Background and purpose: Cancer patients are always complicated with vein thromboembolism, thus the combination of anticoagulants with anti-cancer drugs has profound foundations. This study aimed to assess the safety of rivaroxaban comminating with three tyrosine kinase inhibitors (TKIs) in cancer patients. Experimental Approach: The inhibition of three TKIs on CYP2J2- and CYP3A4-mediated rivaroxaban metabolism was first screened and then reversible and mechanism-dependent inhibitory kinetic constants were determined. Molecular docking was conducted to reveal the interactions between TKIs and CYP2J2 and CYP3A4. Finally, pharmacokinetic parameters of cancer patients were used to assess the safety. Key Results: Imatinib and gefitinib significantly reversibly inhibited CYP2J2- and CYP3A4-mediated rivaroxaban metabolism, while sunitinib only showed reversible inhibition of CYP3A4, not CYP2J2. Three TKIs also showed time-dependent inactivation of CYP3A4. Notably, sunitinib had the strongest inactivation effect on CYP3A4 than the other TKIs with a 4.00-fold IC50 shift, however, a slight effect on CYP2J2. Docking simulations revealed the relation of inhibitory activity to ChemScore. Additionally, drug-drug interaction risks of combinations were assessed using pharmacokinetic data of cancer patients. Imatinib, which showed the strongest inhibition, was predicted to cause a 114–244% increase in rivaroxaban exposure. Conclusion and Implications: Imatinib was predicted to have a moderate DDI risk when was combined with rivaroxaban. These results provide evidence for medication guidance when combining rivaroxaban with TKIs for cancer patients, and also give new insight for the DDI assessment involving rivaroxaban.