Q: I bought my app a few months ago, however it is not under my purchased apps. What do I do? The app is iAnnotate

You haven't changed countries since buying the app (content is tied to the country as well as the account), and it's still available in your country's store ? If it is then have you checked to see if it's hidden : http://support.apple.com/kb/HT4919 ?