{"title":"Beyond peptide targeting sequences: machine learning of cellular condensate localization","authors":"Jonathon A. Ditlev, Julie D. Forman-Kay","doi":"10.1038/s41422-025-01115-6","DOIUrl":null,"url":null,"abstract":"<p><b>Proteins within cells must navigate complex intracellular environments to co-localize with partners and regulate functional cellular organization. In a recent</b><b><i>Science</i></b> <b>paper, Kilgore et al. report the development of ProtGPS, a machine learning-trained predictor of protein localization within biomolecular condensates in cells that can be used to predict the ability of disease-linked mutations to dysregulate protein localization to biomolecular condensates.</b></p>","PeriodicalId":9926,"journal":{"name":"Cell Research","volume":"27 1","pages":""},"PeriodicalIF":28.1000,"publicationDate":"2025-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cell Research","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1038/s41422-025-01115-6","RegionNum":1,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CELL BIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Proteins within cells must navigate complex intracellular environments to co-localize with partners and regulate functional cellular organization. In a recentSciencepaper, Kilgore et al. report the development of ProtGPS, a machine learning-trained predictor of protein localization within biomolecular condensates in cells that can be used to predict the ability of disease-linked mutations to dysregulate protein localization to biomolecular condensates.
期刊介绍:
Cell Research (CR) is an international journal published by Springer Nature in partnership with the Center for Excellence in Molecular Cell Science, Chinese Academy of Sciences (CAS). It focuses on publishing original research articles and reviews in various areas of life sciences, particularly those related to molecular and cell biology. The journal covers a broad range of topics including cell growth, differentiation, and apoptosis; signal transduction; stem cell biology and development; chromatin, epigenetics, and transcription; RNA biology; structural and molecular biology; cancer biology and metabolism; immunity and molecular pathogenesis; molecular and cellular neuroscience; plant molecular and cell biology; and omics, system biology, and synthetic biology. CR is recognized as China's best international journal in life sciences and is part of Springer Nature's prestigious family of Molecular Cell Biology journals.