sentence: The two SVM models classified with the same success rate regardless of whether built with all fifteen genes or the three most heavily weighted contributors , suggesting that CCDC3 , ADHFE1 and FBP1 are highly predictive in this data set and are likely to be robust classifiers in future OSA studies.While biomarker identification can be successful using traditional fold change methodology , as evidenced by our gene hits above , understanding of the processes of metastasis and chemoresistance can be furthered by all inclusive pathway analysis .