Yes, you CAN do Yoga safely but with some mindfulness and modifications. Check out this video designed by Sara Meeks for ideas on YOUR Yoga practice.
Simple mindful movements and transitions between positions have been known to create a more profound experience of Yoga for Yoga practitioners and teachers with many years of experience.