While being sick can feel almost bearable during the day, at night we often can't fathom how to sleep with a cold. Many factors are at fault, such as gravity, for example. With pooling mucus and dry airways being irritated more in certain sleep positions, it's best to sleep sitting up when sick, making breathing much easier.