No, Graph Search doesn't affect your privacy settings, but it surely makes digging up information about you really easy. Now's a good time to review what you're sharing and how you're sharing it. Read this article by Sharon Vaknin on CNET.
Via Gust MEES
Privacy MATTERS!!!