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Intelligent image-based deformation-assisted cell sorting with molecular specificity.

Ahmad Ahsan NawazMarta UrbanskaMaik HerbigMartin NötzelMartin KräterPhilipp RosendahlChristoph HeroldNicole ToepfnerMarkéta KubánkováRuchi GoswamiShada AbuhattumFelix ReichelPaul MüllerAnna TaubenbergerSalvatore GirardoAngela JacobiJochen Guck
Published in: Nature methods (2020)
Although label-free cell sorting is desirable for providing pristine cells for further analysis or use, current approaches lack molecular specificity and speed. Here, we combine real-time fluorescence and deformability cytometry with sorting based on standing surface acoustic waves and transfer molecular specificity to image-based sorting using an efficient deep neural network. In addition to general performance, we demonstrate the utility of this method by sorting neutrophils from whole blood without labels.
Keyphrases
  • single cell
  • neural network
  • label free
  • single molecule
  • deep learning
  • cell therapy
  • induced apoptosis
  • structural basis
  • cell cycle arrest
  • oxidative stress
  • signaling pathway