Running (sprinting) and cracked soles

Anyone else experienced that soles tend to crack more when you start running? I sprint 1-2 times a week (intervals). Never had cracked soles before. It doesnt help either that I live in the freezing Northeast.. skin feels like sandpaper anyway.

If you experienced this, did you find a cure?