We address fundamental questions in chromatin organization, epigenetics and brain biology. We develop machine learning approaches for large-scale data integration and reconstruct cis-regulatory networks to understand how a cell “chooses” its fate. In particular, we focus on the role of chromatin organization in neuronal cell fate specification and neurodegenerative disease, aiming to bring results of fundamental research to the clinic.