In the rapidly advancing field of computational biology, a review explores the transformative role of deep learning techniques in revolutionizing protein structure prediction. The review, published in MedComm—Future Medicine, is led by Dr. Xi Yu and Dr. Tian Zhong from the Faculty of Medicine of Macau University of Science and Technology.