* These authors contributed equally
Here, we describe a protocol to use in vivo four-dimensional ultrasound imaging and ex vivo mass spectrometry imaging to assess biomechanical and biomolecular alterations in the murine cardiovascular system. This technique is applied to analyze cardiac remodeling in surgically induced myocardial infarction and vascular changes in aging animals.
Cardiovascular disease (CVD) is the leading cause of death in the United States. Damage in the cardiovascular system can be due to environmental exposure, trauma, drug toxicity, or numerous other factors. As a result, cardiac tissue and vasculature undergo structural changes and display diminished function. The damage and the resulting remodeling can be detected and quantified with ultrasound (US) imaging at the organ level and mass spectrometry imaging (MSI) at the molecular level. This manuscript describes an innovative methodology for studying murine cardiac pathophysiology, coupling in vivo four-dimensional (4D) ultrasound imaging and analysis with ex vivo matrix-assisted laser desorption/ionization (MADLI) MSI of the heart. 4D ultrasound can provide dynamic volumetric measurements, including radial displacement, surface area strain, and longitudinal strain throughout an entire cardiac cycle. In the vasculature, MSI and ultrasound are used to assess vessel wall compositions, hemodynamics, and vessel wall dynamics. The methodology can be tailored to study a myriad of CV diseases by adjusting functional metrics of interest and/or varying MALDI MSI protocol to target specific molecules. MALDI MSI can be used to study lipids, small metabolites, peptides, and glycans. This protocol outlines the use of MALDI MSI for untargeted lipidomic analysis and the use of ultrasound imaging for cardiovascular hemodynamics and biomechanics.
Cardiovascular disease (CVD) is a leading cause of mortality worldwide1. Prevention and treatment of CVD require an in-depth understanding of molecular adaptations to biomechanical forces and the resulting changes in mechanical properties. Throughout the entire cardiovascular system, biomechanical forces play an important role in the function and structure of the tissue2. The mechanical properties of cardiovascular (CV) tissue are influenced by these forces, making them indicators of health and disease3,4,5,6. To prevent, diagnose, and treat CVD, it is crucial to develop methods for understanding and observing the processes of disease initiation and progression. Biomedical imaging has been key in generating physiologic and mechanistic insights, and new imaging technologies and analysis techniques are constantly being developed. This protocol demonstrates a methodology for combining two cardiovascular imaging and analysis techniques to validate the potential for these imaging modalities in ischemic cardiac disease and vascular aging.
Researchers in the biomechanical field often approach the study of biomechanics via a combination of in vivo, ex vivo, and in silico methods. Previous research in molecular biomechanics has focused primarily on proteins7 (particularly extracellular matrix proteins collagen and elastin because of their impact on biomechanical properties), and work to combine in vivo imaging biomechanics with molecular studies has been limited to histology and immunohistochemistry. Although these approaches can yield many molecular indicators and have yielded proposed mechanisms of remodeling of ECM and cells, they are typically limited to the currently available stains or antibodies, respectively. This field of research is missing large classes of molecules, e.g., lipids. While these molecular classes may or may not be mechanistically involved, the resulting molecular adaptations are important to understand because these molecules could be potential targets for both diagnostic markers and therapeutics. Analytical chemistry techniques, such as liquid chromatography-mass spectrometry (LC-MS), can be applied; however, the spatial orientation of the molecules in these techniques is lost. With mass spectrometry imaging (MSI), the spatial distribution of molecules remains intact, and multiple analyte types (classes of molecules) can be imaged with serial sections. MSI is a powerful analytical tool to investigate the spatial distributions of nearly all types of molecules in biological tissue, including metabolites, lipids, glycans, peptides, and small molecular weight drugs8. Matrix-assisted laser desorption/ionization (MALDI) MSI is a type of MSI that is well suited for discovery-based analysis of molecular weights in the range of 50-8000 Da. MALDI-MSI is an ionization technique that applies a laser energy-absorbing matrix to the sample to aid in the ionization of the analytes of interest. This approach prevents being limited to one molecular target and can use bioinformatics tools to determine which molecules have an impact on biomechanical properties and remodeling.
