rem_feature {promor} | R Documentation |
Remove user-specified proteins (features) from a data frame
Description
This function removes user-specified proteins from a model_df
object
Usage
rem_feature(model_df, rem_protein)
Arguments
model_df |
A |
rem_protein |
Name of the protein to remove. |
Details
After visualizing protein intensity variation among conditions with
feature_plot
or after assessing the importance of each protein in models usingvarimp_plot
, you can choose to remove specific proteins (features) from the data frame.For example, you can choose to remove a protein from the
model_df
object if the protein does not show distinct patterns of variation among conditions. This protein may show mostly overlapping distributions in the feature plots.Another incidence would be removing a protein that is very low in variable importance in the models built using
train_models
. You can visualize variable importance usingvarimp_plot
.
Value
A model_df
object.
Author(s)
Chathurani Ranathunge
See Also
Examples
covid_model_df <- pre_process(fit_df = covid_fit_df, norm_df = covid_norm_df)
## Remove sp|P22352|GPX3_HUMAN protein from the model_df object
covid_model_df1 <- rem_feature(covid_model_df, rem_protein = "sp|P22352|GPX3_HUMAN")