Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm

Orchardgrass (Dactylis glomerata L.), a widely cultivated cool-season perennial, is an important forage crop due to its adaptability, high nutritional value, and substantial biomass. Understanding its genetic diversity and population structure is crucial for developing resilient cultivars that can w...

Full description

Saved in:
Bibliographic Details
Main Authors: Muhammad Tanveer Altaf, Pablo Federico Cavagnaro, Kağan Kökten, Amjad Ali, Andres Morales, Muhammed Tatar, Mehmet Bedir, Muhammad Azhar Nadeem, Muhammad Aasim, Nafiz Çeliktaş, Sheikh Mansoor, Faheem Shehzad Baloch
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-02-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1530585/full
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832086507770347520
author Muhammad Tanveer Altaf
Pablo Federico Cavagnaro
Kağan Kökten
Amjad Ali
Andres Morales
Andres Morales
Muhammed Tatar
Mehmet Bedir
Muhammad Azhar Nadeem
Muhammad Aasim
Nafiz Çeliktaş
Sheikh Mansoor
Faheem Shehzad Baloch
Faheem Shehzad Baloch
author_facet Muhammad Tanveer Altaf
Pablo Federico Cavagnaro
Kağan Kökten
Amjad Ali
Andres Morales
Andres Morales
Muhammed Tatar
Mehmet Bedir
Muhammad Azhar Nadeem
Muhammad Aasim
Nafiz Çeliktaş
Sheikh Mansoor
Faheem Shehzad Baloch
Faheem Shehzad Baloch
author_sort Muhammad Tanveer Altaf
collection DOAJ
description Orchardgrass (Dactylis glomerata L.), a widely cultivated cool-season perennial, is an important forage crop due to its adaptability, high nutritional value, and substantial biomass. Understanding its genetic diversity and population structure is crucial for developing resilient cultivars that can withstand climate change, diseases, and resource limitations. Despite its global significance in fodder production, the genetic potential of many regional accessions remains unexplored, limiting breeding efforts. This study investigates the genetic diversity (GD) and population structure of 91 accessions of D. glomerata from Turkey and Iran using genotyping-by-sequencing based single nucleotide polymorphism (SNP) markers. A total of 2913 high-quality SNP markers revealed substantial genetic variability across provinces. Notably, accessions from Erzurum exhibited the highest GD (mean GD: 0.26; He: 0.5328), while provinces such as Bursa and Muğla demonstrated lower GD (mean GD: 0.15; He < 0.22), suggesting potential genetic bottlenecks. Population structure analysis using Bayesian clustering, PCoA and UPGMA dendrograms divided the accessions into three distinct clusters, with cluster membership largely reflecting geographical origins, and dry biomass content. Cluster II revealed higher GD, associated with enhanced biomass production (128 g/plant), the most important agronomic trait in forage species, supporting the notion of heterosis in breeding programs. The majority of the genetic variation (85.8%) was observed within clusters, with minimal differentiation among clusters (FST = 0.007). Genome-wide association studies (GWAS) identified significant marker-trait associations for dry biomass weight, a critical agronomic trait, with markers DArT-100715788, DArT-101043591, and DArT-101171265 and DArT-101090822 located on Chromosomes 1, 6, and 7 respectively. These findings highlight the importance of regional diversity for maintaining adaptive potential in future breeding programs.
format Article
id doaj-art-67cf8b5b69d54369adac427ac26b9d33
institution Kabale University
issn 1664-462X
language English
publishDate 2025-02-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Plant Science
spelling doaj-art-67cf8b5b69d54369adac427ac26b9d332025-02-06T13:00:03ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2025-02-011610.3389/fpls.2025.15305851530585Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasmMuhammad Tanveer Altaf0Pablo Federico Cavagnaro1Kağan Kökten2Amjad Ali3Andres Morales4Andres Morales5Muhammed Tatar6Mehmet Bedir7Muhammad Azhar Nadeem8Muhammad Aasim9Nafiz Çeliktaş10Sheikh Mansoor11Faheem Shehzad Baloch12Faheem Shehzad Baloch13Department of Field Crops, Faculty of Agriculture, Recep Tayyip Erdoğan University, Pazar, Rize, TürkiyeConsejo Nacional de Investigaciones Científicas y Técnicas (CONICET), and Instituto Nacional de Tecnología Agropecuaria (INTA) Estación Experimental Agropecuaria Mendoza, Mendoza, ArgentinaFaculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, TürkiyeFaculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, TürkiyeUniversidad Nacional de Cuyo (UNCuyo) Facultad de Ciencias Agrarias, Instituto de Biología Agrícola de Mendoza (IBAM CONICET) Laboratorio de Biología Molecular, Mendoza, ArgentinaInstituto Nacional de Tecnología Agropecuaria (INTA) Estación Experimental Agropecuaria La Consulta, La Consulta, ArgentinaFaculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, TürkiyeFaculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, TürkiyeFaculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, TürkiyeFaculty