A Method to Study the Correlation Between Local Collagen Structure and Mechanical Properties of Atherosclerotic Plaque Fibrous Tissue

All methods described in this paper were approved by the Ethical Research Committee at the Erasmus Medical Center in Rotterdam; informed consent was obtained from patients before plaque specimen collection. A workflow chart of the protocol is given in Figure 1.

1. Tissue collection, micro-computed tomography (µCT) imaging, and test sample preparation

1. Tissue collection and storage
   1. Collect fresh human carotid atherosclerotic plaque specimens from consenting patients who underwent carotid endarterectomy surgery.
      NOTE: The plaque samples retrieved from this surgery consist of the diseased intima layer of the carotid artery, including the accumulation of fat (the lipid pool) and calcifications²².
   2. Remove blood remnants using phosphate-buffered saline (1x PBS) and dry the specimen with a gauze pad.
   3. Place the specimen in a 15 mL tube using tweezers. Snap-freeze the tissue by placing the tube in liquid nitrogen for 10 min.
   4. After snap-freezing, store the sample in a -80 °C freezer until the day of µCT imaging.
      ​NOTE: Snap-freezing minimizes crystal formation, leading to microstructural damage in the tissue. A previous study on porcine aortic tissue has shown that snap-freezing and storage at -80 °C had no significant influence on the tissue's mechanical properties²³.
2. μCT imaging
   1. On the day of µCT imaging, take the plaque specimen out of the 15 mL tube. If the tissue sticks to the tube, fill the tube with PBS at room temperature. Leave the tissue in PBS until the sample can be taken out of the tube.
   2. Dry the plaque specimen thoroughly with tissue paper.
   3. Turn on the µCT system by pressing the green button. Press warm up in the CT software at the bottom of the screen and wait 15 min.
   4. Manually place an X-ray filter of Cu 0.06 mm + Al 0.5 mm in the µCT system.
   5. Select the folder in which the images are to be stored.
   6. Choose the parameters in the left panel. Use the dropdown lists to select a scanning time of 4 min, a resolution of 172 µm, a voltage of 90 kV, an amperage of 88 mA, a field of view of 86 mm, and a rotation of 360°.
   7. Open the door of the device. Pull the platform out manually.
   8. Put parafilm on the platform and place the sample on the platform (toward the further extreme of the platform).
   9. Manually place the platform into the device and close the door.
   10. Activate the live mode (eye icon). Move the platform with the arrows in the device to center the sample in the FOV.
   11. Start imaging (icon in the bottom-middle). Once the imaging is finished, press the door icon at the bottom (under the abort button).
   12. After the µCT scan, snap-freeze the plaque specimen again as described in step 1.1.3. Store it at -80 °C until the day of multiphoton microscopy imaging and mechanical testing.
   13. Open the acquired DICOM files of the µCT imaging in the open-source 3D Slicer software²⁴.
   14. Go to Segment editor. Select create a new segmentation | the volume to be analyzed as a master volume.
   15. Click on Add to add a segment. Press its 姓名 and color to change these parameters.
   16. To define the segments, click on effects | threshold in the bottom part of the window. Use this threshold tool to differentiate between calcified (>450 HU) and non-calcified (<450 HU) tissue regions. Once the threshold is selected, press Apply in the bottom part.
   17. Press Show 3D (just to the right of Add) to visualize the segmentation in the 3D view. If there are areas of the segmentation that are not desired, remove them with the scissors effect.
   18. Change the opacity of segments in the segmentation module by clicking on the name of the desired segmentation.
       ​NOTE: If possible, µCT imaging and reviewing of the µCT images can be performed on the same day as the rest of the protocol. In that case, skip step 1.2.12. However, take into account that the subsequent steps of this protocol are also time-consuming and should be performed on the same day. After some practice, and with the described settings and tissue, µCT imaging should take ~45 min, reviewing of the µCT images ~15 min, test sample preparation of a single test sample ~1 h, microscopy ~4 h, and uniaxial tensile testing ~2 h.
3. Test sample preparation
   1. On the day of collagen imaging and mechanical testing, thaw the plaque by submersion in PBS at room temperature for approximately 10 min.
   2. Open the 3D construction of the plaque created in steps 1.2.13-1.2.18 in the 3D slicer software.
   3. Use the natural landmarks of the plaque tissue to identify which parts of the 3D reconstruction correspond to the real plaque sample. Identify which area of the 3D reconstruction does not contain calcifications and visually identify this area in the real plaque.
   4. Cut the plaque open along the longitudinal axis of the artery using surgical scissors and tweezers. If a cut is already present from the surgery, start from this cut for optimal usage of the tissue. If the sample does not have a tubular shape and it is difficult to define the longitudinal direction, exclude the sample from testing.
   5. Cut out rectangular test samples from the plaque specimens. Make sure the test samples are as large as possible while avoiding tissue regions containing tears or calcifications. Be careful during this cutting, as a small tear or crack at the edge of the test specimen can result in crack-propagation from the existing crack during tensile testing.
   6. Make sure that the test samples have a width-to-length (WL) ratio of <1 in the gauge length once mounted in the tensile tester. If the samples meet this requirement, they are suitable for appropriate tensile tests in terms of boundary conditions²⁵.
      ​NOTE: The range in the sample dimensions can be large. The samples that the authors tested had a gauge length that ranged between 3.4 and 12.9 mm and a width that ranged between 1.6 and 6.4 mm.

