PDF Editors for Ubuntu
http://www.youtube.com/watch?v=1_a8B0JVZJk - states that LibreDraw can open and edit PDFs. Make sure you have the PDF importer installed:
sudo apt-get install libreoffice-pdfimport
- Otherwise: download PDF Editor from the Ubuntu Software Center