QWENDY represents a significant advancement in inferring gene regulatory networks from single-cell expression data, solving limitations of previous approaches while leveraging AI capabilities.

• Unique solution methodology that avoids non-convex optimization problems present in predecessor models
• Time-series analysis utilizing single-cell gene expression data from four distinct time points
• AI-enhanced inference through transformer neural networks to improve accuracy and reliability
• Potential medical applications by deepening our understanding of fundamental biological mechanisms

This research matters because accurate gene regulatory networks are essential for understanding cell development, disease progression, and potential therapeutic targets in precision medicine.

QWENDY: Gene Regulatory Network Inference Enhanced by Large Language Model and Transformer