A genome-wide atlas of cell morphology reveals gene functions

Amazing stuff!

"... PERISCOPE — which stands for perturbation effect readout in situ via single-cell optical phenotyping — combines two technologies developed by Broad scientists: Cell Painting, which can capture images and key measures of subcellular compartments at scale, and Optical Pooled Screening, which “barcodes” cells and uses CRISPR to systematically turn off individual genes to study their function in those cells.

The new technique lets scientists study the effects of perturbing over 20,000 genes on hundreds of image-based cellular features. Generating data with the method is more than 10 times less expensive than comparable high-dimensional approaches such as high-throughput single-cell RNA sequencing and can be adapted to study a wide variety of cell types. In Nature Methods, the researchers applied PERISCOPE to execute three whole-genome CRISPR screens to create an open-source atlas of cell morphology.

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From the abstract:

"A key challenge of the modern genomics era is developing empirical data-driven representations of gene function. Here we present the first unbiased morphology-based genome-wide perturbation atlas in human cells, containing three genome-wide genotype–phenotype maps comprising CRISPR–Cas9-based knockouts of >20,000 genes in >30 million cells.

Our optical pooled cell profiling platform (PERISCOPE) combines a destainable high-dimensional phenotyping panel (based on Cell Painting) with optical sequencing of molecular barcodes and a scalable open-source analysis pipeline to facilitate massively parallel screening of pooled perturbation libraries.

This perturbation atlas comprises high-dimensional phenotypic profiles of individual cells with sufficient resolution to cluster thousands of human genes, reconstruct known pathways and protein–protein interaction networks, interrogate subcellular processes and identify culture media-specific responses.

Using this atlas, we identify the poorly characterized disease-associated TMEM251/LYSET as a Golgi-resident transmembrane protein essential for mannose-6-phosphate-dependent trafficking of lysosomal enzymes. In sum, this perturbation atlas and screening platform represents a rich and accessible resource for connecting genes to cellular functions at scale."

A genome-wide atlas of cell morphology reveals gene functions | Broad Institute "PERISCOPE, a technique for genome-wide imaging screens, is helping Broad scientists understand the connections between genes and traits."

A genome-wide atlas of human cell morphology (open access)

Fig. 1: Pooled optical screens with PERISCOPE.

Fig. 5: Identifying biological pathways using individual subcellular image features.