1
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Rallapalli H, Bayin NS, Goldman H, Maric D, Nieman BJ, Koretsky AP, Joyner AL, Turnbull DH. Cell specificity of Manganese-enhanced MRI signal in the cerebellum. Neuroimage 2023; 276:120198. [PMID: 37245561 PMCID: PMC10330770 DOI: 10.1016/j.neuroimage.2023.120198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 05/19/2023] [Accepted: 05/25/2023] [Indexed: 05/30/2023] Open
Abstract
Magnetic Resonance Imaging (MRI) resolution continues to improve, making it important to understand the cellular basis for different MRI contrast mechanisms. Manganese-enhanced MRI (MEMRI) produces layer-specific contrast throughout the brain enabling in vivo visualization of cellular cytoarchitecture, particularly in the cerebellum. Due to the unique geometry of the cerebellum, especially near the midline, 2D MEMRI images can be acquired from a relatively thick slice by averaging through areas of uniform morphology and cytoarchitecture to produce very high-resolution visualization of sagittal planes. In such images, MEMRI hyperintensity is uniform in thickness throughout the anterior-posterior axis of sagittal sections and is centrally located in the cerebellar cortex. These signal features suggested that the Purkinje cell layer, which houses the cell bodies of the Purkinje cells and the Bergmann glia, is the source of hyperintensity. Despite this circumstantial evidence, the cellular source of MRI contrast has been difficult to define. In this study, we quantified the effects of selective ablation of Purkinje cells or Bergmann glia on cerebellar MEMRI signal to determine whether signal could be assigned to one cell type. We found that the Purkinje cells, not the Bergmann glia, are the primary of source of the enhancement in the Purkinje cell layer. This cell-ablation strategy should be useful for determining the cell specificity of other MRI contrast mechanisms.
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Affiliation(s)
- Harikrishna Rallapalli
- Department of Radiology, NYU Langone Radiology - Center for Biomedical Imaging, New York University School of Medicine, 660 First Avenue, New York, NY 10016, United States; National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, United States
| | - N Sumru Bayin
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, United States; Gurdon Institute, University of Cambridge, UK; Department of Physiology, Development and Neuroscience, University of Cambridge, UK
| | - Hannah Goldman
- Department of Radiology, NYU Langone Radiology - Center for Biomedical Imaging, New York University School of Medicine, 660 First Avenue, New York, NY 10016, United States
| | - Dragan Maric
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, United States
| | - Brian J Nieman
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Canada; Translational Medicine, The Hospital for Sick Children, Toronto, Canada; Medical Biophysics, University of Toronto, Toronto, Canada; Ontario Institute for Cancer Research, Toronto, Canada
| | - Alan P Koretsky
- National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, United States
| | - Alexandra L Joyner
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, United States
| | - Daniel H Turnbull
- Department of Radiology, NYU Langone Radiology - Center for Biomedical Imaging, New York University School of Medicine, 660 First Avenue, New York, NY 10016, United States.
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2
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Arefin TM, Lee CH, Liang Z, Rallapalli H, Wadghiri YZ, Turnbull DH, Zhang J. Towards reliable reconstruction of the mouse brain corticothalamic connectivity using diffusion MRI. Neuroimage 2023; 273:120111. [PMID: 37060936 PMCID: PMC10149621 DOI: 10.1016/j.neuroimage.2023.120111] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 03/29/2023] [Accepted: 04/12/2023] [Indexed: 04/17/2023] Open
Abstract
Diffusion magnetic resonance imaging (dMRI) tractography has yielded intriguing insights into brain circuits and their relationship to behavior in response to gene mutations or neurological diseases across a number of species. Still, existing tractography approaches suffer from limited sensitivity and specificity, leading to uncertain interpretation of the reconstructed connections. Hence, in this study, we aimed to optimize the imaging and computational pipeline to achieve the best possible spatial overlaps between the tractography and tracer-based axonal projection maps within the mouse brain corticothalamic network. We developed a dMRI-based atlas of the mouse forebrain with structural labels imported from the Allen Mouse Brain Atlas (AMBA). Using the atlas and dMRI tractography, we first reconstructed detailed node-to-node mouse brain corticothalamic structural connectivity matrices using different imaging and tractography parameters. We then investigated the effects of each condition for accurate reconstruction of the corticothalamic projections by quantifying the similarities between the tractography and the tracer data from the Allen Mouse Brain Connectivity Atlas (AMBCA). Our results suggest that these parameters significantly affect tractography outcomes and our atlas can be used to investigate macroscopic structural connectivity in the mouse brain. Furthermore, tractography in mouse brain gray matter still face challenges and need improved imaging and tractography methods.
