RATIONALE: Studying samples of blood and/or tissue in the laboratory from patients with kidney cancer receiving sorafenib may help doctors learn more about changes that occur in DNA and identify biomarkers related to cancer. It may also help doctors predict how well patients will respond to sorafenib.