These microbial imbalances strongly correlate with elevated levels of pro-inflammatory cytokines (e.g., IL-1ra, TNF-α) and chemokines (e.g., MIP-1α), suggesting a mechanistic link between gut dysbiosis and HTN development through the gut-immune axis. Here, CCL3 is linked to hypertensive disorder.