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Updated: Nov 10, 2025

A Syngeneic Mouse Model of Metastatic Renal Cell Carcinoma for Quantitative and Longitudinal Assessment of Preclinical Therapies
Published on: April 12, 2017
A Living, Interactive Systematic Review and Network Meta-analysis of First-line Treatment of Metastatic Renal Cell
Irbaz Bin Riaz1, Huan He2, Alexander J Ryu2
1Mayo Clinic, Phoenix, AZ, USA.
Context:
Identifying the most effective first-line treatment for metastatic renal cell carcinoma (mRCC) is challenging as rapidly evolving data quickly outdate the existing body of evidence, and current approaches to presenting the evidence in user-friendly formats are fraught with limitations.
Objective:
To maintain living evidence for contemporary first-line treatment for previously untreated mRCC.
Evidence Acquisition:
We have created a living, interactive systematic review (LISR) and network meta-analysis for first-line treatment of mRCC using data from randomized controlled trials comparing contemporary treatment options with single-agent tyrosine kinase inhibitors. We applied an advanced programming and artificial intelligence-assisted framework for evidence synthesis to create a living search strategy, facilitate screening and data extraction using a graphical user interface, automate the frequentist network meta-analysis, and display results in an interactive manner.
Evidence Synthesis:
As of October 22, 2020, the LISR includes data from 14 clinical trials. Baseline characteristics are summarized in an interactive table. The cabozantinib + nivolumab combination (CaboNivo) is ranked the highest for the overall response rate, progression-free survival, and overall survival, whereas ipilimumab + nivolumab (NivoIpi) is ranked the highest for achieving a complete response (CR). NivoIpi, and atezolizumab + bevacizumab (AteBev) were ranked highest (lowest toxicity) and CaboNivo ranked lowest for treatment-related adverse events (AEs). Network meta-analysis results are summarized as interactive tables and plots, GRADE summary-of-findings tables, and evidence maps.
Conclusions:
This innovative living and interactive review provides the best current evidence on the comparative effectiveness of multiple treatment options for patients with untreated mRCC. Trial-level comparisons suggest that CaboNivo is likely to cause more AEs but is ranked best for all efficacy outcomes, except NivoIpi offers the best chance of CR. Pembrolizumab + axitinib and NivoIpi are acceptable alternatives, except NivoIpi may not be preferred for patients with favorable risk. Although network meta-analysis provides rankings with statistical adjustments, there are inherent biases in cross-trial comparisons with sparse direct evidence that does not replace randomized comparisons.
Patient Summary:
It is challenging to decide the best option among the several treatment combinations of immunotherapy and targeted treatments for newly diagnosed metastatic kidney cancer. We have created interactive evidence summaries of multiple treatment options that present the benefits and harms and evidence certainty for patient-important outcomes. This evidence is updated as soon as new studies are published.
Insights
For metastatic renal cell carcinoma (mRCC), cabozantinib plus nivolumab (CaboNivo) shows the best efficacy, while ipilimumab plus nivolumab (NivoIpi) offers the highest complete response rate. This living review aids treatment decisions by comparing benefits and harms.
Area of Science:
- Oncology
- Medical Informatics
Background:
- Metastatic renal cell carcinoma (mRCC) treatment selection is complex due to rapidly evolving evidence.
- Existing evidence formats for mRCC treatments have limitations in user-friendliness and timeliness.
Purpose of the Study:
- To establish a living, continuously updated evidence base for first-line treatments in previously untreated mRCC.
- To provide a user-friendly, interactive platform for comparing contemporary mRCC therapies.
Main Methods:
- Developed a living, interactive systematic review (LISR) and network meta-analysis.
- Utilized an AI-assisted framework for automated evidence synthesis, including search, screening, data extraction, and analysis.
- Included data from randomized controlled trials comparing current treatments against single-agent tyrosine kinase inhibitors.
Main Results:
- The cabozantinib + nivolumab (CaboNivo) combination ranked highest for overall response rate, progression-free survival, and overall survival.
- Ipilimumab + nivolumab (NivoIpi) demonstrated the highest complete response rate.
- NivoIpi and atezolizumab + bevacizumab (AteBev) showed the lowest toxicity, while CaboNivo had the highest treatment-related adverse events.
Conclusions:
- The LISR offers current comparative effectiveness data for first-line mRCC treatments.
- CaboNivo demonstrates superior efficacy but with higher adverse events; NivoIpi offers the best complete response chance.
- Pembrolizumab + axitinib and NivoIpi are alternatives, though NivoIpi may not suit favorable-risk patients. Network meta-analysis provides adjusted rankings but cannot replace direct randomized comparisons.
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