Alessandro Silvani

This study shows that automatic deep learning models for mouse sleep scoring struggle to generalize across labs due to signal variability and label noise, and proposes four robust models trained on diverse data.

The paper measures epigenetic age in Ts65Dn mice using a mouse-specific clock and finds increased hippocampal epigenetic age compared to controls, with DNA methylation changes similar to those in humans with Down syndrome.