Large-field high-throughput flow cytometric analysis system and analysis method
A flow cytometric analysis, high-throughput technology, applied in the field of large-field high-throughput flow cytometric analysis system, can solve the problems of limited application range, small imaging field of view, and cell damage, and achieve portable structure and simple operation , to avoid the effect of irreversible damage
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Embodiment 1
[0066] See figure 1 , figure 1 It is a structural block diagram of a large-field high-throughput flow cytometry analysis system provided by an embodiment of the present invention. As shown in the figure, the large-field high-throughput flow cytometry analysis system according to the embodiment of the present invention includes:
[0067] Lighting module 1 for generating monochromatic light;
[0068] The cell sample fixation control module 2 is used to fix and adjust the position of the cell sample, so that the cell sample is located at the position of the imaging field of view, and at the same time, the cell sample is controlled to flow at a uniform speed;
[0069] The data acquisition module 3 is used to collect the interference image formed after the monochromatic light passes through the cell sample;
[0070] The control processing module 4 is used to process the interference image to obtain a virtual focal length, perform image reconstruction on the interference image ac...
Embodiment 2
[0085] This embodiment provides a large-field high-throughput flow cytometry analysis method, which is applicable to the large-field high-throughput flow cytometry analysis system in the above-mentioned first embodiment. Please refer to Figure 5 and Image 6 , Figure 5 It is a flowchart of a large-field high-throughput flow cytometry analysis method provided by an embodiment of the present invention; Image 6 It is a schematic flowchart of a large-field high-throughput flow cytometry analysis method provided by an embodiment of the present invention. As shown, the method includes:
[0086] S1: Obtain the interference image of the cell sample to be analyzed;
[0087] S2: Use the image self-focusing network based on the convolutional neural network to process the interference image to obtain the virtual focal length of the interference image;
[0088] S3: According to the virtual focal length, the iterative convolutional neural network based on image prior is used to recon...
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