2. Multiphoton microscopy imaging

1. Preparations
   1. Before the day of collagen imaging and mechanical testing, divide 40 g of a silicone elastomer base over two 50 mL tubes and add 2 g of the curing agent to each tube (ratio of 1:10) using a Pasteur pipet. Mix the two components with the pipet.
   2. Centrifuge the tubes for 1 min at 700 × g to remove as many air bubbles as possible.
   3. Fill a Petri dish (10 cm diameter) with a thin layer (approximately 0.5-1 cm) of silicon and either incubate it in the oven at 65 °C for 3 h or place it at room temperature for 48 h.
   4. Take a plaque test sample and fix both its ends to the silicon by pinning needles in the tissue (Figure 2A). Make sure the luminal side of the sample is facing upward. Insert the needles in the region of the sample that will be in the clamps of the tensile testing device during the mechanical testing.
   5. Put on safety glasses. Use a side cutter to shorten the needles so that they stick out less than a few millimeters above the sample surface, to prevent them from damaging the microscope objective. Fill the Petri dish with PBS until the sample is submerged.
2. Microscopy setup
   1. Make sure that a proper objective is mounted on the multiphoton microscope. Use an objective optimized to transmit infrared light, with a magnification of 20x.
   2. Start up the microscope system. Open the operating software of the microscope.
   3. When asked to initialize the imaging table, make sure the microscope condenser arm is pushed back and the objective is at the lowest position.
   4. Activate the multiphoton laser.
   5. Put the Petri dish with the test sample in it underneath the objective, as in Figure 3. Be sure not to place the objective above the sample yet as the laser settings still need to be optimized. Otherwise, the possible high power of the laser light may lead to damage to the tissue.
   6. Make sure that the objective is slightly immersed in PBS. Use a pipet to add extra PBS if needed.
   7. Set the light wavelength to 880 nm.
      NOTE: This wavelength is chosen because the SHG emission filter in the used two-photon system has a center wavelength of approximately 440 nm. For other microscopes, a different wavelength might be more applicable.
3. Tile scan and selection of imaging locations
   1. Turn off the multiphoton laser and activate the brightfield mode of the microscope. Then, turn on the live scan mode.
   2. Position the stage such that the objective is located above the sample and bring the sample surface into focus. Turn off the live scan mode.
   3. Under the acquisition tab, in the second panel, change the zoom factor 到 1 by sliding the intended bar.
      NOTE: This zoom factor, together with the magnification factor of the objective (20x), determine the size of the captured image (739 µm x 739 µm).
   4. Under the acquisition tab, in the second panel, change the scan speed 到 400 Hz, the line average 到 1, and the resolution 到 128 x 128 pixels per image (pixel size of ~5.8 µm x 5.8 µm) by using the dropdown lists.
   5. Under the acquisition tab, in the first panel, click the raster pattern symbol and wait for a tile scan panel to appear.
   6. Turn on the live scan mode. Move the objective to a corner of the sample using the knobs on the smart panel and click the mark position symbol in the tile scan panel. Repeat this for each corner of the sample. If performed correctly, a grid with all selected tiles for imaging will appear in orange.
   7. Toggle off the auto-stitching function.
   8. Click start in the bottom-right corner of the screen to create a tile scan of the entire sample surface to obtain an overview of the sample geometry.
      NOTE: Based on the described settings, tissue, and microscope system, acquiring a tile scan of the entire sample surface takes ~10 min.
