“…A mixed-linear model (MLM) approach has been developed which leads to a better performance ( Yu et al, 2006 ). In barley, GWAS has been used for detecting genetic variations underlying diverse complex traits such as agronomic and morphologic traits ( Cockram et al, 2010 ; Pasam et al, 2012 ; Wang et al, 2012 ; Munoz-Amatriain et al, 2014 ), malting quality related traits ( Huang et al, 2014 ; Matthies et al, 2014 ; Cai et al, 2015 ), cadmium accumulation ( Wu et al, 2015 ), frost tolerance ( Visioni et al, 2013 ), aluminum tolerance ( Cai et al, 2013 ; Zhou et al, 2016 ) and salinity tolerance ( Long et al, 2013 ).…”