You may want to have a look at wikipedia for more details on tags:
All these tags are ID3 tags - but with a different version or purpose.
MP3tag understands how to handle them.
For your files I would recommend ID3V2.3 and ID3V1 - but no APE. V2.3 Tags are probably supported by most players.
APE tags in MP3 files are used by MediaMonkey to save replaygain data unless told otherwise. AFAIK.
Here is an example procedure how to cut APE tags - you will probably be able to adapt it to V1 tags: