title: Identification of manganese efficiency candidate genes in winter barley (Hordeum vulgare) using genome wide association mapping.
abstract: Manganese (Mn) has several essential functions in plants, including a role as cofactor in the oxygen evolving complex (OEC) of photosystem II (PSII). Manganese deficiency is a major plant nutritional disorder in winter cereals resulting in significant yield reductions and winter kill in more severe cases. Among the winter cereals, genotypes of winter barley are known to differ considerably in tolerance to Mn deficiency, but the genes controlling the Mn deficiency trait remains elusive.
  
  
  
  Experiments were conducted using 248 barley varieties, cultivated in six distinct environments prone to induce Mn deficiency. High-throughput phenotyping for Mn deficiency was performed by chlorophyll a (Chl a) fluorescence analysis to quantify the quantum yield efficiency of PSII. High-throughput phenotyping in combination with ICP-OES based multi-element analyses allowed detection of marker-trait associations by genome wide association (GWA) mapping. Several key candidate genes were identified, including PSII subunit proteins, germin like proteins and Mn superoxide dismutase. The putative roles of the encoded proteins in Mn dependent metabolic processes are discussed.
  
  
  
  Fifty-four candidate genes were identified by Chl a fluorescence phenotyping and association genetics. Tolerance of plants to Mn deficiency, which is referred to as Mn efficiency, appeared to be a complex trait involving many genes. Moreover, the trait appeared to be highly dependent on the environmental conditions in field. This study provides the basis for an improved understanding of the parameters influencing Mn efficiency and is valuable in future plant breeding aiming at producing new varieties with improved tolerance to cultivation in soil prone to induce Mn deficiency.
authors.affiliation: Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg, Copenhagen, Denmark.
authors.forename: Florian
authors.initials: F
authors.lastname: Leplat
authors.affiliation: Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg, Copenhagen, Denmark.
authors.forename: Pai Rosager
authors.initials: PR
authors.lastname: Pedas
authors.affiliation: Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg, Copenhagen, Denmark.
authors.forename: Søren Kjærsgaard
authors.initials: SK
authors.lastname: Rasmussen
authors.affiliation: Department of Plant and Environmental Sciences, University of Copenhagen, Thorvaldsensvej 40, 1871, Frederiksberg, Copenhagen, Denmark. shu@plen.ku.dk.
authors.forename: Søren
authors.initials: S
authors.lastname: Husted
mesh_terms: D002874:Chromosome Mapping; D017343:Genes, Plant / Q000235:genetics*; D055106:Genome-Wide Association Study; D023281:Genomics; D001467:Hordeum / Q000235:genetics* / Q000378:metabolism*; D008345:Manganese / Q000378:metabolism*; D010641:Phenotype; D045332:Photosystem II Protein Complex / Q000378:metabolism; D018515:Plant Leaves / Q000378:metabolism; D020641:Polymorphism, Single Nucleotide
chemical_list: D045332:Photosystem II Protein Complex; D008345:Manganese
keywords: Chlorophyll (Chl) a fluorescence; Genome-wide association (GWA); Germin-like protein (GLP); Inductively coupled plasma - optical emission spectrometry (ICP-OES); Manganese (Mn) efficiency; Mn-SOD; Oxalate-oxidase (OxO); Photosystem II (PSII)