Cell Shape

Cell shape, a fundamental aspect of cell biology, is being intensely investigated to understand its role in diverse processes, from development to disease. Current research focuses on developing advanced computational methods, including deep learning architectures like GANs and diffusion models, to accurately segment and generate realistic 3D cell shapes from microscopy images, often incorporating biophysical models for improved accuracy and efficiency. These advancements are crucial for improving the analysis of large-scale biological datasets and accelerating progress in fields like drug discovery and developmental biology.