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Affiliation(s)
- Tanzil Mahmud Arefin
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States; Center for Neurotechnology in Mental Health Research, Department of Biomedical Engineering, The Pennsylvania State University, University Park, PA, United States
| | - Choong Heon Lee
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States
| | - Zifei Liang
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States
| | - Harikrishna Rallapalli
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States
| | - Youssef Z Wadghiri
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States
| | - Daniel H Turnbull
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States
| | - Jiangyang Zhang
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York City, NY, United States.
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3
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Aristizábal O, Qiu Z, Gallego E, Aristizábal M, Mamou J, Wang Y, Ketterling JA, Turnbull DH. Longitudinal in Utero Analysis of Engrailed-1 Knockout Mouse Embryonic Phenotypes Using High-Frequency Ultrasound. Ultrasound Med Biol 2023; 49:356-367. [PMID: 36283941 PMCID: PMC9712241 DOI: 10.1016/j.ultrasmedbio.2022.09.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 09/08/2022] [Accepted: 09/11/2022] [Indexed: 06/16/2023]
Abstract
Large-scale international efforts to generate and analyze loss-of-function mutations in each of the approximately 20,000 protein-encoding gene mutations are ongoing using the "knockout" mouse as a model organism. Because one-third of gene knockouts are expected to result in embryonic lethality, it is important to develop non-invasive in utero imaging methods to detect and monitor mutant phenotypes in mouse embryos. We describe the utility of 3-D high-frequency (40-MHz) ultrasound (HFU) for longitudinal in utero imaging of mouse embryos between embryonic days (E) 11.5 and E14.5, which represent critical stages of brain and organ development. Engrailed-1 knockout (En1-ko) mouse embryos and their normal control littermates were imaged with HFU in 3-D, enabling visualization of morphological phenotypes in the developing brains, limbs and heads of the En1-ko embryos. Recently developed deep learning approaches were used to automatically segment the embryonic brain ventricles and bodies from the 3-D HFU images, allowing quantitative volumetric analyses of the En1-ko brain phenotypes. Taken together, these results show great promise for the application of longitudinal 3-D HFU to analyze knockout mouse embryos in utero.
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Affiliation(s)
- Orlando Aristizábal
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Ziming Qiu
- Department of Electrical and Computer Engineering, New York University Tandon School of Engineering, New York, New York, USA
| | - Estefania Gallego
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Matias Aristizábal
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Jonathan Mamou
- Department of Radiology, Weill Cornell Medicine, New York, New York, USA
| | - Yao Wang
- Department of Electrical and Computer Engineering, New York University Tandon School of Engineering, New York, New York, USA
| | | | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA.
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4
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Qiu Z, Xu T, Langerman J, Das W, Wang C, Nair N, Aristizabal O, Mamou J, Turnbull DH, Ketterling JA, Wang Y. A Deep Learning Approach for Segmentation, Classification, and Visualization of 3-D High-Frequency Ultrasound Images of Mouse Embryos. IEEE Trans Ultrason Ferroelectr Freq Control 2021; 68:2460-2471. [PMID: 33755564 PMCID: PMC8274381 DOI: 10.1109/tuffc.2021.3068156] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Segmentation and mutant classification of high-frequency ultrasound (HFU) mouse embryo brain ventricle (BV) and body images can provide valuable information for developmental biologists. However, manual segmentation and identification of BV and body requires substantial time and expertise. This article proposes an accurate, efficient and explainable deep learning pipeline for automatic segmentation and classification of the BV and body. For segmentation, a two-stage framework is implemented. The first stage produces a low-resolution segmentation map, which is then used to crop a region of interest (ROI) around the target object and serve as the probability map of the autocontext input for the second-stage fine-resolution refinement network. The segmentation then becomes tractable on high-resolution 3-D images without time-consuming sliding windows. The proposed segmentation method significantly reduces inference time (102.36-0.09 s/volume ≈ 1000× faster) while maintaining high accuracy comparable to previous sliding-window approaches. Based on the BV and body segmentation map, a volumetric convolutional neural network (CNN) is trained to perform a mutant classification task. Through backpropagating the gradients of the predictions to the input BV and body segmentation map, the trained classifier is found to largely focus on the region where the Engrailed-1 (En1) mutation phenotype is known to manifest itself. This suggests that gradient backpropagation of deep learning classifiers may provide a powerful tool for automatically detecting unknown phenotypes associated with a known genetic mutation.
