SlideShare a Scribd company logo
1 of 40
Potato and sweetpotato genomics
Tolerance and other genes
Potato: Drought tolerance genes and traits
Sweetpotato: Gene Index and markers
Genetic and genomic resources for
sweetpotato
Sweetpotato genetic and genomic resources
22.000 ESTs
1500 gene sequences
1 Bac
2 Low resolution maps
~100 SSR markers
LD cDNA microarray
•Composite Genotype Set
•Gene sequences
•Markers
•Map
Access to biodiversity: Composite Genotype Set
480 accessions
•Biodiversity
•High β-carotene
•High starch
•High iron and zinc contents
•Nematode, virus and drought resistance
-Pathogen-free in vitro plants ready for international
distribution
-Morphological information and molecular
fingerprints (SSR genotypes) available
480 accessions
•Biodiversity
•High β-carotene
•High starch
•High iron and zinc contents
•Nematode, virus and drought resistance
-Pathogen-free in vitro plants ready for international
distribution
-Morphological information and molecular
fingerprints (SSR genotypes) available
http://gcpcr.grinfo.net/files/cr_files/gcpcr_file832.xls
Composite Genotype SetComposite Genotype Set
CIP Ipomoea batatas collection:
5,961 accessions
CIP Ipomoea batatas collection:
5,961 accessions
Gene sequences
Enriched for stress-related genes
2 cDNA libraries
454 sequencing
Read assembly
Annotation
vv
Gene Index Annotation
39.299 annotated sequences – 24.763 unique sequences
cell, 19341
organelle,
15130
virion, 12
symplast, 10
macromolecul.
complex, 4487
membrane-
enclosed
lumen, 1842
envelope,
1159
extracellular
region, 592
grow th, 506
multi-organism
process, 935
reproduction,
1449
multicellular
organismal
process, 2452
developmental
process, 2767
localization,
2852
biological
regulation,
4183 response to
stimulus, 4832
anatomical
structure
formation, 496
immune
system
process, 314
rhythmic
process, 80
viral
reproduction,
30
cellular
process,
12576
metabolic
process,
11133
binding, 10242
catalytic
activity, 9097
antioxidant
activity, 155
nutrient
reservoir
activity, 247
molecular
transducer
activity, 326
electron
carrier activity,
352
transporter
activity, 1656
transcription
regulator
activity, 1157
structural
molecule
activity, 1020
enzyme
regulator
activity, 437
translation
regulator
activity, 386
Cellular location Biological function Molecular process
Sweetpotato Gene Index
Sweetpotato Gene Index
Sweetpotato Gene Index
Sweetpotato Gene Index
Raul Cordova
Jaime Arturo Pacheco
Gene Index
Functional genomics
-Candidate gene sequences
-Microarray probes
New gene-based
SSR and SNP marker
SSR Marker
http://gcpcr.grinfo.n
et/index.php?app=da
tasets&inc=file_detail
s&file_id=900
3/4
SSR Marker
Other New Marker
Diversity Arrays DArT
Conserved Ortholog Set - COSII
Marker Application:
Genepool structure
Improved Varieties, breeding lines
Landraces:
Latin America and the Caribbean
Sub-Saharan Africa
East and South-East Asia
Oceania
North Africa
I. trifida
Jonathan Feng Shu Bai
Xushu 18
Jewel
Wagabolige
Yanshu 1
Beauregard
I. trifida parent 1
I. trifida parent 2
Jonathan Feng Shu Bai
Xushu 18
Jewel
Wagabolige
Yanshu 1
Beauregard
Jonathan Feng Shu Bai
Xushu 18
Jewel
Wagabolige
Yanshu 1
Beauregard
I. trifida
I. trifida
LAC
Marker application: Mapping
Population: Ipomoea trifida (2n) Marker:
~38 SSR
345 – 600 DArT
Map:
In progress
108 plants established in vitro
Easy to handle linkage map
Comparative genomics among sweetpotato and other crops
Easy to handle linkage map
Comparative genomics among sweetpotato and other crops
Potato abiotic stress tolerance
Potato Development Targets
Abiotic stress tolerance is complex…
Environmental constraints
• Variability of natural climate
stress events
Genetic constraints
• Tolerance traits might be
polygenic and epistatic
• Gene x environment interactions
Difficult selection under natural
stress conditions
Interactions between genes and
genetic background
Not all tolerance traits work in all
environments
Efficient breeding requires information on theEfficient breeding requires information on the
genetic and physiological basis of tolerance traitsgenetic and physiological basis of tolerance traits
Improving potato drought tolerance
Drought-
tolerant
potato
• Yield losses <30%
at a 40 day drought
spell during bulking
• -minimum yield
25t/ha (~600 g/plant)
• No tuber defects
Drought-
tolerant
potato
• Yield losses <30%
at a 40 day drought
spell during bulking
• -minimum yield
25t/ha (~600 g/plant)
• No tuber defects
Field screening of
germplasm collection
(Chujoy % Cabello)
Field screening of
germplasm collection
(Chujoy % Cabello)
Identification of drought
tolerance traits
Identification of drought
