Described herein are methods, systems, and compositions for non-invasively diagnosing or detecting a skin disease or disorder. Diagnosing or detecting a non-melanoma skin cancer as provided herein comprises detecting gene expression levels of a set of identified genes and in some instances further detecting mutations in a gene of interest.