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Rallapalli H, Darwin BC, Toro-Montoya E, Lerch JP, Turnbull DH. Longitudinal MEMRI analysis of brain phenotypes in a mouse model of Niemann-Pick Type C disease. Neuroimage 2020; 217:116894. [PMID: 32417449 PMCID: PMC7443857 DOI: 10.1016/j.neuroimage.2020.116894] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 04/23/2020] [Accepted: 04/28/2020] [Indexed: 11/15/2022] Open
Abstract
Niemann-Pick Type C (NPC) is a rare genetic disorder characterized by progressive cell death in various tissues, particularly in the cerebellar Purkinje cells, with no known cure. Mouse models for human NPC have been generated and characterized histologically, behaviorally, and using longitudinal magnetic resonance imaging (MRI). Previous imaging studies revealed significant brain volume differences between mutant and wild-type animals, but stopped short of making volumetric comparisons of the cerebellar sub-regions. In this study, we present longitudinal manganese-enhanced MRI (MEMRI) data from cohorts of wild-type, heterozygote carrier, and homozygote mutant NPC mice, as well as deformation-based morphometry (DBM) driven brain volume comparisons across genotypes, including the cerebellar cortex, white matter, and nuclei. We also present the first comparisons of MEMRI signal intensities, reflecting brain and cerebellum sub-regional Mn2+-uptake over time and across genotypes.
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Affiliation(s)
- Harikrishna Rallapalli
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University School of Medicine, New York, NY, USA; Biomedical Imaging & Technology Graduate Program, New York University School of Medicine, USA
| | - Benjamin C Darwin
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Canada
| | - Estefania Toro-Montoya
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University School of Medicine, New York, NY, USA
| | - Jason P Lerch
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University School of Medicine, New York, NY, USA; Biomedical Imaging & Technology Graduate Program, New York University School of Medicine, USA.
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6
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Xu T, Qiu Z, Das W, Wang C, Langerman J, Nair N, Aristizábal O, Mamou J, Turnbull DH, Ketterling JA, Wang Y. DEEP MOUSE: AN END-TO-END AUTO-CONTEXT REFINEMENT FRAMEWORK FOR BRAIN VENTRICLE & BODY SEGMENTATION IN EMBRYONIC MICE ULTRASOUND VOLUMES. Proc IEEE Int Symp Biomed Imaging 2020; 2020:122-126. [PMID: 33381278 PMCID: PMC7768981 DOI: 10.1109/isbi45749.2020.9098387] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The segmentation of the brain ventricle (BV) and body in embryonic mice high-frequency ultrasound (HFU) volumes can provide useful information for biological researchers. However, manual segmentation of the BV and body requires substantial time and expertise. This work proposes a novel deep learning based end-to-end auto-context refinement framework, consisting of two stages. The first stage produces a low resolution segmentation of the BV and body simultaneously. The resulting probability map for each object (BV or body) is then used to crop a region of interest (ROI) around the target object in both the original image and the probability map to provide context to the refinement segmentation network. Joint training of the two stages provides significant improvement in Dice Similarity Coefficient (DSC) over using only the first stage (0.818 to 0.906 for the BV, and 0.919 to 0.934 for the body). The proposed method significantly reduces the inference time (102.36 to 0.09 s/volume ≈1000x faster) while slightly improves the segmentation accuracy over the previous methods using slide-window approaches.
