There is a hypothesis [0] that the virus attacks red blood cells and impacts their capacity to transport O2, and that the lung damage is actually caused by that, and not directly by the virus. Elevated heart rate makes a lot of sense.
[0] see thread and linked paper: https://twitter.com/yishan/status/1244717172871409666