It is possible to store your oxygen tank lying down if there is no possibility that it can roll around and bash into walls or other obstacles that could cause a spark, rupture the tank, or knock the valve off the top of the cylinder. The better storage option is to store them upright in a rack where they are secured to prevent them from falling over.