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Development of genomics pipelines and 
     its integration with breeding
                        hb d
                          Joe Tohme
                          Joe Tohme
            Workshop in celebration of the lives of 
     Dr María Jesús ("Chusa") Ginés and Ms Verónica Mera
                       May 12 13, 2010 
                       May 12‐13 2010

                       WWW.ciat.cgiar.org
                                               Eco-Efficient Agriculture for the Poor
Development of genomics pipelines 
   and its integration with breeding
     d                    hb d
• Relevant technical advances
  Relevant technical advances

• What are the needs?
  What are the needs?

• What do we have in cassava?
  What do we have in cassava?

• What are the next steps?
  What are the next steps?



                                Eco-Efficient Agriculture for the Poor
A Decade of Major Plant Sciences Breakthrough
                     Whole Genomes Sequencing




         2000, July                    2000                          2002
         p    g     y
  Citrus pathogen  Xylella     ode p a t ab dops s
                              Model plant Arabidopsis        ce ge o e seque ced
                                                           Rice  genome sequenced 
    sequenced in Brazil
                                genome sequenced               private public effort

                                                         Eco-Efficient Agriculture for the Poor
Revolution in sequencing technologies
Revolution in sequencing technologies


                        2009‐2010
                         Routine 
                            Sequenci
                              ng of 
                              plant 
                            genomes 
                               and 
                            associate
                             d pest 
                           Eco-Efficient Agriculture for the Poor
Most important plant genomes sequenced  
       p       p     g         q
       or about to be sequenced
                 Maize genome sequenced

                 End 2009‐ Cassava sequenced 
                   d                        d
                        with funds from DOE on 
                            a CIAT genotype
                            a CIAT genotype
                  Jan 2010, three cassava genotypes 
                              sequenced in China in 
                              seq enced in China in
                             collaboration with Brazil

                Jan 2010, Soybean genome sequenced

                                    Eco-Efficient Agriculture for the Poor
Sloped land                            Acid soils, Colombia
(Laos)




 Nigeria




                                                                      Fertile soils, Vietnam

                                       Humid environments                                Amazon, Brazil
           Dry environments




                              Brazil
                                                 Orinoco river, Venezuela
                                                                     Eco-Efficient Agriculture for the Poor
HERNAN CEBALLOS
Cassava Biodiversity
                   Wild Manihot species are 
                   Wild Manihot
                     ild    ih        i
                 unique sources of genes that 
                    could be used through 
                                        g
                breeding with markers assisted 
                          selection, 
                and/or genetic transformation
                and/or  genetic transformation

                  How are going to 
                  How are going to
                   speed up genes 
                discovery and alleles 
                discovery and alleles
                mining for key traits?

M. Bonierbale               Eco-Efficient Agriculture for the Poor
Development of genomics pipelines and 
      its integration with breeding
      its integration with breeding
Exploit untapped genetic diversity in genebanks, and 
  breeding populations
  breeding populations
Needs
   – Access to genomics facilities for gene discovery and 
     screening
   – Ph
     Phenotypic characterizations platform
             i h         i i       l f
   – Development of targeted breeding populations
   – Bioinformatics capacities
   – Knowledge of how to design transgenic products and how 
     to manage the whole process (biosafety and IP)
                h h l            (bi f        d )

                                               Eco-Efficient Agriculture for the Poor
Cassava Genomics Tools
             Cassava Genomics Tools
Mapping Tools
    ‐ Several mapping populations linked to breeding
            l              l      l k d b d
    ‐ ~ 350SSRS, 301 AFLP‐RFLPs, 17 Genes
    ‐ MAS for CMD and Post Harvest Deterioration
BAC Libraries
BAC Libraries
    ‐ 3 libraries with 5X, 10X, and 11X coverage
    ‐ Deposited at Clemson Genome Center
Generation of cassava EST Collection ‐ 5,700 Unigene set available
    − T id tif
      To identify genes involved in starch metabolism
                        i l di t h           t b li
    − To study cassava ‐ Xanthomonas axonopodis, the causal agent of CBB
    − Collaborators: University of de Perpignan and IRD, France, U. Nacional
Microarray platform developed for cassava
         yp               p
A full length cDNA collection of cassava – 20,000 clones sequenced
    ‐ To develop a large scale of full length cDNA collections
    ‐ Collaborators: RIKEN Plant Science and RIKEN Genomic Centers, Japan
      Co abo ato s:           a t Sc e ce a d        Ge o c Ce te s, Japa


