Ziyu Shi is a visiting MD/PhD student from Zhengzhou University in China, currently collaborating with us remotely. With extensive experience in clinical research focused on gastrointestinal and liver diseases, Ziyu is passionate about integrating multi-omics approaches—particularly single-cell and spatial transcriptomics, as well as proteomics—to advance the development of precision medicine.