"I was deeply honored by the Academy's lovely tribute to The Sound of Music," the film's Oscar-winning star told PEOPLE about Gaga's show-stopper, which became the night's most-shared moment on social media, "and especially touched by Lady Gaga's wonderful performance."

"I have always been a fan, but last night we bonded and now I have a new friend," said the star and noted children's book author.