   9. After the tile scan, observe the x- and y-coordinates of the upper left corner of each tile in the tile scan panel, shown automatically by the software of the microscopy system. Note these coordinates in a spreadsheet.
   10. In the microscope software, in the tile scan panel, observe the number of tiles in the x- and y- directions in the box called scanfield. Note the size of the tile scan in the spreadsheet. Calculate the coordinates of the other tiles by adding/subtracting the size of the tile (739 µm).
       NOTE: These coordinates are necessary to identify the exact location of the tiles to be scanned with SHG imaging. If the total imaging time is not a concern, all tiles can be imaged without skipping any tile.
   11. From the tile scan, select the tiles to be imaged with SHG imaging. For this selection, avoid tiles that will be in the clamps and leave one tile between each selected tile in both the longitudinal and the circumferential direction, as shown in Figure 2B.
4. Visualizing collagen: SHG imaging
   1. Turn off the lights in the room and cover the microscope stage with blackout fabric also that no light from the room reaches the detector.
      NOTE: Minimizing light reaching the detectors will decrease the noise during image acquisition.
   2. Turn the multiphoton (MP) laser on.
   3. Select the non-descanned detection (NDD) detector that is equipped with a 430-450 nm bandpass filter.
   4. Identify the location of the tiles to be imaged by using the information acquired in step 2.3.10. Fill in the coordinates in the designated boxes and click enter, so the objective moves to the right tile. Turn on the live scan mode.
      NOTE: With other microscopes or newer versions of the operating software, moving to locations within the tile scan can be done automatically. In this case, noting the x- and y- coordinates of each tile (step 2.3.10) and filling in the coordinates in the operating software (step 2.4.4) is not necessary.
   5. Increase the MP laser power by using the slider in the upper panel under beam path settings to get the highest possible laser power without significant bleaching. Then, adjust the detector gain to obtain bright images, but without saturated pixels, by using the knob on the smart panel or by clicking on the name of the detector under beam path settings | additional channels. Typical values for the detector gain are between 500 and 800 V.
   6. Use the z-position knob on the smart panel to adjust the focus plane.
   7. Move to the top of the sample and set the positions of the top of the z-stack by clicking on the arrowhead in the z-stack panel (under the acquisition tab | 3^rd panel).
   8. Then, focus on the sample until the SHG signal is no longer detected-this is the end of the stack. Again, click on the arrowhead in the z-stack panel to set this position. When finished, turn off the live scan mode.
      NOTE: The tissue may not be entirely flat. Therefore, the sample surface of different regions within the tissue may have slightly different positions in the z-direction.
   9. Under the acquisition tab, in the second panel, keep the scan speed at 400 Hz, set the line average 到 2, and the resolution 到 512 x 512 pixels per image (pixel size of ~1.4 µm x 1.4 µm) by using the dropdown lists. Toggle on the bidirectional X scanning button.
   10. Click on z-step size in the z-stack panel and fill a z-step size of 3 µm in the box. Click start in the bottom-right corner of the screen to create a z-stack. When finished, be sure to save the coordinates of the tile in the file name or give each tile its own number (as in Figure 2B).
       ​NOTE: Based on the described settings, tissue, and microscope system, the acquirement of a z-stack of a single tile takes ~10-15 min. The preparation steps (steps 2.4.4-2.4.10) are included within this time estimate.

