Kyrgios had won 15 of his last 16 matches, with his only defeat coming in the Wimbledon final.
The England trio are in the running for the prestigious prize but Lionel Messi was left off the men’s shortlist.
England’s European champions Lucy Bronze, Beth Mead and Millie Bright have been nominated for the Ballon d’Or Feminin