PORTABLE UV HOLOGRAPHIC MICROSCOPE FOR HIGH-CONTRAST PROTEIN CRYSTAL IMAGING
20220113671 · 2022-04-14
Assignee
Inventors
- Aydogan Ozcan (Los Angeles, CA)
- Aniruddha Ray (Los Angeles, CA, US)
- Mustafa Daloglu (Los Angeles, CA, US)
Cpc classification
G02B21/365
PHYSICS
G03H2001/005
PHYSICS
G03H1/0443
PHYSICS
G02B21/16
PHYSICS
G03H2227/02
PHYSICS
G03H1/0866
PHYSICS
G02B21/0008
PHYSICS
B01D9/0077
PERFORMING OPERATIONS; TRANSPORTING
G03H1/02
PHYSICS
International classification
G03H1/00
PHYSICS
G02B21/16
PHYSICS
Abstract
A UV holographic imaging device offers a low-cost, portable and robust technique to image and distinguish protein crystals from salt crystals, without the need for any expensive and bulky optical components. This “on-chip” device uses a UV LED and a consumer-grade CMOS image sensor de-capped and interfaced to a processor or microcontroller, the information from the crystal samples, which are placed very close to the sensor active area, is captured in the form of in-line holograms and extracted through digital back-propagation. In these holographic amplitude and/or phase reconstructions, protein crystals appear significantly darker compared to the background due to the strong UV absorption, unlike salt crystals, enabling one to clearly distinguish protein and salt crystals. The on-chip UV holographic microscope serves as a low-cost, sensitive, and robust alternative to conventional lens-based UV-microscopes used in protein crystallography.
Claims
1. A method of imaging a sample containing crystals comprising: providing a portable holographic microscope comprising one or more light sources emitting ultraviolet (UV) light, a UV band-pass filter, an image sensor, and a microcontroller or on-board processor operatively communicating with the image sensor; inserting a sample containing crystals into the portable holographic microscope and illuminating the sample with filtered light from the one or more light sources; capturing one or more raw hologram images of the sample containing crystals with the image sensor; and subjecting the one or more raw hologram images to digital back-propagation using image processing software executed using a computing device to obtain one or more amplitude and/or phase images of the sample.
2. The method of claim 1, wherein at least some of the crystals comprise protein crystals.
3. The method of claim 1, wherein the sample comprises a mixture of protein crystals and salt crystals.
4. The method of claim 1, wherein the one or more raw hologram images are temporarily stored on the microcontroller or on-board processor and transferred to a second computing device containing the image processing software.
5. The method of claim 1, wherein the image sensor comprises a color image sensor or a monochrome image sensor.
6. (canceled)
7. The method of claim 1, wherein the one or more light sources comprises one or more UV light emitting diodes (LEDs).
8. The method of claim 1, wherein the sample is contained in a separate optically transparent sample holder that is inserted into the portable holographic microscope.
9. The method of claim 8, wherein the sample holder defines a three-dimensional volume for holding a liquid sample containing the crystals.
10. The method of claim 1, wherein the one or more amplitude and/or phase images of the sample are displayed on a display associated with the on-board computing device or a separate computing device.
11. The method of claim 1, wherein the microcontroller or on-board processor executes the image processing software.
12. The method of claim 1, wherein the image processing software is configured to identify protein crystals from non-protein crystals based at least in part on the measured contrast of crystals identified in the one or more amplitude and/or phase images.
13. The method of claim 12, wherein the image processing software is configured to identify protein crystals based whether the measured contrast of crystals identified in the one or more amplitude and/or phase images exceed a threshold value.
14. The method of claim 1, wherein the digital back-propagation is performed using the angular spectrum method or the Fresnel propagation method.
15. The method of claim 1, wherein a plurality of light sources are sequentially illuminated to obtain corresponding sub-pixel shifted raw hologram images that are subject to a pixel super-resolution process to generate, with the image processing software, one or more hologram images having one or more of higher spatial resolution, higher contrast, and/or higher signal-to-noise ratio.
16. A portable holographic microscope comprising: a portable housing containing: a one or more light sources emitting ultraviolet (UV) light; a UV band-pass filter; a sample holder configured to hold or receive a sample containing crystals therein; an image sensor; and a processor and/or microcontroller configured to control the one or more light sources and receive one or more images of the sample obtained from the image sensor.
17. The portable holographic microscope of claim 16, further comprising a second computing device in communication with the processor or microcontroller of the portable housing, the second computing device having image processing software executed thereon configured back-propagate the one or more images of the sample into corresponding one or more amplitude and/or phase images of the sample.
18. The portable holographic microscope of claim 17, wherein the second computing device comprises a local computing device or a remote computing device.
