Yufeng Liu, a tenured Professor at UNC-Chapel Hill, is an esteemed authority in AI-driven biomarker research, boasting a multifaceted portfolio. His extensive expertise spans Statistical Machine Learning, High-dimensional Data Analysis, and Nonparametric Statistics. Professor Liu is a pioneering force in realms such as Personalized Medicine, Statistical Genetics, Neuroimaging Data Analysis, and Bioinformatics. His distinguished stature is further emphasized by his election as a Fellow of the Institute of Mathematical Statistics and his recognition with the Leo Breiman Junior Award by the ASA. A testament to his influence, he is a co-author of "Review of Metabolomics-Based Biomarker Research for Parkinson's Disease," which underpins his profound contributions to advancing AI's transformative potential in the critical domain of biomarker discovery.