tolerance traits
Trait-marker associationTrait-marker association
BreedingBreeding
Many susceptible and a few tolerant clones
Screening tools
Testing environments
1/4
Physiological traits
CLONE: CANCHANCLONE: CANCHAN
Stricter stomatal control, increased WUE
Osmotic adjustment
Higher water uptake capacity
::
Stomatal resistance (s cm
-1
)
37 days after drought
0.00
2.00
4.00
6.00
8.00
10.00
12.00
14.00
16.00
Well-watered Drought Well-watered Drought
397077.16 397077.16 380389.1 380389.1
Osmotic potential (MPa)
39 days after drought
0.0
0.5
1.0
1.5
2.0
2.5
3.0
Well-watered Drought Well-watered Drought
397077.16 397077.16 380389.1 380389.1
Some, but not all key Persons
Some, but not all key Persons
Some, but not all key Persons
Some, but not all key Persons
Some, but not all key Persons
Some, but not all key Persons
Genomic Analysis
Water saver
Water spender
Dehydration tolerant
control drought
resistant
control drought
susceptible
Candidate Tolerance Gene List
Metabolites
134** 20
2316* 153
14410* 5882
11297 13999
143** 16
21017** 4035
244* 34
690 224
711* 105
1478* 719
258 68
12 12
2083** 558
Arabinose
Galactose
Glucose
Sucrose
Xylose
Fructose
Melibiose
Raffinose
Pinitol
Inositol
Trehalose
Mannitol
Proline
36 54
505 399
14853 11606
11532 15291
128 68
15717 14789
104** 12
260 400
604* 91
1723 4333
84 80
16 27
804* 300
Drought Control Drought Control
30
Tolerant Susceptible
Potato drought tolerance traitsPotato drought tolerance traits
Drought PP2C
PSI and II-related genes
Chlororespiration-related gene
ASR
TFs
Redox regulation
Lipid transferLEA, chaperonesRFO, AS-Metabolism
ABA sensitivity
AOS detoxification
AOS
ABAPhospholipase C and D
40
GA levels
Stomatal closureGrowth inhibition
Leaf area reduction
yield
Root size
C-partition
Osmotic adjustment Protein protection Membrane modification
PS I and II
stress tolerance
Photosynthesis
yieldyield
Candidate gene marker
Components:
•PGSC-Gene models
•TIGR EST database
•QualitySNP (Tang et al. 2006)
•HaploSNPer (Tang et al. 2008)
•PolyHap (HMM)
Association genetics study
Germplasm panel Marker Phenotyping
Population structure:
60 mapped SSR
QTL:
250 (partially) mapped
SNPs (HRM genotyping)
160 clones from
3 CIP breeding populations
and pre-breeding clones
Water use efficiency
Water uptake capacity
Yield under drought
Harvest index
Water relations
ABA
Analysis: STRUCTURE, GeneStat Discovery
Acknowledgments
Sweetpotato Genetic Resources
CIP HQ
David Tay
Rosalina Tincopa
Genoveva Rossel
Omar Palomino
Raul Cordoba
Ji Young Kim
Carlos Rivera
Cynthia Quispe
Reinhard Simon
Rolando Carbonet
Rocio Alagon
Angie
DArT
Andrezej Kilian and staff
E. Mondlane University Mozambique
Yvone Martins Muchoa
NAARI Uganda
Robert Mwanga
Gorettie Ssamakula
Evrogen Russia
Sweetpotato Genetic Resources
CIP HQ
David Tay
Rosalina Tincopa
Genoveva Rossel
Omar Palomino
Raul Cordoba
Ji Young Kim
Carlos Rivera
Cynthia Quispe
Reinhard Simon
Rolando Carbonet
Rocio Alagon
Angie
DArT
Andrezej Kilian and staff
E. Mondlane University Mozambique
Yvone Martins Muchoa
NAARI Uganda
Robert Mwanga
Gorettie Ssamakula
Evrogen Russia
Funding
Government of Austria
Government of Luxembourg
GTZ Germany
Funding
Government of Austria
Government of Luxembourg
GTZ Germany
Potato Stress Tolerance
CIP HQ
Merideth Bonierbale
Raymundo Gutierrez
David Tay
Walter Amoros
Rolando Cabello
Enrique Chujoi
Roberto Quiroz
Carolina Barreda
Diogenes Cerna
Macarena Barra
Amelie Gaudin
Percy Rojas
Carlos Alvarado
CIP CAC
Carlo Carli
CIP ESA
Fernando Ezeta
Dao Huy Chien
Potato Stress Tolerance
CIP HQ
Merideth Bonierbale
Raymundo Gutierrez
David Tay
Walter Amoros
Rolando Cabello
Enrique Chujoi
Roberto Quiroz
Carolina Barreda
Diogenes Cerna
Macarena Barra
Amelie Gaudin
Percy Rojas
Carlos Alvarado
CIP CAC
Carlo Carli
CIP ESA
Fernando Ezeta
Dao Huy Chien
CPRI India
S.K. Pandey and his team
CRP Gabriel Lippmann
Daniel Evers
Sylvain Legay
Isabelle Levevre
Virginia Tech
Ruth Grene
Cecilia Vasquez-Robinet
Shrinivasrao Mane
AAFC Canada
David DeKoyer
Helene Tai
University of Illinois
Hans Bohnert
Julius Kuehn Institut
Silvia Seddig
Anne Pechstein
Anne Badani-Dehmer
CPRI India
S.K. Pandey and his team
CRP Gabriel Lippmann
Daniel Evers
Sylvain Legay
Isabelle Levevre
Virginia Tech
Ruth Grene
Cecilia Vasquez-Robinet
Shrinivasrao Mane
AAFC Canada
David DeKoyer
Helene Tai
University of Illinois
Hans Bohnert
Julius Kuehn Institut
Silvia Seddig
Anne Pechstein
Anne Badani-Dehmer
Government of Austria
Government of Luxembourg
GTZ Germany
Government of Austria
Government of Luxembourg
GTZ Germany
Molecular Breeding in Vegetables
Molecular Breeding in Vegetables