Four-dimensional ultrasound (4DUS) is a non-invasive in vivo method useful for both temporal and spatial characterization of the heart. 4DUS utilizes a series of high frame rate cine loops from different planes, compiling them into a 3D dataset that includes temporal information. This allows for direct visualization and quantification of the complex 3D shape changes of the heart chambers over the cardiac cycle without relying on geometric assumptions as required for traditional 2D echocardiography. 4DUS allows in vivo functional metrics to be calculated from the complex shape and movement of the heart9,10, and MALDI MSI permits the spatial study of biological molecules within the cardiac tissue ex vivo11. To fully understand alterations in the heart with CVD, both mechanical and molecular mechanisms need to be investigated. Thus a combined methodology is proposed for studying murine heart pathophysiology, coupling 4DUS imaging and analysis with MALDI MSI of lipids in the heart. This methodology is demonstrated in a murine model of myocardial infarction.
Vascular biomechanics also play a critical role in regulating cardiovascular function2. Vascular stiffening, which is associated with aging, is a risk factor for CVD12. The biomechanical and hemodynamic changes in the vessels can be imaged using ultrasound. The molecular compositions of the vessel walls are important components of biomechanics and are also exquisitely sensitive to hemodynamic forces. For example, oscillatory wall shear stress has been implicated in atherosclerotic plaque development3. The preliminary data of vessel mechanics and hemodynamics in aged animals will be presented subsequently.
The team is interested in the relationship between biomechanics and molecular composition in various disease states. Preclinical ultrasound imaging and MSI are used to determine the spatial distribution of molecular changes in a tissue and the associated biomechanical changes that occur during disease progression. This report describes these methodologies in detail and presents preliminary data on the heart and the vasculature of the head/neck.
The described animal experiments are carried out with the University of Tennessee, Knoxville Institutional Animal Care and Use Committee approval.
1. Ultrasound imaging13
2. Euthanasia and tissue harvesting
3. Mass spectrometry imaging
The imaging protocols described above were used for two preliminary studies: myocardial infarction (MI) remodeling and vascular aging. For the cardiac experiments, a permanent coronary artery ligation surgery was done in order to induce acute myocardial infarction18,19. 4D ultrasound and MALDI MSI were performed progressively on the same tissue, unveiling physiological and molecular changes. Representative molecular ion images in an infarcted heart are shown in Figure 5. The m/z 577.52 has been putatively assigned as Cohibin C or D. Although further analysis will be required for analyte identification (LC-MS or tandem MS), cohibin has been found in bovine hearts20 and could also be indicative of remodeling21,22. Changes in ventricular structure and function can also be associated with up and downregulation of target lipids in the respective region (Figure 6). In the 4DUS image, the green-yellow end of the color spectrum represents tissue with a surface area strain magnitude of less than 20%, which corresponds with infarcted tissue23. The yellow end of the spectrum represents infarcted regions in the MS image as well, corresponding with lipids known to be upregulated in infarcted tissue24. However, the exact location was not co-registered between the US image of the heart and the sectioned tissue. To compare in vivo and ex vivo data, the user must count the number of cryosection revolutions to cut to a specific depth from the apex, as described above. To couple the biomechanical measurements from US to MSI, it is crucial that delocalization of the analytes is minimized in the MSI25. An example of the delocalization of lipids in a long-axis view of the heart is shown in Figure 7.
