This movie was partly inspired from co-writer and director Brad Anderson's youth when he rode the Transsiberian Express.
Lithuania stood in for Siberia.
Among the references that Brad Anderson drew on were the movies North by Northwest (1959), Strangers on a Train (1951), The Lady Vanishes (1938), Runaway Train (1985), Dead Calm (1989), and the book "Crime and Punishment".