Wright was born in Jacksonville, Texas. In 2019, he reported he had been diagnosed with lung cancer. On February 7, 2021, Wright died of COVID-19 at the age of 67 in Dallas. He was the first sitting member of Congress to die due to the COVID-19 pandemic in the United States.