In particular, Acvr2b, FoxO1, and STAT3 all had spearman correlations of at least 0.63 with three of these weights indicating that both the transcriptions factors and TGFβ signaling may play a role in pancreatic cancer associated cachexia. This evidence concerns the gene FOXO1 and pancreatic neoplasm.