Planned statistical testsΒΆ
This table includes statistical tests that will be implemented within this package.
Statistical test | R src location | Python test link | Python library | Notes |
---|---|---|---|---|
Multiple exact binomial tests | edgeR/R/binomTest.R | https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.binom_test.html | scipy | |
F test | edgeR/R/decidetestsDGE.R | https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f.html | scipy | |
Linear Modelling | limma/R/lmfit.R | https://docs.scipy.org/doc/scipy-0.14.0/reference/generated/scipy.stats.linregress.html | scipy | lmFit and contrasts. fit |
Negative Binomial | edgeR/R/glmfit.R | https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.nbinom.html | scipy | |
Z score of Binomial | edgerR/R/zscoreNBinom.R | https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.zscore.html | scipy | Tentative / Not sure if this is the same as scipy zscore |
Quasi-Likelihood GLM tests | edgeR/R/glmQLFTest.R | https://docs.pymc.io/notebooks/GLM-negative-binomial-regression.html | MC3 | Tentative |
Exact conditional likelihood | edgeR/R/estimateCommonDisp.R | couldnt find it on scipy | n/a | Very important for DE |
Weighted conditional likelihood empirical Bayes | edgeR/R/estimateTagwiseDisp.R | couldnt find it on scipy | n/a | Very important for DE |