Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality

Common bean is a nutritious food legume widely appreciated by consumers worldwide. It is a staple food in Latin America, and a component of the Mediterranean diet, being an affordable source of protein with high potential as a gourmet food. Breeding for nutritional quality, including both macro and micronutrients, and meeting organoleptic consumers' preferences is a difficult task which is facilitated by uncovering the genetic basis of related traits. This study explored the diversity of 106 Portuguese common bean accessions, under two contrasting environments, to gain insight into the genetic basis of nutritional composition (ash, carbohydrates, fat, fiber, moisture, protein, and resistant starch contents) and protein quality (amino acid contents and trypsin inhibitor activity) traits through a genome-wide association study. Single-nucleotide polymorphism-trait associations were tested using linear mixed models accounting for the accessions' genetic relatedness. Mapping resolution to the gene level was achieved in 56% of the cases, with 102 candidate genes proposed for 136 genomic regions associated with trait variation. Only one marker-trait association was stable across environments, highlighting the associations' environment-specific nature and the importance of genotype × environment interaction for crops' local adaptation and quality. This study provides novel information to better understand the molecular mechanisms regulating the nutritional quality in common bean and promising molecular tools to aid future breeding efforts to answer consumers' concerns.

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Main Authors: Mendes, Francisco A., Leitão, Susana T., Correia, Verónica, Mecha, Elsa, Rubiales, Diego, Bronze, Maria do Rosário, Vaz Patto, María Carlota
Other Authors: Fundação para a Ciência e a Tecnologia (Portugal)
Format: artículo biblioteca
Language:English
Published: Multidisciplinary Digital Publishing Institute 2022-01
Subjects:Trypsin inhibitors, GWAS, Phaseolus vulgaris, Amino acids, Carbohydrates, Fat, Fiber, Nutritional quality, Resistant starch,
Online Access:http://hdl.handle.net/10261/286816
http://dx.doi.org/10.13039/501100000780
http://dx.doi.org/10.13039/501100001871
https://api.elsevier.com/content/abstract/scopus_id/85121470549
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spelling dig-ias-es-10261-2868162024-05-14T20:37:01Z Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality Mendes, Francisco A. Leitão, Susana T. Correia, Verónica Mecha, Elsa Rubiales, Diego Bronze, Maria do Rosário Vaz Patto, María Carlota Fundação para a Ciência e a Tecnologia (Portugal) European Commission Trypsin inhibitors GWAS Phaseolus vulgaris Amino acids Carbohydrates Fat Fiber Nutritional quality Resistant starch Common bean is a nutritious food legume widely appreciated by consumers worldwide. It is a staple food in Latin America, and a component of the Mediterranean diet, being an affordable source of protein with high potential as a gourmet food. Breeding for nutritional quality, including both macro and micronutrients, and meeting organoleptic consumers' preferences is a difficult task which is facilitated by uncovering the genetic basis of related traits. This study explored the diversity of 106 Portuguese common bean accessions, under two contrasting environments, to gain insight into the genetic basis of nutritional composition (ash, carbohydrates, fat, fiber, moisture, protein, and resistant starch contents) and protein quality (amino acid contents and trypsin inhibitor activity) traits through a genome-wide association study. Single-nucleotide polymorphism-trait associations were tested using linear mixed models accounting for the accessions' genetic relatedness. Mapping resolution to the gene level was achieved in 56% of the cases, with 102 candidate genes proposed for 136 genomic regions associated with trait variation. Only one marker-trait association was stable across environments, highlighting the associations' environment-specific nature and the importance of genotype × environment interaction for crops' local adaptation and quality. This study provides novel information to better understand the molecular mechanisms regulating the nutritional quality in common bean and promising molecular tools to aid future breeding efforts to answer consumers' concerns. Financial support by FCT—Fundação para a Ciência e a Tecnologia, I.P., Portugal, is acknowledged through research project BeGeQA (PTDC/AGR-TEC/3555/2012) and R&D Unit “GREEN-IT—Bioresources for Sustainability” (UIDB/04551/2020 and UIDP/04551/2020). The European Union Rural