Deep learning in label-free cell classification and machine vision extraction of particles
US-2018286038-A1 · Oct 4, 2018 · US
US11940369B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-11940369-B2 |
| Application number | US-202318214317-A |
| Country | US |
| Kind code | B2 |
| Filing date | Jun 26, 2023 |
| Priority date | Oct 13, 2015 |
| Publication date | Mar 26, 2024 |
| Grant date | Mar 26, 2024 |
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Aspects of the disclosure include a system for performing cytometry that can be operated in three operational modes. In one operational mode, a fluorescence image of a sample is obtained by exciting one or more fluorophore(s) with a top-hat-shaped excitation beam with a plurality of beams that are radiofrequency shifted relative to one another. In another operational mode, a sample can be illuminated successively over a time interval by a laser beam at a plurality of excitation frequencies in a scanning fashion to generate an image of the sample from the detected fluorescence. In another operational mode, the system can be operated to illuminate a plurality of locations of a sample concurrently by a single excitation frequency (e.g., a horizontal extent), which is generated, e.g., by shifting the central frequency of a laser beam by a radiofrequency and detected fluorescence is used to analyze the sample.
Opening claim text (preview).
The invention claimed is: 1. A system comprising: a flow cell comprising a flow channel for propagating a sample therethrough comprising particles in a flow stream; a light beam generator component comprising: a single acousto-optic device; and a laser configured to irradiate the acousto-optic device to generate a frequency shifted beam of light; and a light detection system comprising a photodetector configured to detect light from an irradiated particle in the sample and generate data signals in response to the detected light that has image information encoded in the time domain. 2. The system according to claim 1 , wherein the single acousto-optic device is an acousto-optic deflector (AOD). 3. The system according to claim 1 , wherein the system further comprises a processor comprising memory operably coupled to the processor wherein the memory comprises instructions stored thereon, which when executed by the processor, cause the processor to form an image of the particle from the generated data signals. 4. The system according to claim 3 , wherein the memory comprises instructions for digitally generating an image of the particle using a time-domain component of the generated data signals. 5. The system according to claim 3 , wherein the memory comprises instructions for generating an image in a plurality of pixels across a horizontal axis of the particle. 6. The system according to claim 3 , wherein the light detection system is configured to generate a data signal in response to fluorescence detected from the particle. 7. The system according to claim 6 , wherein the data signal comprises a time-domain fluorescence emission signal. 8. The system according to claim 7 , wherein the memory comprises instructions to generate an image by frequency de-multiplexing a fluorescence emission signal at each location on the sample. 9. The system according to claim 8 , wherein the memory comprises instructions to generate an image by computing the amplitude of a beat frequency to provide a pixel value corresponding to a location of the image. 10. The system according to claim 3 , wherein the system comprises a first detection arm for generating darkfield data signals from the sample and a second detection arm for generating brightfield data signals from the sample. 11. The system according to claim 10 , wherein the memory comprises instructions to generate one or more of a darkfield image of the particle and a brightfield image of the particle. 12. The system according to claim 11 , wherein the memory comprises instructions to generate a composite image of said fluorescence image and one of both of said darkfield and brightfield image. 13. The system according to claim 1 , wherein the system further comprises an aperture placed in front of the photodetector so as to detect the fluorescence radiation in a confocal configuration. 14. The system according to claim 1 , wherein the system further comprises a fluorescence filter disposed in front of the photodetector. 15. The system according to claim 14 , wherein the fluorescence filter comprises a bandpass filter. 16. The system according to claim 1 , wherein the flow stream has a flow rate of 1 m/s or more. 17. The system according to claim 1 , wherein the sample comprises one or more fluorophores.
Optical arrangements · CPC title
Optical investigation techniques, e.g. flow cytometry · CPC title
using an analyser being characterised by its control arrangement · CPC title
Signal processing · CPC title
the analysis being performed on a sample stream · CPC title
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