 To the north, the prefecture borders Aksu Prefecture, to the east Bayingolin Mongol Autonomous Prefecture, to the west Kashgar Prefecture, and to the south, Tibet and the areas disputed between China, India and Pakistan.Aksai Chin includes the southernmost point administered as part of Xinjiang.Most of the prefecture has a cold desert climate.