Gait retraining is a hot topic. this is about changing the way that you run. There are multiple theories and ideas and lots of disagreements about the topic. This discussion with James Dunne from PodChatLive is a good overview of the topic and issues:
Additionally this discussion with Izzy Moore looked at running economy, especially the energy costs of changing the running technique: