The development and application of PPI prediction models stands for a significant milestone in biology and computational biology. These models have the potential to revolutionize our understanding of biological systems, accelerate drug discovery, and usher in a new era of personalized medicine. As research in this field continues to evolve, its transformative impact on science and healthcare is poised to grow exponentially.