Gut dysbiosis during pancreatic cancer (PC) is responsible for impairment of the gut barrier and translocation of the microbiota and microorganism-associated molecular patterns, such as lipopolysaccharide (LPS), to the pancreas. The leakage of LPS, which activates Toll-like receptors (TLRs) that are expressed on various immune cells, activates the myeloid differentiation primary response protein (MyD88), nuclear factor-κB (NF-κB), mitogen-activated protein kinase (MAPK), and signal transducer and activator of transcription 3 (STAT3) signaling pathways, ultimately inhibiting Treg polarization of the T cell response and decreasing Th1 CD4+ T cell and CD8+ T cell recruitment, and supporting M2 macrophage polarization and myeloid-derived suppressor cell (MDSC) production. Consequently, these processes initiate the inflammatory response and tumor cell invasion and proliferation, and finally promote the progression of pancreatic cancer. LPS lipopolysaccharide, MAPK mitogen-activated protein kinase, MDSCs myeloid-derived suppressor cells, MyD88 myeloid differentiation primary response protein, NF-κB nuclear factor-κB, PC pancreatic cancer, SCFAs short-chain fatty acids, STAT3 signal transducer and activator of transcription 3, TLRs Toll-like receptors.