Thanks for coming to the forums with your issue, I really doubt it would be a virus on your iPad.
It would seem that it may be a syncing issue with your iPad and your email provider, it is recommended that you remove the email account from your iPad and then reconnect your email account. Additionally, if you log into the web mail through a web browser are you able to locate these emails?
Let us know how it goes.
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