We have developed Ciclopes, a biology-informed deep-learning framework that uses an autoencoder to reconstruct periodic gene expression dynamics and estimates phase-dependent transcription and degradation rates #CompBio, #DeepLearning, #MechansticModelling, #scRNAseq.