While headaches can be a symptom of brain cancer, they are not solely indicative of it. Brain cancer-related headaches are typically persistent, progressively worsening, and often accompanied by other symptoms like nausea, vomiting, or neurological deficits. It is crucial to undergo proper diagnostic tests such as MRI or CT scans to determine the exact cause of persistent headaches.