Figure 1.

The complete pipeline of Penguin showing various steps including: RNA sequencing of a HEk293 cell line, basecalling, alignment and mapping, identifying Ψ sites and corresponding coordinates from training data, the raw signal extraction by Nanopolish eventalign module, the feature extraction from signals that address Ψ modification, machine learning model development and validation, and single molecule Ψ prediction.