SlideShare ist ein Scribd-Unternehmen logo
Meki S. Muktar, Abel Teshome, Jean Hanson, Alemayehu T. Negawo, Ermias Habte, Jean-Baka Domelevo Entfellner, Ki-Won Lee & Chris S. Jones
I. Introduction
Napier grass, also called elephant grass, is an important tropical forage grass primarily used as cut-and-carry feed and of growing potential as an energy crop.
The ILRI genebank holds a diverse set of Napier grass accessions and a collection from the Brazilian Agricultural Research Corporation (EMBRAPA). One-
hundred-five accessions were subjected to genotyping by sequencing (GBS) using DArTseq, which generated high-density genome-wide SilicoDArT and SNP
markers. Diversity analysis showed the existence of a substantial amount of variation in the collections and a few accessions that represent the diversity were
selected with the objective of distributing subsets of a manageable size for further evaluation. LD (linkage disequilibrium) analyses revealed a fast LD-decay in
the overall population and showed variation in LD between the ILRI compared to the EMBRAPA collection.
This document is licensed for use under the Creative Commons Attribution 4.0 International Licence.
July 2019.
Genetic diversity in Napier grass (Cenchrus
purpureus) collections as revealed by genotyping
by sequencing method of the DArTseq platform
Figure 1. Genome-wide distribution of SilicoDArT (a) and SNP (b) markers across the seven chromosomes of the pearl millet genome. The markers that were
not mapped are indicated by a 0, and those markers that were mapped onto different scaffolds are indicated by an S. The number of markers mapped per
chromosome is shown on the x-axis. In (c) the distribution of polymorphic information content (PIC) values for the SilicoDArT (orange) and SNP (blue) markers
is shown
cba
II. Genome-wide high density SilicoDArT and SNP markers
III. Diversity in the Napier grass populations
Figure 2. Clusters of the Napier grass accessions (a) UPGMA tree showing
seven groups; (b) PCA plot for PC1 and PC2; (c) The delta K suggesting two
major groups and up to 5 subgroups; (d) Bar plots based on the admixture
model in STRUCTURE, for K = 2 and K = 5. The colors in (a) and (b) are
according to the STRUCTURE analysis with k = 5
a b
c d
Figure 3. UPGMA tree for the subsets under optimal-water (a) and water-
deficit (b) conditions. In (c), the positions of the subsets in the whole
collection is shown by different colours. The subsets were selected using
selected genome-wide SNP markers that complemented with phenotypic
traits collected from optimal-water (OW) and water-deficit (WD) plots
IV. Representative subsets of the collection
a b c
a b
Figure 4. Estimated linkage disequilibrium decay (LD-decay) in the overall
Napier grass collections (blue), 45 EMBRAPA accessions (orange) and 59
ILRI accessions (red) (a). In (b), the LD-decay per chromosome is shown
V. Genome-wide linkage disequilibrium
ILRI thanks all donors and organizations which globally support its work through their contributions to the CGIAR system
This research was supported by the "Cooperative Research
Program for Agriculture Science & Technology Development
(Project No. PJ012187)", Rural Development Administration,
Republic of Korea; Germany-GIZ-Deutsche Gesellschaft für
Internationale Zusammenarbeit; Federal Ministry for Economic
Cooperation and Development (BMZ), Genebank uplift Funding
from Germany, and; the CGIAR Research Program on Livestock.
Correspondence: Meki S. Muktar, Feed and Forage Development, International Livestock Research Institute, Addis Ababa, Ethiopia,
ilri.org; email: m.shehabu@cgiar.org
VI. Conclusions and Outlook
۞GBS using the DArTseq platform generated high-density and genome-wide distributed dominant
and co-dominant markers, which are suitable for marker-trait association analysis
۞The diversity analysis revealed the presence of considerable variation in the collections and
showed the suitability of the population for marker-trait association studies
۞Subsets of Napier grass accessions that represent the genetic and phenotypic diversity held in
the collections have been identified. These subsets are of a manageable size and act as a
reference set for distribution and evaluation in different agro-ecologies and production systems
۞A fast rate of LD-decay was observed across the Napier grass A′ genome and the LD decay was
slower in the ILRI when compared to the EMBRAPA collection, suggesting the materials from ILRI
contain long haplotype blocks, in which a large amount of variation may be stacked which could
potentially be released by crossing

Weitere ähnliche Inhalte

Was ist angesagt?

