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An algorithm for identifying candidate driver combinations in cancer. CRSO is based on a theoretical model of cancer in which a cancer rule is defined to be a collection of two or more events (i.e., alterations) that are minimally sufficient to cause cancer. A cancer rule set is a set of cancer rules that collectively are assumed to account for all of ways to cause cancer in the population. In CRSO every event is designated explicitly as a passenger or driver within each patient. Each event is associated with a patient-specific, event-specific passenger penalty, reflecting how unlikely the event would have happened by chance, i.e., as a passenger. CRSO evaluates each rule set by assigning all samples to a rule in the rule set, or to the null rule, and then calculating the total statistical penalty from all unassigned event. CRSO uses a three phase procedure find the best rule set of fixed size K for a range of Ks. A core rule set is then identified from among the best rule sets of size K as the rule set that best balances rule set size and statistical penalty. Users should consult the 'crso' vignette for an example walk through of a full CRSO run. The full description, of the CRSO algorithm is presented in: Klein MI, Cannataro V, Townsend J, Stern DF and Zhao H. "Identifying combinations of cancer driver in individual patients." BioRxiv 674234 [Preprint]. June 19, 2019. <doi:10.1101/674234>. Please cite this article if you use 'crso'.
| Version: | 0.1.1 |
| Depends: | R (≥ 3.5.0), foreach |
| Imports: | stats, utils |
| Suggests: | knitr, rmarkdown |
| Published: | 2019-07-07 |
| DOI: | 10.32614/CRAN.package.crso |
| Author: | Michael Klein |
| Maintainer: | Michael Klein <michael.klein at yale.edu> |
| License: | GPL-2 |
| NeedsCompilation: | no |
| CRAN checks: | crso results |
| Reference manual: | crso.pdf |
| Vignettes: |
CRSO-vignette |
| Package source: | crso_0.1.1.tar.gz |
| Windows binaries: | r-devel: crso_0.1.1.zip, r-release: crso_0.1.1.zip, r-oldrel: crso_0.1.1.zip |
| macOS binaries: | r-release (arm64): crso_0.1.1.tgz, r-oldrel (arm64): crso_0.1.1.tgz, r-release (x86_64): crso_0.1.1.tgz, r-oldrel (x86_64): crso_0.1.1.tgz |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.