19. (canceled)
20. The portable holographic microscope of claim 16, further comprising a sample chamber configured to hold a volume of the sample.
21. The portable holographic microscope of claim 16, further comprising one or more light sources emitting visible light.
22. The portable holographic microscope of claim 17, wherein the portable housing contains a plurality of light sources that are sequentially illuminated to obtain corresponding sub-pixel shifted raw hologram images and wherein the image processing software is configured to generate one or more pixel super-resolution hologram images having one or more of higher spatial resolution, higher contrast, and/or higher signal-to-noise ratio.
23. A portable holographic microscope system comprising: a portable housing comprising one or more light sources emitting ultraviolet (UV) light along an optical axis within the housing; a UV band-pass filter disposed along the optical axis within the housing; an image sensor disposed along the optical axis within the housing; a processor and/or microcontroller configured to control the one or more light sources and receive one or more images of the sample obtained from the image sensor; a sample holder configured to hold or receive a sample containing crystals therein and insertable into the housing to locate the sample holder along the optical axis and adjacent to the image sensor; and a separate computing device in communication with the processor or microcontroller of the portable housing, the separate computing device having image processing software executed thereon configured back-propagate the one or more images of the sample containing crystals into corresponding one or more amplitude and/or phase images of the sample.
24. The system of claim 23, further comprising a display configured to display the corresponding one or more amplitude and/or phase images of the sample.
25. The system of claim 24, wherein the image processing software is configured to identify protein crystals from non-protein crystals based at least in part on the measured contrast of crystals identified in the one or more amplitude and/or phase images of the sample.
26. The system of claim 25, wherein the image processing software is configured to identify protein crystals based whether the measured contrast of crystals identified in the one or more amplitude and/or phase images of the sample exceed a threshold value.
27. The system of claim 23, further comprising one or more light sources emitting visible light.
28. The portable holographic microscope of claim 23, wherein the portable housing contains a plurality of light sources that are sequentially illuminated to obtain corresponding sub-pixel shifted raw hologram images and wherein the image processing software is configured to generate one or more pixel super-resolution hologram images having one or more of higher spatial resolution, higher contrast, and/or higher signal-to-noise ratio.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0010]
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DETAILED DESCRIPTION OF THE ILLUSTRATED EMBODIMENTS
[0024]
[0025] The portable holographic microscope device 10 includes a housing or enclosure 20 that holds the components of the holographic microscope device 10. The portable holographic microscope device 10 is small and lightweight and may be carried around and moved easily by a person and does not need a designated bench area like a conventional microscope. The housing or enclosure 20 includes an interior portion 22 that is holds the various optical components and isolates any external ambient light from entering. The housing or enclosure 20 may be formed from a light-weight material such as a polymer or plastic although other materials may be used. With reference to
[0026] In addition, in another alternative embodiment, there are a plurality of light sources 24 used to illuminate the sample 12. The plurality of light sources 24 may be arranged in an array generally orthogonal to the optical axis or path 31. The plurality of light sources 24 may optionally be coupled to respective optical fibers that terminate in an array or pattern of fibers (e.g., rows and columns or other two-dimensional pattern) that are sequentially illuminated by each of the plurality of light sources 24. One or more separate raw holographic images 44 are captured with the image sensor 36 for each of the plurality of light sources 24. The laterally offset light sources 24 (in the x, y plane) can then be used in a pixel super-resolution process whereby the lower resolution shifted holographic images 44 are then subject to a pixel-super resolution process to generate holographic images 44 with higher spatial resolution, higher contrast, and/or higher signal-to-noise ratio (snr). These higher resolution images 44 can then be digitally back-propagated to create the amplitude and/or phase images 60 as described and illustrated in the context of
[0027] LED driver circuitry 26 may be used to drive the one or more light sources 24 although such circuitry may be incorporated into the microcontroller or processor 40 located on the printed circuit board (PCB) 38 as described below. LED driver circuitry 26 may also be omitted entirely and the LED light source 24 driven directly. The one or more light sources 24 may be powered using a power source 28 such as one or more batteries that are associated with the portable holographic microscope device 10. Power may also be provided via a dedicated power cord or through a communication cable that is also used for data/image transfer (e.g., USB cable).
