone) PMS(peptone)
liquidliquid
√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√GMS(glucose) GMS(glucose)
liquidliquid
√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√√Wheat bran Wheat bran
solidsolid
96 96
hrshrs72 72
hrshrs48 48
hrshrs24 24
hrshrs18 18
hrshrsCulture mediumCulture medium
Normalized cDNA libraryNormalized cDNA libraryMade from mycelia of Aspergillus Made from mycelia of Aspergillus flavusflavus NRRLNRRL 33573357
Annotation Annotation �������� Gene IndexGene Index
Total clones sequenced:Total clones sequenced: 26,11026,110
Total usable ESTs:Total usable ESTs: 22,03722,037
Unique ESTs:Unique ESTs: 7,2187,218
UniquesUniques::
7,2187,218USDA-ARS-SRRC Cooperative Agreement with The Institute for Genomics Research (TIGR)
Genes of Interest in EST Databases:
A. Mycotoxin biochemical pathwaysA. Mycotoxin biochemical pathways
B.B. Virulence / pathogenicityVirulence / pathogenicity
C.C. Fungal development/Fungal development/sporulationsporulation
D. Regulatory / signal transductionD. Regulatory / signal transduction
Individual gene discovery process greatly accelerated:
Genes of Interest IdentifiedA. Aflatoxin pathway genes
2.2. regulatory regulatory
genes:genes:
aflRaflRaflJaflJ
1.1. structural genes:structural genes:pksA pksA verBverBnornor--1 1 verAverAfasfas--1 1 avfAavfAfasfas--22 omtBomtBadhA adhA omtAomtAestA estA ordAordAnorA norA vbsvbsavnA avnA cypXcypXcypAcypA moxYmoxY
3.3. toxin related:toxin related:
toxin transportertoxin transporter
sugar transportersugar transporter
lipase genelipase gene
TT--2 toxin biosynthesis:2 toxin biosynthesis:
TRI 8 TRI 8 homologhomolog
Genes of Interest IdentifiedB. Virulence/pathogenicity
Hydrolytic enzymesHydrolytic enzymes
AmylaseAmylase
CellulaseCellulase
Chitinase Chitinase
ChitosanaseChitosanase
pectin pectin methylesterasemethylesterase
EndoglucanaseEndoglucanase C precursorC precursor
GlucoamylaseGlucoamylase S1/S2 precursorS1/S2 precursor
b b ––1,31,3--glucanase precursorglucanase precursor
1,41,4--bb--DD--glucan glucan cellobiohydrolasecellobiohydrolase A precursorA precursor
Highly similar to glycogen Highly similar to glycogen debranchingdebranching enzymeenzyme
XyloglucanXyloglucan--specific endospecific endo--bb--1,41,4--glucanase precursorglucanase precursor
Function unknownFunction unknown
Pathogenicity protein (Pathogenicity protein (MagnaportheMagnaporthe griseagrisea))Parasitic phaseParasitic phase--specific protein PSPspecific protein PSP--11
SporulationSporulation::
ConidiationConidiation--specific protein 8specific protein 8
ConidiationConidiation--specific protein 10specific protein 10
ConidiophoreConidiophore development protein development protein hymAhymA
Spore coat protein SP96Spore coat protein SP96
Growth/cell wallGrowth/cell wall
Cell cycle control proteinCell cycle control protein
Cell division cycle 2 homologCell division cycle 2 homolog
Growth differentiation factorGrowth differentiation factor--77
Cell wall anchor domain protein Cell wall anchor domain protein
Cell wall chitin biosynthesisCell wall chitin biosynthesis
Cell wall organization and biogenesisCell wall organization and biogenesis
Cell wallCell wall--plasma membrane linker proteinplasma membrane linker protein
Genes of Interest IdentifiedC. Fungal development/sporulation
Genes of Interest IdentifiedD. Regulatory/signal transduction
Transcriptional RegulatorTranscriptional RegulatorDNA binding proteinDNA binding protein
RNA binding proteinRNA binding protein
Zinc Finger protein 2Zinc Finger protein 2
Ring finger proteinRing finger protein
GTPGTP--binding proteinbinding protein
Positive regulatorPositive regulator
Transcription regulatorTranscription regulator
Transcription factor GATATranscription factor GATA
Transcription factor SOXTranscription factor SOX--88
bHLHbHLH transcription factor Cph2transcription factor Cph2
19S 19S proteasomeproteasome regulatory regulatory
particleparticle
Gastrula zinc finger protein Gastrula zinc finger protein
XLCGF9.1XLCGF9.1
Signal transduction/Signal transduction/
Receptor/Receptor/