GRM 2011: Improving drought tolerance in chickpeas for Africa and Asia
GRM 2011: Improving drought tolerance in chickpeas for Africa and AsiaGRM 2011: Improving drought tolerance in chickpeas for Africa and Asia
GRM 2011: Improving drought tolerance in chickpeas for Africa and AsiaCGIAR Generation Challenge Programme
 
GRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS Vivek
GRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS VivekGRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS Vivek
GRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS VivekCGIAR Generation Challenge Programme
 
Pangenome: A future reference paradigm
Pangenome: A future reference paradigmPangenome: A future reference paradigm
Pangenome: A future reference paradigm
Arunamysore
 
Pigeonpea genome
Pigeonpea genomePigeonpea genome
Pigeonpea genome
ICRISAT
 
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
 
Fast forward genetic mapping provides candidate genes for resistance to fusar...
Fast forward genetic mapping provides candidate genes for resistance to fusar...Fast forward genetic mapping provides candidate genes for resistance to fusar...
Fast forward genetic mapping provides candidate genes for resistance to fusar...
ICRISAT
 
Chasing a Unicorn for Model Host-Microbiome-Systems
Chasing a Unicorn for Model Host-Microbiome-Systems Chasing a Unicorn for Model Host-Microbiome-Systems
Chasing a Unicorn for Model Host-Microbiome-Systems
Jonathan Eisen
 
Mini core collection - an international public good
Mini core collection - an international public goodMini core collection - an international public good
Mini core collection - an international public good
ICRISAT
 
Utilizing genomic resources for understanding the stay-green QTLs interaction...
Utilizing genomic resources for understanding the stay-green QTLs interaction...Utilizing genomic resources for understanding the stay-green QTLs interaction...
Utilizing genomic resources for understanding the stay-green QTLs interaction...
ICRISAT
 
MAGIC population and its application in crop improvement
MAGIC population and its application in crop improvementMAGIC population and its application in crop improvement
MAGIC population and its application in crop improvement
SanghaviBoddu
 
GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...
GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...
GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...CGIAR Generation Challenge Programme
 
Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...
Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...
Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...
José Neto
 
Exploratory cox1 analyses unveil operational biases and blurry species bounda...
Exploratory cox1 analyses unveil operational biases and blurry species bounda...Exploratory cox1 analyses unveil operational biases and blurry species bounda...
Exploratory cox1 analyses unveil operational biases and blurry species bounda...
Leonardo Gonçalves
 
Novel Computational Approaches to Investigate Microbial Diversity
Novel Computational Approaches to Investigate Microbial DiversityNovel Computational Approaches to Investigate Microbial Diversity
Novel Computational Approaches to Investigate Microbial Diversity
Qingpeng "Q.P." Zhang
 
Magic population
Magic populationMagic population
Magic population
Balaji Thorat
 
Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...
Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...
Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...
Eve Emshwiller
 
Th1_New approaches, resources and tools for gene discovery
Th1_New approaches, resources and tools for gene discovery Th1_New approaches, resources and tools for gene discovery
Th1_New approaches, resources and tools for gene discovery
Africa Rice Center (AfricaRice)
 
Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)
Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)
Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)
ICRISAT
 

Was ist angesagt? (20)

GRM 2011: Improving drought tolerance in chickpeas for Africa and Asia
GRM 2011: Improving drought tolerance in chickpeas for Africa and AsiaGRM 2011: Improving drought tolerance in chickpeas for Africa and Asia
GRM 2011: Improving drought tolerance in chickpeas for Africa and Asia
 
GRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS Vivek
GRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS VivekGRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS Vivek
GRM 2013: Asian Maize Drought Tolerance (AMDROUT) Project -- BS Vivek
 
Pangenome: A future reference paradigm
Pangenome: A future reference paradigmPangenome: A future reference paradigm
Pangenome: A future reference paradigm
 
Pigeonpea genome
Pigeonpea genomePigeonpea genome
Pigeonpea genome
 
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...
 
