Areas of the penis where there is plaque (scar tissue) may feel like bumps or lumps that are considerably firmer than the surrounding tissue and are tender to the touch, even if there's no priapism (pain with an erection). For one in three men, Peyronie's disease progresses to the point the scar tissue calcifies, causing it to be as hard as bone.