Lawyer Grant Armstrong says Chris Gard and Connie Yates are withdrawing their appeal to court orders saying Charlie's treatment should end.
The couple cried at London's High Court on Monday as their lawyer said time had run out for 11-month-old Charlie.
The couple has been fighting court rulings saying their son's life support should be withdrawn.
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