Fast forward genetic mapping provides candidate genes for resistance to fusar...
Fast forward genetic mapping provides candidate genes for resistance to fusar...Fast forward genetic mapping provides candidate genes for resistance to fusar...
Fast forward genetic mapping provides candidate genes for resistance to fusar...
 
Chasing a Unicorn for Model Host-Microbiome-Systems
Chasing a Unicorn for Model Host-Microbiome-Systems Chasing a Unicorn for Model Host-Microbiome-Systems
Chasing a Unicorn for Model Host-Microbiome-Systems
 
TLI 2012: Bean breeding - Ethiopia
TLI 2012: Bean breeding - EthiopiaTLI 2012: Bean breeding - Ethiopia
TLI 2012: Bean breeding - Ethiopia
 
Mini core collection - an international public good
Mini core collection - an international public goodMini core collection - an international public good
Mini core collection - an international public good
 
Utilizing genomic resources for understanding the stay-green QTLs interaction...
Utilizing genomic resources for understanding the stay-green QTLs interaction...Utilizing genomic resources for understanding the stay-green QTLs interaction...
Utilizing genomic resources for understanding the stay-green QTLs interaction...
 
MAGIC population and its application in crop improvement
MAGIC population and its application in crop improvementMAGIC population and its application in crop improvement
MAGIC population and its application in crop improvement
 
GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...
GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...
GRM 2013: Implementing MARS Project for drought tolerance and the Cassava Bre...
 
Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...
Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...
Comparative transcriptome analysis of Eugenia uniflora L. (Myrtaceae) shed li...
 
Exploratory cox1 analyses unveil operational biases and blurry species bounda...
Exploratory cox1 analyses unveil operational biases and blurry species bounda...Exploratory cox1 analyses unveil operational biases and blurry species bounda...
Exploratory cox1 analyses unveil operational biases and blurry species bounda...
 
Novel Computational Approaches to Investigate Microbial Diversity
Novel Computational Approaches to Investigate Microbial DiversityNovel Computational Approaches to Investigate Microbial Diversity
Novel Computational Approaches to Investigate Microbial Diversity
 
Magic population
Magic populationMagic population
Magic population
 
My paper
My paperMy paper
My paper
 
Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...
Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...
Assessing Conservation Status of Crop Genetic Diversity: Oxalis tuberosa as a...
 
Th1_New approaches, resources and tools for gene discovery
Th1_New approaches, resources and tools for gene discovery Th1_New approaches, resources and tools for gene discovery
Th1_New approaches, resources and tools for gene discovery
 
Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)
Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)
Infusing genomics in hybrid breeding program of pigeonpea (Cajanus cajan)
 

Ähnlich wie Genetic diversity in Napier grass (Cenchrus purpureus) collections as revealed by genotyping by sequencing method of the DArTseq platform

21 kebere bezaweletaw 207-217
21 kebere bezaweletaw 207-21721 kebere bezaweletaw 207-217
21 kebere bezaweletaw 207-217
Alexander Decker
 
Unlocking the value and use potential of genetic resources
Unlocking the value and use potential of genetic resourcesUnlocking the value and use potential of genetic resources
Unlocking the value and use potential of genetic resources
CGIAR Research Program on Roots, Tubers and Bananas
 
Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...
Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...
Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...
FAO
 
Genotyping by sequencing provides new insights into the molecular genetic div...
Genotyping by sequencing provides new insights into the molecular genetic div...Genotyping by sequencing provides new insights into the molecular genetic div...
Genotyping by sequencing provides new insights into the molecular genetic div...
ILRI
 
