Abstract Introduction Leeches are flesh-eating and bloodsucking parasitic worms. They are being used as a traditional Chinese medicine for centuries in activating blood and dissolving statis, dreging the meridims and tick. Hirudin, an active peptide product present in leech, has blood anticoagulant property and can assist in the treatment of thrombosis and diseases related to blood circulation. The efficacy and potential mechanism of action of leeches in such diseases should be further explored. Materials and methods First, network pharmacology was used to screen the predicted potential targets of the active constituents of leech and AS. The common targets of the active constituents of leech and AS were obtained using Venn diagram. Further, the drug-active-constituent–target network diagram, protein–protein interaction, and GO and KEGG pathway enrichment analyses were used to construct the active-constituent–AS target–pathway network diagram. Subsequently, the protein–drug molecule docking model was drawn. Finally, the results of network pharmacology were validated using a mouse model of AS. Results In total, 34 active constituents of leech and 1172 AS-related gene targets were selected, took the drug action targets and potential disease targets to get the common targets, and took the top 10 of degree value as the main active constituents for the treatment of atherosclerosis. There were 89 common targets and 12 core targets. The main targets included MAPK, EGFR, PIK3CB, etc. Potential regulatory pathways included cancer pathways, EGFR tyrosine kinase inhibitor resistance, Rap1 signaling pathway, PPAR signaling pathway, PI3K-Akt signaling pathway, C-type lectin receptor signaling pathway, and AGE-RAGE signaling pathway in diabetic complications. Animal experiments using mouse model of AS confirmed that AS plaques were smaller after treatment with leeches. SRC level was measured using western blotting. Expression of SRC in myocardial tissue was remarkably lower in the mice treated with leech than in the mice from model group fed on high-fat chow. Conclusions To the best of our knowledge, this is the first study to explore the mechanism of action of the active components of leech in AS prevention. The active components of leeches play a coordinated role in preventing AS through multicomponent, multitarget, and multichannel mechanism of action related to inflammatory response, oxidative stress, and lipid metabolism. This study provided a reference for subsequent cellular and animal experiments. Keywords: Network pharmacology, Leech, Atherosclerosis, Molecular docking, Plaque stability Graphical abstract [35]Image 1 [36]Open in a new tab 1. Introduction Leeches are flesh-eating and bloodsucking worms and are used as traditional Chinese medicine. They are harsh and fierce, with unique effects such as activating blood and dissolving statis, dreging the meridims and tick, etc. Leeches play a unique role in the treatment of atherosclerosis (AS), and their action cannot be replaced by other drugs [[37]1]. According to the theory of “stasis and lipid toxicity,” stasis toxicity is the important mechanism of action for the formation of vulnerable plaques in AS, and activating blood, resolving stasis and toxicity is the basic treatment for stabilizing vulnerable plaques [[38]2]. Zhang explored the medication rules of traditional Chinese medicine in the treatment of AS. Among the 109 selected literatures, almost 20.9% of the references were about drugs for activating blood