It is better to cover the wheels.
With the cover, you can then design, if you are allowed, ways to minimise the drag / lift with shapes.
Here is a short video I found online which kind of shows what is going on.
The static image at 30secs is worth a study, but remember how dynamic the airflow was from the video.