Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments

Autores
Annicchiarico, Paolo; Nazzicari, Nelson; Bouizgaren, Abdelaziz; Hayek, Taoufik; Laouar, Meriem; Cornacchione, Monica; Basigalup, Daniel Horacio; Brummer, Edward Charles; Pecetti, Luciano
Año de publicación
2018
Idioma
inglés
Tipo de recurso
documento de conferencia
Estado
versión publicada
Descripción
The decrease of rainfall amount due to climate change, and the reduction of irrigation water caused by growing water demand for non-agricultural uses, emphasize the importance of breeding novel alfalfa varieties that are more tolerant to drought under rain-fed cropping or modest supplemental irrigation, and more tolerant to salt to exploit low-quality, saline irrigation water. A sharp need for such improved germplasm is emerging in the Mediterranean basin, where alfalfa plays a key role for forage production. Drought-tolerant cultivars are needed also elsewhere, for example in Argentina, where they could allow to expand westward the alfalfa rain-fed cropping. Alfalfa typically features very low rates of genetic yield gain (Annicchiarico et al. 2015a), urging the development of cost-efficient marker-based selection. The multi-site yield testing of alfalfa varieties and landraces across countries of the western Mediterranean basin revealed outstanding genotype × environment (GE) interaction of cross-over type associated with three major types of target environments: i) rain-fed or irrigated environments featuring limited spring-summer water available and low salinity, ii) salt-stress environments, and iii) moisture-favorable environments (Annicchiarico et al. 2011). Eco-physiological research identified various mechanisms that contribute to specific-adaptation responses (Annicchiarico et al. 2013). Moderately wide cultivar adaptation may be desirable, given the wide year-to-year climatic variation of sites in this region. A Mediterranean reference population of alfalfa was developed from elite germplasm within the ERA-Net project REFORMA. A genotype training set was sorted out from it, to verify the ability of genomic selection (Heffner et al. 2009) to predict breeding values for biomass yield across a range of widely-diversified cropping environments. Genotype breeding values were estimated according to responses of their half-sib progenies, as required by the crop outbred system (Annicchiarico et al. 2015a). The genotyping of parent genotypes was carried out by Genotyping-by-Sequencing (Elshire et al. 2011) after optimizing for alfalfa some elements of its protocol (Annicchiarico et al. 2017). Concurrently, the project verified the ability of managed-stress environments of Italy to predict genotype yield responses in distant agricultural environments, following earlier work showing good ability to predict cultivar responses across agricultural environments of Italy (Annicchiarico and Piano 2005). This study aimed to provide an initial assessment of the ability of genomic selection to predict breeding values in each cropping environment and across stress environments, on the basis of preliminary yield data and GBS-generated data.
EEA Manfredi
Fil: Annicchiarico, Paolo. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia
Fil: Bouizgaren, Abdelaziz. Institut National de la Recherche Agronomique du Maroc. Centres Régionaux de Marrakech et de Rabat; Marruecos
Fil: Hayek, Taoufik. Institut des Régions Arides de Médenine; Tunez
Fil: Laouar, Meriem. Ecole Nationale Supérieure Agronomique; Argelia
Fil: Cornacchione, Monica. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santiago del Estero; Argentina
Fil: Basigalup, Daniel Horacio. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Manfredi. Grupo de Mejoramiento Genético de Alfalfa; Argentina
Fil: Brummer, E. Charles. University of Georgia. Crop and Soil Science Depeparment. Center for Applied Genetic Technologies; Estados Unidos
Fil: Pecetti, Luciano. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia
Fil: Nazzicari, Nelson. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia
Fuente
2nd. Congress Global Interaction for Alfalfa Innovation. Còrdoba, Argentina, 11-14 noviembre 2018, p. 77-80
Materia
Medicago Sativa
Adaptation
Drought Tolerance
Genomes
Phenotypes
Adaptación
Genomas
Fenotipos
Nivel de accesibilidad
acceso abierto
Condiciones de uso
http://creativecommons.org/licenses/by-nc-sa/4.0/
Repositorio
INTA Digital (INTA)
Institución
Instituto Nacional de Tecnología Agropecuaria
OAI Identificador
oai:localhost:20.500.12123/4152