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Affiliation(s)
- Tongda Xu
- Department of Electrical and Computer Engineering, New York University, New York, USA
| | - Ziming Qiu
- Department of Electrical and Computer Engineering, New York University, New York, USA
| | | | - Chuiyu Wang
- School of Electronic and Information Engineering, Beihang University, Beijing, China
| | - Jack Langerman
- Department of Computer Science, New York University, New York, USA
| | - Nitin Nair
- Department of Electrical and Computer Engineering, New York University, New York, USA
| | - Orlando Aristizábal
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
- Skirball Institute of Biomolecular Medicine, New York University, New York, USA
| | - Jonathan Mamou
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University, New York, USA
| | - Jeffrey A Ketterling
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
| | - Yao Wang
- Department of Electrical and Computer Engineering, New York University, New York, USA
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7
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Rallapalli H, Tan IL, Volkova E, Wojcinski A, Darwin BC, Lerch JP, Joyner AL, Turnbull DH. MEMRI-based imaging pipeline for guiding preclinical studies in mouse models of sporadic medulloblastoma. Magn Reson Med 2019; 83:214-227. [PMID: 31403226 DOI: 10.1002/mrm.27904] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Revised: 06/20/2019] [Accepted: 06/24/2019] [Indexed: 01/07/2023]
Abstract
PURPOSE Genetically engineered mouse models of sporadic cancers are critical for studying tumor biology and for preclinical testing of therapeutics. We present an MRI-based pipeline designed to produce high resolution, quantitative information about tumor progression and response to novel therapies in mouse models of medulloblastoma (MB). METHODS Sporadic MB was modeled in mice by inducing expression of an activated form of the Smoothened gene (aSmo) in a small number of cerebellar granule cell precursors. aSmo mice were imaged and analyzed at defined time-points using a 3D manganese-enhanced MRI-based pipeline optimized for high-throughput. RESULTS A semi-automated segmentation protocol was established that estimates tumor volume in a time-frame compatible with a high-throughput pipeline. Both an empirical, volume-based classifier and a linear discriminant analysis-based classifier were tested to distinguish progressing from nonprogressing lesions at early stages of tumorigenesis. Tumor centroids measured at early stages revealed that there is a very specific location of the probable origin of the aSmo MB tumors. The efficacy of the manganese-enhanced MRI pipeline was demonstrated with a small-scale experimental drug trial designed to reduce the number of tumor associated macrophages and microglia. CONCLUSION Our results revealed a high level of heterogeneity between tumors within and between aSmo MB models, indicating that meaningful studies of sporadic tumor progression and response to therapy could not be conducted without an imaging-based pipeline approach.
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Affiliation(s)
- Harikrishna Rallapalli
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York.,Department of Radiology, New York University School of Medicine, New York, New York.,Biomedical Imaging Graduate Program, New York University School of Medicine, New York, New York
| | - I-Li Tan
- Developmental Biology Program, Sloan Kettering Institute, New York, New York.,Biochemistry, Cell and Molecular Biology Program, Weill Graduate School of Medical Sciences of Cornell University, New York, New York
| | - Eugenia Volkova
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York
| | - Alexandre Wojcinski
- Developmental Biology Program, Sloan Kettering Institute, New York, New York
| | - Benjamin C Darwin
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Jason P Lerch
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada.,Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Alexandra L Joyner
- Developmental Biology Program, Sloan Kettering Institute, New York, New York.,Biochemistry, Cell and Molecular Biology Program, Weill Graduate School of Medical Sciences of Cornell University, New York, New York
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York.,Department of Radiology, New York University School of Medicine, New York, New York.,Biomedical Imaging Graduate Program, New York University School of Medicine, New York, New York
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8
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Lawton AK, Engstrom T, Rohrbach D, Omura M, Turnbull DH, Mamou J, Zhang T, Schwarz JM, Joyner AL. Cerebellar folding is initiated by mechanical constraints on a fluid-like layer without a cellular pre-pattern. eLife 2019; 8:e45019. [PMID: 30990415 PMCID: PMC6467563 DOI: 10.7554/elife.45019] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2019] [Accepted: 03/30/2019] [Indexed: 12/28/2022] Open
Abstract
Models based in differential expansion of elastic material, axonal constraints, directed growth, or multi-phasic combinations have been proposed to explain brain folding. However, the cellular and physical processes present during folding have not been defined. We used the murine cerebellum to challenge folding models with in vivo data. We show that at folding initiation differential expansion is created by the outer layer of proliferating progenitors expanding faster than the core. However, the stiffness differential, compressive forces, and emergent thickness variations required by elastic material models are not present. We find that folding occurs without an obvious cellular pre-pattern, that the outer layer expansion is uniform and fluid-like, and that the cerebellum is under radial and circumferential constraints. Lastly, we find that a multi-phase model incorporating differential expansion of a fluid outer layer and radial and circumferential constraints approximates the in vivo shape evolution observed during initiation of cerebellar folding.