Global regulatorGlobal regulatorTransducinTransducin a subunita subunit
Signal recognition particle protein Sec65Signal recognition particle protein Sec65
bb--transducintransducin family (WDfamily (WD--40 repeat)40 repeat)
proteinprotein
Probable osmotic sensitivity map kinaseProbable osmotic sensitivity map kinase
MitogenMitogen--activated protein kinase kinaseactivated protein kinase kinase
Multifunctional Multifunctional cyclincyclin--dependent kinasedependent kinase
PHO85PHO85
Dual specificity protein kinase;Dual specificity protein kinase;
Negative regulator of filamentous growthNegative regulator of filamentous growth
& flocculation& flocculation
Putative Putative abscisicabscisic acid response proteinacid response protein
AuxinAuxin--repressed 12.5 kDa proteinrepressed 12.5 kDa protein
Transmembrane receptorTransmembrane receptor
cAMPcAMP receptorreceptor
Aspergillus Aspergillus flavus microarrayflavus microarray
Cooperative Agreement with The Institute for Genomics Research (TIGR)
5002 element
Microarray ApplicationsMicroarray Applications
� Identify genes involved in aflatoxin formation
� Identify regulatory factors
� Host plant-fungus interactions
� Environmental influence on the fungus
� Ecological significance of A. flavus
� Evolutionary significance of aflatoxin
Understanding aflatoxin biosynthesis Understanding aflatoxin biosynthesis and identifying critical vulnerabilities in the and identifying critical vulnerabilities in the process that can be targeted for interruptionprocess that can be targeted for interruption
A. flavusA. flavus Whole Genome SequencingWhole Genome Sequencing
1.1. $500,000 USDA/NSF Grant$500,000 USDA/NSF Grant
2.2. USDA internal fundingUSDA internal funding
PI:PI: Prof. Gary Payne, Prof. Gary Payne, NCSUNCSU
CoCo--PI:PI: Prof. Ralph Dean, Prof. Ralph Dean, NCSUNCSU
CoCo--PI:PI: Dr. William Dr. William NiermanNierman, , TIGRTIGR
Steering Committee:Steering Committee:
Prof. Joan Bennett, Prof. Joan Bennett, Tulane Univ.Tulane Univ.Prof. Nancy Keller, Prof. Nancy Keller, Univ. Univ. WiscWisc..--MadisonMadisonDr. Thomas. E. Cleveland, Dr. Thomas. E. Cleveland, USDA/ARS/SRRCUSDA/ARS/SRRCDr. Deepak Bhatnagar,Dr. Deepak Bhatnagar, USDA/ARS/SRRCUSDA/ARS/SRRCDr. Jiujiang Yu, Dr. Jiujiang Yu, USDA/ARS/SRRCUSDA/ARS/SRRCDr. Charles Dr. Charles WoloshukWoloshuk Purdue UniversityPurdue University
Progress of sequencingProgress of sequencing
�� 5 X coverage5 X coverage
�� ScaffoldsScaffolds 1717
�� Contigs in scaffoldsContigs in scaffolds 29552955
�� Scaffold spanScaffold span 33.1 Mb33.1 Mb
�� Predicted genesPredicted genes 13,77813,778
�� Optical Map being generatedOptical Map being generated
Fumonisin Genomics Group
USDA ARS NCAUR
Daren BrownDaren Brown
Robert ButchkoRobert Butchko
David KendraDavid Kendra
Ronald PlattnerRonald Plattner
Robert ProctorRobert Proctor
Collaborators
The Institute for Genomic Research
Christopher Town Catherine Whitelaw
Foo Cheung Li Zheng
Purdue University USDA ARS Athens
Charles Woloshuk Anthony Glenn
Genomics of Genomics of Fusarium Fusarium verticillioidesverticillioides
1809318093
91209120
1286112861
76477647
Total Total
ESTsESTs
12531253FumonisinFumonisin--nonproducingnonproducing mutant mutant
90 hours in FB production medium90 hours in FB production mediumFumonisin IIIFumonisin III
57357396 hours in FB production medium96 hours in FB production mediumFumonisin IIFumonisin II
67367348 & 72 h in FB production medium48 & 72 h in FB production mediumFumonisin IFumonisin I
67067024 hours in FB production medium 24 hours in FB production medium No fumonisinNo fumonisin
Unique Unique
SequencesSequencesGrowth ConditionsGrowth ConditionsLibraryLibrary
Fusarium verticillioidesFusarium verticillioides EST ProjectEST Project
Goal: Identify genes involved in fumonisin biosynthesis
347347
1764817648
156156
1095310953
96039603
Total Total
ESTsESTs
2626
17801780
8080
20572057
846846
Unique Unique
SequencesSequences
Aqueous extracts of maize seedlingAqueous extracts of maize seedlingMaize IMaize I
Exposure to antimicrobial compound Exposure to antimicrobial compound
(BOA) produced by maize(BOA) produced by maizeMaize VMaize V
