Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits

Napier grass is the most important perennial tropical grass native to Sub-Saharan Africa and widely grown in tropical and subtropical regions around the world, primarily as a forage crop for animal feed, but with potential as an energy crop and in a wide range of other areas. Genomic resources have recently been developed for Napier grass that need to be deployed for genetic improvement and molecular dissection of important agro-morphological and feed quality traits. From a diverse set of Napier grass genotypes assembled from two independent collections, a subset of 84 genotypes (although a small population size, the genotypes were selected to best represent the genetic diversity of the collections) were selected and evaluated for 2 years in dry (DS) and wet (WS) seasons under three soil moisture conditions: moderate water stress in DS (DS-MWS); severe water stress in DS (DS-SWS) and, under rainfed (RF) conditions in WS (WS-RF). Data for agro-morphological and feed quality traits, adjusted for the spatial heterogeneity in the experimental blocks, were collected over a 2-year period from 2018 to 2020. A total of 135,706 molecular markers were filtered, after removing markers with missing values >10% and a minor allele frequency (MAF) <5%, from the high-density genome-wide markers generated previously using the genotyping by sequencing (GBS) method of the DArTseq platform. A genome-wide association study (GWAS), using two different mixed linear model algorithms implemented in the GAPIT R package, identified more than 35 QTL regions and markers associated with agronomic, morphological, and water-use efficiency traits. QTL regions governing purple pigmentation and feed quality traits were also identified. The identified markers will be useful in the genetic improvement of Napier grass through the application of marker-assisted selection and for further characterization and map-based cloning of the QTLs.

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Main Authors: Muktar, Meki S., Habte, Ermias, Teshome, Abel, Assefa, Yilikal, Negawo, Alemayehu T., Ki-Won Lee, Jiyu Zhang, Jones, Christopher S.
Format: Journal Article biblioteca
Language:English
Published: Frontiers Media 2022-01-07
Subjects:pennisetum purpureum, feed quality, water use, animal feeding, feeds, forage,
Online Access:https://hdl.handle.net/10568/113809
https://doi.org/10.3389/fpls.2021.678862
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spelling dig-cgspace-10568-1138092023-12-08T19:36:04Z Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits Muktar, Meki S. Habte, Ermias Teshome, Abel Assefa, Yilikal Negawo, Alemayehu T. Ki-Won Lee Jiyu Zhang Jones, Christopher S. pennisetum purpureum feed quality water use animal feeding feeds forage Napier grass is the most important perennial tropical grass native to Sub-Saharan Africa and widely grown in tropical and subtropical regions around the world, primarily as a forage crop for animal feed, but with potential as an energy crop and in a wide range of other areas. Genomic resources have recently been developed for Napier grass that need to be deployed for genetic improvement and molecular dissection of important agro-morphological and feed quality traits. From a diverse set of Napier grass genotypes assembled from two independent collections, a subset of 84 genotypes (although a small population size, the genotypes were selected to best represent the genetic diversity of the collections) were selected and evaluated for 2 years in dry (DS) and wet (WS) seasons under three soil moisture conditions: moderate water stress in DS (DS-MWS); severe water stress in DS (DS-SWS) and, under rainfed (RF) conditions in WS (WS-RF). Data for agro-morphological and feed quality traits, adjusted for the spatial heterogeneity in the experimental blocks, were collected over a 2-year period from 2018 to 2020. A total of 135,706 molecular markers were filtered, after removing markers with missing values >10% and a minor allele frequency (MAF) <5%, from the high-density genome-wide markers generated previously using the genotyping by sequencing (GBS) method of the DArTseq platform. A genome-wide association study (GWAS), using two different mixed linear model algorithms implemented in the GAPIT R package, identified more than 35 QTL regions and markers associated with agronomic, morphological, and water-use efficiency traits. QTL regions governing purple pigmentation and feed quality traits were also identified. The identified markers will be useful in the genetic improvement of Napier grass through the application of marker-assisted selection and for further characterization and map-based cloning of the QTLs. 2022-01-07 2021-05-27T14:27:08Z 2021-05-27T14:27:08Z Journal Article Muktar, M.S., Habte, E., Teshome, A., Assefa, Y., Negawo, A.T., Ki-Won Lee and Jiyu Zhang and Jones, C.S. 2022. Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits. Frontiers in Plant Science 12:678862. 1664-462X https://hdl.handle.net/10568/113809 https://doi.org/10.3389/fpls.2021.678862 en CC-BY-4.0 Open Access Frontiers Media Frontiers in Plant Science
institution CGIAR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cgspace
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CGIAR
language English
topic pennisetum purpureum
feed quality
water use
animal feeding
feeds
forage
pennisetum purpureum
feed quality
water use
animal feeding
feeds
forage
spellingShingle pennisetum purpureum
feed quality
water use
animal feeding
feeds
forage
pennisetum purpureum
feed quality
water use
animal feeding
feeds
forage
Muktar, Meki S.
