Yes, you can change the phone number linked to your WeChat account, but before you will be able to change your phone number, you need to have an email that had been verified when you were opening a WeChat account.
In order to request a change of phone number, first tap “Me”, then tap “Settings”; next tap “My Account”, “Phone”, and finally tap on “Change mobile/phone number”.