Figure 1.

The workflow of BGF-CMAP model. A. Construction of nodes and nodes topology feature by pre-processing a heterogeneous association graph. B. The low dimensional representation vectors of circRNA and miRNA node sequences and topologies were learned by Word Embedding and Graph Embedding models. C. The flowchart of prediction by GBDT.