TY - JOUR
T1 - Portuguese common bean natural variation helps to clarify the genetic architecture of the legume’s nutritional composition and protein quality
AU - Mendes, Francisco A.
AU - Leitão, Susana T.
AU - Correia, Verónica
AU - Mecha, Elsa
AU - Rubiales, Diego
AU - Bronze, Maria Rosário
AU - Patto, Maria Carlota Vaz
N1 - Funding Information:
Funding: 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.
Funding Information:
Financial support by FCT?Funda??o para a Ci?ncia 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.
Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2022/1/1
Y1 - 2022/1/1
N2 - 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 in-sight into the genetic basis of nutritional composition (ash, carbohydrates, fat, fiber, moisture, pro-tein, 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.
AB - 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 in-sight into the genetic basis of nutritional composition (ash, carbohydrates, fat, fiber, moisture, pro-tein, 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.
KW - Amino acids
KW - Ash
KW - Carbohydrates
KW - Fat
KW - Fiber
KW - GWAS
KW - Nutritional quality
KW - Phaseolus vulgaris
KW - Resistant starch
KW - Trypsin inhibitor
UR - http://www.scopus.com/inward/record.url?scp=85121470549&partnerID=8YFLogxK
U2 - 10.3390/plants11010026
DO - 10.3390/plants11010026
M3 - Article
AN - SCOPUS:85121470549
SN - 2223-7747
VL - 11
JO - Plants
JF - Plants
IS - 1
M1 - 26
ER -