Methods and compositions that affect grain shape, width, and yield in rice are disclosed. Methods of transgenic modulation and marker-assisted breeding methods improve grain length to width ratio and grain yield in rice. Down-regulation of OsSPL16 in rice resulted in increased grain quality.