Development Program PDR2020 project (PDR2020-784-042734) is also acknowledged. Peer reviewed 2023-01-16T10:25:49Z 2023-01-16T10:25:49Z 2022-01 artículo http://purl.org/coar/resource_type/c_6501 Plants 11(1): 26 (2022) http://hdl.handle.net/10261/286816 10.3390/plants11010026 2223-7747 http://dx.doi.org/10.13039/501100000780 http://dx.doi.org/10.13039/501100001871 35009030 2-s2.0-85121470549 https://api.elsevier.com/content/abstract/scopus_id/85121470549 en Publisher's version The underlying dataset has been published as supplementary material of the article in the publisher platform at DOI 10.3390/plants11010026 https://doi.org/10.3390/plants11010026 Sí open application/pdf Multidisciplinary Digital Publishing Institute
institution IAS ES
collection DSpace
country España
countrycode ES
component Bibliográfico
access En linea
databasecode dig-ias-es
tag biblioteca
region Europa del Sur
libraryname Biblioteca del IAS España
language English
topic Trypsin inhibitors
GWAS
Phaseolus vulgaris
Amino acids
Carbohydrates
Fat
Fiber
Nutritional quality
Resistant starch
Trypsin inhibitors
GWAS
Phaseolus vulgaris
Amino acids
Carbohydrates
Fat
Fiber
Nutritional quality
Resistant starch
spellingShingle Trypsin inhibitors
GWAS
Phaseolus vulgaris
Amino acids
Carbohydrates
Fat
Fiber
Nutritional quality
Resistant starch
Trypsin inhibitors
GWAS
Phaseolus vulgaris
Amino acids
Carbohydrates
Fat
Fiber
Nutritional quality
Resistant starch
Mendes, Francisco A.
Leitão, Susana T.
Correia, Verónica
Mecha, Elsa
Rubiales, Diego
Bronze, Maria do Rosário
Vaz Patto, María Carlota
Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality
description Common bean is a nutritious food legume widely appreciated by consumers worldwide. It is a staple food in Latin America, and a component of the Mediterranean diet, being an affordable source of protein with high potential as a gourmet food. Breeding for nutritional quality, including both macro and micronutrients, and meeting organoleptic consumers' preferences is a difficult task which is facilitated by uncovering the genetic basis of related traits. This study explored the diversity of 106 Portuguese common bean accessions, under two contrasting environments, to gain insight into the genetic basis of nutritional composition (ash, carbohydrates, fat, fiber, moisture, protein, and resistant starch contents) and protein quality (amino acid contents and trypsin inhibitor activity) traits through a genome-wide association study. Single-nucleotide polymorphism-trait associations were tested using linear mixed models accounting for the accessions' genetic relatedness. Mapping resolution to the gene level was achieved in 56% of the cases, with 102 candidate genes proposed for 136 genomic regions associated with trait variation. Only one marker-trait association was stable across environments, highlighting the associations' environment-specific nature and the importance of genotype × environment interaction for crops' local adaptation and quality. This study provides novel information to better understand the molecular mechanisms regulating the nutritional quality in common bean and promising molecular tools to aid future breeding efforts to answer consumers' concerns.
author2 Fundação para a Ciência e a Tecnologia (Portugal)
author_facet Fundação para a Ciência e a Tecnologia (Portugal)
Mendes, Francisco A.
Leitão, Susana T.
Correia, Verónica
Mecha, Elsa
Rubiales, Diego
Bronze, Maria do Rosário
Vaz Patto, María Carlota
format artículo
topic_facet Trypsin inhibitors
GWAS
Phaseolus vulgaris
Amino acids
Carbohydrates
Fat
Fiber
Nutritional quality
Resistant starch
author Mendes, Francisco A.
Leitão, Susana T.
Correia, Verónica
Mecha, Elsa
Rubiales, Diego
Bronze, Maria do Rosário
Vaz Patto, María Carlota
author_sort Mendes, Francisco A.
title Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality
title_short Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality
title_full Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality
title_fullStr Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality
title_full_unstemmed Portuguese Common Bean Natural Variation Helps to Clarify the Genetic Architecture of the Legume's Nutritional Composition and Protein Quality
title_sort portuguese common bean natural variation helps to clarify the genetic architecture of the legume's nutritional composition and protein quality
publisher Multidisciplinary Digital Publishing Institute
publishDate 2022-01
url http://hdl.handle.net/10261/286816
http://dx.doi.org/10.13039/501100000780
http://dx.doi.org/10.13039/501100001871
https://api.elsevier.com/content/abstract/scopus_id/85121470549
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