Issue resolved, thanks to Justin over at [Suspicious link removed]. Not sure how my address disappeared. See steps below for resolution:

I logged into Blochchain.info
Went to settings
Selected addresses
Scrolled down to the bottom and hit the + Add
In the description I typed the same address description (luckily I remembered)
Voila - it appeared when I hit enter