More Related Content

What's hot

TOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETY
TOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETYTOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETY
TOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETYVipin Pandey
 
ADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPS
ADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPSADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPS
ADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPSRIMAN SAHA CHOWDHURY
 
Transgenic plants rashi.r.apb
Transgenic plants rashi.r.apbTransgenic plants rashi.r.apb
Transgenic plants rashi.r.apbRashi Rathore
 
Biotic and abiotic stress in cucurbits
Biotic and abiotic stress in cucurbitsBiotic and abiotic stress in cucurbits
Biotic and abiotic stress in cucurbitsParmarManishkumarNar
 
Applications of genetic engineering in crop improvement
Applications of genetic engineering in crop improvement Applications of genetic engineering in crop improvement
Applications of genetic engineering in crop improvement Pramod Shelar
 
Transgenic plants- Abiotic stress tolerance
Transgenic plants- Abiotic stress toleranceTransgenic plants- Abiotic stress tolerance
Transgenic plants- Abiotic stress toleranceVidya Kalaivani Rajkumar
 
recent advances in vegetable breeding through biotechnological and molecular ...
recent advances in vegetable breeding through biotechnological and molecular ...recent advances in vegetable breeding through biotechnological and molecular ...
recent advances in vegetable breeding through biotechnological and molecular ...CHF, CAU Pasighat
 
Advances in Vegetable Improvement through Biotechnological Approach
Advances in Vegetable Improvement through Biotechnological ApproachAdvances in Vegetable Improvement through Biotechnological Approach
Advances in Vegetable Improvement through Biotechnological ApproachAditika Sharma
 
Biotechnological Approaches In Crop Improvement
Biotechnological Approaches  In Crop ImprovementBiotechnological Approaches  In Crop Improvement
Biotechnological Approaches In Crop ImprovementMahbubul Hassan
 
Transgenic plants as bioreactor
Transgenic plants as bioreactorTransgenic plants as bioreactor
Transgenic plants as bioreactorB.R. ADITYA
 
Application Of Genetic Engineering In Industrial Microbiology And Biotechnology
Application Of Genetic Engineering In Industrial Microbiology And BiotechnologyApplication Of Genetic Engineering In Industrial Microbiology And Biotechnology
Application Of Genetic Engineering In Industrial Microbiology And BiotechnologyZohaib HUSSAIN
 
Transgenic barley
Transgenic barley Transgenic barley
Transgenic barley Abhishek Das
 
APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT
 APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT
APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENTshikha singh
 
Enhanced resistance to blast fungus in rice (
Enhanced resistance to blast fungus in rice (Enhanced resistance to blast fungus in rice (
Enhanced resistance to blast fungus in rice (Md. Rezwanul Ul Haque
 
Flavr savr tomato.ppt
Flavr savr tomato.pptFlavr savr tomato.ppt
Flavr savr tomato.pptSakthivel R
 
Potential impact of transgenic crops(GMOs) on biodiversity
Potential impact of transgenic crops(GMOs) on biodiversity Potential impact of transgenic crops(GMOs) on biodiversity
Potential impact of transgenic crops(GMOs) on biodiversity bikram giri
 

What's hot (20)

TOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETY
TOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETYTOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETY
TOPIC:TRANSGENIC CROPS AND THEIR IMPLICATION IN ENVIRONMENT AND FOOD SAFETY
 
ADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPS
ADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPSADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPS
ADVANCES IN BIOTECHNOLOGY OF VEGETABLE CROPS
 
Transgenic plants rashi.r.apb
Transgenic plants rashi.r.apbTransgenic plants rashi.r.apb
Transgenic plants rashi.r.apb
 
Biotic and abiotic stress in cucurbits
Biotic and abiotic stress in cucurbitsBiotic and abiotic stress in cucurbits
Biotic and abiotic stress in cucurbits
 
Applications of genetic engineering in crop improvement
Applications of genetic engineering in crop improvement Applications of genetic engineering in crop improvement
Applications of genetic engineering in crop improvement
 
Transgenic plants- Abiotic stress tolerance
Transgenic plants- Abiotic stress toleranceTransgenic plants- Abiotic stress tolerance
Transgenic plants- Abiotic stress tolerance
 
Transgenic Plants
Transgenic PlantsTransgenic Plants
Transgenic Plants
 
recent advances in vegetable breeding through biotechnological and molecular ...
recent advances in vegetable breeding through biotechnological and molecular ...recent advances in vegetable breeding through biotechnological and molecular ...
recent advances in vegetable breeding through biotechnological and molecular ...
 