1. MMLS 3 23Feb Sudhir Navathe.pdf
1. MMLS 3 23Feb Sudhir Navathe.pdf1. MMLS 3 23Feb Sudhir Navathe.pdf
1. MMLS 3 23Feb Sudhir Navathe.pdf
SudhirNavathe
 
Status of livestock genomics research in Ethiopia and its implementation into...
Status of livestock genomics research in Ethiopia and its implementation into...Status of livestock genomics research in Ethiopia and its implementation into...
Status of livestock genomics research in Ethiopia and its implementation into...
ILRI
 
Experimental validation, genetic map saturation and gene flow pilot study in ...
Experimental validation, genetic map saturation and gene flow pilot study in ...Experimental validation, genetic map saturation and gene flow pilot study in ...
Experimental validation, genetic map saturation and gene flow pilot study in ...CIAT
 
Genome Sequencing in Finger Millet
Genome Sequencing in Finger MilletGenome Sequencing in Finger Millet
Genome Sequencing in Finger Millet
Vivek Suthediya
 
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...
Premier Publishers
 
Austin Journal of Proteomics, Bioinformatics & Genomics
Austin Journal of Proteomics, Bioinformatics & GenomicsAustin Journal of Proteomics, Bioinformatics & Genomics
Austin Journal of Proteomics, Bioinformatics & Genomics
Austin Publishing Group
 
Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...
Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...
Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...
ILRI
 
MAGIC population in Vegetables
MAGIC population in VegetablesMAGIC population in Vegetables
MAGIC population in Vegetables
Anusha K R
 
Heterotic pools
Heterotic poolsHeterotic pools
Heterotic pools
Rachana Bagudam
 
Pangenomics.pptx
Pangenomics.pptxPangenomics.pptx
Pangenomics.pptx
MARUTHI PRASAD
 
Aa renu 1
Aa renu 1Aa renu 1
Aa renu 1
sunildawer
 
Genetic diversity in wild and cultivated peanut_Khanal_2008
Genetic diversity in wild and cultivated peanut_Khanal_2008Genetic diversity in wild and cultivated peanut_Khanal_2008
Genetic diversity in wild and cultivated peanut_Khanal_2008Sameer Khanal
 
Bckv conference ppt
Bckv conference pptBckv conference ppt
Bckv conference ppt
Subhrajyoti Chatterjee
 
GRM 2011: Approaches, resources and tools for rice gene discovery and breeding
GRM 2011: Approaches, resources and tools for rice gene discovery and breedingGRM 2011: Approaches, resources and tools for rice gene discovery and breeding
GRM 2011: Approaches, resources and tools for rice gene discovery and breedingCGIAR Generation Challenge Programme
 
Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...
Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...
Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...
ICRISAT
 
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
 

Ähnlich wie Genetic diversity in Napier grass (Cenchrus purpureus) collections as revealed by genotyping by sequencing method of the DArTseq platform (20)

21 kebere bezaweletaw 207-217
21 kebere bezaweletaw 207-21721 kebere bezaweletaw 207-217
21 kebere bezaweletaw 207-217
 
Unlocking the value and use potential of genetic resources
Unlocking the value and use potential of genetic resourcesUnlocking the value and use potential of genetic resources
Unlocking the value and use potential of genetic resources
 
Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...
Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...
Key Note Speaker on “Knowledge Management in Plant Genetic Resources: Impact ...
 
Genotyping by sequencing provides new insights into the molecular genetic div...
Genotyping by sequencing provides new insights into the molecular genetic div...Genotyping by sequencing provides new insights into the molecular genetic div...
Genotyping by sequencing provides new insights into the molecular genetic div...
 
1. MMLS 3 23Feb Sudhir Navathe.pdf
1. MMLS 3 23Feb Sudhir Navathe.pdf1. MMLS 3 23Feb Sudhir Navathe.pdf
1. MMLS 3 23Feb Sudhir Navathe.pdf
 
Status of livestock genomics research in Ethiopia and its implementation into...
Status of livestock genomics research in Ethiopia and its implementation into...Status of livestock genomics research in Ethiopia and its implementation into...
Status of livestock genomics research in Ethiopia and its implementation into...
 