For vascular aging, two age groups of C57BL/6 mice were studied: young (10-12 weeks) and aged (12 months) for males and females. A one-way ANOVA and Tukey's Honest Significance Difference (HSD) post-hoc test was performed to compare sex and age. All data reported as mean ± standard deviation. Velocity and vessel diameter were measured in the carotid artery and jugular vein. The circumferential strain values were calculated using Equation 1. Representative results are shown in Figure 8. The strain values between young males (n =5) and aged males (n = 5) were not statistically significant and, therefore, were combined as one (n = 10) group to compare to young (n = 10) and aged (n = 10) females (Figure 8A). There was no statistical difference between groups for circumferential cyclic strain (CCS). For the carotid systolic velocity, young females had higher velocities compared to aged females (p = 0.02) and males (p = 0.01, Figure 8B). Figure 8C shows a spatial representation of three different molecules present in the young female C57BL/6 NHsd (Envigo) mouse carotid. Putative assignments for these molecules are heme with m/z 616.18, PC(36:2) with m/z 808.58, and lyso PC(18:0) with m/z 546.35. These lipids are important indicators of CV health, particularly for atherosclerosis: PC(36:2) is increased in atherosclerotic mice26and lysophosphatidylcholines are a phospholipid component of atherogenic lipoproteins27.
Figure 1: Experimental setup. (A) Ultrasound setup with necessary supplies in place before beginning experiments. (B) Animal and electrodes/rectal probe secured in place with tape. (C) Heat lamp used to maintain core body temperature. Please click here to view a larger version of this figure.
Figure 2: Representative animal set-up. (A,B) PSLAX setup and the respective PSLAX US image, and (C,D) US set-up and US image for the short-axis. The location and orientation of the heart can vary between animals, so adjustments may need to be made. Please click here to view a larger version of this figure.
Figure 3: Flash-freeing using aluminum foil boats. (A) Aluminum (Al) foil boats. (B) Al boats with a heart placed within the boat. (C) Al boats floating on liquid nitrogen. Please click here to view a larger version of this figure.
Figure 4: Cryosectioning and tissue preparation for MALDI. (A) Mouse heart mounted on cryostat chuck with OCT. Apex is embedded in OCT, but other tissue remains free of OCT contaminate. (B) Scaled digital 3D rendering of the left ventricle obtained using the 4D US MATLAB GUI is used to guide sectioning. Scale is in mm. (C) Glass slide with thaw-mounted heart tissue, sprayed with matrix and placed in MALDI slide holder. Please click here to view a larger version of this figure.
Figure 5: Molecule ion image (m/z 577.52) for three short-axis sections of an MI heart in positive ion mode with DHB matrix. The heatmap shows the relative intensity (i.e., abundance) across the tissue sample. For this putative assignment (Cohibin C or D), the analyte has a higher abundance in the left ventricular wall (yellow and red pixels) compared to other regions of the heart. Please click here to view a larger version of this figure.
Figure 6: Ventricle image on the left is from the same heart depicted in the molecular ion image from MSI shown on the right. Note that the 4D US image depicts only the LV, and MS images show a cross-section of the entire heart. Regions imaged with MALDI MSI are labeled A-F. Here, regions B, C, and D were represented. Overlaid heat maps depict up- and down-regulated lipids. Please click here to view a larger version of this figure.
Figure 7: Overlay of four m/z images of a murine heart (matrix, heme, PC(38:6), and PC(40:6)). The pink arrows indicate the delocalization of the heme and PC(38:6) as these analytes overlap with the matrix peak outside of the heart region. Please click here to view a larger version of this figure.
Figure 8: Representative results. (A) Carotid artery circumferential strain between three groups with no statistical difference between means. (B) Carotid systolic velocity was higher in young females compared to aged females (p = 0.02) and males (p=0.01). (C) Molecular overlay of three different molecules in the carotid artery. Red represents heme with m/z 616.18, white represents molecule with m/z 808.58, and purple represents a molecule with m/z 546.35. This image shows the localization of lipids with high signal intensity in the young C57BL/6 female carotid tissue. M: males (combined young and aged), YF: young female, AF: aged female. N=30 Please click here to view a larger version of this figure.
