Shumpei Ishikawa

This study investigates how label noise in pathology segmentation affects AI model performance, finding that boundary-altering noise leads to overestimation of model accuracy.

The paper maps lineage trajectories and gene regulatory networks of cardiopharyngeal neural crest cells in mice, identifying a Hox-Meis-regulated transition associated with cardiac cushion development.

This study identifies Muc6-expressing isthmus progenitors as key contributors to gastric regeneration and metaplasia through myeloid-mesenchymal interactions.

The paper identifies 225 genes and pathways, including TGF-β and HSF-1, affected by neem extract in head and neck squamous cell carcinoma using shRNA screening and gene expression analysis.