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.
机构:
The First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced InterdiscipThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Ke Ruan
Ge Bai
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机构:
Nanhu Brain-computer Interface Institute
Department of Neurology of Second Affiliated Hospital and School of Brain Science and Brain Medicine, Zhejiang University School of MedicineThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Ge Bai
Yanshan Fang
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机构:
Interdisciplinary Research Center on Biology and Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences
University of Chinese Academy of SciencesThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Yanshan Fang
Dan Li
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机构:
Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong UniversityThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Dan Li
Tingting Li
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机构:
Department of Biomedical Informatics, School of Basic Medical Sciences, Peking University Health Science CenterThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Tingting Li
Xingguo Liu
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机构:
CAS Key Laboratory of Regenerative Biology, Joint School of Life Sciences, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences
Joint School of Life Sciences, Guangzhou Medical UniversityThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Xingguo Liu
Boxun Lu
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机构:
Neurology Department at Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, School of Life Sciences, Fudan UniversityThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Boxun Lu
Qing Lu
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机构:
Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Bio-X Institutes, Shanghai Jiao Tong UniversityThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Qing Lu
Zhou Songyang
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机构:
State Key Laboratory of Biocontrol, MOE Key Laboratory of Gene Function and Regulation and Guangzhou Key Laboratory of Healthy Aging Research, School of Life Sciences, Sun Yat-sen Memorial Hospital,Sun Yat-sen UniversityThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Zhou Songyang
Shuguo Sun
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机构:
Department of Human Anatomy, Histology and Embryology, School of Basic Medicine, Tongji Medical College, Huazhong University of Science and TechnologyThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Shuguo Sun
Zheng Wang
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机构:
The Second Affiliated Hospital, School of Basic Medical Sciences, Institute of Biomedical Innovation, Jiangxi Medical College, Nanchang UniversityThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Zheng Wang
Xin Zhang
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机构:
Westlake Laboratory of Life Sciences and BiomedicineThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Xin Zhang
Wen Zhou
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机构:
Department of Immunology and Microbiology, School of Life Sciences, Southern University of Science and TechnologyThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
Wen Zhou
Hong Zhang
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机构:
National Laboratory of Biomacromolecules, Institute of Biophysics, Chinese Academy of Sciences
College of Life Sciences, University of Chinese Academy ofThe First Affiliated Hospital & School of Life Sciences, Ministry of Education Key Laboratory for Membrane-less Organelles & Cellular Dynamics, Hefei National Research Center for Interdisciplinary Sciences at the Microscale, Center for Advanced Interdiscip
机构:
Inst Microbial Chem, Shinagawa Ku, 3-14-23 Kamiosaki, Tokyo 1410021, JapanInst Microbial Chem, Shinagawa Ku, 3-14-23 Kamiosaki, Tokyo 1410021, Japan
Fujioka, Yuko
Noda, Nobuo N.
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机构:
Inst Microbial Chem, Shinagawa Ku, 3-14-23 Kamiosaki, Tokyo 1410021, JapanInst Microbial Chem, Shinagawa Ku, 3-14-23 Kamiosaki, Tokyo 1410021, Japan
机构:
Washington Univ, Dept Biomed Engn, St Louis, MO 63130 USA
Washington Univ, Ctr Biomol Condensates, St Louis, MO 63130 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63130 USA
Dai, Yifan
Wang, Zhen-Gang
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机构:
CALTECH, Div Chem & Chem Engn, Pasadena, CA 91125 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63130 USA
Wang, Zhen-Gang
Zare, Richard N.
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机构:
Stanford Univ, Dept Chem, Stanford, CA 94305 USAWashington Univ, Dept Biomed Engn, St Louis, MO 63130 USA