Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin

Autores
Hafeez, Muhammad Bilal; Iqbal, Shahid; Li, Yuanyuan; Saddiq, Muhammad Sohail; Basra, Shahzad M. A.; Zhang, Hui; Zahra, Noreen; Akram, Muhammad Z.; Bertero, Hector Daniel; Curti, Ramiro Nestor
Año de publicación
2022
Idioma
inglés
Tipo de recurso
artículo
Estado
versión publicada
Descripción
Quinoa’s germplasm evaluation is the first step towards determining its suitability under new environmental conditions. The aim of this study was to introduce suitable germplasm to the lowland areas of the Faisalabad Plain that could then be used to introduce quinoa more effectively to that region. A set of 117 quinoa genotypes belonging to the USDA quinoa collection was evaluated for 11 phenotypic quantitative traits (grain yield (Y), its biological and numerical components plus phenological variables) in a RCBD during two consecutive growing seasons at the University of Agriculture, Faisalabad, Pakistan under mid-autumn sowings. Genotypic performance changed across the years, however most phenotypic traits showed high heritability, from 0.75 for Harvest Index (HI) to 0.97 for aerial biomass (B) and Y. Ordination and cluster analyses differentiated four Academic Editors: Cataldo Pulvento and Didier Bazile Received: 28 January 2022 Accepted: 3 March 2022 Published: 10 March 2022 Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). groups dominated by genotypes from: Peru and the Bolivian Highlands (G1); the Bolivian Highlands (G2); the Ballón collection (regarded as a cross between Bolivian and Sea Level (Chilean) genotypes) plus Bolivian Highlands (G3); and Ballón plus Sea Level (G4), this latter group being the most differentiated one. This genetic structure shared similarities with previous groups identified using SSR markers and G×Edata from an international quinoa test. G4 genotypes showed the highest Y associated with higher B and seed numbers (SN), while HI made a significant contribution to yield determination in G2 and seed weight (SW) in G3. G1 and G2 showed the lowest Y associated with a lower B and SN. Moreover, SW showed a strongly negative association with SN in G2. Accordingly, G4followed by G3 are better suited to the lowland areas of Faisalabad plain and the physiological traits underlying yield determination among genotypic groups should be considered in future breeding programs.
Fil: Hafeez, Muhammad Bilal. University Of Agriculture; Pakistán
Fil: Iqbal, Shahid. University Of Agriculture; Pakistán
Fil: Li, Yuanyuan. Shandong Normal University. College of Life Science. Shandong Provincial Key Laboratory of Plant Stress Research; China
Fil: Saddiq, Muhammad Sohail. Ghazi University. Department of Agronomy; Pakistán
Fil: Basra, Shahzad M. A.. University Of Agriculture; Pakistán
Fil: Zhang, Hui. Shandong Normal University. College of Life Science. Shandong Provincial Key Laboratory of Plant Stress Research; China
Fil: Zahra, Noreen. University Of Agriculture; Pakistán
Fil: Akram, Muhammad Z.. University Of Agriculture; Pakistán
Fil: Bertero, Hector Daniel. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Buenos Aires. Facultad de Agronomía. Departamento de Producción Vegetal. Cátedra de Producción Vegetal; Argentina
Fil: Curti, Ramiro Nestor. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Salta; Argentina. Universidad Nacional de Salta. Facultad de Ciencias Naturales. Escuela de Agronomía. Laboratorio de Investigaciones Botánicas; Argentina
Materia
BREEDING
CHENOPODIUM QUINOA WILLD.
