Muscle wasting is a critical concern in hemodialysis (HD) patients and is closely linked to adverse outcomes. While cross-sectional associations between low muscle mass and poor prognosis are well-documented, the longitudinal trajectories of muscle mass and their predictive value for clinical outcomes remain incompletely characterized.