Still recommend layers of good old fashioned wool under a long coat. Remember those big thick cardigans and jumpers your granny used to knit for you - that sort of thing is ideal, you will stay toasty, I can speak from experience! The wool also will wick away any sweat giving you a cosy and comfortable ride.
Also, remember to keep the extremities warm, like head, fingers and tootsies!