Is there a way to remove empty columns of a dataframe and log the header of each removed column?

Question

I have a dataframe aSNPst.df of DNA sequencing information, some points were not read during sequencing

|Vol|Sex|Ethnicity|SNP1|SNP2|SNP3|SNP4|SNP5|