                                                              Eco-Efficient Agriculture for the Poor
Cassava germplasm 
Unexplored Source of Novel Traits and Genes
     Goal: > 30,000 unigenes identified in 2010


                          Genotype: MTAI16 (KU50)
 MTAI16
                          Treatment (Abiotic stress): 
                                    ( bi i          )
                          Drought, Heat, PPD, Al toxicity, etc)
                          EST: 20,000 full length cDNA 
                          EST: 20 000 full length cDNA
                          collection
                          Outcome:  First FL cDNA from 
                          Outcome: First FL cDNA from
                          cassava (BMC Plant Biology 2007) 



                                         Eco-Efficient Agriculture for the Poor
Genomics Tools: 
   Sequencing and annotations of 
   Sequencing and annotations of
20000 full length cDNA cassava clones
Achievements

  • A full‐length cDNA library of cassava transcripts to 
    understand the regulatory networks involved in 
    stress response 
    stress response

  • Gene annotations to identify gene function related 
    to cassava unique physiological features
    to cassava unique physiological features

  • Assist the annotation of the genome sequencing by 
    DOE‐Joint Genome Institute

                                            Eco-Efficient Agriculture for the Poor
Sequencing and annotations of 
20000 full length cDNA cassava clones
20000 full length cDNA cassava clones
         Starch Biosynthesis




                             Eco-Efficient Agriculture for the Poor
Cassava germplasm 
Unexplored Source of Novel Traits and Genes
        Goal: > 30,000 unigene identified in 2010
Year: 2009‐2010                                                           Whitefly infestation
Genotype: MEcu72 (whitefly resistant)
Treatment (Biotic stress): Whitefly, Green mites, Mealybugs,      
Hornworm, Bacterial blight and pesticide
EST: 20,000 FL cDNA collection and 1 m 454 sequence
Expected outcome:  novel genes associated with whitefly                              MEcu72
resistance
    Mealybug treatment
                                Year: 2010
                                Genotype: M. peruviana (wild species), insect resistance
                                Treatment (Biotic stress)  Mealybug, Whitefly, Bacterial 
                                           (            )      y g,         y,
                                blight and Root rots
                                EST: 20,000 FL cDNA collection 
                                Expected outcome:  novel genes related to insect 
                                resistance
    CMC40     M. peruviana

                                                               Eco-Efficient Agriculture for the Poor
Global Cassava Genomics Tool Development



     Sarah Ayling                                       Motoaki Seki                Mahidol University
     Umemura Yoshimi                            Tetsuya Sakurai                 Jarunya Narangajavana
     Manabu Ishitani                                Minami Matsui           (CASS MOL BIOTECH C di t )
     M b I hit i                                        Mi   iM t i         (CASS‐MOL‐BIOTECH Coordinator)
   2009                                                        2010                                                                 2011


December: 30,000 FL cDNA                   February:  First  Agilent 
                                                                                    September: 30,000 gene                   March: Marker 
 sequenced from MEcu72                      oligoarray developed 
                                                                                       Agilent oligoarray                 developed for trait of 
                                                                                           developed                       interest in Thailand
                                  March: 20,000 FL cDNA constructed 
                                  from M. peruviana (MPER417‐003)

                              March: 1 million read of 454 sequence for 
                                          Ecu72 generated
                                          E 72          t d


                                                         Cassava database constructed
                                                                                                          Eco-Efficient Agriculture for the Poor
Xanthomonas axonopodis pv. manihotis

