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Newton MD, Marek AA, Planalp M, Park DK, Baker KC, Maerz T. Longitudinal characterization of intervertebral disc remodeling following acute annular injury in a rat model of degenerative disc disease. Connect Tissue Res 2020; 61:568-576. [PMID: 31232119 DOI: 10.1080/03008207.2019.1635589] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Objective: Characterize 3D remodeling of the rat intervertebral disc (IVD) following acute annular injury via in vivo micro-computed tomography (µCT), ex vivo contrast-enhanced (CE)-µCT, and histology. Design: Female Lewis rats (N = 4/group) underwent either sham surgery or anterior annular puncture to L3-L4 and L5-L6 (n = 8 IVDs/group) to induce IVD degeneration. Rats were allowed ad libidum cage activity before and after surgery and underwent in vivo µCT scanning at baseline and every 2 weeks post-op for 12 weeks to characterize longitudinal changes in IVD height. At 12 weeks, lumbar spines were dissected and underwent CE-µCT scanning to characterize endpoint glycosaminoglycan distribution and nucleus pulposus (NP) volume ratio. Spines were processed for safranin-O-stained sagittal histology, and IVD degeneration was graded via the Rutges scale. Results: Puncture IVDs exhibited loss of IVD height at all time points from 4 weeks onward compared to Sham-the most severe height loss occurred posteriorly, with significant changes also occurring in the NP and laterally. Puncture IVDs exhibited higher CE-µCT attenuation, indicative of lower glycosaminoglycan content, and reduced NP volume ratio compared to Sham. Histologically, Puncture IVDs had higher Rutges damage scores and exhibited reduced NP cellularity and hydration, disorganized annulus fibrosus (AF) lamellae with evidence of the stab tract, and indistinct AF-NP border compared to Sham. Conclusions: Characterization of the complex, 3D alterations involved in the onset and early progression of IVD degeneration can foster greater understanding of the pathoetiology of IVD degeneration and may inform future studies assessing more sensitive diagnostic techniques or novel therapies.
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Affiliation(s)
- Michael D Newton
- Orthopaedic Research Laboratories, Beaumont Health , Royal Oak, MI, USA
| | - Abigail A Marek
- Orthopaedic Research Laboratories, Beaumont Health , Royal Oak, MI, USA
| | - Michael Planalp
- Department of Orthopaedic Surgery, Beaumont Health , Royal Oak, MI, USA
| | - Daniel K Park
- Department of Orthopaedic Surgery, Beaumont Health , Royal Oak, MI, USA
| | - Kevin C Baker
- Orthopaedic Research Laboratories, Beaumont Health , Royal Oak, MI, USA
| | - Tristan Maerz
- Orthopaedic Research Laboratories, Beaumont Health , Royal Oak, MI, USA.,Department of Orthopaedic Surgery, University of Michigan , Ann Arbor, MI, USA
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Newton MD, Junginger L, Maerz T. Automated MicroCT-based bone and articular cartilage analysis using iterative shape averaging and atlas-based registration. Bone 2020; 137:115417. [PMID: 32416288 DOI: 10.1016/j.bone.2020.115417] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 05/02/2020] [Accepted: 05/12/2020] [Indexed: 01/09/2023]
Abstract
Micro-computed tomography (μCT) and contrast-enhanced μCT are important tools for preclinical analysis of bone and articular cartilage (AC). Quantitative data from these modalities is highly dependent on the accuracy of tissue segmentations, which are often obtained via time-consuming manual contouring and are prone to inter- and intra-observer variability. Automated segmentation strategies could mitigate these issues, but few such approaches have been described in the context of μCT. Here, we validated a fully-automated strategy for bone and AC segmentation based on registration of an average tissue atlas. Femora from healthy and arthritic rats underwent μCT scanning, and epiphyseal trabecular bone and AC volumes were manually contoured by an expert. Average tissue atlases composed of 1, 3, 5, 10 and 20 pre-contoured training images (n = 10 atlases/group) were generated using iterative shape averaging and registered onto unknown images via affine and non-rigid registration. Atlas-based and expert-defined volumes for bone and AC were compared in terms of shape-based similarity metrics, as well as morphometric and densitometric parameters. Our results demonstrate that atlas-based registrations were capable of highly accurate and consistent segmentation. Atlases built from as few as 3 training images had no incidence of mal-registration and exhibited improved incidence of accurate registration, and higher sensitivity and specificity compared to atlases built from only one training image. Atlas-based segmentation of bone and AC from μCT images is a robust and accurate alternative to manual tissue segmentation, enabling faster, more consistent segmentation of pre-clinical datasets.