of Agricultural Sciences and Technologies, Sivas University of Science and Technology, Sivas, TürkiyeDepartment of Field Crops, Faculty of Agriculture, Hatay Mustafa Kemal University, Hatay, TürkiyeDepartment of Plant Resources and Environment, Jeju National University, Jeju, Republic of KoreaDepartment of Plant Resources and Environment, Jeju National University, Jeju, Republic of KoreaDepartment of Biotechnology, Faculty of Science, Mersin University, Yenişehir, Mersin, TürkiyeOrchardgrass (Dactylis glomerata L.), a widely cultivated cool-season perennial, is an important forage crop due to its adaptability, high nutritional value, and substantial biomass. Understanding its genetic diversity and population structure is crucial for developing resilient cultivars that can withstand climate change, diseases, and resource limitations. Despite its global significance in fodder production, the genetic potential of many regional accessions remains unexplored, limiting breeding efforts. This study investigates the genetic diversity (GD) and population structure of 91 accessions of D. glomerata from Turkey and Iran using genotyping-by-sequencing based single nucleotide polymorphism (SNP) markers. A total of 2913 high-quality SNP markers revealed substantial genetic variability across provinces. Notably, accessions from Erzurum exhibited the highest GD (mean GD: 0.26; He: 0.5328), while provinces such as Bursa and Muğla demonstrated lower GD (mean GD: 0.15; He < 0.22), suggesting potential genetic bottlenecks. Population structure analysis using Bayesian clustering, PCoA and UPGMA dendrograms divided the accessions into three distinct clusters, with cluster membership largely reflecting geographical origins, and dry biomass content. Cluster II revealed higher GD, associated with enhanced biomass production (128 g/plant), the most important agronomic trait in forage species, supporting the notion of heterosis in breeding programs. The majority of the genetic variation (85.8%) was observed within clusters, with minimal differentiation among clusters (FST = 0.007). Genome-wide association studies (GWAS) identified significant marker-trait associations for dry biomass weight, a critical agronomic trait, with markers DArT-100715788, DArT-101043591, and DArT-101171265 and DArT-101090822 located on Chromosomes 1, 6, and 7 respectively. These findings highlight the importance of regional diversity for maintaining adaptive potential in future breeding programs.https://www.frontiersin.org/articles/10.3389/fpls.2025.1530585/fullDactylis glomeratagenetic diversitySNP markersforage breedingpopulation structureGWAS
spellingShingle Muhammad Tanveer Altaf
Pablo Federico Cavagnaro
Kağan Kökten
Amjad Ali
Andres Morales
Andres Morales
Muhammed Tatar
Mehmet Bedir
Muhammad Azhar Nadeem
Muhammad Aasim
Nafiz Çeliktaş
Sheikh Mansoor
Faheem Shehzad Baloch
Faheem Shehzad Baloch
Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm
Frontiers in Plant Science
Dactylis glomerata
genetic diversity
SNP markers
forage breeding
population structure
GWAS
title Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm
title_full Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm
title_fullStr Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm
title_full_unstemmed Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm
title_short Genotyping-by-sequencing derived SNP markers reveal genetic diversity and population structure of Dactylis glomerata germplasm
title_sort genotyping by sequencing derived snp markers reveal genetic diversity and population structure of dactylis glomerata germplasm
topic Dactylis glomerata
genetic diversity
SNP markers
forage breeding
population structure
GWAS
url https://www.frontiersin.org/articles/10.3389/fpls.2025.1530585/full
work_keys_str_mv AT muhammadtanveeraltaf genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT pablofedericocavagnaro genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT kagankokten genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT amjadali genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT andresmorales genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT andresmorales genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT muhammedtatar genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT mehmetbedir genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT muhammadazharnadeem genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT muhammadaasim genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT nafizceliktas genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT sheikhmansoor genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT faheemshehzadbaloch genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm
AT faheemshehzadbaloch genotypingbysequencingderivedsnpmarkersrevealgeneticdiversityandpopulationstructureofdactylisglomeratagermplasm