The present invention is a tool for diagnosis and prediction using biomarker-based risk assessment for chilling-related disorders of Rosaceous fruit crops including apple and pear. Provided are methodology and genes whose relative and absolute expression can accurately indicate disorder risk throughout the production and supply chain of these crops. This technology describes a necessary and novel management tool for stakeholders producing, servicing, or retailing these crops.