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Affiliation(s)
- Michael D Newton
- Orthopaedic Research Laboratories, Beaumont Health, Royal Oak, MI, United States of America
| | - Lucas Junginger
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, United States of America
| | - Tristan Maerz
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, United States of America.
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Gandhi S, Newton M, Salisbury M, Baker K. Technical experience and postoperative complications with repeat transperitoneal approach to the lumbar spine in female Lewis rats. Lab Anim 2020; 55:81-87. [PMID: 32539492 DOI: 10.1177/0023677220930043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Rat models of lumbar intervertebral disc (IVD) degeneration are widely employed to characterize biologic-based therapeutics, but their anatomy and small size preclude consistent delivery of injectable therapeutics to the lumbar spine via the traditional posterolateral approach. Here, we describe our experience with a repeat ventral transperitoneal approach in female Lewis rats, enabling induction of IVD degeneration and later intervention via an injectable therapeutic. In the initial surgery, the ventral aspect of the L5/L6 IVD was accessed, and an annular defect was created using a #11 scalpel blade. Eight weeks after the initial surgery, follow-up surgery was performed via the same approach, and an injectable gelatin hydrogel was delivered using a 31G needle. A custom injection guard was developed to control injection depth, ensuring consistent delivery to the nucleus pulposus. Notable challenges associated with repeat surgery were increased tissue adhesion, intraoperative bleeding, and difficulty placing the injection guard due to mobile gastrointestinal tissues. Complication rates were 9.4% and 15.6% for the initial and repeat surgeries, respectively. The most frequent complications associated with repeat surgery were transient neuropraxia and significant intraoperative bleeding (6.3% each). The repeat transperitoneal approach is a reproducible method to facilitate both injury and later intervention in a female rat model of lumbar IVD degeneration.
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Affiliation(s)
- Sapan Gandhi
- Department of Orthopaedic Surgery, Beaumont Health, USA
| | | | | | - Kevin Baker
- Department of Orthopaedic Surgery, Beaumont Health, USA.,Orthopaedic Research Laboratories, Beaumont Health, USA
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4
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Contrast enhanced computed tomography for real-time quantification of glycosaminoglycans in cartilage tissue engineered constructs. Acta Biomater 2019; 100:202-212. [PMID: 31580960 DOI: 10.1016/j.actbio.2019.09.014] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2019] [Revised: 09/06/2019] [Accepted: 09/11/2019] [Indexed: 12/14/2022]
Abstract
Tissue engineering and regenerative medicine are two therapeutic strategies to treat, and to potentially cure, diseases affecting cartilaginous tissues, such as osteoarthritis and cartilage defects. Insights into the processes occurring during regeneration are essential to steer and inform development of the envisaged regenerative strategy, however tools are needed for longitudinal and quantitative monitoring of cartilage matrix components. In this study, we introduce a contrast-enhanced computed tomography (CECT)-based method using a cationic iodinated contrast agent (CA4+) for longitudinal quantification of glycosaminoglycans (GAG) in cartilage-engineered constructs. CA4+ concentration and scanning protocols were first optimized to ensure no cytotoxicity and a facile procedure with minimal radiation dose. Chondrocyte and mesenchymal stem cell pellets, containing different GAG content were generated and exposed to CA4+. The CA4+ content in the pellets, as determined by micro computed tomography, was plotted against GAG content, as measured by 1,9-dimethylmethylene blue analysis, and showed a high linear correlation. The established equation was used for longitudinal measurements of GAG content over 28 days of pellet culture. Importantly, this method did not adversely affect cell viability or chondrogenesis. Additionally, the CA4+ distribution accurately matched safranin-O staining on histological sections. Hence, we show proof-of-concept for the application of CECT, utilizing a positively charged contrast agent, for longitudinal and quantitative imaging of GAG distribution in cartilage tissue-engineered constructs. STATEMENT OF SIGNIFICANCE: Tissue engineering and regenerative medicine are promising therapeutic strategies for different joint pathologies such as cartilage defects or osteoarthritis. Currently, in vitro assessment on the quality and composition of the engineered cartilage mainly relies on destructive methods. Therefore, there is a need for the development of techniques that allow for longitudinal and quantitative imaging and monitoring of cartilage-engineered constructs. This work harnesses the electrostatic interactions between the negatively-charged glycosaminoglycans (GAGs) and a positively-charged contrast agent for longitudinal and non-destructive quantification of GAGs, providing valuable insight on GAG development and distribution in cartilage engineered constructs. Such technique can advance the development of regenerative strategies, not only by allowing continuous monitoring but also by serving as a pre-implantation screening tool.
