Revealing “Rich Node” Bias in Link Prediction Algorithms and Countermeasures — An Interpretation of “Bias-aware Training and Evaluation of Link Prediction Algorithms in Network Biology” 1. Academic Background and Motivation Over the past decade, network biology has played an increasingly important role in uncovering associations and functions of bi...

1. Academic Background: From Lifespan Extension to the Enhancement of Healthspan With the improvement of global medical and socioeconomic standards since the 20th century, overall human lifespan has significantly increased, especially in developing countries. However, healthspan—the number of years an individual lives in a state of complete health,...

Research Background Vascular system development is a highly precise regulatory process involving two key stages: vasculogenesis and angiogenesis. Although the VEGF (vascular endothelial growth factor) and Wnt signaling pathways have been confirmed to regulate vascular development in the peripheral and central nervous systems (CNS), respectively, th...

1. Research Background Aging has long been viewed as a gradual decline in physiological function with age. However, mounting evidence indicates that developmental programs profoundly influence aging outcomes. For instance, developmental time (the time required for an organism to reach maturity) shows a significant positive correlation with adult li...

Research Background The Aedes aegypti mosquito is a primary vector for arboviruses such as dengue and Zika. Current genetic control strategies relying on the release of non-biting males (e.g., Sterile Insect Technique, SIT, or Wolbachia-based Incompatible Insect Technique, IIT) face a critical bottleneck: how to efficiently and cost-effectively iso...

Academic Background DNA damage repair (DDR) is a core mechanism for maintaining genome stability, and its dysfunction is closely associated with cancer development. Valosin-containing protein (VCP/p97), a member of the AAA+ ATPase family, plays a critical role in DDR by recognizing ubiquitinated proteins and recruiting repair factors (e.g., 53BP1, ...