Accessing column names of a pandas dataframe within a custom transformer in a Sklearn pipeline with ColumnTransformer?

Question

I need to use a custom transformer within a pipeline that acts using the column names. However, the previous pipeline transformations convert the dataframe to a numpy array. I k