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5
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Synchrotron tomography of intervertebral disc deformation quantified by digital volume correlation reveals microstructural influence on strain patterns. Acta Biomater 2019; 92:290-304. [PMID: 31082569 DOI: 10.1016/j.actbio.2019.05.021] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2019] [Revised: 05/01/2019] [Accepted: 05/07/2019] [Indexed: 11/22/2022]
Abstract
The intervertebral disc (IVD) has a complex and multiscale extracellular matrix structure which provides unique mechanical properties to withstand physiological loading. Low back pain has been linked to degeneration of the disc but reparative treatments are not currently available. Characterising the disc's 3D microstructure and its response in a physiologically relevant loading environment is required to improve understanding of degeneration and to develop new reparative treatments. In this study, techniques for imaging the native IVD, measuring internal deformation and mapping volumetric strain were applied to an in situ compressed ex vivo rat lumbar spine segment. Synchrotron X-ray micro-tomography (synchrotron CT) was used to resolve IVD structures at microscale resolution. These image data enabled 3D quantification of collagen bundle orientation and measurement of local displacement in the annulus fibrosus between sequential scans using digital volume correlation (DVC). The volumetric strain mapped from synchrotron CT provided a detailed insight into the micromechanics of native IVD tissue. The DVC findings showed that there was no slipping at lamella boundaries, and local strain patterns were of a similar distribution to the previously reported elastic network with some heterogeneous areas and maximum strain direction aligned with bundle orientation, suggesting bundle stretching and sliding. This method has the potential to bridge the gap between measures of macro-mechanical properties and the local 3D micro-mechanical environment experienced by cells. This is the first evaluation of strain at the micro scale level in the intact IVD and provides a quantitative framework for future IVD degeneration mechanics studies and testing of tissue engineered IVD replacements. STATEMENT OF SIGNIFICANCE: Synchrotron in-line phase contrast X-ray tomography provided the first visualisation of native intact intervertebral disc microstructural deformation in 3D. For two annulus fibrosus volumes of interest, collagen bundle orientation was quantified and local displacement mapped as strain. Direct evidence of microstructural influence on strain patterns could be seen such as no slipping at lamellae boundaries and maximum strain direction aligned with collagen bundle orientation. Although disc elastic structures were not directly observed, the strain patterns had a similar distribution to the previously reported elastic network. This study presents technical advances and is a basis for future X-ray microscopy, structural quantification and digital volume correlation strain analysis of soft tissue.
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Newton MD, Hartner SE, Gawronski K, Davenport EJ, Timmons SC, Baker KC, Maerz T. Nondestructive, indirect assessment of the biomechanical properties of the rat intervertebral disc using contrast-enhanced μCT. J Orthop Res 2018; 36:2030-2038. [PMID: 29314237 DOI: 10.1002/jor.23850] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2017] [Accepted: 12/24/2017] [Indexed: 02/04/2023]
Abstract
Mechanical characterization of the intervertebral disc involves labor-intensive and destructive experimental methodology. Contrast-enhanced micro-computed tomography is a nondestructive imaging modality for high-resolution visualization and glycosaminoglycan quantification of cartilaginous tissues. The purpose of this study was to determine whether anionic and cationic contrast-enhanced micro-computed tomography of the intervertebral disc can be used to indirectly assess disc mechanical properties in an ex vivo model of disc degeneration. L3/L4 motion segments were dissected from female Lewis rats. To deplete glycosaminoglycan, samples were treated with 0 U/ml (Control) or 5 U/ml papain. Contrast-enhanced micro-computed tomography was performed following incubation in 40% Hexabrix (anionic) or 30 mg I/ml CA4+ (cationic) for 24 h (n = 10/contrast agent/digestion group). Motion segments underwent cyclic mechanical testing to determine compressive and tensile modulus, stiffness, and hysteresis. Glycosaminoglycan content was determined using the dimethylmethylene blue assay. Correlations between glycosaminoglycan content, contrast-enhanced micro-computed tomography attenuation, and mechanical properties were assessed via the Pearson correlation. The predictive accuracy of attenuation on compressive properties was assessed via repeated random sub-sampling cross validation. Papain digestion produced significant decreases in glycosaminoglycan content and corresponding differences in attenuation and mechanical properties. Attenuation correlated significantly to glycosaminoglycan content and to all compressive mechanical properties using both Hexabrix and CA4+ . Predictive linear regression models demonstrated a predictive accuracy of attenuation on compressive modulus and stiffness of 79.8-86.0%. Contrast-enhanced micro-computed tomography was highly predictive of compressive mechanical properties in an ex vivo simulation of disc degeneration and may represent an effective modality for indirectly assessing disc compressive properties. © 2018 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 36:2030-2038, 2018.
