Research on Spatial Modeling Algorithms for Cellular Signaling Reactions and Transport Background Biological cells achieve their functions through complex biochemical reaction networks. These networks exhibit significant spatiotemporal dynamics, with pronounced spatial compartmentalization across different regions and subcellular structures. Howeve...

Comprehensive Prediction and Analysis of Human Protein Essentiality Based on a Pretrained Large Language Model Academic Background Human Essential Proteins (HEPs) are crucial for individual survival and development. However, experimental methods for identifying HEPs are often costly, time-consuming, and labor-intensive. Additionally, existing compu...

Research Based on Genotype Representation Graph (GRG): A New Framework to Enhance Biobank-Scale Data Analysis Efficiency Academic Background and Research Motivation With the rapid advancement of sequencing technologies, the collection of large-scale genomic data has become increasingly common, especially in the field of human disease association st...

Mechanisms and Research Models of Kidney Fibrosis: Progress Toward Physiologically Relevant Humanized Models Research Background and Problem Statement Chronic Kidney Disease (CKD) is a major global public health issue, estimated to affect more than 10% of the population and is one of the leading causes of mortality. Kidney fibrosis, as a key pathol...

Innovative Research Report on Intravenous Macrophage Membrane-Camouflaged Nanozymes for Acute Kidney Injury Targeted Therapy Background Introduction Acute kidney injury (AKI) is a severe clinical syndrome characterized by a rapid decline in renal function and is closely associated with high morbidity and mortality. Statistics show that the incidenc...