Nobuo Koizumi

This paper develops a machine learning method to quantify bacterial deformation and motility using convolutional neural networks, applicable to diverse transformable cells.

This study identifies LipL32 as a key structural protein in Leptospira interrogans that maintains cell-envelope integrity and stiffness, affecting pathogenicity.