Problem | Solutions |
Rolling | Move anti-roll bar down/up |
Adjust speed of cut | |
Adjust axis of cut | |
Hold down anti-roll bar by the handle | |
Use paintbrush to unravel and then transfer onto slide | |
Slice is bunching up at blade | Move anti-roll bar up towards blade |
Slice is not going onto metal tray | Move anti-roll bar down away from blade |
Slice is sticking to razor/anti-roll bar/metal tray (Condensation) | Leave the lid closed and allow everything to cool. Avoid breathing into the hood if possible (see below) |
Incomplete profile cut | Increase cut thickness and slice until full profile is obtained then return to original thickness |
Static | Cut slice, press finger to roll bar then transfer onto slide |
Freeze artifacts (Tearing) | Increase cut thickness (be sure to note in notebook); Slightly increase temperature of the cryostat. |
Sample breaks | Prep collection (folded paper or foil) below sample and try to drop sample onto it with cut, do NOT back out of cut as sample may fall. |
Table 1: Common issues and troubleshooting steps for cryosectioning samples.
US imaging can be operator-dependent, but the use of anatomical landmarks and adequate training can limit user bias. 2D ultrasound is particularly susceptible to inter-user variability because views are angle-dependent, whereas 4DUS is less susceptible as acquisition encompasses the entire volume and is angle-independent. It was also determined that image reproducibility is easier to achieve because of the adjustable animal platform and transducer holder. US data collection should ideally be conducted by the same researcher throughout a study to prevent technique-derived data alterations.
Maintaining core body temperature is important since changes in temperature can alter cardiovascular hemodynamics and biomechanic measurements28,29,30,31. In addition to the heated plate for imaging, it is also advised to use an external heater, such as a heat lamp, as shown in Figure 1. This heat lamp is adjusted by the user to maintain a rectal temperature of 37 °C.
For ultrasound imaging, study/series naming is important for large datasets. For 4D images, the naming convention should be consistent, and the mouse ID should be included when naming the 4D image prior to saving. Due to the different file types, the 4D image will not automatically be saved with the other images in the study. Therefore, if the mouse ID is not included in the 4D image name, it will be difficult to differentiate which image corresponds to the animal being analyzed. For image analysis, to minimize bias, the researcher can be blinded to animal groups.
Additional resources for ultrasound imaging and analysis can be found on the VisualSonics Learning Hub: https://www.visualsonics.com/learning-hub-online-video-training-our-users
For imaging with a previous version of the Vevo ultrasound system, see the previously published article13.
For tissue harvesting and freezing, the tissue may crack if the aluminum foil boats sink. Be sure to handle frozen samples gently because the frozen samples are very brittle. Do not force the frozen tissue into small tubes. We recommend 50 mL conical tubes for transport and storage. For sectioning the tissue, Table 1 includes modifications that were found to be helpful starting places for troubleshooting. Be sure not to allow OCT to contaminate the section that is thaw-mounted. OCT contains PEG, which is a contaminant in mass spectrometry. When observing the spectrum, a common repeat of 44 Da indicates a PEG contamination. PEG is also in many detergents, so glassware should not be cleaned with detergents and instead be cleaned with ethanol before being autoclaved. While more tedious, water mounting eliminates the limitation of OCT specimen contamination.
For MALDI MSI, the application of matrix is crucial for adequate laser desorption and for minimization of analyte delocalization25. If new matrix protocols are desired, they should be tested before applying to the experimental tissue. Additionally, tissue on the slides can be stained for histology after the MSI data acquisition11 or a multiplex image can be acquired with repeated imaging32.
A limitation of this protocol is the lack of co-registration of the datasets which is the focus of our future work. However, by counting the revolutions in sectioning, the user can determine which slice location corresponds to the functional regions analyzed from the 4DUS, allowing the user to compare mass spectrometry and ultrasound metrics at specific locations in the heart. For this protocol, the goal is to determine the molecular composition (MSI) in locations of the heart that correlate to the changes in functional metrics in the 3D strain data (US). This protocol does not co-register pixel data between the ex vivo and in vivo data because the 4D US provides functional biomechanical data. However, other researchers have begun to develop computational techniques for co-registration of ex vivo imaging with in vivo modalities that provide more molecular information in pixels/voxels such as photoacoustic imaging33, magnetic resonance imaging (MRI)34, MRI with ultrasound35, or positron emission tomography-computed tomography (PET-CT)36,37.
