And I just realised that Alice wore her mother's star tiara in the wedding photo. I spoke too soon!
So, yes, that tiara was left behind in Russia and lost. Princess Louise, duchess of Argyll later gave a replica to her niece/god-daughter Victoria, and this is what passed on down the Mountbatten line.