If I change the Apple id (email) associated to my developer account, will it affect Apps those are live? Are there any cons for doing the same?
NOTE: New apple id will not be associated with any other developer account. I mean it will be fresh apple id created.
No, it doesn't affect on Old Live Apps, they works as it is. Only for new apps they contact on new Address for an old Apps they communicates to your old one.