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Kevin-Haigis-Lab/sirt4-comutations

An analysis of SIRT4 comutations in colorectal adenocarcinoma for a grant proposal.

SIRT4 comutations in CRC

Joshua Cook
6/15/2020

Directive from Prof. Kevin Haigis

A very important collaborator is trying to finish up a grant on SIRT4
in colon cancer. SIRT4 mutation is rare, but I noticed from a quick
check of cBioportal that when SIRT4 is mutant, KRAS mutations are
infrequent (20%), PIK3CA mutations are frequent (almost 50%), and BRAF
mutations are frequent (26%).

  1. Could you please do a more rigorous analysis of this in your
    larger dataset? I believe that PI3K pathway mutations are even
    more frequent than just looking at PIK3CA. Could you include PTEN
    and PIK3CG in a separate analysis?
  2. We would like to include SIRT4 deletion in addition to mutation,
    since this is a more frequent event. Is that possible?
  3. Also, my suspicion is that BRAF is enriched because it co-mutated
    with PIK3CA. Would you agree?

Analyses

Follow the steps listed below to re-run the analysis on O2:

  1. Run Rscript src/get-data-from-comutation-project.R to get the data
    from the KRAS comutation analysis.
  2. Run Rscript -e rmarkdown::render('src/sirt4-comutation-analysis.Rmd')

Conclusions

There were patterns of comutation between SIRT4 and the key members of
the PI3K signaling pathway, particularly with PIK3CA and PIK3CG.

comutation-stats

These genes were also identified as strong predictors of a SIRT4
mutation in a binomial model.

model-posteriors-distributions

model-posteriors-predictions

Languages

R100.0%

Contributors

Created June 16, 2020
Updated August 7, 2024