[0028] The portable holographic microscope device 10 includes an optional UV band-pass filter 30 that is used to block the side-band emissions from the one or more light sources 24. The UV band-pass filter 30 is located along an optical axis or path 31 that extends from the one or more light sources 24 and through the interior 22 of the housing or enclosure 20. As seen in
[0029]
[0030] As seen in
[0031] Still referring to
[0032] As seen in
[0033] The image processing software 58 may be implemented in any number of languages or programs. The examples described herein utilized MATLAB (MathWorks, MI, USA) although it should be appreciated that other languages and programs may be used. Examples include, for example, Python, C++, and the like. In one embodiment, the image processing software 58 software is configured to automatically identify protein crystals 16 from non-protein crystals based at least in part on the measured contrast of crystals identified in the one or more amplitude and/or phase images 60 of the sample 12. For example, different crystals 16, 18 in the amplitude and/or phase image 60 may be segmented using the image processing software 58 and then their respective contrast values (within the segmented regions or a portion thereof) measured and compared to a threshold value. The threshold value may be set empirically based on known samples with protein-based crystals 16 and non-protein crystals 18 being analyzed with the system 2. Those crystals within the amplitude and/or phase image 60 that have average, mean, or the like UV contrast values that exceed this threshold may be identified as protein crystals 16 while those that do not exceed the threshold may be identified as non-protein crystals 18.
[0034]
[0035] Once in the computing device 50 (or using the microcontroller or one or more processors 40), the raw hologram image(s) 44 is/are subject to a digital back-propagation operation as seen in operation 130 where the image processing software 58 digitally back-propagates the one or more raw hologram images 44 to one or more amplitude and/or phase images 60. The angular spectrum method is a technique for modeling the propagation of a wave field and involves expanding a complex wave field into a summation of an infinite number of plane waves. The hologram is first transformed to the spatial frequency domain using a fast Fourier transform (FFT). Then a phase factor, which is a function of the wavelength, propagation distance, and refractive index of the medium, is multiplied with the angular spectrum. Finally, it is inverse-Fourier-transformed to the spatial domain to obtain the back-propagated image of the sample 12. The back-propagated amplitude and/or phase images 60 at the object plane (i.e., within the sample 12) are then displayed and/or analyzed as seen in operation 140 in
[0036] In another embodiment, one or more additional light sources 24 may be included in the portable holographic microscope 10 that emit light in the visible portion of the electromagnetic spectrum. These one or more additional lights sources 24 would be located after any band-pass filter 30 and can be used to provide additional information on the sample 12 from a different channel (e.g., blue, red, or green light) which could be used with the UV images 60 to assess change in contrast, etc. to provide another dimension for crystal assessment.
[0037] Experimental
[0038] The portable holographic microscope 10 that was tested (
[0039] The portable holographic microscope 10 was tested to verify the effect of strong UV absorption in the amplitude reconstructions, imaging protein crystals (
[0040] The imaging platform (
[0041] To further evaluate the portable holographic imaging system 2, mixed-samples were imaged containing both protein (proteinase K) and salt crystals (lithium acetate and lithium sulfate) within the same FOV (
[0042] where S.sub.c is calculated within the largest rectangular region that fits inside the target crystal and S.sub.b is calculated within a clear region of the FOV that does not contain any objects.
[0043] To further test the imaging capabilities of the portable holographic microscope 10 for protein crystallography, additional experiments were performed using (1) the RING1B complex, which is associated with the nuclear membrane and participates in histone ubiquitination in humans, and (2) the maltose binding protein, which breaks down maltodextrins in Escherichia coli and also forms UV active crystals, (
[0044] The portable holographic microscope 10 and system 2 disclosed herein is an alternative to the expensive and bulky dual-mode UV microscopes used by protein crystallographers. The portable holographic microscope system 2 can be even further strengthened with near real-time imaging capabilities, driven by improvements in deep UV LED power output efficiencies enabling the use of lower sensor integration times and the increasing availability of embedded graphics processing units (GPUs) as the one or more processors 56 for single-board computers.
[0045] In addition, while the raw holographic images 44 were offloaded to a separate computing device 50 for back-propagation by the image processing software 58 it should be appreciated that, in other embodiments, the back-propagation may take place on the microcontroller or processor(s) 40 that reside locally with the portable holographic microscope 10. For example, back-propagation may be implemented in Python which is executed on-bard by the microcontroller or processor(s) 40, thereby avoiding the need to offload or transfer the raw holographic images 44 to a separate computing device 50 for image processing.
