From the second cycle onwards, regorafenib will be dosed from day 1-21. Four different dose levels will be assessed. After the maximum tolerated dose (MTD) has been defined, the corresponding patient cohort will be expanded to 33 patients to assess the effect of regorafenib on uptake of paclitaxel in OGC metastases on day 1 and 15 of the first cycle (phase II).