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Affiliation(s)
- Andrew K Lawton
- Developmental Biology ProgramSloan Kettering InstituteNew YorkUnited States
| | - Tyler Engstrom
- Department of PhysicsSyracuse UniversitySyracuseUnited States
| | - Daniel Rohrbach
- Lizzi Center for Biomedical EngineeringRiverside ResearchNew YorkUnited States
| | - Masaaki Omura
- Lizzi Center for Biomedical EngineeringRiverside ResearchNew YorkUnited States
- Department of Radiology, Skirball Institute of Biomolecular MedicineNYU School of MedicineNew YorkUnited States
- Graduate School of Science and EngineeringChiba UniversityChibaJapan
| | - Daniel H Turnbull
- Department of Radiology, Skirball Institute of Biomolecular MedicineNYU School of MedicineNew YorkUnited States
| | - Jonathan Mamou
- Lizzi Center for Biomedical EngineeringRiverside ResearchNew YorkUnited States
| | - Teng Zhang
- Department of Mechanical & Aerospace EngineeringSyracuse UniversitySyracuseUnited States
| | - J M Schwarz
- Department of PhysicsSyracuse UniversitySyracuseUnited States
| | - Alexandra L Joyner
- Developmental Biology ProgramSloan Kettering InstituteNew YorkUnited States
- Biochemistry, Cell and Molecular Biology Program, Weill Graduate School of Medical SciencesCornell UniversityNew YorkUnited States
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9
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Kuo JW, Qiu Z, Aristizabal O, Mamou J, Turnbull DH, Ketterling J, Wang Y. AUTOMATIC BODY LOCALIZATION AND BRAIN VENTRICLE SEGMENTATION IN 3D HIGH FREQUENCY ULTRASOUND IMAGES OF MOUSE EMBRYOS. Proc IEEE Int Symp Biomed Imaging 2019; 2018:635-639. [PMID: 30906506 DOI: 10.1109/isbi.2018.8363655] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
This paper presents a fully automatic segmentation system for whole-body high-frequency ultrasound (HFU) images of mouse embryos that can simultaneously segment the body contour and the brain ventricles (BVs). Our system first locates a region of interest (ROI), which covers the interior of the uterus, by sub-surface analysis. Then, it segments the ROI into BVs, the body, the amniotic fluid, and the uterine wall, using nested graph cut. Simultaneously multilevel thresholding is applied to the whole-body image to propose candidate BV components. These candidates are further truncated by the embryo mask (body+BVs) to refine the BV candidates. Finally, subsets of all candidate BVs are compared with pre-trained spring models describing valid BV structures, to identify true BV components. The system can segment the body accurately in most cases based on visual inspection, and achieves average Dice similarity coefficient of 0.8924 ± 0.043 for the BVs on 36 HFU image volumes.
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Affiliation(s)
- Jen-Wei Kuo
- Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, USA
| | - Ziming Qiu
- Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, USA
| | - Orlando Aristizabal
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA.,Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, USA
| | - Jonathan Mamou
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, USA
| | - Jeffrey Ketterling
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
| | - Yao Wang
- Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, USA
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10
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Qiu Z, Langerman J, Nair N, Aristizabal O, Mamou J, Turnbull DH, Ketterling J, Wang Y. DEEP BV: A FULLY AUTOMATED SYSTEM FOR BRAIN VENTRICLE LOCALIZATION AND SEGMENTATION IN 3D ULTRASOUND IMAGES OF EMBRYONIC MICE. IEEE Signal Process Med Biol Symp 2018; 2018:10.1109/SPMB.2018.8615610. [PMID: 30911672 PMCID: PMC6429562 DOI: 10.1109/spmb.2018.8615610] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Volumetric analysis of brain ventricle (BV) structure is a key tool in the study of central nervous system development in embryonic mice. High-frequency ultrasound (HFU) is the only non-invasive, real-time modality available for rapid volumetric imaging of embryos in utero. However, manual segmentation of the BV from HFU volumes is tedious, time-consuming, and requires specialized expertise. In this paper, we propose a novel deep learning based BV segmentation system for whole-body HFU images of mouse embryos. Our fully automated system consists of two modules: localization and segmentation. It first applies a volumetric convolutional neural network on a 3D sliding window over the entire volume to identify a 3D bounding box containing the entire BV. It then employs a fully convolutional network to segment the detected bounding box into BV and background. The system achieves a Dice Similarity Coefficient (DSC) of 0.8956 for BV segmentation on an unseen 111 HFU volume test set surpassing the previous state-of-the-art method (DSC of 0.7119) by a margin of 25%.
