The proposed sparse multimodal multitask feature selection method will identify biomarkers from multimodal heterogeneous data resources. The identified biomarkers could predict not only disease status, but also cognitive functions to help researchers better understand the underlying mechanism from gene to brain structure and function, and to cognition and disease