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spelling Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environmentsAnnicchiarico, PaoloNazzicari, NelsonBouizgaren, AbdelazizHayek, TaoufikLaouar, MeriemCornacchione, MonicaBasigalup, Daniel HoracioBrummer, Edward CharlesPecetti, LucianoMedicago SativaAdaptationDrought ToleranceGenomesPhenotypesAdaptaciónGenomasFenotiposThe decrease of rainfall amount due to climate change, and the reduction of irrigation water caused by growing water demand for non-agricultural uses, emphasize the importance of breeding novel alfalfa varieties that are more tolerant to drought under rain-fed cropping or modest supplemental irrigation, and more tolerant to salt to exploit low-quality, saline irrigation water. A sharp need for such improved germplasm is emerging in the Mediterranean basin, where alfalfa plays a key role for forage production. Drought-tolerant cultivars are needed also elsewhere, for example in Argentina, where they could allow to expand westward the alfalfa rain-fed cropping. Alfalfa typically features very low rates of genetic yield gain (Annicchiarico et al. 2015a), urging the development of cost-efficient marker-based selection. The multi-site yield testing of alfalfa varieties and landraces across countries of the western Mediterranean basin revealed outstanding genotype × environment (GE) interaction of cross-over type associated with three major types of target environments: i) rain-fed or irrigated environments featuring limited spring-summer water available and low salinity, ii) salt-stress environments, and iii) moisture-favorable environments (Annicchiarico et al. 2011). Eco-physiological research identified various mechanisms that contribute to specific-adaptation responses (Annicchiarico et al. 2013). Moderately wide cultivar adaptation may be desirable, given the wide year-to-year climatic variation of sites in this region. A Mediterranean reference population of alfalfa was developed from elite germplasm within the ERA-Net project REFORMA. A genotype training set was sorted out from it, to verify the ability of genomic selection (Heffner et al. 2009) to predict breeding values for biomass yield across a range of widely-diversified cropping environments. Genotype breeding values were estimated according to responses of their half-sib progenies, as required by the crop outbred system (Annicchiarico et al. 2015a). The genotyping of parent genotypes was carried out by Genotyping-by-Sequencing (Elshire et al. 2011) after optimizing for alfalfa some elements of its protocol (Annicchiarico et al. 2017). Concurrently, the project verified the ability of managed-stress environments of Italy to predict genotype yield responses in distant agricultural environments, following earlier work showing good ability to predict cultivar responses across agricultural environments of Italy (Annicchiarico and Piano 2005). This study aimed to provide an initial assessment of the ability of genomic selection to predict breeding values in each cropping environment and across stress environments, on the basis of preliminary yield data and GBS-generated data.EEA ManfrediFil: Annicchiarico, Paolo. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; ItaliaFil: Bouizgaren, Abdelaziz. Institut National de la Recherche Agronomique du Maroc. Centres Régionaux de Marrakech et de Rabat; MarruecosFil: Hayek, Taoufik. Institut des Régions Arides de Médenine; TunezFil: Laouar, Meriem. Ecole Nationale Supérieure Agronomique; ArgeliaFil: Cornacchione, Monica. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santiago del Estero; ArgentinaFil: Basigalup, Daniel Horacio. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Manfredi. Grupo de Mejoramiento Genético de Alfalfa; ArgentinaFil: Brummer, E. Charles. University of Georgia. Crop and Soil Science Depeparment. Center for Applied Genetic Technologies; Estados UnidosFil: Pecetti, Luciano. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; ItaliaFil: Nazzicari, Nelson. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia2018-12-26T17:39:53Z2018-12-26T17:39:53Z2018-11-11info:eu-repo/semantics/conferenceObjectinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_5794info:ar-repo/semantics/documentoDeConferenciaapplication/pdfhttp://hdl.handle.net/20.500.12123/4152http://www.worldalfalfacongress.org/resumenes/?lang=en2nd. Congress Global Interaction for Alfalfa Innovation. Còrdoba, Argentina, 11-14 noviembre 2018, p. 77-80reponame:INTA Digital (INTA)instname:Instituto Nacional de Tecnología Agropecuariaenginfo:eu-repograntAgreement/INTA/PNBIO/1131024/AR./Desarrollo de sistemas alternativos de generación y utilización de variabilidad genética y su aplicación al mejoramiento de los cultivos.info:eu-repograntAgreement/INTA/CORDO/1262205/AR./Proyecto regional del territorio agrícola ganadero central de la provincia de Córdoba.info:eu-repograntAgreement/INTA/PNPA/1126072/AR./Desarrollo de cultivares superiores de especies forrajeras para sistemas ganaderos y agricolo-ganaderos de la Argentina.info:eu-repograntAgreement/INTA/CORDO/1262204/AR./Gestión de la innovación en el territorio del arco noroeste de la provincia de Córdoba.info:eu-repograntAgreement/INTA/CORDO/1262206/AR./PReT - Zona III centro Este - Centro Regional Córdoba.info:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/4.0/Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)2025-10-23T11:16:46Zoai:localhost:20.500.12123/4152instacron:INTAInstitucionalhttp://repositorio.inta.gob.ar/Organismo científico-tecnológicoNo correspondehttp://repositorio.inta.gob.ar/oai/requesttripaldi.nicolas@inta.gob.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:l2025-10-23 11:16:46.574INTA Digital (INTA) - Instituto Nacional de Tecnología Agropecuariafalse
