Partial least squares regression (PLSR) was used to develop models to predict Day 7 embryo size, stage, and grade based on gene expression. Partial least squares regression is a widely accepted regression modeling approach that effectively deals with multi-collinear data (Wold et al., 2001). Mean centering was applied as preprocessing for gene expression data (194 genes).