In all honesty, that's been how I handled things most of my riding life. It's only been the last two years or so I've broken down and started getting actual cycling gear. I rode many winters in work boots, jeans, work gloves, and my regular coat using standard MTB knobbies for my tires. Again, I usually had more problems with over heating than being overly cold.