The variable $change_desc can be used in other email templates, but it is not expected to work in either the Ticket Closed or Email Ticket Manually templates. As an alternative, it is possible to utilize other templates in Service Desk | Configuration | Queues | Click on the name of the specific queue in question | [Customize Emails] or to create a custom ticket rule.
