Exploring genetic interaction manifolds constructed from rich single-cell phenotypes

Author:

Norman Thomas M.123ORCID,Horlbeck Max A.123ORCID,Replogle Joseph M.123ORCID,Ge Alex Y.45ORCID,Xu Albert123,Jost Marco123ORCID,Gilbert Luke A.45ORCID,Weissman Jonathan S.123ORCID

Affiliation:

1. Department of Cellular and Molecular Pharmacology, University of California, San Francisco, CA 94158, USA.

2. Howard Hughes Medical Institute, University of California, San Francisco, CA 94158, USA.

3. California Institute for Quantitative Biomedical Research, University of California, San Francisco, CA 94158, USA.

4. Department of Urology, University of California, San Francisco, CA 94158, USA.

5. Helen Diller Family Comprehensive Cancer Center, San Francisco, CA 94158, USA.

Abstract

Manifold destiny Mapping of genetic interactions (GIs) is usually based on cell fitness as the phenotypic readout, which obscures the mechanistic origin of interactions. Norman et al. developed a framework for mapping and understanding GIs. This approach leverages high-dimensional single-cell RNA sequencing data gathered from CRISPR-mediated, pooled perturbation screens. Diverse transcriptomic phenotypes construct a “manifold” representing all possible states of the cell. Each perturbation and GI projects the cell state to a particular position on this manifold, enabling unbiased ordering of genes in pathways and systematic classifications of GIs. Science , this issue p. 786

Funder

National Institutes of Health

Damon Runyon Cancer Research Foundation

Howard Hughes Medical Institute

Defense Sciences Office, DARPA

Publisher

American Association for the Advancement of Science (AAAS)

Subject

Multidisciplinary

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