This application discloses a smart method for preparing
gene-edited mammalian cells. The method includes: acquiring the
target gene sequence information of the
mammal to be observed and
processing it according to preset screening rules to obtain the target sgRNA sequence; mixing an RNP complex suspension prepared based on the target sgRNA sequence with a suspension of embryonic stem cells to be edited, and performing
electroporation transfection using multiple consecutive micropulses to obtain a transfected
cell suspension; acquiring raw images of the transfected
cell suspension and preprocessing them to obtain single-
cell images, and using a trained lightweight
convolutional neural network model to obtain the predicted
gene-editing efficiency and prediction confidence after 48 hours; if the transfected cell suspension meets the
quality control conditions, expanding and culturing the transfected cell suspension to obtain the prepared
gene-edited cells. This method can shorten the
cell culture cycle, reduce the waste of cell materials, improve the stability of
transfection efficiency, and achieve precise preparation of gene-edited cells.