I went out this morning in temperatures around 12f. By far my coldest ride this year. I was a little bit overdressed and definitely felt it. I was running short of breath on flat roads at a pace I could hold easily during the summer. I think wearing a neck gator over my mouth was interfering with my breathing too much, plus all the clothes add resistance.
But it sure felt great to be out riding.