Advances in Vegetable Improvement through Biotechnological Approach
Advances in Vegetable Improvement through Biotechnological ApproachAdvances in Vegetable Improvement through Biotechnological Approach
Advances in Vegetable Improvement through Biotechnological Approach
 
Biotechnological Approaches In Crop Improvement
Biotechnological Approaches  In Crop ImprovementBiotechnological Approaches  In Crop Improvement
Biotechnological Approaches In Crop Improvement
 
Transgenic plants as bioreactor
Transgenic plants as bioreactorTransgenic plants as bioreactor
Transgenic plants as bioreactor
 
Rice biotechnology
Rice biotechnologyRice biotechnology
Rice biotechnology
 
Transgenic plants
Transgenic plantsTransgenic plants
Transgenic plants
 
Application Of Genetic Engineering In Industrial Microbiology And Biotechnology
Application Of Genetic Engineering In Industrial Microbiology And BiotechnologyApplication Of Genetic Engineering In Industrial Microbiology And Biotechnology
Application Of Genetic Engineering In Industrial Microbiology And Biotechnology
 
Transgenic plants
Transgenic plantsTransgenic plants
Transgenic plants
 
Transgenic barley
Transgenic barley Transgenic barley
Transgenic barley
 
APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT
 APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT
APPLICATION OF BIOTECHNOLOGICAL TOOLS IN VEGETABLE IMPROVEMENT
 
Enhanced resistance to blast fungus in rice (
Enhanced resistance to blast fungus in rice (Enhanced resistance to blast fungus in rice (
Enhanced resistance to blast fungus in rice (
 
Flavr savr tomato.ppt
Flavr savr tomato.pptFlavr savr tomato.ppt
Flavr savr tomato.ppt
 
Potential impact of transgenic crops(GMOs) on biodiversity
Potential impact of transgenic crops(GMOs) on biodiversity Potential impact of transgenic crops(GMOs) on biodiversity
Potential impact of transgenic crops(GMOs) on biodiversity
 

Viewers also liked

Presentation on morphology of rice plant
Presentation on morphology of rice plantPresentation on morphology of rice plant
Presentation on morphology of rice plantAbdul Salim
 
Gene discovery for rice tolerance to saline and phosphorus-deficient soils
Gene discovery for rice tolerance to saline and phosphorus-deficient soilsGene discovery for rice tolerance to saline and phosphorus-deficient soils
Gene discovery for rice tolerance to saline and phosphorus-deficient soilsCGIAR Generation Challenge Programme
 
Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...SookYee1234
 

Viewers also liked (6)

Presentation on morphology of rice plant
Presentation on morphology of rice plantPresentation on morphology of rice plant
Presentation on morphology of rice plant
 
Gm rice
Gm riceGm rice
Gm rice
 
Gene discovery for rice tolerance to saline and phosphorus-deficient soils
Gene discovery for rice tolerance to saline and phosphorus-deficient soilsGene discovery for rice tolerance to saline and phosphorus-deficient soils
Gene discovery for rice tolerance to saline and phosphorus-deficient soils
 
Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...Technology used for High Level Expression and Purification of Recombinant Pro...
Technology used for High Level Expression and Purification of Recombinant Pro...
 
4 rice
4 rice4 rice
4 rice
 
The Origin of Rice (Tagalog Version)
The Origin of Rice (Tagalog Version)The Origin of Rice (Tagalog Version)
The Origin of Rice (Tagalog Version)
 

Similar to Drought tolerance genes and traits/Gene Index and markers

B4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual Okogbenin
B4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual OkogbeninB4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual Okogbenin
B4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual Okogbeninb4fa
 
Solutions for Impact in Emerging Markets: The role of biotechnology
Solutions for Impact in Emerging Markets: The role of biotechnologySolutions for Impact in Emerging Markets: The role of biotechnology
Solutions for Impact in Emerging Markets: The role of biotechnologyICRISAT
 
ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...
ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...
ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...ICRISAT
 
Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...
Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...
Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...apaari
 
What Remains to be Discovered: Unlocking the Potential of Modern Biosciences
What Remains to be Discovered: Unlocking the Potential of Modern BiosciencesWhat Remains to be Discovered: Unlocking the Potential of Modern Biosciences
What Remains to be Discovered: Unlocking the Potential of Modern BiosciencesSIANI
 
Theme 4: Roots, Tubers and Bananas: planning for climate resilience
Theme 4: Roots, Tubers and Bananas: planning for climate resilience Theme 4: Roots, Tubers and Bananas: planning for climate resilience
Theme 4: Roots, Tubers and Bananas: planning for climate resilience African Potato Association (APA)
 
The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...
The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...
The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...FAO
 
Allele mining in crop improvement
Allele mining in crop improvementAllele mining in crop improvement
Allele mining in crop improvementGAYATRI KUMAWAT
 
Science-based approaches for efficient conservation and use of genetic resources
Science-based approaches for efficient conservation and use of genetic resourcesScience-based approaches for efficient conservation and use of genetic resources
Science-based approaches for efficient conservation and use of genetic resourcesICARDA
 
Pulses in Dry Areas: Importance, Challenges and Potential
Pulses in Dry Areas: Importance, Challenges and PotentialPulses in Dry Areas: Importance, Challenges and Potential
Pulses in Dry Areas: Importance, Challenges and PotentialICARDA
 
Carbon sequestration in agricultural soils: The “4 per mil” program
Carbon sequestration in agricultural soils: The “4 per mil” programCarbon sequestration in agricultural soils: The “4 per mil” program
Carbon sequestration in agricultural soils: The “4 per mil” programExternalEvents
 
Opportunities from the genetic diversity of the ILRI genebank forage germplas...
Opportunities from the genetic diversity of the ILRI genebank forage germplas...Opportunities from the genetic diversity of the ILRI genebank forage germplas...
Opportunities from the genetic diversity of the ILRI genebank forage germplas...ILRI
 
Lodging and Drought Resistant Tef
Lodging and Drought Resistant TefLodging and Drought Resistant Tef
Lodging and Drought Resistant TefFrancois Stepman
 
Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...
Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...
Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...CGIAR
 
2013 GRM: Improve chickpea productivity for marginal environments in sub-Sah...
2013 GRM: Improve chickpea productivity for marginal environments in  sub-Sah...2013 GRM: Improve chickpea productivity for marginal environments in  sub-Sah...
2013 GRM: Improve chickpea productivity for marginal environments in sub-Sah...CGIAR Generation Challenge Programme
 

Similar to Drought tolerance genes and traits/Gene Index and markers (20)

B4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual Okogbenin
B4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual OkogbeninB4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual Okogbenin
B4FA 2012 Nigeria: Cassava Research in Nigeria - Emmanual Okogbenin
 
Solutions for Impact in Emerging Markets: The role of biotechnology
Solutions for Impact in Emerging Markets: The role of biotechnologySolutions for Impact in Emerging Markets: The role of biotechnology
Solutions for Impact in Emerging Markets: The role of biotechnology
 
ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...
ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...
ICRISAT Global Planning Meeting 2019:Research Program - Genetic Gains by Dr R...
 
Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...
Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...
Role of Biotechnology in Improving Productivity for Rice Producers in Asia fr...
 
What Remains to be Discovered: Unlocking the Potential of Modern Biosciences
What Remains to be Discovered: Unlocking the Potential of Modern BiosciencesWhat Remains to be Discovered: Unlocking the Potential of Modern Biosciences
What Remains to be Discovered: Unlocking the Potential of Modern Biosciences
 
2013 Cornell's Plant Breeding and Genetic Seminar Series
2013 Cornell's Plant Breeding and Genetic Seminar Series2013 Cornell's Plant Breeding and Genetic Seminar Series
2013 Cornell's Plant Breeding and Genetic Seminar Series
 
Monday kns peech 1115 1145 room 2 thiele
Monday kns peech 1115 1145 room 2 thieleMonday kns peech 1115 1145 room 2 thiele
Monday kns peech 1115 1145 room 2 thiele
 
Theme 4: Roots, Tubers and Bananas: planning for climate resilience
Theme 4: Roots, Tubers and Bananas: planning for climate resilience Theme 4: Roots, Tubers and Bananas: planning for climate resilience
Theme 4: Roots, Tubers and Bananas: planning for climate resilience
 
The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...
The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...
The Undomesticated Perennial African Rice, Oryzalongistaminata, Is An Outstan...
 
Allele mining in crop improvement
Allele mining in crop improvementAllele mining in crop improvement
Allele mining in crop improvement
 
Science-based approaches for efficient conservation and use of genetic resources
Science-based approaches for efficient conservation and use of genetic resourcesScience-based approaches for efficient conservation and use of genetic resources
Science-based approaches for efficient conservation and use of genetic resources
 
Pulses in Dry Areas: Importance, Challenges and Potential
Pulses in Dry Areas: Importance, Challenges and PotentialPulses in Dry Areas: Importance, Challenges and Potential
Pulses in Dry Areas: Importance, Challenges and Potential
 
Post genomic microbiology rodriguez valera
Post genomic microbiology rodriguez valeraPost genomic microbiology rodriguez valera
Post genomic microbiology rodriguez valera
 
Carbon sequestration in agricultural soils: The “4 per mil” program
Carbon sequestration in agricultural soils: The “4 per mil” programCarbon sequestration in agricultural soils: The “4 per mil” program
Carbon sequestration in agricultural soils: The “4 per mil” program
 
Opportunities from the genetic diversity of the ILRI genebank forage germplas...
Opportunities from the genetic diversity of the ILRI genebank forage germplas...Opportunities from the genetic diversity of the ILRI genebank forage germplas...
Opportunities from the genetic diversity of the ILRI genebank forage germplas...
 
Lodging and Drought Resistant Tef
Lodging and Drought Resistant TefLodging and Drought Resistant Tef
Lodging and Drought Resistant Tef
 
Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...
Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...
Biotech and innovative breeding for the new Agri-Food System CGIAR Research P...
 
2013 GRM: Improve chickpea productivity for marginal environments in sub-Sah...
2013 GRM: Improve chickpea productivity for marginal environments in  sub-Sah...2013 GRM: Improve chickpea productivity for marginal environments in  sub-Sah...
2013 GRM: Improve chickpea productivity for marginal environments in sub-Sah...
 
Sabir PhD Slides.ppt
Sabir PhD Slides.pptSabir PhD Slides.ppt
Sabir PhD Slides.ppt
 
Synopsis presentation.ppt
Synopsis presentation.pptSynopsis presentation.ppt
Synopsis presentation.ppt
 

More from International Potato Center

Learning approaches in enhancing farmers’ capacity to link with market
Learning approaches in enhancing farmers’ capacity to link with marketLearning approaches in enhancing farmers’ capacity to link with market
Learning approaches in enhancing farmers’ capacity to link with marketInternational Potato Center
 
Ex ante assessment of climate change adaptation strategies in resource-poor c...
Ex ante assessment of climate change adaptation strategies in resource-poor c...Ex ante assessment of climate change adaptation strategies in resource-poor c...
Ex ante assessment of climate change adaptation strategies in resource-poor c...International Potato Center
 
Rooting out Hunger in Malawi with Nutritious Orange-fleshed Sweetpotato
Rooting out Hunger in Malawi with Nutritious Orange-fleshed SweetpotatoRooting out Hunger in Malawi with Nutritious Orange-fleshed Sweetpotato
Rooting out Hunger in Malawi with Nutritious Orange-fleshed SweetpotatoInternational Potato Center
 
Challenges to sustainable potato production in a changing climate: A research...
Challenges to sustainable potato production in a changing climate: A research...Challenges to sustainable potato production in a changing climate: A research...
Challenges to sustainable potato production in a changing climate: A research...International Potato Center
 
