As we navigate the era of big data in biological research, advanced computational techniques, such as mathematical models and machine learning algorithms, are emerging as powerful tools to address the challenges posed by vast and complex datasets. This page highlights our recent publications that report methodological advances in computational biology, aiming to revolutionise our understanding of biological systems and disease mechanisms.