Foliar and systemic pathogen
F li     d t i        th
                               Previous studies (Valerie Verdier 
Causal agent of Cassava 
     Bacterial Blight            team IRD – CIAT and  Camilo 
                                 Lopez, U. Nacional)
                                 Lopez U Nacional)
                                  • Molecular diversity of populations 
                                    in LA and Africa
                                    in LA and Africa
                                  • Mapping of R genes in cassava 
                                    cultivars
                                  • Initiate plant‐pathogen interactions


                                                    Eco-Efficient Agriculture for the Poor
Solexa and 454 Sequencing of 
    Xanthomonas axonopodis pv. Manihotis
    X h                  di    M ih i
Team leader: Adriana Bernal, U. Los Andes, Colombia
Team leader: Adriana Bernal, U. Los Andes, Colombia
                             Solexa and 454 Sequencing
                             – Coverage 69,83% with 454 and 
                               33,41%  with Solexa
                             – Assembly used is pseudomolecule 
                                        y        p
                               (not the real order of the 33 
                               scaffolds)
                             – Still major gaps
                               Still major gaps
                             – 4086 protein‐coding genes 
                             – Many pathogenicity genes common 
                               with other pathovars

                                          Eco-Efficient Agriculture for the Poor
Gene expression analysis of
    Cassava Whitefly interaction using 
    Cassava‐Whitefly interaction using
   the Cassava Unigene set microarray
   Tissues from infested and non-infested cassava
                             non infested
   leaves, from susceptible (CMC40) and resistant
(MEcu-72) genotypes at different time during whitefly
           (
           (Aleurotrachelus socialis) attack
                                    )

          MEcu-72
      Resistant genotype

                                            Time course experiment
                                            Time-course
                                                                                     Infested vs non-
                                                                                         infested
                              Non-infested                                               Resistant
                           resistant genotype                                         (replica 1, 2 3)

                                                         Cassava
                                                        Unigene set
                                                        micorarray


                                           Time-course experiment




                                                                      Eco-Efficient Agriculture for the Poor
Genotype used for Sequencing cassava genome
   CIAT AM 560‐2: line selfed from MCOL 1505 
   CIAT AM 560 2 li      lf d f    MCOL 1505
   MCOL 1505 has been extensively used by  CIAT breeding project
   Several derived  lines released in Colombia and Thailand
   Several derived lines released in Colombia and Thailand

                                              MCOL 1505
                                               Self‐pollination


                                               S1
                                       Self‐pollination


                                                    S2
                                           Self‐pollination

                     Hernan Ceballos
                                                    S3: AM 560‐2

                                                           Eco-Efficient Agriculture for the Poor
Cassava Database Development 

                                  Genotype 
                                 information 
           ts
       onent       Phenotypic 
                   Ph   t i
                  information
                                   Genome 
   compo

                                 information
                     EST 
                 information
                                   Genetic 
                                   Genetic
DB c



                                 information



                       Next activity
                Genome browser development        http://cassava.psc.riken.jp/index.p
                                                       www.cassavagenome.org
                                                       www cassavagenome org
                                                Contact:  Tetsuya Sakurai (RIKEN PSC) 
                                                          Sarah Ayling  (CIAT)                 

                                                Eco-Efficient Agriculture for the Poor
Cassava transcripts mapped with reference to the 
           castor bean, poplar, grape, 
      and Arabidopsis genome sequences
         d A bid i




                                       http://cassava.psc.riken.jp/
                                     Eco-Efficient Agriculture for the Poor
Needs for a High throughput SNP platform
SNP markers of carotenoid biosynthesis genes for cassava breeding
SNP markers of carotenoid biosynthesis genes for cassava breeding

                                      ← increase [lycopene]




   Cloning at Freiburg of carotenoid biosynthesis genes in cassava revealed 
   Cloning at Freiburg of carotenoid biosynthesis genes in cassava revealed             Illuminsa SNP
                                                                                        bead Express
   allelic variation in one (of the two) Phytoene synthase (PSY) 

