Various embodiments of a patient interface device, such as a mask (10, 46), nasal pillow (42), or nasal cannula (54, 76, 76′, 78, 82, 90 96), that includes an adhesive layer (40) provided on a surface thereof that is structured to temporarily bond to the skin of a user of the patient interface device. The adhesive layer may include a bonding agent, such as a polymer gel, having a residual extraction force of between about 50 grams and about 200 grams.