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Affiliation(s)
- Michael D Newton
- Orthopaedic Research Laboratory, Beaumont Health, Royal Oak, Michigan
| | | | - Karissa Gawronski
- Orthopaedic Research Laboratory, Beaumont Health, Royal Oak, Michigan
| | - Erik J Davenport
- Department of Natural Sciences, Lawrence Technological University, Southfield, Michigan
| | - Shannon C Timmons
- Department of Natural Sciences, Lawrence Technological University, Southfield, Michigan
| | - Kevin C Baker
- Orthopaedic Research Laboratory, Beaumont Health, Royal Oak, Michigan.,Department of Orthopaedic Surgery, Oakland University - William Beaumont School of Medicine, Rochester, Michigan
| | - Tristan Maerz
- Orthopaedic Research Laboratory, Beaumont Health, Royal Oak, Michigan.,Department of Orthopaedic Surgery, Oakland University - William Beaumont School of Medicine, Rochester, Michigan.,Department of Orthopaedic Surgery, University of Michigan, 109 Zina Pitcher Place, 48109, Ann Arbor, Michigan
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7
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Newton MD, Hartner SE, Timmons S, Delaney ND, Pirrone MG, Baker KC, Maerz T. Contrast-enhanced μCT of the intervertebral disc: A comparison of anionic and cationic contrast agents for biochemical and morphological characterization. J Orthop Res 2017; 35:1067-1075. [PMID: 27415967 DOI: 10.1002/jor.23364] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Accepted: 07/02/2016] [Indexed: 02/04/2023]
Abstract
The objective of this study was to quantify and compare the contrast-enhancing properties of the anionic contrast agent ioxaglate/Hexabrix, and cationic contrast agent CA4+ for biochemical and morphological characterization of the intervertebral disc (IVD) via μCT. Optimal contrast agent concentrations were determined by incubating rat lumbar IVDs in dilutions of Hexabrix-320 (20%, 30%, 40%, and 50%) and CA4+ (10, 20, 30, and 40 mg I/ml). μCT imaging was performed at 70 kVp, 114 μA, and 250 ms integration time, 12 μm voxel size. The kinetics of contrast enhancement were quantified with cumulative incubations for 0.5, 1, 2, 12, 16, 20, and 24 h using both agents. Agreement in morphological quantification was assessed via serial scans of the same IVDs. Correlation of attenuation to glycosaminoglycan (GAG) content was determined by enzymatic digestion of IVDs, subsequent μCT imaging, and GAG quantification via dimethylmethylene blue assay. Forty percent Hexabrix and 30 mg I/ml CA4+ were chosen as optimal concentrations. Hexabrix enabled greater delineation of the IVD from surrounding tissues, and CA4+ had the lowest uptake in surrounding soft tissue. Twenty-four hour incubation was sufficient for >99% equilibration of both agents. A high level of agreement was observed in the quantification of IVD volume (ICC = 0.951, r = 0.997) and height (ICC = 0.947, r = 0.991). Both agents exhibited strong linear correlations between μCT attenuation and GAG content (Hexabrix: r = -0.940; CA4+ : r = 0.887). Both agents enable biochemical and morphological quantification of the IVD via contrast-enhanced μCT and are effective tools for preclinical characterization. © 2016 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 35:1067-1075, 2017.
