Our in vitro co-culture studies identify a regulatory loop whereby tumor-associated collagen recognition by CD18 (ITGβ2) on leukocytes upregulates LAIR1 expression, which subsequently promotes CD8+ T cell exhaustion through SHP-1 signaling. Here, CD8A is linked to neoplasm.