CSIE is a framework that bridges this gap by using a novel transformer-based inference module which incorporates systems-level knowledge to accurately infer missing omics layers from gene expression data. Furthermore, CSIE employs an ensemble clustering module that simultaneously integrates multi-omics data via different similarity metrics and clustering algorithms to capture molecular patterns of cancer subtypes.
