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metagenomeSeq (version 1.14.0)
fitZeroLogNormal: Compute the log fold-change estimates for the zero-inflated log-normal model
Description
Run the zero-inflated log-normal model given a MRexperiment object and model matrix. Not for the average user, assumes structure of the model matrix.
Usage
fitZeroLogNormal(obj, mod, coef = 2, szero = TRUE, spos = TRUE)
Arguments
obj
A MRexperiment object with count data.
mod
The model for the count distribution.
coef
Coefficient of interest to grab log fold-changes.
szero
TRUE/FALSE, shrink zero component parameters.
spos
TRUE/FALSE, shrink positive component parameters.
Value
A list of objects including:
logFC - the log fold-change estimates
adjFactor - the adjustment factor based on the zero component
se - standard error estimates
fitln - parameters from the log-normal fit
fitzero - parameters from the logistic fit
zeroRidge - output from the ridge regression
posRidge - output from the ridge regression
tauPos - estimated tau^2 for positive component
tauZero - estimated tau^2 for zero component
exclude - features to exclude for various reasons, e.g. all zeros
zeroExclude - features to exclude for various reasons, e.g. all zeros
See Also
cumNorm
fitFeatureModel