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.
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Tel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, IsraelTel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel
Harris, Rif
Veretnik, Shirel
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Tel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, IsraelTel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel
Veretnik, Shirel
Dewan, Simran
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Tel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, IsraelTel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel
Dewan, Simran
Baruch Leshem, Avigail
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Tel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, IsraelTel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel
Baruch Leshem, Avigail
Lampel, Ayala
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Tel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel
Tel Aviv Univ, Ctr Nanosci & Nanotechnol, IL-69978 Tel Aviv, Israel
Tel Aviv Univ, Sagol Ctr Regenerat Biotechnol, Tel Aviv IL-69978, Israel
Tel Aviv Univ, Ctr Phys & Chem Living Syst, Il-69978 Tel Aviv, IsraelTel Aviv Univ, George S Wise Fac Life Sci, Shmunis Sch Biomed & Canc Res, Tel Aviv, Israel