dc.title.none.fl_str_mv Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
title Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
spellingShingle Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
Annicchiarico, Paolo
Medicago Sativa
Adaptation
Drought Tolerance
Genomes
Phenotypes
Adaptación
Genomas
Fenotipos
title_short Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
title_full Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
title_fullStr Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
title_full_unstemmed Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
title_sort Genome-enabled and phenotypic selection of alfalfa for widely-diversified cropping environments
dc.creator.none.fl_str_mv Annicchiarico, Paolo
Nazzicari, Nelson
Bouizgaren, Abdelaziz
Hayek, Taoufik
Laouar, Meriem
Cornacchione, Monica
Basigalup, Daniel Horacio
Brummer, Edward Charles
Pecetti, Luciano
author Annicchiarico, Paolo
author_facet Annicchiarico, Paolo
Nazzicari, Nelson
Bouizgaren, Abdelaziz
Hayek, Taoufik
Laouar, Meriem
Cornacchione, Monica
Basigalup, Daniel Horacio
Brummer, Edward Charles
Pecetti, Luciano
author_role author
author2 Nazzicari, Nelson
Bouizgaren, Abdelaziz
Hayek, Taoufik
Laouar, Meriem
Cornacchione, Monica
Basigalup, Daniel Horacio
Brummer, Edward Charles
Pecetti, Luciano
author2_role author
author
author
author
author
author
author
author
dc.subject.none.fl_str_mv Medicago Sativa
Adaptation
Drought Tolerance
Genomes
Phenotypes
Adaptación
Genomas
Fenotipos
topic Medicago Sativa
Adaptation
Drought Tolerance
Genomes
Phenotypes
Adaptación
Genomas
Fenotipos
dc.description.none.fl_txt_mv The decrease of rainfall amount due to climate change, and the reduction of irrigation water caused by growing water demand for non-agricultural uses, emphasize the importance of breeding novel alfalfa varieties that are more tolerant to drought under rain-fed cropping or modest supplemental irrigation, and more tolerant to salt to exploit low-quality, saline irrigation water. A sharp need for such improved germplasm is emerging in the Mediterranean basin, where alfalfa plays a key role for forage production. Drought-tolerant cultivars are needed also elsewhere, for example in Argentina, where they could allow to expand westward the alfalfa rain-fed cropping. Alfalfa typically features very low rates of genetic yield gain (Annicchiarico et al. 2015a), urging the development of cost-efficient marker-based selection. The multi-site yield testing of alfalfa varieties and landraces across countries of the western Mediterranean basin revealed outstanding genotype × environment (GE) interaction of cross-over type associated with three major types of target environments: i) rain-fed or irrigated environments featuring limited spring-summer water available and low salinity, ii) salt-stress environments, and iii) moisture-favorable environments (Annicchiarico et al. 2011). Eco-physiological research identified various mechanisms that contribute to specific-adaptation responses (Annicchiarico et al. 2013). Moderately wide cultivar adaptation may be desirable, given the wide year-to-year climatic variation of sites in this region. A Mediterranean reference population of alfalfa was developed from elite germplasm within the ERA-Net project REFORMA. A genotype training set was sorted out from it, to verify the ability of genomic selection (Heffner et al. 2009) to predict breeding values for biomass yield across a range of widely-diversified cropping environments. Genotype breeding values were estimated according to responses of their half-sib progenies, as required by the crop outbred system (Annicchiarico et al. 2015a). The genotyping of parent genotypes was carried out by Genotyping-by-Sequencing (Elshire et al. 2011) after optimizing for alfalfa some elements of its protocol (Annicchiarico et al. 2017). Concurrently, the project verified the ability of managed-stress environments of Italy to predict genotype yield responses in distant agricultural environments, following earlier work showing good ability to predict cultivar responses across agricultural environments of Italy (Annicchiarico and Piano 2005). This study aimed to provide an initial assessment of the ability of genomic selection to predict breeding values in each cropping environment and across stress environments, on the basis of preliminary yield data and GBS-generated data.
