In our time series clustering analyses, we found three notable associations between the time series patterns and clinical variables: (1) age was associated with all patterns (SBP, DBP, HR, and sympathetic tone); (2) metabolic indicators (DM, BMI, serum T-C level, serum HDL-C level, and plasma ApoB level) were associated with the sympathetic tone pattern; and (3) the sympathetic tone clusters were significantly associated with 10-year ASCVD risk. This evidence concerns the gene APOB and atherosclerosis.