Cell Painting, a high-content image-based assay for morphological profiling using multiplexed fluorescent dyes
Mark-Anthony Bray, Shantanu Singh, Han Han, Chadwick T Davis, Blake Borgeson, Cathy Hartland, Maria Kost-Alimova, Sigrun M Gustafsdottir, Christopher C Gibson, Anne E Carpenter
Abstract
In morphological profiling, quantitative data are extracted from microscopy images of cells to identify biologically relevant similarities and differences among samples based on these profiles. This protocol describes the design and execution of experiments using Cell Painting, a morphological profiling assay multiplexing six fluorescent dyes imaged in five channels, to reveal eight broadly relevant cellular components or organelles. Automated image analysis software identifies individual cells and measures ~1,500 morphological features (various measures of size, shape, texture, intensity, etc.) to produce a rich profile suitable for detecting subtle phenotypes. Profiles of cell populations treated with different experimental perturbations can be compared to suit many goals, such as identifying the phenotypic impact of chemical or genetic perturbations, grouping compounds and/or genes into functional pathways, and identifying signatures of disease. Cell culture and image acquisition takes 2 weeks; feature extraction and data analysis take an additional 1-2 weeks.
02 /Specification & Classification
Click any tag to browse matching papers- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Optimizing the Cell Painting assay for image-based profiling
Beth A. Cimini, Srinivas Niranj Chandrasekaran, … Anne Elizabeth Carpenter·Nature ProtocolsPeer-reviewed·Jun 21, 2023
- Assessing the performance of the Cell Painting assay across different imaging systems
C. Tromans-Coia, N. Jamali, … B. A. Cimini·bioRxiv·Feb 15, 2023
- Alternate dyes for image-based profiling assays
Suganya Sivagurunathan, Patrick J. Byrne, … Beth A. Cimini·SLAS DISCOVERYPeer-reviewed·Aug 28, 2025
- Label-free prediction of Cell Painting from brightfield images
Jan Cross-Zamirski, Elizabeth Mouchet, … Yinhai Wang·Scientific ReportsPeer-reviewed·Jun 15, 2022
- From Pixels to Phenotypes: Integrating Image-Based Profiling with Cell Health Data Improves Interpretability
S. Seal, J. Carreras-Puigvert, … A. Bender·Molecular Biology of the CellPeer-reviewed·Mar 1, 2024
- A scalable, data analytics workflow for image-based morphological profiles
E. Forsgren, O. Cloarec, … J. Trygg·Chemometrics and Intelligent Laboratory SystemsPeer-reviewed·Nov 1, 2024