Experimental validation, genetic map saturation and gene flow pilot study in ...
Experimental validation, genetic map saturation and gene flow pilot study in ...Experimental validation, genetic map saturation and gene flow pilot study in ...
Experimental validation, genetic map saturation and gene flow pilot study in ...
 
Genome Sequencing in Finger Millet
Genome Sequencing in Finger MilletGenome Sequencing in Finger Millet
Genome Sequencing in Finger Millet
 
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...
Genetic Variability, Heritability and Genetic Advance of Kabuli Chickpea (Cic...
 
Austin Journal of Proteomics, Bioinformatics & Genomics
Austin Journal of Proteomics, Bioinformatics & GenomicsAustin Journal of Proteomics, Bioinformatics & Genomics
Austin Journal of Proteomics, Bioinformatics & Genomics
 
Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...
Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...
Whole genome sequencing of Napier grass (C. purpureus) accessions from sub-Sa...
 
MAGIC population in Vegetables
MAGIC population in VegetablesMAGIC population in Vegetables
MAGIC population in Vegetables
 
Heterotic pools
Heterotic poolsHeterotic pools
Heterotic pools
 
Pangenomics.pptx
Pangenomics.pptxPangenomics.pptx
Pangenomics.pptx
 
Aa renu 1
Aa renu 1Aa renu 1
Aa renu 1
 
Genetic diversity in wild and cultivated peanut_Khanal_2008
Genetic diversity in wild and cultivated peanut_Khanal_2008Genetic diversity in wild and cultivated peanut_Khanal_2008
Genetic diversity in wild and cultivated peanut_Khanal_2008
 
Bckv conference ppt
Bckv conference pptBckv conference ppt
Bckv conference ppt
 
GRM 2011: Approaches, resources and tools for rice gene discovery and breeding
GRM 2011: Approaches, resources and tools for rice gene discovery and breedingGRM 2011: Approaches, resources and tools for rice gene discovery and breeding
GRM 2011: Approaches, resources and tools for rice gene discovery and breeding
 
Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...
Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...
Research Program Genetic Gains (RPGG) Review Meeting 2021: From Discovery to ...
 
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...
 

Mehr von ILRI

How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...
ILRI
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
ILRI
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
ILRI
 
A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...
ILRI
 
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
ILRI
 
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseasesPreventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
ILRI
 
Preventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne diseasePreventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne disease
ILRI
 
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistancePreventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
ILRI
 
Food safety research in low- and middle-income countries
Food safety research in low- and middle-income countriesFood safety research in low- and middle-income countries
Food safety research in low- and middle-income countries
ILRI
 
Food safety research LMIC
Food safety research LMICFood safety research LMIC
Food safety research LMIC
ILRI
 
The application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern AfricaThe application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern Africa
ILRI
 
One Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the fieldOne Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the field
ILRI
 
Reservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in UgandaReservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in Uganda
ILRI
 
Minyoo ya mbwa
Minyoo ya mbwaMinyoo ya mbwa
Minyoo ya mbwa
ILRI
 
Parasites in dogs
Parasites in dogsParasites in dogs
Parasites in dogs
ILRI
 
Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...
ILRI
 
Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...
ILRI
 
Livestock in the agrifood systems transformation
Livestock in the agrifood systems transformationLivestock in the agrifood systems transformation
Livestock in the agrifood systems transformation
ILRI
 
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
ILRI
 
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farmsPractices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
ILRI
 

Mehr von ILRI (20)

How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...How the small-scale low biosecurity sector could be transformed into a more b...
How the small-scale low biosecurity sector could be transformed into a more b...
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
 
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
Small ruminant keepers’ knowledge, attitudes and practices towards peste des ...
 
