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The first in-depth insight into the genetic diversity of a buffelgrass
(Cenchrus ciliaris L.) collection using genotyping-by-sequencing analysis
Alemayehu Teressa Negawo, Jean Hanson, Yilikal Assefa, Alieu Sartie and Chris S. Jones
Introduction
Buffelgrass (Cenchrus ciliaris L.) is an important drought tolerant, warm season, perennial forage grass widely grown in the tropics and subtropics, and is native to
different parts of Africa, the Middle East and Asia (Heuzé et al., 2006). A large collection of buffelgrass obtained from different parts of Africa is maintained in the
genebank at the International Livestock Research Institute (ILRI) in Ethiopia. So far, most of the diversity information on the collection is based on agro-morphological
characterization, where plenty of variation has been identified (Sánchez Gutiérrez et al., 2017 and Jorge et al., 2008). Thus, there is an opportunity to complement
this with molecular data to advance and accelerate selection of climate resilient superior genotypes. In this study, we report on the genetic diversity of a buffelgrass
collection based on a genotyping-by-sequencing (GBS) approach using the DArTseq platform.
Materials and Methods
Buffelgrass accessions collected from different
parts of Africa (Figure 1) were selected. DNA
was extracted from freeze dried leaf samples
collected from actively growing plants in the
field genebank in Zwai, Ethiopia. Data analyses
were done using different R packages
(https://www.R-project.org/) and structure
software (Evanno et al., 2005).
Conclusions
Molecular information of a buffelgrass collection
has been generated using GBS and the results
revealed the genetic richness of the collection.
This information will be useful for different
purposes including core collection development,
trait-marker association analysis and impact
assessment of the use of genetic resources from
the genebank.
Reference
Evanno G; Regnaut S; Goudet J. 2005. Detecting the number of clusters of individuals using the software STRUCTURE: A simulation study. Molecular Ecology 14:2611–2620.
Heuzé V., Tran G., Baumont R., Lebas F. 2016. Buffel grass (Cenchrus ciliaris). Feedipedia, a programme by INRA, CIRAD, AFZ and FAO. https://www.feedipedia.org/node/482 Last
updated on April 1, 2016, 17:12
Jorge M; van de Wouw M; Hanson J; Mohammed J. 2008. Characterization of a collection of buffelgrass (Cenchrus ciliaris). Tropical Grasslands (2008) Volume 42. pp.27-39.
Sánchez Gutiérrez, R., Morales Nieto, C., Hanson, J., Santellano Estrada, E., Jurado Guerra, P., Villanueva Avalos, J., & Melgoza Castillo, A. (2017). Forage characterization of ecotypes of
buffel grass under temporary conditions in Debre Zeit, Ethiopia. Revista Mexicana De Ciencias Agrícolas, 8, 13-24.
Alieu Sartie
a.sartie@cgiar.org , International Livestock Research
Institute. Box 5689 Addis Ababa, Ethiopia. ilri.org
This document is licensed for use under the Creative Commons Attribution 4.0 International Licence.
August 2018.
Genetic diversity of the collection
Population structure analysis using the 1,000
selected markers revealed the presence of two
main groups with further sub-groups in the
collection based on structure analysis (Figure 5 a
and b), phylogenetic tree (Figure 5 c) and PCA
(Figure 5 d).
Figure 5. Population structure and diversity of the buffelgrass collection
Genotyping-by-sequencing
Genotyping data of 111,917 Silico DArT and
93,501 SNP markers were obtained for 185
buffelgrass accessions. Figure 2 shows the
polymorphism information content (PIC) values
of both types of markers.
Figure 2. PIC values of Silico DArT and SNP markersFigure 1. Map showing countries where the
buffelgrass accessions were collected in Africa
(adapted from Jorge et al., 2008)
Mapping of markers on the reference genome
The markers were mapped on the reference
genome of a closely related species, Setaria
italica, with the aim of selecting representative
markers covering the whole genome for in-
depth diversity analysis and other related
studies. Accordingly, 8,053 (7 %) Silico DArT and
15,465 (16 %) SNP markers were mapped on the
reference genome (Figure 3 a and b). One
thousand from both silico DArT and SNP
markers, distributed across the reference
genome, were selected for in-depth diversity
assessment of the collection and further
genome-wide association studies (GWAS)
(Figure 4 a and b).
