A new paper for simultaneous supervised dimension reduction and regression in multimodal data is now on arxiv. Motivated by renal imaging studies where predictors consists of photon count curve with pharmacokinetic and demographic variables, the approach is designed to effectively handle intermodal correlations and improve prediction accuracy.