The invention in some aspects provides methods of determining the likelihood that a subject has lung cancer based on the expression of informative-genes. In other aspects, the invention provides methods for determining an appropriate diagnostic intervention plan for a subject based on the expression of informative-genes. Related compositions and kits are provided in other aspects of the invention.