Autoclaved corn mealAutoclaved corn mealMaize IVMaize IV
Developing maize kernelsDeveloping maize kernelsMaize IIIMaize III
Excised maize seedling tissueExcised maize seedling tissueMaize IIMaize II
Growth ConditionGrowth ConditionLibraryLibrary
Fusarium verticillioidesFusarium verticillioides EST ProjectEST Project
Goal: Identify genes involved in maize-F. verticillioides interaction
Summary EST DataSummary EST Data
Total cDNA clones sequenced: 86,428
Total Unique ESTs: 11,126
(= Unique Genes)
http://www.tigr.org/tdb/tgi/cw/cwgi2/
EST approach
•“in silico subtraction”
•24 hour EST library vs. 96 hour EST library
•Identified 30 EST based on BLAST sequence similarity that fall into the categories of
•transcription factors•zinc binuclear DNA binding proteins•DNA binding proteins•regulatory factors
EST no. first descriptor Expression In Gz? F G H I J K L M N O
2087 “transcription factor” FUM-like ++ ABSENT
1809 “transcriptional activator” FUM-like ++ PRESENT 0 4 0 2 0 0 0 0 2 7
2258 “Zinc” FUM-like + ABSENT 0 12 0 2 0 0 0 12 5 4
2814 “transcriptional activator” FUM-like + PRESENT 0 1 1 0 0 0 0 0 0 0
1997 “DNA binding” FUM-like + PRESENT 0 1 1 0 0 0 0 4 0 0
1785 “Zinc” FUM-like + PRESENT 1 3 0 0 0 0 0 0 4 1
1438 “Zinc” FUM-like + PRESENT 0 2 0 0 0 0 0 0 0 0
2226 “transcription factor” FUM-like + PRESENT 2 5 4 4 0 0 0 3 5 2
1573 “transcription factor” FUM-like + PRESENT
2177 “DNA binding” FUM-like ABSENT
2893 “Zinc” FUM-like PRESENT 0 1 0 1 0 0 0 0 0 0
3009 “DNA binding” FUM-like PRESENT 0 4 5 8 0 0 0 19 8 9
3224 “Zinc” FUM-like PRESENT
2946 “transcription factor” FUM-like PRESENT 0 1 0 3 0 0 0 1 0 6
3128 “DNA binding” FUM-like PRESENT
2344 “Zinc” FUM-like PRESENT 0 3 0 0 0 0 0 4 0 0
2166 “Zinc” FUM-like PRESENT 0 2 0 0 0 0 0 0 2 4
2362 “Zinc” FUM-like PRESENT 0 2 0 3 0 0 0 0 0 6
3015 “Zinc” FUM-like PRESENT 0 2 0 0 0 0 0 0 0 0
EST approach
•Confirmed the transcript pattern of expression of each of the EST’s of interest
•Range of gene expression assayed by total RNA slot blot
•constitutive
•FUM-like
EST approach
2087 – FUM-like
2177 – FUM-like
FUM3 (old FUM9)
2817 – constitutive
Days 1 2 3 4 5
EST approach
•How else can the number of potential “regulatory” genes be narrowed down?
•FUM-like gene expression pattern?18
•Are they present in Fusarium graminearum?3 of the 18 are absent from F. graminearum
•Plan to disrupt each one to see if there is an affect on fumonisin production
Gene Disruption Constructs
GenomicDNAEST
PlasmidDNA
GeneticinEST
Gene Disruption Constructs
GenomicDNA
PlasmidDNA
EST
GeneticinEST
EST Geneticin EST
Utilize a FUM1::GUS fusion strain
GUS expression follows FUM gene cluster expression
Can use a blue/white screen to look for mutantsThat have lost the ability to activate the FUMGene cluster and thus the FUM1::GUS fusion Construct
Gene Disruption Strategy
Use of a FUM1::GUS containing strain for screening disruption mutants for affects on FUMgene cluster activity
1
2
1 – positive control2 – negative control
Each colony represents a different mutant with a disruption of a potential regulatory gene identified from a screen of the EST library
•Deletion analysis has allowed the functional characterization of seven genes in the pathway
•We have identified biochemical intermediates in the fumonisin pathway
•We have been able to place genes at particular steps in the biosynthetic pathway
•We have been able to reconcile naturally occurring mutants with genes in the FUM cluster
Summary
Whole genome sequencing ofWhole genome sequencing ofFusarium graminearumFusarium graminearum
The second plant pathogenic fungus sequencedThe second plant pathogenic fungus sequenced
Funded by the NSF/USDA NRI Microbial Genome ProgramFunded by the NSF/USDA NRI Microbial Genome Program
http://www.broad.mit.edu/annotation/fungi/fusarium/
The The Fusarium graminearumFusarium graminearum genome project represents a partnership genome project represents a partnership between the Broad Institute and the International between the Broad Institute and the International GibberellaGibberella zeaezeaeGenomics Consortium (IGGR). The main collaborators of Fusarium Genomics Consortium (IGGR). The main collaborators of Fusarium genome project are:genome project are:
