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. 2021 Oct 24;22:519. doi: 10.1186/s12859-021-04445-5

Fig. 1.

Fig. 1

The overview of our workflow for predicting protein Ubiquitylation and SUMOylation sites. a Data collection and preprocessing of Ubiquitylation and SUMOylation sites. b Encode fragments of proteins and input seven networks. c The deep network architecture adopts CNN and DNN. The output layer integrated the prediction results of the seven subnets. d The output contains four types of sites: negative, Ubiquitylation site, SUMOylation site and Crosstalk site