Challenges to potato-based systems under climate variability/change conditions
Challenges to potato-based systems under climate variability/change conditionsChallenges to potato-based systems under climate variability/change conditions
Challenges to potato-based systems under climate variability/change conditionsInternational Potato Center
 
Application of Trade Off Analysis (TOA) model in 3G potato project
Application of Trade Off Analysis (TOA) model in 3G potato projectApplication of Trade Off Analysis (TOA) model in 3G potato project
Application of Trade Off Analysis (TOA) model in 3G potato projectInternational Potato Center
 
La Papa, Tesoro de los Andes: De la Agricultura a la Cultura
La Papa, Tesoro de los Andes: De la Agricultura a la Cultura La Papa, Tesoro de los Andes: De la Agricultura a la Cultura
La Papa, Tesoro de los Andes: De la Agricultura a la Cultura International Potato Center
 
La Papa: El sector papa en la region andina: situacion actual y desafios
La Papa: El sector papa en la region andina: situacion actual y desafiosLa Papa: El sector papa en la region andina: situacion actual y desafios
La Papa: El sector papa en la region andina: situacion actual y desafiosInternational Potato Center
 
Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...
Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...
Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...International Potato Center
 
Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...
Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...
Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...International Potato Center
 
Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...
Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...
Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...International Potato Center
 
Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...
Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...
Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...International Potato Center
 
Contribución del EPCP al mercado de las papas nativas en los andes
Contribución del EPCP al mercado de las papas nativas en los andesContribución del EPCP al mercado de las papas nativas en los andes
Contribución del EPCP al mercado de las papas nativas en los andesInternational Potato Center
 
Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...
Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...
Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...International Potato Center
 
Diversidad y Conservación in-situ de Papas Nativas
Diversidad y Conservación in-situ de Papas NativasDiversidad y Conservación in-situ de Papas Nativas
Diversidad y Conservación in-situ de Papas NativasInternational Potato Center
 
La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...
La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...
La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...International Potato Center
 
Sustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needsSustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needsInternational Potato Center
 

More from International Potato Center (20)

Learning approaches in enhancing farmers’ capacity to link with market
Learning approaches in enhancing farmers’ capacity to link with marketLearning approaches in enhancing farmers’ capacity to link with market
Learning approaches in enhancing farmers’ capacity to link with market
 
Ex ante assessment of climate change adaptation strategies in resource-poor c...
Ex ante assessment of climate change adaptation strategies in resource-poor c...Ex ante assessment of climate change adaptation strategies in resource-poor c...
Ex ante assessment of climate change adaptation strategies in resource-poor c...
 
Rooting out Hunger in Malawi with Nutritious Orange-fleshed Sweetpotato
Rooting out Hunger in Malawi with Nutritious Orange-fleshed SweetpotatoRooting out Hunger in Malawi with Nutritious Orange-fleshed Sweetpotato
Rooting out Hunger in Malawi with Nutritious Orange-fleshed Sweetpotato
 
Challenges to sustainable potato production in a changing climate: A research...
Challenges to sustainable potato production in a changing climate: A research...Challenges to sustainable potato production in a changing climate: A research...
Challenges to sustainable potato production in a changing climate: A research...
 
Challenges to potato-based systems under climate variability/change conditions
Challenges to potato-based systems under climate variability/change conditionsChallenges to potato-based systems under climate variability/change conditions
Challenges to potato-based systems under climate variability/change conditions
 
Application of Trade Off Analysis (TOA) model in 3G potato project
Application of Trade Off Analysis (TOA) model in 3G potato projectApplication of Trade Off Analysis (TOA) model in 3G potato project
Application of Trade Off Analysis (TOA) model in 3G potato project
 
Innovaciones en el Mejoramiento de la Papa
Innovaciones en el Mejoramiento de la PapaInnovaciones en el Mejoramiento de la Papa
Innovaciones en el Mejoramiento de la Papa
 
La Papa, Tesoro de los Andes: De la Agricultura a la Cultura
La Papa, Tesoro de los Andes: De la Agricultura a la Cultura La Papa, Tesoro de los Andes: De la Agricultura a la Cultura
La Papa, Tesoro de los Andes: De la Agricultura a la Cultura
 
La Papa: El sector papa en la region andina: situacion actual y desafios
La Papa: El sector papa en la region andina: situacion actual y desafiosLa Papa: El sector papa en la region andina: situacion actual y desafios
La Papa: El sector papa en la region andina: situacion actual y desafios
 
Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...
Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...
Deep Sequencing of Small RNA: a Generic Method for Diagnosis, Discovery and S...
 
Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...
Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...
Selección Participativa de Clones de Papa con Resistencia a Phytophthora infe...
 
Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...
Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...
Dos nuevas variedades de papa Solanum tuberosum spp Andígena (B1C5), con resi...
 
Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...
Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...
Nuevas variedades de papa Solanum tuberosum spp Andígena(B1C5), obtenidas a t...
 
Contribución del EPCP al mercado de las papas nativas en los andes
Contribución del EPCP al mercado de las papas nativas en los andesContribución del EPCP al mercado de las papas nativas en los andes
Contribución del EPCP al mercado de las papas nativas en los andes
 
Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...
Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...
Fortaleciendo Capacidades para la Innovación -Una Estrategia para Reducir la ...
 
