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His great-grandfather was Liu Qi (Emperor Jing of Han). He succeeded his father Liu Chang (劉昌). After five years on the throne, he died without a son. The kingdom was without a ruler for the next two years until Emperor Xuan of Han installed Liu Zun's younger brother Liu Gao (劉高) in 66 BC.