With longitudinal untargeted assessment of circulating tumor DNA in metastatic HR+ breast cancer patients during CDK4/6 treatment and joint model analyses, we demonstrated that tumor fraction trajectories rather than single time point measurements provide important dynamic information on developing disease progression. This evidence concerns the gene CDK4 and breast carcinoma.