GENETIC STRUCTURE
GERMPLASM
HERITABILITY
EFFECTS OF GENOTYPE BY ENVIRONMENT INTERACTION
Nivel de accesibilidad
acceso abierto
Condiciones de uso
https://creativecommons.org/licenses/by/2.5/ar/
Repositorio
CONICET Digital (CONICET)
Institución
Consejo Nacional de Investigaciones Científicas y Técnicas
OAI Identificador
oai:ri.conicet.gov.ar:11336/160411

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spelling Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm originHafeez, Muhammad BilalIqbal, ShahidLi, YuanyuanSaddiq, Muhammad SohailBasra, Shahzad M. A.Zhang, HuiZahra, NoreenAkram, Muhammad Z.Bertero, Hector DanielCurti, Ramiro NestorBREEDINGCHENOPODIUM QUINOA WILLD.GENETIC STRUCTUREGERMPLASMHERITABILITYEFFECTS OF GENOTYPE BY ENVIRONMENT INTERACTIONhttps://purl.org/becyt/ford/4.1https://purl.org/becyt/ford/4Quinoa’s germplasm evaluation is the first step towards determining its suitability under new environmental conditions. The aim of this study was to introduce suitable germplasm to the lowland areas of the Faisalabad Plain that could then be used to introduce quinoa more effectively to that region. A set of 117 quinoa genotypes belonging to the USDA quinoa collection was evaluated for 11 phenotypic quantitative traits (grain yield (Y), its biological and numerical components plus phenological variables) in a RCBD during two consecutive growing seasons at the University of Agriculture, Faisalabad, Pakistan under mid-autumn sowings. Genotypic performance changed across the years, however most phenotypic traits showed high heritability, from 0.75 for Harvest Index (HI) to 0.97 for aerial biomass (B) and Y. Ordination and cluster analyses differentiated four Academic Editors: Cataldo Pulvento and Didier Bazile Received: 28 January 2022 Accepted: 3 March 2022 Published: 10 March 2022 Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). groups dominated by genotypes from: Peru and the Bolivian Highlands (G1); the Bolivian Highlands (G2); the Ballón collection (regarded as a cross between Bolivian and Sea Level (Chilean) genotypes) plus Bolivian Highlands (G3); and Ballón plus Sea Level (G4), this latter group being the most differentiated one. This genetic structure shared similarities with previous groups identified using SSR markers and G×Edata from an international quinoa test. G4 genotypes showed the highest Y associated with higher B and seed numbers (SN), while HI made a significant contribution to yield determination in G2 and seed weight (SW) in G3. G1 and G2 showed the lowest Y associated with a lower B and SN. Moreover, SW showed a strongly negative association with SN in G2. Accordingly, G4followed by G3 are better suited to the lowland areas of Faisalabad plain and the physiological traits underlying yield determination among genotypic groups should be considered in future breeding programs.Fil: Hafeez, Muhammad Bilal. University Of Agriculture; PakistánFil: Iqbal, Shahid. University Of Agriculture; PakistánFil: Li, Yuanyuan. Shandong Normal University. College of Life Science. Shandong Provincial Key Laboratory of Plant Stress Research; ChinaFil: Saddiq, Muhammad Sohail. Ghazi University. Department of Agronomy; PakistánFil: Basra, Shahzad M. A.. University Of Agriculture; PakistánFil: Zhang, Hui. Shandong Normal University. College of Life Science. Shandong Provincial Key Laboratory of Plant Stress Research; ChinaFil: Zahra, Noreen. University Of Agriculture; PakistánFil: Akram, Muhammad Z.. University Of Agriculture; PakistánFil: Bertero, Hector Daniel. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Buenos Aires. Facultad de Agronomía. Departamento de Producción Vegetal. Cátedra de Producción Vegetal; ArgentinaFil: Curti, Ramiro Nestor. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Salta; Argentina. Universidad Nacional de Salta. Facultad de Ciencias Naturales. Escuela de Agronomía. Laboratorio de Investigaciones Botánicas; ArgentinaMultidisciplinary Digital Publishing Institute2022-03info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/160411Hafeez, Muhammad Bilal; Iqbal, Shahid; Li, Yuanyuan; Saddiq, Muhammad Sohail; Basra, Shahzad M. A.; et al.; Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin; Multidisciplinary Digital Publishing Institute; Plants; 11; 6; 3-2022; 1-132223-7747CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2223-7747/11/6/738info:eu-repo/semantics/altIdentifier/doi/10.3390/plants11060738info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-10-15T14:25:27Zoai:ri.conicet.gov.ar:11336/160411instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-10-15 14:25:28.111CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse
dc.title.none.fl_str_mv Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
title Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
spellingShingle Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
Hafeez, Muhammad Bilal
BREEDING
CHENOPODIUM QUINOA WILLD.
