Conclusions: Our study provides Mendelian randomization-based evidence supporting a potential causal relationship between gut microbiota and CKD, highlighting the potential mediating role of FBLN1 in the association between genus Alistipes and CKD. Here, FBLN1 is linked to chronic kidney disease.