Dr. Dr. JinrongJinrong XuXu: : Purdue Univ., USAPurdue Univ., USADr. H. Corby Dr. H. Corby KistlerKistler: : USDA/ARS, USAUSDA/ARS, USADr. Frances Trail:Dr. Frances Trail: Michigan State Univ., USAMichigan State Univ., USA
-- 10 x coverage 10 x coverage
-- at MIT, WIat MIT, WI--CGRCGR
-- 1st release, May, 1st release, May, 20032003
(DNA sequence (DNA sequence
assembly)assembly)
-- 2nd release, Oct., 20032nd release, Oct., 2003
(Automated annotation)(Automated annotation)
http://www.broad.mit.edu/annotation/fungi/fusarium/
Acknowledgement: this slides is provided by Prof. Jinrong Xu, Purdue Univ., USA
The genetic mapThe genetic map�� > 99.8% of assembled contigs > 99.8% of assembled contigs anchored to the genetic map.anchored to the genetic map.–– 237 genetic markers237 genetic markers
–– 164 sequence tagged sites164 sequence tagged sites
–– ca. 70 kb not linked to mapca. 70 kb not linked to map
�� All but three genetic markers coAll but three genetic markers co--linear linear with the assembly. with the assembly. –– minor disagreements among closely linked minor disagreements among closely linked genes.genes.
�� Four major blocks of scaffolds joined Four major blocks of scaffolds joined by genetic linkage groupsby genetic linkage groups–– In agreement with four chromosomes In agreement with four chromosomes detected detected cytologicallycytologically..
Jurgenson et al., 2002. Genetics 160:1451-1460 Lee et al., poster 372 Gale et al., 2nd release. 2004Gale et al., 2nd release. 2004
Acknowledgement: this slides is provided by Prof. Jinrong Xu, Purdue Univ., USA
GEN-AU / MIPS F. graminearum Genome Database
– Funded by the Austrian Federal Ministry for Education, Science and Culture to Gerhard Adam.
– Conducted at MIPS (Ulrich Gueldener, et al.)�First release – February, 2004
�Advanced annotation, Synteny viewer, etc
�PEDANT database (w/ ORPHEUS)
http://mips.gsf.de/genre/proj/fusarium/
13759 genes
Munich Information Center for Protein Sequences
Classification of 13759 predicted Classification of 13759 predicted ORFsORFs
ORF Classification
1 known protein
2 strong similarity to known protein
3 similarity to known protein
4 similarity to unknown protein
5 strong similarity to EST
6 no similarity
Number of ORFs
53
1714
4225
3097
265
4405
2312 predicted to be secreted proteins
Broad (Whitehead) Institute – more EST sequencingto improve annotation
Acknowledgement: this slides is provided by Prof. Jinrong Xu, Purdue Univ., USA
...the exciting new world of genomics
Mycotoxin Mycotoxin RiskRisk FactorsFactors
ChemicaltreatmentsVariety
...
Previous, previouscrop
Previous crop
Cultivation
Interactions
Customer Needs and Expectations:
YIELD
Fast Drydown Standability
YIELD YIELD
view A–A
A A
Illumination Fiber
Reflectance Fiber
Corn Kernel
Fiber Optic
to Spectrometer
Fiber Optic
from Light Source
Reflectance Sampling ApparatusReflectance Sampling Apparatus
Control
Fusarium verticillioides
Diplodia maydis
A. Flavus (BGYF)
Fusarium graminearum
Trichoderma viride
Disease Resistance Breeding
Challenges:Germplasm
Multiple Mycotoxins
Inexpensive and reliable detection methods
Reproducible screening techniques
10 year cycle to develop and commercialize a corn hybrid
Alternative Breeding Strategies:
Stress Tolerance
Foliar Disease Resistance
“Genetically Enhanced” ResistanceAntifungal Genes
Insect Resistance GenesMycotoxin Degradation Genes
Mycotoxin Formation Inhibitor Genes
Immunolocalization of glutamine synthetase in kernels
Non-specific antibody GSp1-specific antibody
Tissue specificity
Disease responsive
Stress Responsive
Developmental
Regulatory sequence motifs
Transcriptional sequence motifs
CATT box
TATA box
5’ Ex In Ex
promoter
Transcriptional
start siteAUG
ExI InEx
3’ UTR
5’ UTR
Translation
terminator
Transcription
terminator
3’
Regulation of Gene Expression-
Potential Sites Of Action
**
*
**
Potential regulatory influence
Fumonisin B1
Deoxynivalenol
Zearaleone