Pooled CRISPR screening of high-content cellular phenotypes by ghost cytometry
A. Tsubouchi, Y. An, Y. Kawamura, Y. Yanagihashi, Y. Murata, K. Teranishi, S. Ishiguro, H. Aburatani, N. Yachie, S. Ota
Abstract
Fast enrichment of cells based on morphological information remains a challenge, limiting genome-wide perturbation screening for diverse high-content phenotypes of cells. Here we show that multi-modal ghost cytometry-based cell sorting is applicable to fast pooled CRISPR screening for both fluorescence and label-free high-content phenotypes of millions of cells. By employing the high-content cell sorter in the fluorescence mode, we enabled the genome-wide CRISPR screening of genes that affect NF-{kappa}B nuclear translocation. Furthermore, by employing the multi-parametric, label-free mode, we performed the large-scale screening to identify a gene involved in macrophage polarization. Especially the label-free platform can enrich target phenotypes without invasive staining, preserving untouched cells for downstream assays and unlocking the potential to screen for the cellular phenotypes even when suitable markers are lacking. One-Sentence SummaryMachine vision-based cell sorter enabled genome-wide perturbation screens for high-content cell phenotypes even without labeling
02 /Specification & Classification
Click any tag to browse matching papersReproducibility 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
- High-content Imaging-based Pooled CRISPR Screens in Mammalian Cells
X. Yan, N. Stuurman, … R. Vale·bioRxiv·Jun 30, 2020
- Scalable, FACS-Free Genome-Wide Phenotypic Screening
Barbara Mair, Peter M. Aldridge, … Shana O. Kelley·bioRxiv·Apr 19, 2019
- Visual Cell Sorting: A High-throughput, Microscope-based Method to Dissect Cellular Heterogeneity
Nicholas Hasle, Anthony Cooke, … Douglas M. Fowler·bioRxiv·Dec 9, 2019
- A Pooled Cell Painting CRISPR Screening Platform Enables de novo Inference of Gene Function by Self-supervised Deep Learning
Srinivasan Sivanandan, Bobby Leitmann, … Ci Chu·Nature CommunicationsPeer-reviewed·Dec 16, 2025
- SPARCS, a platform for genome-scale CRISPR screening for spatial cellular phenotypes
Niklas Arndt Schmacke, Sophia Clara Mädler, … Veit Hornung·bioRxiv·Jun 1, 2023
- Multiplexed Perturbation Enables Scalable Pooled Screens
Stefan Oberlin, Neil Q. Tay, … Michael T. McManus·Nature MethodsPeer-reviewed·May 25, 2026