What process might have caused the first cells to spontaneously generate over long periods of time?

The theory of abiogenesis (aka biopoiesis) suggests that amino acids, which form naturally under the proper chemical conditions, could have joined to form self-replicating chains such as RNA. Once formed, these molecules could have evolved into more complex forms such as DNA.