Molecular Systems Biology (Oct 2013)
A negative genetic interaction map in isogenic cancer cell lines reveals cancer cell vulnerabilities
- Franco J Vizeacoumar,
- Roland Arnold,
- Frederick S Vizeacoumar,
- Megha Chandrashekhar,
- Alla Buzina,
- Jordan T F Young,
- Julian H M Kwan,
- Azin Sayad,
- Patricia Mero,
- Steffen Lawo,
- Hiromasa Tanaka,
- Kevin R Brown,
- Anastasia Baryshnikova,
- Anthony B Mak,
- Yaroslav Fedyshyn,
- Yadong Wang,
- Glauber C Brito,
- Dahlia Kasimer,
- Taras Makhnevych,
- Troy Ketela,
- Alessandro Datti,
- Mohan Babu,
- Andrew Emili,
- Laurence Pelletier,
- Jeff Wrana,
- Zev Wainberg,
- Philip M Kim,
- Robert Rottapel,
- Catherine A O'Brien,
- Brenda Andrews,
- Charles Boone,
- Jason Moffat
Affiliations
- Franco J Vizeacoumar
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Roland Arnold
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Frederick S Vizeacoumar
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital
- Megha Chandrashekhar
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Alla Buzina
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Jordan T F Young
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital
- Julian H M Kwan
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Azin Sayad
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Patricia Mero
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Steffen Lawo
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital
- Hiromasa Tanaka
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Kevin R Brown
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Anastasia Baryshnikova
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Anthony B Mak
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Yaroslav Fedyshyn
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Yadong Wang
- Campbell Family Institute, Ontario Cancer Institute, Princess Margaret Hospital, University Health Network
- Glauber C Brito
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Dahlia Kasimer
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Taras Makhnevych
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Troy Ketela
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Alessandro Datti
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital
- Mohan Babu
- Department of Biochemistry, Research and Innovation Centre, University of Regina
- Andrew Emili
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Laurence Pelletier
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital
- Jeff Wrana
- Samuel Lunenfeld Research Institute, Mount Sinai Hospital
- Zev Wainberg
- Jonnson Comprehensive Cancer Center, Geffen School of Medicine, University of California at Los Angeles
- Philip M Kim
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Robert Rottapel
- Campbell Family Institute, Ontario Cancer Institute, Princess Margaret Hospital, University Health Network
- Catherine A O'Brien
- Campbell Family Institute, Ontario Cancer Institute, Princess Margaret Hospital, University Health Network
- Brenda Andrews
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Charles Boone
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- Jason Moffat
- Donnelly Centre and Banting and Best Department of Medical Research, University of Toronto
- DOI
- https://doi.org/10.1038/msb.2013.54
- Journal volume & issue
-
Vol. 9,
no. 1
pp. 1 – 17
Abstract
Abstract Improved efforts are necessary to define the functional product of cancer mutations currently being revealed through large‐scale sequencing efforts. Using genome‐scale pooled shRNA screening technology, we mapped negative genetic interactions across a set of isogenic cancer cell lines and confirmed hundreds of these interactions in orthogonal co‐culture competition assays to generate a high‐confidence genetic interaction network of differentially essential or differential essentiality (DiE) genes. The network uncovered examples of conserved genetic interactions, densely connected functional modules derived from comparative genomics with model systems data, functions for uncharacterized genes in the human genome and targetable vulnerabilities. Finally, we demonstrate a general applicability of DiE gene signatures in determining genetic dependencies of other non‐isogenic cancer cell lines. For example, the PTEN−/− DiE genes reveal a signature that can preferentially classify PTEN‐dependent genotypes across a series of non‐isogenic cell lines derived from the breast, pancreas and ovarian cancers. Our reference network suggests that many cancer vulnerabilities remain to be discovered through systematic derivation of a network of differentially essential genes in an isogenic cancer cell model.
Keywords