This current protocol could contribute to the identification of molecular biomarkers of disease and associate them with physiological phenomena that result in functional biomechanical changes of the left ventricle. The methodology established here can be tailored to study a myriad of physical phenomena by adjusting functional metrics of interest and/or varying MALDI MSI protocol to target specific molecules. Though lipids were studied in the development of this protocol, the same framework could be used for a multiomic approach, studying proteins, glycans, metabolites, etc. in relation to the physiological and functional changes identified with 4D US imaging and analysis.
In summary, a multimodal imaging protocol was developed to assess cardiovascular function and molecular structure. This technique may allow researchers to use non-invasive in vivo imaging and ex vivo molecular imaging to identify new imaging biomarkers and evaluate novel therapies.
Craig J. Goergen is a paid consultant of FUJIFILM VisualSonics.
Allison Jones is supported by the University of Tennessee, Mechanical, Aerospace & Biomedical Engineering Department Graduate Fellowship. Research reported in this publication (Conner Earl) was supported by the National Heart, Lung, and Blood Institute of the National Institutes of Health F30HL162452. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
Name | Company | Catalog Number | Comments |
2,5-dihydroxybenzoic acid (DHB) | Supelco, >99.0% (HPLC) | 85707-10MG-F | DHB matrix substance for MALDI-MS; https://www.sigmaaldrich.com/US/en/product/sigma/85707?cm_sp=Insite-_-wimsShippingEmailRecs_wims EmailAPI_wimsGruCrossEntropy-_-wimsEmailAPI10-3 |
9-aminoacridine (9AA) | Supelco, ≥99.5% (HPLC) | 92817-1G | 9-Aminoacridine matrix substance for MALDI-MS; https://www.sigmaaldrich.com/US/en/product/sial/92817?srsltid=AfmBOooiQjQ4pWv_XxITkU 4Lkm0UnHXKekGS_ dFl7V40V9QLWoPpNLoc |
Aquasonic Ultrasound Gel | Parker Laboratories | Parker 01-02 | Ultrasound Gel; https://www.parkerlabs.com/products/aquasonic-100-ultrasound-transmission-gel/ |
Benchtop Dewar Flasks | ThermoScientific | 4150-2000 | Container for liquid nitrogen; https://www.thermofisher.com/order/catalog/product/4150-4000?gclid=Cj0KCQjwpvK4BhDUARIsA DHt9sQVc2f-NxN04Nb5Mv F6TZ7GLHWWDEeqDYmEvtKJSQ YHDeVgZ9qylvYaAs27EALw_wcB &source=google_shopping&ISO_ CODE=us&LANG_CODE=en&ef_id =Cj0KCQjwpvK4BhDUARIsADHt9 sQVc2f-NxN04Nb5MvF6TZ7GLHWWDE eqDYmEvtKJSQYHDeVgZ9qylvYa As27EALw_wcB:G:s&s_kwcid=AL!3652 !3!716188292869!!!g!2366243726129 !!21787513085!171591181194&ev_chn =shop&cid=0se_gaw_30092024_ PBYTXL&source=google_shopping &ISO_CODE=us&LANG_CODE= en&gad_source=1 |
Cryostat | Leica Biosystems | CM Series | https://www.leicabiosystems.com/us/histology-equipment/cryostats/ |
Dessicator | VWR | 89054-052 | https://us.vwr.com/store/product/9104882/desiccator-plastic-ace-glass-incorporated |
Epredia MX35 Premier Disposable Low-profile Microtome Blades | Fisher Scientific | 3052835 | Cryostat blade; https://www.fishersci.com/shop/products/mx35-premier-disposable-low-profile-microtome-blades/3052835 |
