Abstract. This network meta-analysis aimed to compare the clinical efficacy and safety among 7 newer targeted agents for the treatment of metastatic renal cell carcinoma (mRCC). All randomised clinical trials (RCTs) of targeted therapeutic drugs for mRCC were included. The study selection, data extraction and quality assessment were performed independently by two reviewers. The analysis evaluated efficacy outcomes [improvement in the median progression-free survival (PFS)] and safety outcomes (number of withdrawals due to adverse events). The network analysis included direct and indirect analyses. The quality of the selected studies was assessed using the Grading of Recommendations, Assessment, Development and Evaluations (GRADE) method. We identified 7 articles eligible for inclusion in the study. The direct comparison of the targeted agents indicated better efficacy in terms of longer PFS, but worse safety (more withdrawals due to adverse events). The indirect analysis demonstrated that axitinib was significantly more effective compared to panzopanib; sunitinib was superior to sorafenib and temsirolimus regarding efficacy outcome, without any statistically significant difference in the safety outcome. The results of the quality assessment indicated moderate scores using the GRADE method. In conclusion, the result of this network analysis suggested that sunitinib and axitinib may be more clinically efficient and axitinib is associated with a lower risk of adverse events compared to sorafenib, pazopanib and temsirolimus.