3. Mechanical testing

1. Preparation of uniaxial tensile testing setup
   1. Make the horizontal tensile testing setup (Figure 4) ready for usage, following the instructions for the tensile tester (e.g., turn on software, attach clamps, attach load cell).
   2. To minimize the slippage of the test sample, attach two-sided foam tape (Figure 4A,B-2) to the inner faces of the clamps of the tensile tester and sandpaper to the inner side of the foam tape. Eventually, the sandpaper will be in contact with the test sample.
   3. Place the heating bath (Figure 4A,B-3) in position. Fill the heating bath with PBS up to the level of the bottom face of the clamps, so that it does not reach the sandpaper yet.
   4. Turn the power source of the heating bath on and set the temperature to around 37 °C.
   5. Mount the high-speed camera above the tensile testing system (Figure 4A-4), for example, by using a laboratory stand, and mount a lens with a focal length of 50 mm on the camera through an extension ring.
   6. Make sure that the clamps are in focus and that the field of view is large enough to record the sample during the entire stretching procedure (FOV width: ± the sample width; FOV length: ± 2x the sample length).
   7. Mount the lighting system (Figure 4A-5) above the tensile testing system, for example, by using a laboratory stand. Turn the lighting system on and adjust the light intensity and location so that there are no reflections on the PBS surface to be observed on the camera image.
   8. Adjust the exposure time and gain of the camera to obtain clear images.
   9. Set the image acquisition software to capture at 30 frames/s at a resolution of 5.2 MP.
      NOTE: This high frame rate is needed to perform the subsequent DIC analysis and study the rupture behavior.
   10. Set the displacement speed of one of the clamps such that the global engineering strain rate during mechanical testing is similar to the in vivo physiological straining rate of the tissue
       (5%/s for plaque tissue²⁶).
2. Generation of speckle pattern
   NOTE: This speckle pattern protocol is based on previous work by Walsh et al.²⁷.
   1. Dry the sample by lightly dabbing it with tissue paper.
   2. Put the black tissue dye in the intended bucket of the airbrush.
   3. Connect the airbrush to the compressor. Turn the airbrush compressor on and set the pressure 到 25 PSI.
   4. Try creating an optimal speckle pattern on paper before spraying on the tissue. Spray a few times until a black/white ratio of 50:50²⁸ is met. Move the needle of the airbrush back and forth to adjust the roughness of the speckle pattern until the size of a speckle is similar to the size of 3-5 pixels of the high-speed camera²⁹.
      NOTE: The speckle pattern will be used for two different purposes. First, the displacement of these speckles is measured by comparing high-speed camera images acquired during mechanical testing (DIC, step 4.2). Second, this speckle pattern is used to identify the rupture location on the image of the undeformed state of the sample (step 4.3.1).
   5. Hold the airbrush approximately 30 cm away from the test sample and spray on the luminal surface.
   6. Let the dye bond to the sample for 1 min at room temperature before submerging the sample in PBS.
3. Uniaxial tensile testing
   1. Place the sample in the clamps of the tensile tester, with the circumferential direction of the samples aligned with the tensile stretching direction and the luminal side of the sample facing upward. Make sure the initial gauge length is set such that the WL ratio of the strips is <1.
   2. Tighten the screws of the grips by applying a torque of 20 cNm using a torque screwdriver. Do this gradually by applying a small torque to each screw before applying the final torque.
   3. Visually inspect if the sample contains any tears that could influence the tests.
   4. Introduce more PBS into the heating bath until the sample is submerged and wait until the temperature of the PBS has reached 37 °C again.
   5. Acquire a calibration image with the high-speed camera, in which the test sample and a ruler are included as a reference. Make sure the ruler is at the same distance from the camera objective as the luminal surface of the sample.
   6. Tare the load cell and start recording the global force and displacement measurements from the load cell and the actuator of the tensile tester.
   7. Straighten the sample by applying a prestretch of 0.05 N to get rid of the slack in the sample. Perform 10 cycles of preconditioning up to 10% strain based on the gauge length measurement by the actuator after the application of prestretch.
   8. Start the uniaxial tensile testing until complete failure of the sample, while recording a video of the sample deformation with the high-speed camera. After tissue failure, stop recording the global force and displacement measurements.
      NOTE: Some commercial tensile testers can perform steps 3.3.6-3.3.9 automatically. The current protocol describes the manual steps to be taken if this automatic option is not included in the tensile tester being used.
   9. Remove the test sample from the tensile testing device and discard it appropriately.
   10. When testing the next sample, replace the sandpaper and foam tape on the clamps.

