Automated navigation of condensate phase behavior with active machine learning

Biomolecular condensates are essential cellular structures formed via biomacromolecule phase separation. Synthetic condensates allow for systematic engineering and understanding of condensate formation mechanisms and to serve as cell-mimetic platforms. Phase diagrams give comprehensive insight into...

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Bibliographic Details
Published in:	Nature communications Vol. 16; no. 1; pp. 9598 - 15
Main Authors:	Leurs, Yannick H. A., van den Hout, Willem, Gardin, Andrea, van Dongen, Joost L. J., Rodriguez-Abetxuko, Andoni, Erkamp, Nadia A., van Hest, Jan C. M., Grisoni, Francesca, Brunsveld, Luc
Format:	Journal Article
Language:	English
Published:	London Nature Publishing Group UK 30.10.2025 Nature Publishing Group Nature Portfolio
Subjects:	49/56 639/301/357/341 639/301/923/966 639/638/298/54/989 639/638/455/953 639/638/563/606 Automation Cellular structure Condensates Humanities and Social Sciences Learning algorithms Machine learning Mapping Microscopy multidisciplinary Navigation behavior Phase diagrams Phase separation Polypeptides Robotics Science Science (multidisciplinary)
ISSN:	2041-1723, 2041-1723
Online Access:	Get full text
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