Figure 3. Distribution of Silico DArT (a) and SNP (b)
markers across the Setaria italica reference genome
Figure 4. Genome distribution of the selected 1,000
Silico DArT (a) and SNP (b) markers for in-depth
diversity studies
a) b) a) b
This project was supported by the Genebank platform ‘use module’ and Deutsche
Gesellschaft für Internationale Zuammenarbeit (GIZ), “attributed funding” from
Germany as a contribution to the genetic resources collections of ILRI 2017

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The first in-depth insight into the genetic diversity of a buffelgrass (Cenchrus ciliaris L.) collection using genotyping-by-sequencing analysis

  • 1. The first in-depth insight into the genetic diversity of a buffelgrass (Cenchrus ciliaris L.) collection using genotyping-by-sequencing analysis Alemayehu Teressa Negawo, Jean Hanson, Yilikal Assefa, Alieu Sartie and Chris S. Jones Introduction Buffelgrass (Cenchrus ciliaris L.) is an important drought tolerant, warm season, perennial forage grass widely grown in the tropics and subtropics, and is native to different parts of Africa, the Middle East and Asia (Heuzé et al., 2006). A large collection of buffelgrass obtained from different parts of Africa is maintained in the genebank at the International Livestock Research Institute (ILRI) in Ethiopia. So far, most of the diversity information on the collection is based on agro-morphological characterization, where plenty of variation has been identified (Sánchez Gutiérrez et al., 2017 and Jorge et al., 2008). Thus, there is an opportunity to complement this with molecular data to advance and accelerate selection of climate resilient superior genotypes. In this study, we report on the genetic diversity of a buffelgrass collection based on a genotyping-by-sequencing (GBS) approach using the DArTseq platform. Materials and Methods Buffelgrass accessions collected from different parts of Africa (Figure 1) were selected. DNA was extracted from freeze dried leaf samples collected from actively growing plants in the field genebank in Zwai, Ethiopia. Data analyses were done using different R packages (https://www.R-project.org/) and structure software (Evanno et al., 2005). Conclusions Molecular information of a buffelgrass collection has been generated using GBS and the results revealed the genetic richness of the collection. This information will be useful for different purposes including core collection development, trait-marker association analysis and impact assessment of the use of genetic resources from the genebank. Reference Evanno G; Regnaut S; Goudet J. 2005. Detecting the number of clusters of individuals using the software STRUCTURE: A simulation study. Molecular Ecology 14:2611–2620. Heuzé V., Tran G., Baumont R., Lebas F. 2016. Buffel grass (Cenchrus ciliaris). Feedipedia, a programme by INRA, CIRAD, AFZ and FAO. https://www.feedipedia.org/node/482 Last updated on April 1, 2016, 17:12 Jorge M; van de Wouw M; Hanson J; Mohammed J. 2008. Characterization of a collection of buffelgrass (Cenchrus ciliaris). Tropical Grasslands (2008) Volume 42. pp.27-39. Sánchez Gutiérrez, R., Morales Nieto, C., Hanson, J., Santellano Estrada, E., Jurado Guerra, P., Villanueva Avalos, J., & Melgoza Castillo, A. (2017). Forage characterization of ecotypes of buffel grass under temporary conditions in Debre Zeit, Ethiopia. Revista Mexicana De Ciencias Agrícolas, 8, 13-24. Alieu Sartie a.sartie@cgiar.org , International Livestock Research Institute. Box 5689 Addis Ababa, Ethiopia. ilri.org This document is licensed for use under the Creative Commons Attribution 4.0 International Licence. August 2018. Genetic diversity of the collection Population structure analysis using the 1,000 selected markers revealed the presence of two main groups with further sub-groups in the collection based on structure analysis (Figure 5 a and b), phylogenetic tree (Figure 5 c) and PCA (Figure 5 d). Figure 5. Population structure and diversity of the buffelgrass collection Genotyping-by-sequencing Genotyping data of 111,917 Silico DArT and 93,501 SNP markers were obtained for 185 buffelgrass accessions. Figure 2 shows the polymorphism information content (PIC) values of both types of markers. Figure 2. PIC values of Silico DArT and SNP markersFigure 1. Map showing countries where the buffelgrass accessions were collected in Africa (adapted from Jorge et al., 2008) Mapping of markers on the reference genome The markers were mapped on the reference genome of a closely related species, Setaria italica, with the aim of selecting representative markers covering the whole genome for in- depth diversity analysis and other related studies. Accordingly, 8,053 (7 %) Silico DArT and 15,465 (16 %) SNP markers were mapped on the reference genome (Figure 3 a and b). One thousand from both silico DArT and SNP markers, distributed across the reference genome, were selected for in-depth diversity assessment of the collection and further genome-wide association studies (GWAS) (Figure 4 a and b). Figure 3. Distribution of Silico DArT (a) and SNP (b) markers across the Setaria italica reference genome Figure 4. Genome distribution of the selected 1,000 Silico DArT (a) and SNP (b) markers for in-depth diversity studies a) b) a) b This project was supported by the Genebank platform ‘use module’ and Deutsche Gesellschaft für Internationale Zuammenarbeit (GIZ), “attributed funding” from Germany as a contribution to the genetic resources collections of ILRI 2017