Isabella Boyle
Broad Institute
3 Papers
Isabella Boyle is an academic researcher from Broad Institute. The author has contributed to research in topics: Computer science & Cancer. The author has an hindex of 3, co-authored 3 publications.
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Papers
Integrated cross-study datasets of genetic dependencies in cancer.
Clare Pacini,Joshua M. Dempster,Isabella Boyle,Emanuel Gonçalves,Hanna Najgebauer,Hanna Najgebauer,Emre Karakoc,Dieudonne van der Meer,Andrew Barthorpe,Howard Lightfoot,Patricia Jaaks,James M. McFarland,Mathew J. Garnett,Aviad Tsherniak,Francesco Iorio +14 more
TL;DR: In this article, the authors integrated the two largest independent CRISPR-Cas9 screens performed to date (at the Broad and Sanger institutes) by assessing, comparing, and selecting methods for correcting biases due to heterogeneous single-guide RNA efficiency.
Integrated cross-study datasets of genetic dependencies in cancer
Clare Pacini,Joshua M. Dempster,Isabella Boyle,Emanuel Gonçalves,Hanna Najgebauer,Hanna Najgebauer,Emre Karakoc,Dieudonne van der Meer,Andrew Barthorpe,Howard Lightfoot,Patricia Jaaks,James M. McFarland,Mathew J. Garnett,Aviad Tsherniak,Francesco Iorio +14 more
TL;DR: The integrated datasets recapitulate findings from the individual ones, provide larger statistical power allowing novel cancer- and subtype-specific analyses, unveil additional biomarkers of gene dependency, and improve the detection of common essential genes.
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Chronos: a CRISPR cell population dynamics model
Joshua M. Dempster,Isabella Boyle,Francisca Vazquez,David E. Root,Jesse S. Boehm,William C. Hahn,William C. Hahn,Aviad Tsherniak,James M. McFarland +8 more
TL;DR: Chronos as discussed by the authors is an algorithm for inferring gene knockout fitness effects based on an explicit model of the dynamics of cell proliferation after CRISPR gene knockout, which accounts for multiple sources of bias and can effectively share information across screens.