Highlights
• A systematic strategy for analyzing natural products was established.
• This experiment is the first to describe the substance basis of Paeoniae Radix Rubra (PRR) and wine-stir-fried PRR (WPRR).
• Elucidate the anti-thrombotic mechanisms of various structural compounds in PRR, and systematically explain the effects of WPRR.
• Due to the alteration in the substance basis for the anti-thrombotic effect of WPRR, the pharmacological mechanism has shifted, and the pathway of action has expanded.

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