Center for Theoretical Biological Physics, Rice University, Houston, United States; Brazilian Biorenewables National Laboratory - LNBR, Brazilian Center for Research in Energy and Materials - CNPEM, Campinas, Brazil
Erez Lieberman Aiden
Center for Theoretical Biological Physics, Rice University, Houston, United States; Center for Genome Architecture, Baylor College of Medicine, Houston, United States
Peter G Wolynes
Center for Theoretical Biological Physics, Rice University, Houston, United States; Department of Chemistry, Rice University, Houston, United States; Department of Physics & Astronomy, Rice University, Houston, United States; Department of Biosciences, Rice University, Houston, United States
Michele Di Pierro
Center for Theoretical Biological Physics, Rice University, Houston, United States; Department of Physics, Northeastern University, Boston, United States
Center for Theoretical Biological Physics, Rice University, Houston, United States; Department of Chemistry, Rice University, Houston, United States; Department of Physics & Astronomy, Rice University, Houston, United States; Department of Biosciences, Rice University, Houston, United States
Using computer simulations, we generate cell-specific 3D chromosomal structures and compare them to recently published chromatin structures obtained through microscopy. We demonstrate using machine learning and polymer physics simulations that epigenetic information can be used to predict the structural ensembles of multiple human cell lines. Theory predicts that chromosome structures are fluid and can only be described by an ensemble, which is consistent with the observation that chromosomes exhibit no unique fold. Nevertheless, our analysis of both structures from simulation and microscopy reveals that short segments of chromatin make two-state transitions between closed conformations and open dumbbell conformations. Finally, we study the conformational changes associated with the switching of genomic compartments observed in human cell lines. The formation of genomic compartments resembles hydrophobic collapse in protein folding, with the aggregation of denser and predominantly inactive chromatin driving the positioning of active chromatin toward the surface of individual chromosomal territories.