   This variation was only found in yellow cultivars and was absent from the 
   white cassava. SNP ILLUMINA platform being implemented at CIAT
   white cassava SNP ILLUMINA platform being implemented at CIAT


                                                              Eco-Efficient Agriculture for the Poor
Cassava Tolerance to Postharvest Physiological 
              Deterioration (PPD) 
              D t i ti (PPD)

In 2009, CIAT evaluated several potentially 
tolerant genotypes, scoring the roots 5, 10, 
20, and 40 days after harvest                Susceptible
                                                checks
Clones from two different groups of 
genotypes showed no symptoms of PPD for 
extended days
  t d dd

Consolidates trials planned to provide G X E 
data

Populations for mapping being developed



                                                           Eco-Efficient Agriculture for the Poor
CIAT Plant Phenotyping Platform

                      Trait Phenotyping Platform   Field Phenotyping Platform

   Discovery/                                          QTLs /Gene markers
                       Trait  , Gene, QTLs
Lead Identification                                      Promising lines


                                                         Proof of concept
    Validation                                                 G X E 
                                                      Feedback to Genomics




                                                                                                  Back to 
   Environmental                                     Multilocation trials




                                                                                                   IS  
      Impact
      Impact                                           Environmental




                                                                                                 GI
                                                                                             Feed B
                                                      Characterization
                                                            BMP

                                                        Eco‐efficient Products


                                                            Eco-Efficient Agriculture for the Poor
CIAT Plant Phenotyping Platform
Automation to identify genotypes under water stress 
                     yg     yp
            (>500 lines in 30 minutes)
                 CIAT
                 Customised
                 software



                High
                resolution IR
                camera


                Barcode
                reader




                                      Eco-Efficient Agriculture for the Poor
CIAT Biotechnology 
                Empowering breeding
                Empowering breeding
Strategy: Biotechnology strongly integrated with breeding and 
     characterization of germplasm bank
     characterization of germplasm bank
    Goal: Agronomical superior genotypes with desirable genes associated 
    with abiotic, biotic stress, and nutrition
    Teams working on gene discovery, phenomics, markers assisted 
    selection, bioinformatics and transgenics
    Strong focus on very few traits with  well defined target
    Strong focus on very few traits with well defined target




                                                         Eco-Efficient Agriculture for the Poor
From cassava genomic‐phenomics tools 
               to breeding
                  b di
Challenges now that the genome has been sequenced: 

  • Allele and allele combinations characterization of breeding 
    lines for mining allelic diversity and for complex traits
    lines for mining allelic diversity and for complex traits
  • High thorough put SNP screening
  • Urgent needs for bioinformatics capacities and phenomic 
    platforms


   Integration of breeding‐genomics tools to 
   Integration of breeding genomics tools to
              improve cassava faster


                                              Eco-Efficient Agriculture for the Poor
Agricultural Sciences for the 21 Century

             Biotechnology,      Precision 
                                 Precision
                                Agriculture
            Systems Biology      Breeding
             and Synthetic      Genomics‐
                 Biology
                 Bi l           Phenomics


                     Bioinformatics
                           and
                     Computational 
                         Biology
                            l

              Talents, capital, IP management 
    and public private sector partnerships will be a must
                                              Eco-Efficient Agriculture for the Poor

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The Ginés‐Mera Fellowship Fund for Postgraduates Studies in Biodiversity