4. Data analysis

1. Collagen organization analysis
   1. Open the z-stacks obtained during MPM with SHG in ImageJ and create maximum intensity projections (MIPs) of each z-stack.
   2. Analyze each MIP with the open-source MATLAB-based FOA (Fiber Orientation Analysis) tool³⁰ to measure the orientation angle of the individual collagen fibers present in the tiles. Use the following parameters: Scales: [3 4 5] or [2 4 6], depending on the vessel diameter, and Vesselness threshold: 0.999, 0.9995, or 0.9999, depending on the intensity of the SHG signal.
      NOTE: More details about how to use this tool can be found in the software's manual³¹.
   3. Use another open-source MATLAB-based tool, FibLab³², to fit a Gaussian distribution to the angle distribution histogram.
      NOTE: More details about how to use this tool can be found in the software's manual³².
   4. From the Gaussian distribution plot obtained using FibLab, extract the following structural parameters from the workspace of MATLAB: the predominant fiber angle (µ_p), which is the mode of the distribution, the standard deviation (σ_p) of the fiber angle distribution, and the anisotropic fraction (P_ani = 1 − P_iso).
      NOTE: The isotropic fraction is the area under the baseline in the Gaussian distribution, while the anisotropic fraction contains the area of the peak on top of that baseline³³. Both σ_p and P_ani provide information about the dispersion of the fibers' orientation in the tile region.
   5. For visual inspection, plot µ_p by using oriented lines and σ_p and P_ani by using color maps.
2. Digital image analysis and rupture analysis
   1. Perform visual inspection on the camera images to identify the frame in which rupture initiation occurs. On this frame, visually identify the rupture location.
   2. Perform visual inspection on the camera images to identify any eventual crack or tear at the location of rupture at the start of mechanical testing. If such a tear is present, exclude the sample from analysis.
   3. Perform the DIC analysis with the open-source, MATLAB-based software Ncorr (v1.2)³⁴. Follow the steps in the Ncorr manual³⁵.
      1. Use the camera images recorded during the tensile test with the high-speed camera for DIC. Select the last frame before the final stretching until failure (after preconditioning) as the reference image. For the current images, select all images from the start of the final stretching until the last frame before the frame in which rupture initiation occurred.
      2. Select the sample surface as the region of interest (ROI). Exclude the areas that are near (approximately 1 mm) to the clamps, as the strains in these areas will be highly influenced by the grips.
      3. Perform DIC analysis by using the following parameters: Subset radius: 30 pixels; Subset spacing: three pixels; Iteration cutoff: 50; Norm of the difference vector cutoff: 10-5; Strain radius: 5; Auto propagation, step#: 5.
      4. From the DIC analysis with Ncorr, obtain the Green-Lagrange (or Eulerian strain) distributions of the ROI. Use these strain distributions to calculate the average Green-Lagrange strain of the entire plaque sample surface at the last frame before rupture. Calculate the Green-Lagrange strain at the rupture location.
3. Correlating structural and mechanical data at the rupture location
   1. Using the natural landmarks in the test sample and the applied speckles on the test sample, identify the rupture location (identified in step 4.2.1) on the reference image (step 4.2.3.1).
   2. Using the natural landmarks in the test sample, make an overlay of the reference image and the tile scan (step 2.3) to identify the rupture location on the tile scan. Identify the MPM-SHG tile where the rupture happened. If the rupture is not in a tile scanned with the MPM-SHG, identify the tile closest to the rupture location. Obtain the structural parameters found at the tile where rupture occurred.