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Affiliation(s)
- Michael D Newton
- Orthopaedic Research Laboratory, Beaumont Health, 3811W Thirteen Mile Road, Royal Oak, Michigan, 48073
| | - Samantha E Hartner
- Orthopaedic Research Laboratory, Beaumont Health, 3811W Thirteen Mile Road, Royal Oak, Michigan, 48073
| | - Shannon Timmons
- Department of Natural Sciences, Lawrence Technological University, Southfield, Michigan
| | - Nathan D Delaney
- Department of Natural Sciences, Lawrence Technological University, Southfield, Michigan
| | - Michael G Pirrone
- Department of Natural Sciences, Lawrence Technological University, Southfield, Michigan
| | - Kevin C Baker
- Orthopaedic Research Laboratory, Beaumont Health, 3811W Thirteen Mile Road, Royal Oak, Michigan, 48073.,Department of Orthopaedic Surgery, Oakland University-William Beaumont School of Medicine, Rochester, Michigan
| | - Tristan Maerz
- Orthopaedic Research Laboratory, Beaumont Health, 3811W Thirteen Mile Road, Royal Oak, Michigan, 48073.,Department of Orthopaedic Surgery, Oakland University-William Beaumont School of Medicine, Rochester, Michigan
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Ludtka C, Schwan S, Friedmann A, Brehm W, Wiesner I, Goehre F. Micro-CT evaluation of asymmetrical ovine intervertebral disc height loss from surgical approach. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2017; 26:2031-2037. [PMID: 28289843 DOI: 10.1007/s00586-017-5024-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2016] [Revised: 01/16/2017] [Accepted: 02/28/2017] [Indexed: 12/12/2022]
Abstract
PURPOSE The primary goal of this study is to clearly define and evaluate new intervertebral disc height parameters in analysing the morphological pathology of disc degeneration for application in damage model and regeneration therapy development, as well as applying traditional variables to 3-D characterization methods. METHODS A posterolateral surgical approach was used to induce disc degeneration in an ovine model. At 12-months post-operation, sheep vertebral segments were removed and characterized using micro-CT to evaluate disc height parameters in regard to injury localization. RESULTS Statistically significant differences between the disc height loss of the left and right side of the disc, consistent with the lateral surgical approach used were seen using the modified average disc height method by Dabbs et al. However, convexity index and the newly proposed Cross Tilt Index did not conclusively demonstrate a difference. CONCLUSION Two-dimensional morphological evaluations can be applied in 3-D to provide a more complete picture of disc height loss for injury models. New 3-D parameters that are tailored to the type of surgical approach used should be investigated, with the 9-point system described herein providing a useful basis for derived values. Additionally, the surgical approach chosen when artificially injuring the disc can result in asymmetrical degeneration, as indicated by uneven disc height loss.
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Affiliation(s)
- Christopher Ludtka
- Fraunhofer Institute for Microstructure of Materials and Systems IMWS, Halle (Saale), Germany.,Department of Chemical and Biomolecular Engineering, University of Tennessee Knoxville, Knoxville, TN, USA
| | - Stefan Schwan
- Fraunhofer Institute for Microstructure of Materials and Systems IMWS, Halle (Saale), Germany. .,Translational Center for Regenerative Medicine, University of Leipzig, Leipzig, Germany.
| | - Andrea Friedmann
- Fraunhofer Institute for Microstructure of Materials and Systems IMWS, Halle (Saale), Germany.,Translational Center for Regenerative Medicine, University of Leipzig, Leipzig, Germany
| | - Walther Brehm
- Translational Center for Regenerative Medicine, University of Leipzig, Leipzig, Germany.,Department of Veterinary Medicine, University of Leipzig, Leipzig, Germany
| | - Ingo Wiesner
- Department of General Surgery, BG Bergmannstrost Clinic, Halle, Germany
| | - Felix Goehre
- Department of General Surgery, BG Bergmannstrost Clinic, Halle, Germany.,Department of Neurosurgery, University of Helsinki, Helsinki, Finland
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Khoury BM, Bigelow EMR, Smith LM, Schlecht SH, Scheller EL, Andarawis-Puri N, Jepsen KJ. The use of nano-computed tomography to enhance musculoskeletal research. Connect Tissue Res 2015; 56:106-19. [PMID: 25646568 PMCID: PMC4755519 DOI: 10.3109/03008207.2015.1005211] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Advances in computed tomography (CT) imaging are opening new avenues toward more precise characterization and quantification of connective tissue microarchitecture. In the last two decades, micro-computed tomography (microCT) has significantly augmented destructive methods for the 3D micro-analysis of tissue structure, primarily in the bone research field. Recently, microCT has been employed in combination with contrast agents to generate contrast-enhanced images of soft tissues that are otherwise difficult to visualize due to their native radiodensity. More recent advances in CT technology have enabled ultra-high resolution imaging by utilizing a more powerful nano-focused X-ray source, such as that found in nano-computed tomography (nanoCT) systems. NanoCT imaging has facilitated the expansion of musculoskeletal research by reducing acquisition time and significantly expanding the range of samples that can be imaged in terms of size, age and tissue-type (bone, muscle, tendon, cartilage, vessels and adipose tissue). We present the application and early results of nanoCT imaging in various tissue types and how this ultra-high resolution imaging modality is capable of characterizing microstructures at levels of details previously not possible. Contrast-enhanced imaging techniques to enable soft-tissue visualization and characterization are also outlined.
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Affiliation(s)
| | | | | | | | - Erica L. Scheller
- Department of Molecular & Integrative Physiology, University of Michigan, Ann Arbor, MI, USA
| | - Nelly Andarawis-Puri
- Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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