  • 1. Development of genomics pipelines and  its integration with breeding hb d Joe Tohme Joe Tohme Workshop in celebration of the lives of  Dr María Jesús ("Chusa") Ginés and Ms Verónica Mera May 12 13, 2010  May 12‐13 2010 WWW.ciat.cgiar.org Eco-Efficient Agriculture for the Poor
  • 2. Development of genomics pipelines  and its integration with breeding d hb d • Relevant technical advances Relevant technical advances • What are the needs? What are the needs? • What do we have in cassava? What do we have in cassava? • What are the next steps? What are the next steps? Eco-Efficient Agriculture for the Poor
  • 3. A Decade of Major Plant Sciences Breakthrough Whole Genomes Sequencing 2000, July 2000 2002 p g y Citrus pathogen  Xylella  ode p a t ab dops s Model plant Arabidopsis  ce ge o e seque ced Rice  genome sequenced  sequenced in Brazil genome sequenced private public effort Eco-Efficient Agriculture for the Poor
  • 4. Revolution in sequencing technologies Revolution in sequencing technologies 2009‐2010 Routine  Sequenci ng of  plant  genomes  and  associate d pest  Eco-Efficient Agriculture for the Poor
  • 5. Most important plant genomes sequenced   p p g q or about to be sequenced Maize genome sequenced End 2009‐ Cassava sequenced  d d with funds from DOE on  a CIAT genotype a CIAT genotype Jan 2010, three cassava genotypes  sequenced in China in  seq enced in China in collaboration with Brazil Jan 2010, Soybean genome sequenced Eco-Efficient Agriculture for the Poor
  • 6. Sloped land Acid soils, Colombia (Laos) Nigeria Fertile soils, Vietnam Humid environments Amazon, Brazil Dry environments Brazil Orinoco river, Venezuela Eco-Efficient Agriculture for the Poor HERNAN CEBALLOS
  • 7. Cassava Biodiversity Wild Manihot species are  Wild Manihot ild ih i unique sources of genes that  could be used through  g breeding with markers assisted  selection,  and/or genetic transformation and/or  genetic transformation How are going to  How are going to speed up genes  discovery and alleles  discovery and alleles mining for key traits? M. Bonierbale Eco-Efficient Agriculture for the Poor
  • 8. Development of genomics pipelines and  its integration with breeding its integration with breeding Exploit untapped genetic diversity in genebanks, and  breeding populations breeding populations Needs – Access to genomics facilities for gene discovery and  screening – Ph Phenotypic characterizations platform i h i i l f – Development of targeted breeding populations – Bioinformatics capacities – Knowledge of how to design transgenic products and how  to manage the whole process (biosafety and IP) h h l (bi f d ) Eco-Efficient Agriculture for the Poor
  • 9. Cassava Genomics Tools Cassava Genomics Tools Mapping Tools ‐ Several mapping populations linked to breeding l l l k d b d ‐ ~ 350SSRS, 301 AFLP‐RFLPs, 17 Genes ‐ MAS for CMD and Post Harvest Deterioration BAC Libraries BAC Libraries ‐ 3 libraries with 5X, 10X, and 11X coverage ‐ Deposited at Clemson Genome Center Generation of cassava EST Collection ‐ 5,700 Unigene set available − T id tif To identify genes involved in starch metabolism i l di t h t b li − To study cassava ‐ Xanthomonas axonopodis, the causal agent of CBB − Collaborators: University of de Perpignan and IRD, France, U. Nacional Microarray platform developed for cassava yp p A full length cDNA collection of cassava – 20,000 clones sequenced ‐ To develop a large scale of full length cDNA collections ‐ Collaborators: RIKEN Plant Science and RIKEN Genomic Centers, Japan Co abo ato s: a t Sc e ce a d Ge o c Ce te s, Japa Eco-Efficient Agriculture for the Poor
  • 10. Cassava germplasm  Unexplored Source of Novel Traits and Genes Goal: > 30,000 unigenes identified in 2010 Genotype: MTAI16 (KU50) MTAI16 Treatment (Abiotic stress):  ( bi i ) Drought, Heat, PPD, Al toxicity, etc) EST: 20,000 full length cDNA  EST: 20 000 full length cDNA collection Outcome:  First FL cDNA from  Outcome: First FL cDNA from cassava (BMC Plant Biology 2007)  Eco-Efficient Agriculture for the Poor