A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...A training, certification and marketing scheme for informal dairy vendors in ...
A training, certification and marketing scheme for informal dairy vendors in ...
 
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...Milk safety and child nutrition impacts of the MoreMilk training, certificati...
Milk safety and child nutrition impacts of the MoreMilk training, certificati...
 
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseasesPreventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
Preventing the next pandemic: a 12-slide primer on emerging zoonotic diseases
 
Preventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne diseasePreventing preventable diseases: a 12-slide primer on foodborne disease
Preventing preventable diseases: a 12-slide primer on foodborne disease
 
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistancePreventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
Preventing a post-antibiotic era: a 12-slide primer on antimicrobial resistance
 
Food safety research in low- and middle-income countries
Food safety research in low- and middle-income countriesFood safety research in low- and middle-income countries
Food safety research in low- and middle-income countries
 
Food safety research LMIC
Food safety research LMICFood safety research LMIC
Food safety research LMIC
 
The application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern AfricaThe application of One Health: Observations from eastern and southern Africa
The application of One Health: Observations from eastern and southern Africa
 
One Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the fieldOne Health in action: Perspectives from 10 years in the field
One Health in action: Perspectives from 10 years in the field
 
Reservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in UgandaReservoirs of pathogenic Leptospira species in Uganda
Reservoirs of pathogenic Leptospira species in Uganda
 
Minyoo ya mbwa
Minyoo ya mbwaMinyoo ya mbwa
Minyoo ya mbwa
 
Parasites in dogs
Parasites in dogsParasites in dogs
Parasites in dogs
 
Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...Assessing meat microbiological safety and associated handling practices in bu...
Assessing meat microbiological safety and associated handling practices in bu...
 
Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...Ecological factors associated with abundance and distribution of mosquito vec...
Ecological factors associated with abundance and distribution of mosquito vec...
 
Livestock in the agrifood systems transformation
Livestock in the agrifood systems transformationLivestock in the agrifood systems transformation
Livestock in the agrifood systems transformation
 
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
Development of a fluorescent RBL reporter system for diagnosis of porcine cys...
 
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farmsPractices and drivers of antibiotic use in Kenyan smallholder dairy farms
Practices and drivers of antibiotic use in Kenyan smallholder dairy farms
 

Kürzlich hochgeladen

Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.
Nistarini College, Purulia (W.B) India
 
Orion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWSOrion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWS
Columbia Weather Systems
 
platelets_clotting_biogenesis.clot retractionpptx
platelets_clotting_biogenesis.clot retractionpptxplatelets_clotting_biogenesis.clot retractionpptx
platelets_clotting_biogenesis.clot retractionpptx
muralinath2
 
3D Hybrid PIC simulation of the plasma expansion (ISSS-14)
3D Hybrid PIC simulation of the plasma expansion (ISSS-14)3D Hybrid PIC simulation of the plasma expansion (ISSS-14)
3D Hybrid PIC simulation of the plasma expansion (ISSS-14)
David Osipyan
 
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
yqqaatn0
 
Phenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvementPhenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvement
IshaGoswami9
 
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
University of Maribor
 
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
yqqaatn0
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Sérgio Sacani
 
Toxic effects of heavy metals : Lead and Arsenic
Toxic effects of heavy metals : Lead and ArsenicToxic effects of heavy metals : Lead and Arsenic
Toxic effects of heavy metals : Lead and Arsenic
sanjana502982
 
Eukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptxEukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptx
RitabrataSarkar3
 
NuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyerNuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyer
pablovgd
 
Red blood cells- genesis-maturation.pptx
Red blood cells- genesis-maturation.pptxRed blood cells- genesis-maturation.pptx
Red blood cells- genesis-maturation.pptx
muralinath2
 
Richard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlandsRichard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlands
Richard Gill
 
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdfTopic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
TinyAnderson
 
Mudde & Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...
Mudde &  Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...Mudde &  Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...
Mudde & Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...
frank0071
 
