The 17-year-old had been called up by Chris Coleman for the World Cup qualifier against Serbia this Sunday evening, alongside Liverpool teammates Danny Ward and Harry Wilson.
But Woodburn will not be involved after suffering the knock, the Welsh FA confirmed on Thursday morning.