  • 11. Genomics Tools:  Sequencing and annotations of  Sequencing and annotations of 20000 full length cDNA cassava clones Achievements • A full‐length cDNA library of cassava transcripts to  understand the regulatory networks involved in  stress response  stress response • Gene annotations to identify gene function related  to cassava unique physiological features to cassava unique physiological features • Assist the annotation of the genome sequencing by  DOE‐Joint Genome Institute Eco-Efficient Agriculture for the Poor
  • 12. Sequencing and annotations of  20000 full length cDNA cassava clones 20000 full length cDNA cassava clones Starch Biosynthesis Eco-Efficient Agriculture for the Poor
  • 13. Cassava germplasm  Unexplored Source of Novel Traits and Genes Goal: > 30,000 unigene identified in 2010 Year: 2009‐2010 Whitefly infestation Genotype: MEcu72 (whitefly resistant) Treatment (Biotic stress): Whitefly, Green mites, Mealybugs,       Hornworm, Bacterial blight and pesticide EST: 20,000 FL cDNA collection and 1 m 454 sequence Expected outcome:  novel genes associated with whitefly  MEcu72 resistance Mealybug treatment Year: 2010 Genotype: M. peruviana (wild species), insect resistance Treatment (Biotic stress)  Mealybug, Whitefly, Bacterial  ( ) y g, y, blight and Root rots EST: 20,000 FL cDNA collection  Expected outcome:  novel genes related to insect  resistance CMC40     M. peruviana Eco-Efficient Agriculture for the Poor
  • 14. Global Cassava Genomics Tool Development Sarah Ayling                                       Motoaki Seki Mahidol University Umemura Yoshimi                            Tetsuya Sakurai                 Jarunya Narangajavana Manabu Ishitani                                Minami Matsui           (CASS MOL BIOTECH C di t ) M b I hit i Mi iM t i (CASS‐MOL‐BIOTECH Coordinator) 2009                                                        2010                                                              2011 December: 30,000 FL cDNA  February:  First  Agilent  September: 30,000 gene  March: Marker  sequenced from MEcu72 oligoarray developed  Agilent oligoarray developed for trait of  developed  interest in Thailand March: 20,000 FL cDNA constructed  from M. peruviana (MPER417‐003) March: 1 million read of 454 sequence for  Ecu72 generated E 72 t d Cassava database constructed Eco-Efficient Agriculture for the Poor
  • 15. Xanthomonas axonopodis pv. manihotis Foliar and systemic pathogen F li d t i th Previous studies (Valerie Verdier  Causal agent of Cassava  Bacterial Blight team IRD – CIAT and  Camilo  Lopez, U. Nacional) Lopez U Nacional) • Molecular diversity of populations  in LA and Africa in LA and Africa • Mapping of R genes in cassava  cultivars • Initiate plant‐pathogen interactions Eco-Efficient Agriculture for the Poor
  • 16. Solexa and 454 Sequencing of  Xanthomonas axonopodis pv. Manihotis X h di M ih i Team leader: Adriana Bernal, U. Los Andes, Colombia Team leader: Adriana Bernal, U. Los Andes, Colombia Solexa and 454 Sequencing – Coverage 69,83% with 454 and  33,41%  with Solexa – Assembly used is pseudomolecule  y p (not the real order of the 33  scaffolds) – Still major gaps Still major gaps – 4086 protein‐coding genes  – Many pathogenicity genes common  with other pathovars Eco-Efficient Agriculture for the Poor
  • 17. Gene expression analysis of Cassava Whitefly interaction using  Cassava‐Whitefly interaction using the Cassava Unigene set microarray Tissues from infested and non-infested cassava non infested leaves, from susceptible (CMC40) and resistant (MEcu-72) genotypes at different time during whitefly ( (Aleurotrachelus socialis) attack ) MEcu-72 Resistant genotype Time course experiment Time-course Infested vs non- infested Non-infested Resistant resistant genotype (replica 1, 2 3) Cassava Unigene set micorarray Time-course experiment Eco-Efficient Agriculture for the Poor
