Author

Yongin Choi

University of California, DavisORCID 0000-0002-3241-0042Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Molecular Biology· 1

Signature Assays, Organisms & Methods

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Research Focus:cell type annotation· 1 Assay:imaging· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Abhineet R. RamiD· 1 shared Carolyn Teragawa· 1 shared Devan A. Murphy· 1 shared Gerald QuoniD· 1 shared John G. AlbeckiD· 1 shared Markhus CabeliD· 1 shared Michael PargettiD· 1 shared Nont KosaisaweiD· 1 shared

Activity by Year

2025-2025 · peak 1/yr

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8 top collaborators · 28 mutual co-author links

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1 shared paperMolecular Biology

Abhineet R. RamORCID

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1 paper

Recent·Most cited

Molecular BiologyNature CommunicationsPeer-reviewedMay 21, 2025

Deciphering the History of ERK Activity from Fixed-Cell Immunofluorescence Measurements

Abhineet R. Ram, Michael Pargett, Yongin Choi…·John G. Albeck

The paper develops a framework to infer ERK signaling dynamics from fixed-cell immunostains by combining machine learning and differential equations, showing that protein levels reflect different activation timescales.

10 citations

imagingmachine learning (classical)

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