Research & Innovation
Every Signalling Pathway Leaves the Same Fingerprint in Every Cell Type, and a Neural Network Can Read It
The reason nobody had mapped cell signalling histories at scale was a belief that each pathway would have to be mapped separately in every cell type. Pulin Li's lab found the pattern is consistent, which collapses an impossible experiment into a tractable one. The mechanism that makes it work is transfer learning.