[0046] UV On-Chip Imaging Platform
[0047] The portable holographic microscope 10 (
[0048] Data Processing
[0049] Because the green pixels of the image sensor were 36 most responsive to the UV illumination, the values in the red and blue pixels of the raw holographic image frames 44 were replaced with the average of their neighboring green pixels. The image frames 44 containing holographic projections were then digitally back-propagated using the angular spectrum approach, numerically solving the Rayleigh-Sommerfeld integral by multiplying the Fourier transform of the hologram with the transfer function of wave propagation, generating the amplitude and/or phase images 60 of the sample 12. The complete data processing takes ˜1 minute using a standard desktop computer 50 (Dell Optiplex 9010, Intel i7, 32 GB RAM) operating MATLAB (MathWorks, MI, USA). The statistical significance of the increased contrast in the amplitude reconstructions of protein crystals compared to salt crystals was verified using a t-test with two separate experiments for proteinase K (
[0050] Sample Preparation
[0051] UV compatible materials which include UV fused silica slides (10 mm×10 mm, 0.2 mm thick, MTI Corp., CA, USA) and pieces of standard protein crystallization covers made of ACLAR® composed of poly-chloro-trifluoroethylene (Grace Bio-Labs ProCrystal Cover 875238, OR, USA) were used to construct the sample chambers 32 holding the crystal samples 12. A 0.8-1 μL droplet containing the crystals and the corresponding buffer solution was deposited onto an ACLAR® piece containing one well, sticky side facing up. A UV fused silica slide was then gently used to cover the well, sealing the droplet in the sample holder 32. It is noteworthy that the ACLAR® standard protein crystallization cover material was suitable for coherent imaging, and only resulted in a faint background modulation (
[0052] Protein and Salt Crystallization
[0053] A TTP LabTech Mosquito (TTP Labtech Inc., MA, USA) was used to generate 96-well hanging drop crystallization setups. All protein crystals were grown in a manner of days using vapor diffusion. Proteinase K (VWR catalog number 97062-238, PA, USA) was crystallized by dissolving lyophilized powder in water to obtain a 50 mg/ml stock. The stock solution was mixed 1:1 with 1.5 M ammonium sulfate and 0.1 M Tris-HCl pH 7.5. Maltose binding protein 80 mg/ml in 20 mM Tris-HCl pH 8.0 and 50 mM NaCl was crystallized by mixing 1:1 with 0.2 M magnesium chloride hexahydrate, 0.1 M MES pH 6.0, and 20% w/v PEG 6000. Oligomerization regions of RING1B, PCGF4, CBX8 and PHC1 were supplied by the Chemistry and Biochemistry Department at UCLA. This sample was mixed 1:1 with 0.7 M sodium formate pH 7.0 and 20% w/v PEG 3350. All 300 nL drops were equilibrated over 100 μL the corresponding crystallization solutions. 1.0 M sodium chloride, 2.0 M ammonium sulfate, 1.0 M lithium acetate and 1.0 lithium sulfate were dispensed in μL microliter aliquots and allowed to evaporate in air while being observed in a stereomicroscope. Crystals that formed by dehydration in aqueous solution were manually harvested using 50 micron micro loops (Mitegen M5-L18SP-SOLD, NY, USA) and placed in 1 μL of the stock salt solution. These solutions, containing crystals, were placed on the ACLAR® surface by pipette for imaging.
[0054] Lens-Based UV Microscopy
[0055] A dual-mode UV microscope (Korima PRS-1000, CA, USA) was used for comparison with the portable holographic imaging system 2. Samples were imaged with the UV microscope first and then holographically imaged with the portable holographic microscope 10. Crystals were exposed to 280 nm light for no more than five seconds and the images taken were compared with the corresponding reconstructed holographic images (
[0056] X-ray Diffraction
[0057] To further distinguish protein crystals from salt, diffraction images were taken. Individual crystals from the target sample were harvested and placed in their mother liquor with 33% glycol added to resist the formation of crystalline water. A rotating anode generator (Rigaku FRE+, Tokyo, Japan) and an imaging plate detector (Rigaku HTC, Tokyo, Japan) were employed for X-ray data collection. Macromolecule crystals are distinguishable from salt crystals by lower resolution reflections that occur as the result of larger spacing between symmetric elements of the crystal (
[0058] A low-cost and portable holographic microscope 10 was designed and built that operates at the deep UV wavelength of 280 nm for high-contrast imaging of protein crystals. Without the need for sensitive, bulky and costly components, the system 2 offers a low-cost, high-throughput and robust alternative to the dual-mode optical microscopes composed of bright-field and ultraviolet (UV) induced fluorescence modes that are routinely used by protein crystallographers to image protein crystals and to distinguish them from salt crystals. The portable holographic microscope 10 was tested by imaging different protein crystals including proteinase K, maltose binding protein and the RING1B complex in comparison to several different salt crystals which include sodium chloride, ammonium sulfate, lithium acetate and lithium sulfate. While the amplitude reconstruction images 60 of the protein crystals appear much darker compared to the background, the salt crystals do not show any contrast, clearly distinguishing between the two types of crystals. The portable holographic microscope 10 can aid protein crystallographers and others as a low-cost and robust alternative platform to image protein crystals and to distinguish them from salt crystals.
[0059] While embodiments of the present invention have been shown and described, various modifications may be made without departing from the scope of the present invention. The invention, therefore, should not be limited, except to the following claims, and their equivalents.