Habte, Ermias
Teshome, Abel
Assefa, Yilikal
Negawo, Alemayehu T.
Ki-Won Lee
Jiyu Zhang
Jones, Christopher S.
Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits
description Napier grass is the most important perennial tropical grass native to Sub-Saharan Africa and widely grown in tropical and subtropical regions around the world, primarily as a forage crop for animal feed, but with potential as an energy crop and in a wide range of other areas. Genomic resources have recently been developed for Napier grass that need to be deployed for genetic improvement and molecular dissection of important agro-morphological and feed quality traits. From a diverse set of Napier grass genotypes assembled from two independent collections, a subset of 84 genotypes (although a small population size, the genotypes were selected to best represent the genetic diversity of the collections) were selected and evaluated for 2 years in dry (DS) and wet (WS) seasons under three soil moisture conditions: moderate water stress in DS (DS-MWS); severe water stress in DS (DS-SWS) and, under rainfed (RF) conditions in WS (WS-RF). Data for agro-morphological and feed quality traits, adjusted for the spatial heterogeneity in the experimental blocks, were collected over a 2-year period from 2018 to 2020. A total of 135,706 molecular markers were filtered, after removing markers with missing values >10% and a minor allele frequency (MAF) <5%, from the high-density genome-wide markers generated previously using the genotyping by sequencing (GBS) method of the DArTseq platform. A genome-wide association study (GWAS), using two different mixed linear model algorithms implemented in the GAPIT R package, identified more than 35 QTL regions and markers associated with agronomic, morphological, and water-use efficiency traits. QTL regions governing purple pigmentation and feed quality traits were also identified. The identified markers will be useful in the genetic improvement of Napier grass through the application of marker-assisted selection and for further characterization and map-based cloning of the QTLs.
format Journal Article
topic_facet pennisetum purpureum
feed quality
water use
animal feeding
feeds
forage
author Muktar, Meki S.
Habte, Ermias
Teshome, Abel
Assefa, Yilikal
Negawo, Alemayehu T.
Ki-Won Lee
Jiyu Zhang
Jones, Christopher S.
author_facet Muktar, Meki S.
Habte, Ermias
Teshome, Abel
Assefa, Yilikal
Negawo, Alemayehu T.
Ki-Won Lee
Jiyu Zhang
Jones, Christopher S.
author_sort Muktar, Meki S.
title Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits
title_short Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits
title_full Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits
title_fullStr Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits
title_full_unstemmed Insights into the genetic architecture of complex traits in Napier grass (Cenchrus purpureus) and QTL regions governing forage biomass yield, water use efficiency and feed quality traits
title_sort insights into the genetic architecture of complex traits in napier grass (cenchrus purpureus) and qtl regions governing forage biomass yield, water use efficiency and feed quality traits
publisher Frontiers Media
publishDate 2022-01-07
url https://hdl.handle.net/10568/113809
https://doi.org/10.3389/fpls.2021.678862
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