Docusate (Colace) is the drug least likely to help constipation because it is a stool softener that works by increasing the amount of water in the stool, making it easier to pass. However, it does not stimulate bowel movements or provide any additional relief for constipation. Psyllium (Metamucil), Polyethylene glycol (Miralax), Magnesium hydroxide suspension (Milk of Magnesia), and Lactulose (Enulose) are all laxatives that can help relieve constipation by either softening the stool, increasing bowel movements, or both.