I found a number of other threads with the same problem I was facing. In short I wanted to read PDF's in the Reader as opposed to QuickOffice.
Solution - the free Dropbox app.
Load the PDFs you would like to read in there. When you open them from the Dropbox app Nook opens it in the Reader.
Nothing else worked for me. Hope this helps those who are facing the same issue.