The present invention relates to genetic engineering methods and materials for improving plant yields. The present invention discloses that upregulating EXPA1 gene expression or activity of EXPA1 polypeptide, or co-expression of GhRDL1 and GhEXPA1 gene can improve plant traits. These methods have applications in crops and flower productions.