  • 18. Genotype used for Sequencing cassava genome CIAT AM 560‐2: line selfed from MCOL 1505  CIAT AM 560 2 li lf d f MCOL 1505 MCOL 1505 has been extensively used by  CIAT breeding project Several derived  lines released in Colombia and Thailand Several derived lines released in Colombia and Thailand MCOL 1505 Self‐pollination S1 Self‐pollination S2 Self‐pollination Hernan Ceballos S3: AM 560‐2 Eco-Efficient Agriculture for the Poor
  • 19. Cassava Database Development  Genotype  information  ts onent Phenotypic  Ph t i information Genome  compo information EST  information Genetic  Genetic DB c information Next activity Genome browser development http://cassava.psc.riken.jp/index.p www.cassavagenome.org www cassavagenome org Contact:  Tetsuya Sakurai (RIKEN PSC)  Sarah Ayling  (CIAT)                  Eco-Efficient Agriculture for the Poor
  • 20. Cassava transcripts mapped with reference to the  castor bean, poplar, grape,  and Arabidopsis genome sequences d A bid i http://cassava.psc.riken.jp/ Eco-Efficient Agriculture for the Poor
  • 21. Needs for a High throughput SNP platform SNP markers of carotenoid biosynthesis genes for cassava breeding SNP markers of carotenoid biosynthesis genes for cassava breeding ← increase [lycopene] Cloning at Freiburg of carotenoid biosynthesis genes in cassava revealed  Cloning at Freiburg of carotenoid biosynthesis genes in cassava revealed Illuminsa SNP bead Express allelic variation in one (of the two) Phytoene synthase (PSY)  This variation was only found in yellow cultivars and was absent from the  white cassava. SNP ILLUMINA platform being implemented at CIAT white cassava SNP ILLUMINA platform being implemented at CIAT Eco-Efficient Agriculture for the Poor
  • 22. Cassava Tolerance to Postharvest Physiological  Deterioration (PPD)  D t i ti (PPD) In 2009, CIAT evaluated several potentially  tolerant genotypes, scoring the roots 5, 10,  20, and 40 days after harvest Susceptible checks Clones from two different groups of  genotypes showed no symptoms of PPD for  extended days t d dd Consolidates trials planned to provide G X E  data Populations for mapping being developed Eco-Efficient Agriculture for the Poor
  • 23. CIAT Plant Phenotyping Platform Trait Phenotyping Platform Field Phenotyping Platform Discovery/ QTLs /Gene markers Trait  , Gene, QTLs Lead Identification Promising lines Proof of concept Validation  G X E  Feedback to Genomics Back to  Environmental Multilocation trials IS   Impact Impact  Environmental GI Feed B Characterization BMP Eco‐efficient Products Eco-Efficient Agriculture for the Poor
  • 24. CIAT Plant Phenotyping Platform Automation to identify genotypes under water stress  yg yp (>500 lines in 30 minutes) CIAT Customised software High resolution IR camera Barcode reader Eco-Efficient Agriculture for the Poor
  • 25. CIAT Biotechnology  Empowering breeding Empowering breeding Strategy: Biotechnology strongly integrated with breeding and  characterization of germplasm bank characterization of germplasm bank Goal: Agronomical superior genotypes with desirable genes associated  with abiotic, biotic stress, and nutrition Teams working on gene discovery, phenomics, markers assisted  selection, bioinformatics and transgenics Strong focus on very few traits with  well defined target Strong focus on very few traits with well defined target Eco-Efficient Agriculture for the Poor
  • 26. From cassava genomic‐phenomics tools  to breeding b di Challenges now that the genome has been sequenced:  • Allele and allele combinations characterization of breeding  lines for mining allelic diversity and for complex traits lines for mining allelic diversity and for complex traits • High thorough put SNP screening • Urgent needs for bioinformatics capacities and phenomic  platforms Integration of breeding‐genomics tools to  Integration of breeding genomics tools to improve cassava faster Eco-Efficient Agriculture for the Poor
  • 27. Agricultural Sciences for the 21 Century Biotechnology,  Precision  Precision Agriculture Systems Biology Breeding and Synthetic Genomics‐ Biology Bi l Phenomics Bioinformatics and Computational  Biology l Talents, capital, IP management  and public private sector partnerships will be a must Eco-Efficient Agriculture for the Poor