Virtue joined Liverpool at under-11 level, having played with Chelsea until the age of 9.[4] He moved on loan to Notts County in January 2018.[5]
He was named captain of Liverpool's Under-23 team in October 2018.[6] In January 2019, he signed for Blackpool.[7] He scored his first professional goal against Accrington Stanley on 5 March 2019.[8]
On 16 October 2020, Virtue signed a new two-year contract with Blackpool.[9] In December 2020 he tested positive for COVID-19 and had to self-isolate, missing matches.[10] In October 2021 he extended his contract for a further year.[11]
He moved on loan to Lincoln City on 1 September 2022.[12] He made his debut coming off the bench against Cambridge United on 3 September 2022.[13] He scored his first goal for Lincoln City against Bristol Rovers in a 6–3 win on 17 September 2022.[14] After a period injured, he returned to the Lincoln first-team.[15]
Following the conclusion of the 2023–24 season, Blackpool confirmed that Virtue would be departing the club upon the expiration of his contract.[16]
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