Fig. 1

An overview of studying molecular signaling transduction using an autoencoder. a An example of molecular signaling transduction. b An example of the heatmap of gene expression microarrays. c An autoencoder model consisting of hierarchically organized hidden variables. After the model was trained, we evaluated the information learnt from the autoencoder model by testing whether the information carried by hidden variables in the autoencoder has real biological entities