Cohorts of 3-6 patients per stratum receive escalating doses of everolimus until the maximum tolerated dose (MTD) is determined. The MTD is defined as the dose preceding that at which 2 of 3 or 2 of 6 patients experience dose-limiting toxicity during the first course of therapy. Once the MTD is determined, an additional 6 patients are treated at the MTD.