Additionally, our reverse TSMR analysis, based on UKB and FinnGen, showed no evidence of a causal effect of HL or CLL on β2M levels, and the impact of DLBCL, FL, and MM on β2M levels remains controversial. Here, B2M is linked to diffuse large B-cell lymphoma.