It's a poignant statement about the fleeting nature of time and the impossibility of recovering lost moments. It emphasizes the importance of cherishing the present and making the most of every opportunity.
This phrase is often associated with the famous novel "Remembrance of Things Past" (French: "À la recherche du temps perdu") by Marcel Proust, where the narrator reflects on the passage of time and the lost memories of his youth.