Deep learning in label-free cell classification and machine vision extraction of particles
US-2018286038-A1 · Oct 4, 2018 · US
US12055476B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-12055476-B2 |
| Application number | US-202318214300-A |
| Country | US |
| Kind code | B2 |
| Filing date | Jun 26, 2023 |
| Priority date | Mar 18, 2014 |
| Publication date | Aug 6, 2024 |
| Grant date | Aug 6, 2024 |
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An imaging flow cytometry apparatus and method which allows registering multiple locations across a cell, and/or across multiple flow channels, in parallel using radio-frequency-tagged emission (FIRE) coupled with a parallel optical detection scheme toward increasing analysis throughput. An optical source is modulated by multiple RF frequencies to produce an optical interrogation beam having a spatially distributed beat frequency. This beam is directed to one or more focused streams of cells whose responsive fluorescence, in different frequencies, is registered in parallel by an optical detector.
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What is claimed is: 1. An apparatus comprising: a flow cell comprising one or more microfluidic channels; a light beam generator configured to generate a frequency shifted beam of light for irradiating a particle in a sample propagated in a flow stream in the one or more microfluidic channels; a light detection system comprising a photodetector configured to detect light from the irradiated particle in the sample; and 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: generate one or more waveforms in response to the detected light; and form an image of the particle from the generated waveforms. 2. The apparatus according to claim 1 , wherein the flow cell comprises a plurality of microfluidic channels. 3. The apparatus according to claim 1 , wherein the light beam generator comprises a laser. 4. The apparatus according to claim 1 , wherein the light beam generator comprises an acousto-optic device. 5. The apparatus according to claim 4 , wherein the acousto-optic device comprises an acousto-optic deflector (AOD). 6. The apparatus according to claim 5 , wherein the light beam generator further comprises a direct digital synthesizer configured to apply a radiofrequency signal to the acousto-optic deflector. 7. The apparatus according to claim 1 , wherein the photodetector comprises a photomultiplier tube (PMT). 8. The apparatus according to claim 1 , wherein the light detection system comprises a plurality of photomultiplier tubes. 9. The apparatus according to claim 1 , wherein the light detection system is configured to detect fluorescence from the sample. 10. The apparatus according to claim 9 , wherein the light detection system is configured to detect fluorescence from the sample in a plurality of pixels across the irradiated particle. 11. The apparatus according to claim 1 , wherein the system comprises an analog-to-digital converter (ADC) for generating the one or more waveforms by digitizing data signals from the photodetector. 12. The apparatus according to claim 11 , wherein the memory comprises instructions for forming the image of the particle from the digitized data signals. 13. The apparatus according to claim 1 , wherein the memory includes instructions for applying a Fourier transform to the generated waveforms. 14. A method comprising: generating a frequency shifted beam of light; irradiating with the frequency shifted beam of light a particle in a sample in a flow stream propagated through one or more microfluidic channels of a flow cell; detecting light from the irradiated particle in the sample with a light detection system comprising a photodetector; generating one or more waveforms in response to the detected light; and forming an image of the particle from the generated waveforms. 15. The method according to claim 13 , wherein the flow cell comprises a plurality of microfluidic channels. 16. The method according to claim 13 , wherein the frequency shifted beam of light is generated by irradiating an acousto-optic device with a laser. 17. The method according to claim 13 , wherein method comprises detecting fluorescence from the particle in the sample with the photodetector. 18. The method according to claim 16 , wherein the fluorescence is detected from the sample in a plurality of pixels across the irradiated particle. 19. The method according to claim 1 , wherein the method comprises generating the one or more waveforms by digitizing data signals from the light detection system. 20. The method according to claim 18 , wherein the method comprises forming the image of the particle from the digitized data signals.
Electro-optic, magneto-optic, acousto-optic elements · CPC title
Measuring at two or more wavelengths · CPC title
Measuring fluorescence of biological material, e.g. DNA, RNA, cells (G01N21/6428 takes precedence) · CPC title
Fluorescence microscopy (fluorescence microscopes per se G02B21/0076 and G02B21/16) · CPC title
Measuring fluorescence of fluorescent products of reactions or of fluorochrome labelled reactive substances, e.g. measuring quenching effects, using measuring "optrodes" (in vivo A61B5/00; immunoassay G01N33/53) · CPC title
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