Poniendo en valor las papas nativas en el Perú
Poniendo en valor las papas nativas en el PerúPoniendo en valor las papas nativas en el Perú
Poniendo en valor las papas nativas en el Perú
 
Diversidad y Conservación in-situ de Papas Nativas
Diversidad y Conservación in-situ de Papas NativasDiversidad y Conservación in-situ de Papas Nativas
Diversidad y Conservación in-situ de Papas Nativas
 
La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...
La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...
La biodiversidad de la papa como oportunidad para facilitar el acceso de pequ...
 
Biofortified Sweetpotato
Biofortified SweetpotatoBiofortified Sweetpotato
Biofortified Sweetpotato
 
Sustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needsSustaining and projecting genetic diversity: Potatoes adapted to changing needs
Sustaining and projecting genetic diversity: Potatoes adapted to changing needs
 

Recently uploaded

Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 

Recently uploaded (20)

Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 

Drought tolerance genes and traits/Gene Index and markers

  • 1. Potato and sweetpotato genomics Tolerance and other genes Potato: Drought tolerance genes and traits Sweetpotato: Gene Index and markers
  • 2. Genetic and genomic resources for sweetpotato
  • 3. Sweetpotato genetic and genomic resources 22.000 ESTs 1500 gene sequences 1 Bac 2 Low resolution maps ~100 SSR markers LD cDNA microarray •Composite Genotype Set •Gene sequences •Markers •Map
  • 4. Access to biodiversity: Composite Genotype Set 480 accessions •Biodiversity •High β-carotene •High starch •High iron and zinc contents •Nematode, virus and drought resistance -Pathogen-free in vitro plants ready for international distribution -Morphological information and molecular fingerprints (SSR genotypes) available 480 accessions •Biodiversity •High β-carotene •High starch •High iron and zinc contents •Nematode, virus and drought resistance -Pathogen-free in vitro plants ready for international distribution -Morphological information and molecular fingerprints (SSR genotypes) available http://gcpcr.grinfo.net/files/cr_files/gcpcr_file832.xls Composite Genotype SetComposite Genotype Set CIP Ipomoea batatas collection: 5,961 accessions CIP Ipomoea batatas collection: 5,961 accessions
  • 5. Gene sequences Enriched for stress-related genes 2 cDNA libraries 454 sequencing Read assembly Annotation
  • 6. vv Gene Index Annotation 39.299 annotated sequences – 24.763 unique sequences cell, 19341 organelle, 15130 virion, 12 symplast, 10 macromolecul. complex, 4487 membrane- enclosed lumen, 1842 envelope, 1159 extracellular region, 592 grow th, 506 multi-organism process, 935 reproduction, 1449 multicellular organismal process, 2452 developmental process, 2767 localization, 2852 biological regulation, 4183 response to stimulus, 4832 anatomical structure formation, 496 immune system process, 314 rhythmic process, 80 viral reproduction, 30 cellular process, 12576 metabolic process, 11133 binding, 10242 catalytic activity, 9097 antioxidant activity, 155 nutrient reservoir activity, 247 molecular transducer activity, 326 electron carrier activity, 352 transporter activity, 1656 transcription regulator activity, 1157 structural molecule activity, 1020 enzyme regulator activity, 437 translation regulator activity, 386 Cellular location Biological function Molecular process
  • 10. Sweetpotato Gene Index Raul Cordova Jaime Arturo Pacheco
  • 11. Gene Index Functional genomics -Candidate gene sequences -Microarray probes New gene-based SSR and SNP marker
  • 14. Other New Marker Diversity Arrays DArT Conserved Ortholog Set - COSII
  • 15. Marker Application: Genepool structure Improved Varieties, breeding lines Landraces: Latin America and the Caribbean Sub-Saharan Africa East and South-East Asia Oceania North Africa I. trifida Jonathan Feng Shu Bai Xushu 18 Jewel Wagabolige Yanshu 1 Beauregard I. trifida parent 1 I. trifida parent 2 Jonathan Feng Shu Bai Xushu 18 Jewel Wagabolige Yanshu 1 Beauregard Jonathan Feng Shu Bai Xushu 18 Jewel Wagabolige Yanshu 1 Beauregard I. trifida I. trifida LAC
  • 16. Marker application: Mapping Population: Ipomoea trifida (2n) Marker: ~38 SSR 345 – 600 DArT Map: In progress 108 plants established in vitro Easy to handle linkage map Comparative genomics among sweetpotato and other crops Easy to handle linkage map Comparative genomics among sweetpotato and other crops
  • 19. Abiotic stress tolerance is complex… Environmental constraints • Variability of natural climate stress events Genetic constraints • Tolerance traits might be polygenic and epistatic • Gene x environment interactions Difficult selection under natural stress conditions Interactions between genes and genetic background Not all tolerance traits work in all environments Efficient breeding requires information on theEfficient breeding requires information on the genetic and physiological basis of tolerance traitsgenetic and physiological basis of tolerance traits
