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
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/160411
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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 |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2223-7747/11/6/738 info:eu-repo/semantics/altIdentifier/doi/10.3390/plants11060738 |
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info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/2.5/ar/ |
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openAccess |
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https://creativecommons.org/licenses/by/2.5/ar/ |
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application/pdf application/pdf |
dc.publisher.none.fl_str_mv |
Multidisciplinary Digital Publishing Institute |
publisher.none.fl_str_mv |
Multidisciplinary Digital Publishing Institute |
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reponame:CONICET Digital (CONICET) instname:Consejo Nacional de Investigaciones Científicas y Técnicas |
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Consejo Nacional de Investigaciones Científicas y Técnicas |
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CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas |
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dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar |
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13.22299 |