The 39-year-old was on her way to a rehearsal when she was robbed in Chelsea.
Emily Zamourka was filmed in a video showing her delivering a powerful rendition of a Puccini aria on a metro platform in LA.
Spanish media said she entered a Barcelona hospital in September because of a gall bladder problem.