Capturing cell heterogeneity in representations of cell populations for image-based profiling using contrastive learning.

Image-based cell profiling is a powerful tool that compares perturbed cell populations by measuring thousands of single-cell features and summarizing them into profiles. Typically a sample is represented by averaging across cells, but this fails to capture the heterogeneity within cell populations....

Full description

Saved in:
Bibliographic Details
Main Authors: Robert van Dijk, John Arevalo, Mehrtash Babadi, Anne E Carpenter, Shantanu Singh
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2024-11-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1012547
Tags: Add Tag
No Tags, Be the first to tag this record!