Other notable associations included multiple Th17 associated pathways, autoimmune diseases, and other pathways that have also previously been linked to treatment resistance including oncostatin M and TREM1 signaling (Fig. 2a and Supplementary Fig. 3). Here, TREM1 is linked to autoimmune disease.