(A) Baseline characteristics of the de novo PD patients on RAAS inhibitors and not on RAAS inhibitors. (B) Plots of the covariates against the estimated propensity score, separated by patients on RAAS inhibitors versus patients not on RAAS inhibitors. There was no significant difference in means upon matching (Welch two sample t-test; Age p = 0.98, Race p = 0.93, Gender p = 0.93, Caffeine intake p = 0.52, History of head injury p = 0.81, Smoking p = 0.84, Alcohol intake p = 0.91) (C) Pairwise Pearson correlation of the covariables including age, gender, duration of PD, race, time to levodopa, smoking status, caffeine, alcohol consumption, history of head injury, and RAAS inhibitor use. The lower left panel shows the correlation without matching and the upper right panel shows the correlation upon matching. Prior to matching, the RAAS cohort was significantly different in gender, age, and time to levodopa compared to the No RAAS group (*p < 0.05, **p < 0.01). Upon matching, the RAAS inhibitor use was significantly correlated with time to levodopa (*p < 0.05). (D) Mean UPDRS scores and standard deviation progression for the RAAS inhibitor, Non-RAAS, and other anti-hypertensive medication cohort starting from baseline to visit 12. (E) UPDRS part 2 and (F) part 3 progression showed no significant difference across the RAAS inhibitor, Non-RAAS, and other hypertension cohort. (n = 39–46 for RAAS cohort, n = 92–103 for No RAAS cohort, n = 21–24 for No RAAS_HTN cohort; Part 2 p = 0.53; Part 3 p = 0.85, one-way ANOVA).