Distinct chemical environments in biomolecular condensates.

Journal: Nature chemical biology
Published Date:

Abstract

Diverse mechanisms have been described for selective enrichment of biomolecules in membrane-bound organelles, but less is known about mechanisms by which molecules are selectively incorporated into biomolecular assemblies such as condensates that lack surrounding membranes. The chemical environments within condensates may differ from those outside these bodies, and if these differed among various types of condensate, then the different solvation environments would provide a mechanism for selective distribution among these intracellular bodies. Here we use small molecule probes to show that different condensates have distinct chemical solvating properties and that selective partitioning of probes in condensates can be predicted with deep learning approaches. Our results demonstrate that different condensates harbor distinct chemical environments that influence the distribution of molecules, show that clues to condensate chemical grammar can be ascertained by machine learning and suggest approaches to facilitate development of small molecule therapeutics with optimal subcellular distribution and therapeutic benefit.

Authors

  • Henry R Kilgore
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA. hkilgore@wi.mit.edu.
  • Peter G Mikhael
    Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA, USA.
  • Kalon J Overholt
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA.
  • Ann Boija
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA.
  • Nancy M Hannett
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA.
  • Catherine Van Dongen
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA.
  • Tong Ihn Lee
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA.
  • Young-Tae Chang
    Department of Chemistry, Pohang University of Science and Technology, Pohang, Republic of Korea.
  • Regina Barzilay
    Computer Science and Artificial Intelligence Laboratory , Massachusetts Institute of Technology , 77 Massachusetts Avenue , Cambridge , MA 02139 , USA . Email: regina@csail.mit.edu.
  • Richard A Young
    Whitehead Institute for Biomedical Research, Cambridge, MA, USA. young@wi.mit.edu.