Our study observed a plausible association between different levels of CRF and the diverse gut microbiota composition, with increasing proinflammation taxa in severe CRF patients and anti-inflammation taxa growing in mild CRF patients. Further studies are warranted to evaluate whether CRF can be improved by modulating the gut microbiota composition.