Van Lam, Thanh Nguyen, T. Phan, B. Chung, G. Nehmetallah, C. Raub
{"title":"Machine learning and phase signatures in cell line classification","authors":"Van Lam, Thanh Nguyen, T. Phan, B. Chung, G. Nehmetallah, C. Raub","doi":"10.1364/DH.2019.TH4A.2","DOIUrl":null,"url":null,"abstract":"Optical phase signatures obtained from a telecentric DHM system input to machine learning algorithms classify cell lines of mesenchymal and epithelial morphologies with high accuracy, leading to sensitive and reproducible phenotypic profiling of cell lines.","PeriodicalId":448778,"journal":{"name":"Digital Holography and Three-Dimensional Imaging 2019","volume":"75 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Digital Holography and Three-Dimensional Imaging 2019","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1364/DH.2019.TH4A.2","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Optical phase signatures obtained from a telecentric DHM system input to machine learning algorithms classify cell lines of mesenchymal and epithelial morphologies with high accuracy, leading to sensitive and reproducible phenotypic profiling of cell lines.