GENETIC STRUCTURE
GERMPLASM
HERITABILITY
EFFECTS OF GENOTYPE BY ENVIRONMENT INTERACTION
title_short Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
title_full Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
title_fullStr Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
title_full_unstemmed Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
title_sort Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin
dc.creator.none.fl_str_mv Hafeez, Muhammad Bilal
Iqbal, Shahid
Li, Yuanyuan
Saddiq, Muhammad Sohail
Basra, Shahzad M. A.
Zhang, Hui
Zahra, Noreen
Akram, Muhammad Z.
Bertero, Hector Daniel
Curti, Ramiro Nestor
author Hafeez, Muhammad Bilal
author_facet Hafeez, Muhammad Bilal
Iqbal, Shahid
Li, Yuanyuan
Saddiq, Muhammad Sohail
Basra, Shahzad M. A.
Zhang, Hui
Zahra, Noreen
Akram, Muhammad Z.
Bertero, Hector Daniel
Curti, Ramiro Nestor
author_role author
author2 Iqbal, Shahid
Li, Yuanyuan
Saddiq, Muhammad Sohail
Basra, Shahzad M. A.
Zhang, Hui
Zahra, Noreen
Akram, Muhammad Z.
Bertero, Hector Daniel
Curti, Ramiro Nestor
author2_role author
author
author
author
author
author
author
author
author
dc.subject.none.fl_str_mv BREEDING
CHENOPODIUM QUINOA WILLD.
GENETIC STRUCTURE
GERMPLASM
HERITABILITY
EFFECTS OF GENOTYPE BY ENVIRONMENT INTERACTION
topic BREEDING
CHENOPODIUM QUINOA WILLD.
GENETIC STRUCTURE
GERMPLASM
HERITABILITY
EFFECTS OF GENOTYPE BY ENVIRONMENT INTERACTION
purl_subject.fl_str_mv https://purl.org/becyt/ford/4.1
https://purl.org/becyt/ford/4
dc.description.none.fl_txt_mv Quinoa’s germplasm evaluation is the first step towards determining its suitability under new environmental conditions. The aim of this study was to introduce suitable germplasm to the lowland areas of the Faisalabad Plain that could then be used to introduce quinoa more effectively to that region. A set of 117 quinoa genotypes belonging to the USDA quinoa collection was evaluated for 11 phenotypic quantitative traits (grain yield (Y), its biological and numerical components plus phenological variables) in a RCBD during two consecutive growing seasons at the University of Agriculture, Faisalabad, Pakistan under mid-autumn sowings. Genotypic performance changed across the years, however most phenotypic traits showed high heritability, from 0.75 for Harvest Index (HI) to 0.97 for aerial biomass (B) and Y. Ordination and cluster analyses differentiated four Academic Editors: Cataldo Pulvento and Didier Bazile Received: 28 January 2022 Accepted: 3 March 2022 Published: 10 March 2022 Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). groups dominated by genotypes from: Peru and the Bolivian Highlands (G1); the Bolivian Highlands (G2); the Ballón collection (regarded as a cross between Bolivian and Sea Level (Chilean) genotypes) plus Bolivian Highlands (G3); and Ballón plus Sea Level (G4), this latter group being the most differentiated one. This genetic structure shared similarities with previous groups identified using SSR markers and G×Edata from an international quinoa test. G4 genotypes showed the highest Y associated with higher B and seed numbers (SN), while HI made a significant contribution to yield determination in G2 and seed weight (SW) in G3. G1 and G2 showed the lowest Y associated with a lower B and SN. Moreover, SW showed a strongly negative association with SN in G2. Accordingly, G4followed by G3 are better suited to the lowland areas of Faisalabad plain and the physiological traits underlying yield determination among genotypic groups should be considered in future breeding programs.
