IL6 and colorectal carcinoma: Simulation analyses for TNF-α indicated collider bias was present but limited in magnitude.<h4>Conclusions</h4>Our findings suggest that IL-6 signaling may play a role in CRC progression although of limited magnitude, whereas TNF-related pathways appear less relevant for prognosis.