Falcon 15 mL Conical Centrifuge Tubes | Fisher Scientific | 14-959-53A | Conical Tubes; https://www.fishersci.com/shop/products/falcon-15ml-conical-centrifuge-tubes-5/1495953A?gclid=Cj0KCQjwpvK4BhDUARIsA DHt9sSBcy5n-lhShligJUOX5KKVGn0bt87 8AB2_muOD2PPTue1phpZgeqwa AqgiEALw_wcB&ef_id=Cj0KCQjw pvK4BhDUARIsADHt9sSBcy5n-lhS hligJUOX5KKVGn0bt878AB2_muO D2PPTue1phpZgeqwaAqgiEALw_ wcB:G:s&ppc_id=PLA_goog_20861 45674_81843405034_1495953A__ 386247001345_165426395473886 37329&ev_chn=shop&s_kwcid=AL!4428!3 !386247001345!!!g!856907751004!& gad_source=1 |
Flex-Tubes Microcentrifuge Tubes | Eppendorf | EP022364120 | Centrifuge tubes; https://www.sigmaaldrich.com/US/en/product/sigma/ep022364120?utm_source=google%2Cgoogle&utm _medium=organicshopping%2Ccpc&utm _campaign=21043330280&utm_ content=&gclid=Cj0KCQjwpv K4BhDUARIsADHt9sTHRD35k CHPtfI2A41axodnMVr6a1eBKk zM4bSUYQAyfEKo3UgTAEQa Ap7wEALw_wcB |
Gas Nitrogen | Airgas | N/A | |
Glass microscope slides | Electron Microscopy Sciences | 71873-02 | https://www.emsdiasum.com/positive-charge-microscope-slides |
Liquid Nitrogen | Airgas | N/A | |
Mass Spectrometer | Waters | Synapt G2-Si | https://www.waters.com/waters/en_US/SYNAPT-G2-Si-Mass-Spectrometry/nav.htm?locale=en_mkcid=1000251Foodety%3C/a%3E&cid=134740653&bcid= 134528734 |
Matrix Sprayer | HTX Technologies | M3+ | https://www.htximaging.com/htx-m3-sprayer |
Methanol (HPLC), >99.9% | Fisher Chemical | A4524 | Methanol; https://www.fishersci.com/shop/products/methanol-hplc-fisher-chemical-9/A4524?crossRef=A4524#?keyword=A4524 |
Preclinical Ultrasound System | FUJIFILM VisualSonics | Vevo 3100 | https://www.visualsonics.com/product/imaging-systems/vevo-3100; Vevo F2 has replaced the Vevo 3100 in production. System includes isoflurane vaporizer and induction box. |
Reynolds Wrap | N/A | N/A | Aluminum foil |
Signagel Electrode Gel | Parker Laboratories | Parker 15-60 | Electrode Conducting Gel; https://www.parkerlabs.com/products/signagel-electrode-gel/ |
Sterile Lubricating Jelly | Medline | MDS032273Z | Lubricating Gel; https://www.medline.com/ce/product/Sterile-Lubricating-Jelly/Lubricating-Jelly/Z05-PF03664?sku=MDPMDS032273H |
Surgical instruments: scissors, forceps/tweezers, sutures | Fine Science Tools | 11252-00, 11050-10, 14016-14, 14084-08, 15000-08 | info@finescience.com |
Surgical Sponges 200 Pack –Gauze Pads Non sterile -First Aid Wound Care Dressing Sponge –Woven Medical Nonstick, Non Adherent Mesh Scrubbing | Medpride | B08RZGQ5GW | Gauze; https://www.amazon.com/Medpride-Surgical-Sponges-200-Pack/dp/B08RZGQ5GW/ref=asc_df_B08RZGQ5GW/?tag=hyprod-20&linkCode=df0&h vadid=693270340506&hvpos= &hvnetw=g&hvrand=960915122 2290977669&hvpone=&hvptwo= &hvqmt=&hvdev=c&hvdvcmdl=& hvlocint=&hvlocphy=9192978&hv targid=pla-1245491514869&psc= 1&mcid=33f4d647c88630c79116 888d565a63b0 |
Tissue-Plus O.C.T. Compound | Fisher Scientific | 23-730-571 | OCT; https://www.fishersci.com/shop/products/tissue-plus-o-c-t-compound-2/23730571 |
Wood Handled Cotton Swabs and Applicators | Fisherbrand | 22-363-160 | Cotton swab; https://www.fishersci.com/shop/products/wood-handled-cotton-swabs-applicators-8/p-7146852 |
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