High-dimensional omic data derived from different technological platforms have been extensively used to facilitate comprehensive understanding of disease mechanisms and to determine personalized health treatments. Numerous studies have integrated multi-platform omic data, however, few have efficiently and simultaneously addressed the problems that arise from high dimensionality and complex correlations.