  • 20. Improving potato drought tolerance Drought- tolerant potato • Yield losses <30% at a 40 day drought spell during bulking • -minimum yield 25t/ha (~600 g/plant) • No tuber defects Drought- tolerant potato • Yield losses <30% at a 40 day drought spell during bulking • -minimum yield 25t/ha (~600 g/plant) • No tuber defects Field screening of germplasm collection (Chujoy % Cabello) Field screening of germplasm collection (Chujoy % Cabello) Identification of drought tolerance traits Identification of drought tolerance traits Trait-marker associationTrait-marker association BreedingBreeding Many susceptible and a few tolerant clones Screening tools
  • 22.
  • 23. 1/4
  • 24.
  • 25.
  • 26. Physiological traits CLONE: CANCHANCLONE: CANCHAN Stricter stomatal control, increased WUE Osmotic adjustment Higher water uptake capacity :: Stomatal resistance (s cm -1 ) 37 days after drought 0.00 2.00 4.00 6.00 8.00 10.00 12.00 14.00 16.00 Well-watered Drought Well-watered Drought 397077.16 397077.16 380389.1 380389.1 Osmotic potential (MPa) 39 days after drought 0.0 0.5 1.0 1.5 2.0 2.5 3.0 Well-watered Drought Well-watered Drought 397077.16 397077.16 380389.1 380389.1
  • 27. Some, but not all key Persons
  • 28. Some, but not all key Persons
  • 29. Some, but not all key Persons
  • 30. Some, but not all key Persons
  • 31. Some, but not all key Persons
  • 32. Some, but not all key Persons
  • 33. Genomic Analysis Water saver Water spender Dehydration tolerant control drought resistant control drought susceptible Candidate Tolerance Gene List
  • 34. Metabolites 134** 20 2316* 153 14410* 5882 11297 13999 143** 16 21017** 4035 244* 34 690 224 711* 105 1478* 719 258 68 12 12 2083** 558 Arabinose Galactose Glucose Sucrose Xylose Fructose Melibiose Raffinose Pinitol Inositol Trehalose Mannitol Proline 36 54 505 399 14853 11606 11532 15291 128 68 15717 14789 104** 12 260 400 604* 91 1723 4333 84 80 16 27 804* 300 Drought Control Drought Control 30 Tolerant Susceptible
  • 35. Potato drought tolerance traitsPotato drought tolerance traits Drought PP2C PSI and II-related genes Chlororespiration-related gene ASR TFs Redox regulation Lipid transferLEA, chaperonesRFO, AS-Metabolism ABA sensitivity AOS detoxification AOS ABAPhospholipase C and D 40 GA levels Stomatal closureGrowth inhibition Leaf area reduction yield Root size C-partition Osmotic adjustment Protein protection Membrane modification PS I and II stress tolerance Photosynthesis yieldyield
  • 36. Candidate gene marker Components: •PGSC-Gene models •TIGR EST database •QualitySNP (Tang et al. 2006) •HaploSNPer (Tang et al. 2008) •PolyHap (HMM)
  • 37. Association genetics study Germplasm panel Marker Phenotyping Population structure: 60 mapped SSR QTL: 250 (partially) mapped SNPs (HRM genotyping) 160 clones from 3 CIP breeding populations and pre-breeding clones Water use efficiency Water uptake capacity Yield under drought Harvest index Water relations ABA Analysis: STRUCTURE, GeneStat Discovery
  • 38. Acknowledgments Sweetpotato Genetic Resources CIP HQ David Tay Rosalina Tincopa Genoveva Rossel Omar Palomino Raul Cordoba Ji Young Kim Carlos Rivera Cynthia Quispe Reinhard Simon Rolando Carbonet Rocio Alagon Angie DArT Andrezej Kilian and staff E. Mondlane University Mozambique Yvone Martins Muchoa NAARI Uganda Robert Mwanga Gorettie Ssamakula Evrogen Russia Sweetpotato Genetic Resources CIP HQ David Tay Rosalina Tincopa Genoveva Rossel Omar Palomino Raul Cordoba Ji Young Kim Carlos Rivera Cynthia Quispe Reinhard Simon Rolando Carbonet Rocio Alagon Angie DArT Andrezej Kilian and staff E. Mondlane University Mozambique Yvone Martins Muchoa NAARI Uganda Robert Mwanga Gorettie Ssamakula Evrogen Russia Funding Government of Austria Government of Luxembourg GTZ Germany Funding Government of Austria Government of Luxembourg GTZ Germany Potato Stress Tolerance CIP HQ Merideth Bonierbale Raymundo Gutierrez David Tay Walter Amoros Rolando Cabello Enrique Chujoi Roberto Quiroz Carolina Barreda Diogenes Cerna Macarena Barra Amelie Gaudin Percy Rojas Carlos Alvarado CIP CAC Carlo Carli CIP ESA Fernando Ezeta Dao Huy Chien Potato Stress Tolerance CIP HQ Merideth Bonierbale Raymundo Gutierrez David Tay Walter Amoros Rolando Cabello Enrique Chujoi Roberto Quiroz Carolina Barreda Diogenes Cerna Macarena Barra Amelie Gaudin Percy Rojas Carlos Alvarado CIP CAC Carlo Carli CIP ESA Fernando Ezeta Dao Huy Chien CPRI India S.K. Pandey and his team CRP Gabriel Lippmann Daniel Evers Sylvain Legay Isabelle Levevre Virginia Tech Ruth Grene Cecilia Vasquez-Robinet Shrinivasrao Mane AAFC Canada David DeKoyer Helene Tai University of Illinois Hans Bohnert Julius Kuehn Institut Silvia Seddig Anne Pechstein Anne Badani-Dehmer CPRI India S.K. Pandey and his team CRP Gabriel Lippmann Daniel Evers Sylvain Legay Isabelle Levevre Virginia Tech Ruth Grene Cecilia Vasquez-Robinet Shrinivasrao Mane AAFC Canada David DeKoyer Helene Tai University of Illinois Hans Bohnert Julius Kuehn Institut Silvia Seddig Anne Pechstein Anne Badani-Dehmer Government of Austria Government of Luxembourg GTZ Germany Government of Austria Government of Luxembourg GTZ Germany
  • 39. Molecular Breeding in Vegetables
  • 40. Molecular Breeding in Vegetables