EEA Manfredi
Fil: Annicchiarico, Paolo. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia
Fil: Bouizgaren, Abdelaziz. Institut National de la Recherche Agronomique du Maroc. Centres Régionaux de Marrakech et de Rabat; Marruecos
Fil: Hayek, Taoufik. Institut des Régions Arides de Médenine; Tunez
Fil: Laouar, Meriem. Ecole Nationale Supérieure Agronomique; Argelia
Fil: Cornacchione, Monica. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santiago del Estero; Argentina
Fil: Basigalup, Daniel Horacio. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Manfredi. Grupo de Mejoramiento Genético de Alfalfa; Argentina
Fil: Brummer, E. Charles. University of Georgia. Crop and Soil Science Depeparment. Center for Applied Genetic Technologies; Estados Unidos
Fil: Pecetti, Luciano. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia
Fil: Nazzicari, Nelson. Council for Agricultural Research and Economics. Research Centre for Fodder Crops and Dairy Productions; Italia
description The decrease of rainfall amount due to climate change, and the reduction of irrigation water caused by growing water demand for non-agricultural uses, emphasize the importance of breeding novel alfalfa varieties that are more tolerant to drought under rain-fed cropping or modest supplemental irrigation, and more tolerant to salt to exploit low-quality, saline irrigation water. A sharp need for such improved germplasm is emerging in the Mediterranean basin, where alfalfa plays a key role for forage production. Drought-tolerant cultivars are needed also elsewhere, for example in Argentina, where they could allow to expand westward the alfalfa rain-fed cropping. Alfalfa typically features very low rates of genetic yield gain (Annicchiarico et al. 2015a), urging the development of cost-efficient marker-based selection. The multi-site yield testing of alfalfa varieties and landraces across countries of the western Mediterranean basin revealed outstanding genotype × environment (GE) interaction of cross-over type associated with three major types of target environments: i) rain-fed or irrigated environments featuring limited spring-summer water available and low salinity, ii) salt-stress environments, and iii) moisture-favorable environments (Annicchiarico et al. 2011). Eco-physiological research identified various mechanisms that contribute to specific-adaptation responses (Annicchiarico et al. 2013). Moderately wide cultivar adaptation may be desirable, given the wide year-to-year climatic variation of sites in this region. A Mediterranean reference population of alfalfa was developed from elite germplasm within the ERA-Net project REFORMA. A genotype training set was sorted out from it, to verify the ability of genomic selection (Heffner et al. 2009) to predict breeding values for biomass yield across a range of widely-diversified cropping environments. Genotype breeding values were estimated according to responses of their half-sib progenies, as required by the crop outbred system (Annicchiarico et al. 2015a). The genotyping of parent genotypes was carried out by Genotyping-by-Sequencing (Elshire et al. 2011) after optimizing for alfalfa some elements of its protocol (Annicchiarico et al. 2017). Concurrently, the project verified the ability of managed-stress environments of Italy to predict genotype yield responses in distant agricultural environments, following earlier work showing good ability to predict cultivar responses across agricultural environments of Italy (Annicchiarico and Piano 2005). This study aimed to provide an initial assessment of the ability of genomic selection to predict breeding values in each cropping environment and across stress environments, on the basis of preliminary yield data and GBS-generated data.
publishDate 2018
dc.date.none.fl_str_mv 2018-12-26T17:39:53Z
2018-12-26T17:39:53Z
2018-11-11
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dc.identifier.none.fl_str_mv http://hdl.handle.net/20.500.12123/4152
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url http://hdl.handle.net/20.500.12123/4152
http://www.worldalfalfacongress.org/resumenes/?lang=en
dc.language.none.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv info:eu-repograntAgreement/INTA/PNBIO/1131024/AR./Desarrollo de sistemas alternativos de generación y utilización de variabilidad genética y su aplicación al mejoramiento de los cultivos.
info:eu-repograntAgreement/INTA/CORDO/1262205/AR./Proyecto regional del territorio agrícola ganadero central de la provincia de Córdoba.
info:eu-repograntAgreement/INTA/PNPA/1126072/AR./Desarrollo de cultivares superiores de especies forrajeras para sistemas ganaderos y agricolo-ganaderos de la Argentina.
info:eu-repograntAgreement/INTA/CORDO/1262204/AR./Gestión de la innovación en el territorio del arco noroeste de la provincia de Córdoba.
info:eu-repograntAgreement/INTA/CORDO/1262206/AR./PReT - Zona III centro Este - Centro Regional Córdoba.
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by-nc-sa/4.0/
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rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-sa/4.0/
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv 2nd. Congress Global Interaction for Alfalfa Innovation. Còrdoba, Argentina, 11-14 noviembre 2018, p. 77-80
reponame:INTA Digital (INTA)
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repository.mail.fl_str_mv tripaldi.nicolas@inta.gob.ar
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