Deep learning in label-free cell classification and machine vision extraction of particles
US-2018286038-A1 · Oct 4, 2018 · US
US12038372B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12038372-B2 |
| Application number | US-202318198478-A |
| Country | US |
| Kind code | B2 |
| Filing date | May 17, 2023 |
| Priority date | Oct 13, 2015 |
| Publication date | Jul 16, 2024 |
| Grant date | Jul 16, 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.
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The invention claimed is: 1. A method comprising: generating at least two angularly deflected beams of light with a light beam generator; and combining the angularly deflected beams of light with an optical combiner onto a sample in a flow stream; and detecting light from the irradiated sample in the flow stream with a photodetector. 2. The method according to claim 1 , wherein the angularly deflected beams of light are generated by irradiating an acousto-optic deflector with a laser. 3. The method according to claim 2 , wherein at least one of the angularly deflected beams of light is a local oscillator (LO) beam. 4. The method according to claim 3 , wherein the local oscillator beam has a Gaussian intensity profile along a vertical axis. 5. The method according to claim 1 , wherein the angularly deflected beams of light are overlapped at the flow stream by the optical combiner. 6. The method according to claim 5 , wherein overlap of the angularly deflected beams of light is sufficient to generate a beat frequency that comprises a frequency difference between overlapping angularly deflected beams of light. 7. The method according to claim 1 , wherein the method further comprises modulating the intensity of each of the angularly deflected beams of light. 8. The method according to claim 7 , wherein the intensity of each angularly deflected beam of light is modulated with a direct digital synthesizer. 9. The method according to claim 7 , wherein the method comprises modulating the intensity of each angularly deflected beam of light to be equal in intensity. 10. The method according to claim 1 , wherein the method comprises generating a data signal in response to light detected from the sample in the flow stream. 11. The method according to claim 9 , wherein the data signal comprises a time-domain fluorescence emission signal. 12. The method according to claim 11 , wherein the method further comprises generating an image of the sample based on a plurality of time-domain fluorescence emission signals. 13. The method according to claim 12 , wherein the method comprises frequency de-multiplexing each fluorescence emission signal to determine the beat frequencies generated by overlap of the angularly deflected beams of light on the sample. 14. The method according to claim 13 , wherein frequency de-multiplexing comprises obtaining a Fourier Transform of the fluorescence signal to determine the beat frequencies. 15. The method according to claim 14 , wherein the method comprises generating the image by computing the amplitude of each beat frequency to provide a pixel value corresponding to a location of the image. 16. The method according to claim 15 , wherein the method comprises generating the image by generating a darkfield image of the sample and generating a brightfield image of the sample. 17. The method according to claim 1 , wherein particles in the sample are propagated through the flow stream at a flow rate of 1 m/s or more. 18. The method according to claim 1 , wherein the sample comprises one or more fluorophores.
Means for illuminating specimens · CPC title
Sample cells, cuvettes · CPC title
Specially adapted constructive features of fluorimeters · CPC title
Signal processing · CPC title
using image recognition · CPC title
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