
This can happen because, some or all of the websites, blogs etc which were linking to you have now been closed, which means you lose those links which they were giving.When you lose these links, your page rank is bound to go down.
The solution for this would be to try to gather new backlinks, that are similar to those you have lost, hence regaining your old Google Page Rank.