Restoring iTunes purchases, is it possible?

Restoring iTunes purchases, is it possible?

My girlfriend purchased some albums using the iTunes store from within her iPod touch. Sadly, she connected the iPod touch to iTunes and now the albums are gone. I have no idea what happened, maybe some sync/backup problem. Is it possible to recover those albums? Why does iTunes decides to delete purchased songs?