Fil: Hafeez, Muhammad Bilal. University Of Agriculture; Pakistán
Fil: Iqbal, Shahid. University Of Agriculture; Pakistán
Fil: Li, Yuanyuan. Shandong Normal University. College of Life Science. Shandong Provincial Key Laboratory of Plant Stress Research; China
Fil: Saddiq, Muhammad Sohail. Ghazi University. Department of Agronomy; Pakistán
Fil: Basra, Shahzad M. A.. University Of Agriculture; Pakistán
Fil: Zhang, Hui. Shandong Normal University. College of Life Science. Shandong Provincial Key Laboratory of Plant Stress Research; China
Fil: Zahra, Noreen. University Of Agriculture; Pakistán
Fil: Akram, Muhammad Z.. University Of Agriculture; Pakistán
Fil: Bertero, Hector Daniel. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Universidad de Buenos Aires. Facultad de Agronomía. Departamento de Producción Vegetal. Cátedra de Producción Vegetal; Argentina
Fil: Curti, Ramiro Nestor. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Salta; Argentina. Universidad Nacional de Salta. Facultad de Ciencias Naturales. Escuela de Agronomía. Laboratorio de Investigaciones Botánicas; Argentina
description Quinoa’s germplasm evaluation is the first step towards determining its suitability under new environmental conditions. The aim of this study was to introduce suitable germplasm to the lowland areas of the Faisalabad Plain that could then be used to introduce quinoa more effectively to that region. A set of 117 quinoa genotypes belonging to the USDA quinoa collection was evaluated for 11 phenotypic quantitative traits (grain yield (Y), its biological and numerical components plus phenological variables) in a RCBD during two consecutive growing seasons at the University of Agriculture, Faisalabad, Pakistan under mid-autumn sowings. Genotypic performance changed across the years, however most phenotypic traits showed high heritability, from 0.75 for Harvest Index (HI) to 0.97 for aerial biomass (B) and Y. Ordination and cluster analyses differentiated four Academic Editors: Cataldo Pulvento and Didier Bazile Received: 28 January 2022 Accepted: 3 March 2022 Published: 10 March 2022 Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https:// creativecommons.org/licenses/by/ 4.0/). groups dominated by genotypes from: Peru and the Bolivian Highlands (G1); the Bolivian Highlands (G2); the Ballón collection (regarded as a cross between Bolivian and Sea Level (Chilean) genotypes) plus Bolivian Highlands (G3); and Ballón plus Sea Level (G4), this latter group being the most differentiated one. This genetic structure shared similarities with previous groups identified using SSR markers and G×Edata from an international quinoa test. G4 genotypes showed the highest Y associated with higher B and seed numbers (SN), while HI made a significant contribution to yield determination in G2 and seed weight (SW) in G3. G1 and G2 showed the lowest Y associated with a lower B and SN. Moreover, SW showed a strongly negative association with SN in G2. Accordingly, G4followed by G3 are better suited to the lowland areas of Faisalabad plain and the physiological traits underlying yield determination among genotypic groups should be considered in future breeding programs.
publishDate 2022
dc.date.none.fl_str_mv 2022-03
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
http://purl.org/coar/resource_type/c_6501
info:ar-repo/semantics/articulo
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/11336/160411
Hafeez, Muhammad Bilal; Iqbal, Shahid; Li, Yuanyuan; Saddiq, Muhammad Sohail; Basra, Shahzad M. A.; et al.; Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin; Multidisciplinary Digital Publishing Institute; Plants; 11; 6; 3-2022; 1-13
2223-7747
CONICET Digital
CONICET
url http://hdl.handle.net/11336/160411
identifier_str_mv Hafeez, Muhammad Bilal; Iqbal, Shahid; Li, Yuanyuan; Saddiq, Muhammad Sohail; Basra, Shahzad M. A.; et al.; Assessment of phenotypic diversity in the USDA collection of quinoa links genotypic adaptation to germplasm origin; Multidisciplinary Digital Publishing Institute; Plants; 11; 6; 3-2022; 1-13
2223-7747
CONICET Digital
CONICET
dc.language.none.fl_str_mv eng
language eng
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info:eu-repo/semantics/altIdentifier/doi/10.3390/plants11060738
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application/pdf
dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
dc.source.none.fl_str_mv reponame:CONICET Digital (CONICET)
instname:Consejo Nacional de Investigaciones Científicas y Técnicas
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