It is possible to drop any column from an Oracle table by using the following SQL alter table command:
alter table <tablename> drop column <columnname>
If you need to rename a column you can do this as well by using the following command:
alter table <tablename> rename column <columnold> to <columnnew>
How to drop a column from a table