The duration for which a Penrose drain should remain in place varies depending on the type of surgery and the amount of fluid being drained. Typically, they are removed within a few days post-surgery, once the drainage decreases significantly. The decision to remove the drain is usually made by the healthcare provider based on the patient's condition and recovery progress.