What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.
moosaasad1975
 
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdfDMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
fafyfskhan251kmf
 
Introduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptxIntroduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptx
zeex60
 
THEMATIC APPERCEPTION TEST(TAT) cognitive abilities, creativity, and critic...
THEMATIC  APPERCEPTION  TEST(TAT) cognitive abilities, creativity, and critic...THEMATIC  APPERCEPTION  TEST(TAT) cognitive abilities, creativity, and critic...
THEMATIC APPERCEPTION TEST(TAT) cognitive abilities, creativity, and critic...
Abdul Wali Khan University Mardan,kP,Pakistan
 

Kürzlich hochgeladen (20)

Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.Nucleic Acid-its structural and functional complexity.
Nucleic Acid-its structural and functional complexity.
 
Orion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWSOrion Air Quality Monitoring Systems - CWS
Orion Air Quality Monitoring Systems - CWS
 
platelets_clotting_biogenesis.clot retractionpptx
platelets_clotting_biogenesis.clot retractionpptxplatelets_clotting_biogenesis.clot retractionpptx
platelets_clotting_biogenesis.clot retractionpptx
 
3D Hybrid PIC simulation of the plasma expansion (ISSS-14)
3D Hybrid PIC simulation of the plasma expansion (ISSS-14)3D Hybrid PIC simulation of the plasma expansion (ISSS-14)
3D Hybrid PIC simulation of the plasma expansion (ISSS-14)
 
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
原版制作(carleton毕业证书)卡尔顿大学毕业证硕士文凭原版一模一样
 
Phenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvementPhenomics assisted breeding in crop improvement
Phenomics assisted breeding in crop improvement
 
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...
 
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
如何办理(uvic毕业证书)维多利亚大学毕业证本科学位证书原版一模一样
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
 
Toxic effects of heavy metals : Lead and Arsenic
Toxic effects of heavy metals : Lead and ArsenicToxic effects of heavy metals : Lead and Arsenic
Toxic effects of heavy metals : Lead and Arsenic
 
Eukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptxEukaryotic Transcription Presentation.pptx
Eukaryotic Transcription Presentation.pptx
 
NuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyerNuGOweek 2024 Ghent programme overview flyer
NuGOweek 2024 Ghent programme overview flyer
 
Red blood cells- genesis-maturation.pptx
Red blood cells- genesis-maturation.pptxRed blood cells- genesis-maturation.pptx
Red blood cells- genesis-maturation.pptx
 
Richard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlandsRichard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlands
 
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdfTopic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
Topic: SICKLE CELL DISEASE IN CHILDREN-3.pdf
 
Mudde & Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...
Mudde &  Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...Mudde &  Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...
Mudde & Rovira Kaltwasser. - Populism in Europe and the Americas - Threat Or...
 
What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.What is greenhouse gasses and how many gasses are there to affect the Earth.
What is greenhouse gasses and how many gasses are there to affect the Earth.
 
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdfDMARDs Pharmacolgy Pharm D 5th Semester.pdf
DMARDs Pharmacolgy Pharm D 5th Semester.pdf
 
Introduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptxIntroduction to Mean Field Theory(MFT).pptx
Introduction to Mean Field Theory(MFT).pptx
 
THEMATIC APPERCEPTION TEST(TAT) cognitive abilities, creativity, and critic...
THEMATIC  APPERCEPTION  TEST(TAT) cognitive abilities, creativity, and critic...THEMATIC  APPERCEPTION  TEST(TAT) cognitive abilities, creativity, and critic...
THEMATIC APPERCEPTION TEST(TAT) cognitive abilities, creativity, and critic...
 

Genetic diversity in Napier grass (Cenchrus purpureus) collections as revealed by genotyping by sequencing method of the DArTseq platform

  • 1. Meki S. Muktar, Abel Teshome, Jean Hanson, Alemayehu T. Negawo, Ermias Habte, Jean-Baka Domelevo Entfellner, Ki-Won Lee & Chris S. Jones I. Introduction Napier grass, also called elephant grass, is an important tropical forage grass primarily used as cut-and-carry feed and of growing potential as an energy crop. The ILRI genebank holds a diverse set of Napier grass accessions and a collection from the Brazilian Agricultural Research Corporation (EMBRAPA). One- hundred-five accessions were subjected to genotyping by sequencing (GBS) using DArTseq, which generated high-density genome-wide SilicoDArT and SNP markers. Diversity analysis showed the existence of a substantial amount of variation in the collections and a few accessions that represent the diversity were selected with the objective of distributing subsets of a manageable size for further evaluation. LD (linkage disequilibrium) analyses revealed a fast LD-decay in the overall population and showed variation in LD between the ILRI compared to the EMBRAPA collection. This document is licensed for use under the Creative Commons Attribution 4.0 International Licence. July 2019. Genetic diversity in Napier grass (Cenchrus purpureus) collections as revealed by genotyping by sequencing method of the DArTseq platform Figure 1. Genome-wide distribution of SilicoDArT (a) and SNP (b) markers across the seven chromosomes of the pearl millet genome. The markers that were not mapped are indicated by a 0, and those markers that were mapped onto different scaffolds are indicated by an S. The number of markers mapped per chromosome is shown on the x-axis. In (c) the distribution of polymorphic information content (PIC) values for the SilicoDArT (orange) and SNP (blue) markers is shown cba II. Genome-wide high density SilicoDArT and SNP markers III. Diversity in the Napier grass populations Figure 2. Clusters of the Napier grass accessions (a) UPGMA tree showing seven groups; (b) PCA plot for PC1 and PC2; (c) The delta K suggesting two major groups and up to 5 subgroups; (d) Bar plots based on the admixture model in STRUCTURE, for K = 2 and K = 5. The colors in (a) and (b) are according to the STRUCTURE analysis with k = 5 a b c d Figure 3. UPGMA tree for the subsets under optimal-water (a) and water- deficit (b) conditions. In (c), the positions of the subsets in the whole collection is shown by different colours. The subsets were selected using selected genome-wide SNP markers that complemented with phenotypic traits collected from optimal-water (OW) and water-deficit (WD) plots IV. Representative subsets of the collection a b c a b Figure 4. Estimated linkage disequilibrium decay (LD-decay) in the overall Napier grass collections (blue), 45 EMBRAPA accessions (orange) and 59 ILRI accessions (red) (a). In (b), the LD-decay per chromosome is shown V. Genome-wide linkage disequilibrium ILRI thanks all donors and organizations which globally support its work through their contributions to the CGIAR system This research was supported by the "Cooperative Research Program for Agriculture Science & Technology Development (Project No. PJ012187)", Rural Development Administration, Republic of Korea; Germany-GIZ-Deutsche Gesellschaft für Internationale Zusammenarbeit; Federal Ministry for Economic Cooperation and Development (BMZ), Genebank uplift Funding from Germany, and; the CGIAR Research Program on Livestock. Correspondence: Meki S. Muktar, Feed and Forage Development, International Livestock Research Institute, Addis Ababa, Ethiopia, ilri.org; email: m.shehabu@cgiar.org VI. Conclusions and Outlook ۞GBS using the DArTseq platform generated high-density and genome-wide distributed dominant and co-dominant markers, which are suitable for marker-trait association analysis ۞The diversity analysis revealed the presence of considerable variation in the collections and showed the suitability of the population for marker-trait association studies ۞Subsets of Napier grass accessions that represent the genetic and phenotypic diversity held in the collections have been identified. These subsets are of a manageable size and act as a reference set for distribution and evaluation in different agro-ecologies and production systems ۞A fast rate of LD-decay was observed across the Napier grass A′ genome and the LD decay was slower in the ILRI when compared to the EMBRAPA collection, suggesting the materials from ILRI contain long haplotype blocks, in which a large amount of variation may be stacked which could potentially be released by crossing