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Affiliation(s)
- Ziming Qiu
- Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, USA
| | - Jack Langerman
- Computer Science, Tandon School of Engineering, New York University, Brooklyn, USA
| | - Nitin Nair
- Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, USA
| | - Orlando Aristizabal
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, USA
| | - Jonathan Mamou
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, USA
| | - Jeffrey Ketterling
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research, New York, USA
| | - Yao Wang
- Electrical and Computer Engineering, Tandon School of Engineering, New York University, Brooklyn, USA
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11
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Abstract
Genetically engineered mouse models are used extensively as models of human development and developmental diseases. Conventional histological approaches are static and two-dimensional, and do not provide a full understanding of the dynamic, spatiotemporal changes in developing mouse embryos. Magnetic resonance imaging (MRI) offers a noninvasive and longitudinal approach for three-dimensional in utero imaging of normal and mutant mouse embryos. In this chapter, we describe MRI approaches that have been developed for imaging the living embryonic mouse brain and vasculature. Details are provided on the animal preparation and setup, MRI equipment, acquisition and reconstruction methods that have been found to be most useful for in utero MRI, including examples of applications to fetal mouse neuroimaging.
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Affiliation(s)
- Jiangyang Zhang
- Department of Radiology, Bernard and Irene Schwartz Center for Biomedical Imaging, New York University (NYU) School of Medicine, New York, NY, USA
| | - Dan Wu
- Department of Radiology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Daniel H Turnbull
- Department of Radiology, Bernard and Irene Schwartz Center for Biomedical Imaging, New York University (NYU) School of Medicine, New York, NY, USA. .,Department of Pathology, NYU School of Medicine, New York, NY, USA. .,Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, NYU School of Medicine, New York, NY, USA.
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12
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Suero-Abreu GA, Aristizábal O, Bartelle BB, Volkova E, Rodríguez JJ, Turnbull DH. Multimodal Genetic Approach for Molecular Imaging of Vasculature in a Mouse Model of Melanoma. Mol Imaging Biol 2016; 19:203-214. [PMID: 27677887 DOI: 10.1007/s11307-016-1006-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
PURPOSE In this study, we evaluated a genetic approach for in vivo multimodal molecular imaging of vasculature in a mouse model of melanoma. PROCEDURES We used a novel transgenic mouse, Ts-Biotag, that genetically biotinylates vascular endothelial cells. After inoculating these mice with B16 melanoma cells, we selectively targeted endothelial cells with (strept)avidinated contrast agents to achieve multimodal contrast enhancement of Tie2-expressing blood vessels during tumor progression. RESULTS This genetic targeting system provided selective labeling of tumor vasculature and showed in vivo binding of avidinated probes with high specificity and sensitivity using microscopy, near infrared, ultrasound, and magnetic resonance imaging. We further demonstrated the feasibility of conducting longitudinal three-dimensional (3D) targeted imaging studies to dynamically assess changes in vascular Tie2 from early to advanced tumor stages. CONCLUSIONS Our results validated the Ts-Biotag mouse as a multimodal targeted imaging system with the potential to provide spatio-temporal information about dynamic changes in vasculature during tumor progression.
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Affiliation(s)
- Giselle A Suero-Abreu
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine (NYUSoM), 540 First Ave, New York, NY, 10016, USA
- Biomedical Imaging Graduate Program, NYUSoM, New York, NY, USA
- Department of Radiology, NYUSoM, New York, NY, USA
| | - Orlando Aristizábal
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine (NYUSoM), 540 First Ave, New York, NY, 10016, USA
| | - Benjamin B Bartelle
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine (NYUSoM), 540 First Ave, New York, NY, 10016, USA
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Eugenia Volkova
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine (NYUSoM), 540 First Ave, New York, NY, 10016, USA
| | - Joe J Rodríguez
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine (NYUSoM), 540 First Ave, New York, NY, 10016, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine (NYUSoM), 540 First Ave, New York, NY, 10016, USA.
- Biomedical Imaging Graduate Program, NYUSoM, New York, NY, USA.
- Department of Radiology, NYUSoM, New York, NY, USA.
- Department of Pathology, NYUSoM, New York, NY, USA.
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13
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Leffler SR, Legué E, Aristizábal O, Joyner AL, Peskin CS, Turnbull DH. A Mathematical Model of Granule Cell Generation During Mouse Cerebellum Development. Bull Math Biol 2016; 78:859-78. [PMID: 27125657 DOI: 10.1007/s11538-016-0163-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2015] [Accepted: 03/29/2016] [Indexed: 01/29/2023]
Abstract
Determining the cellular basis of brain growth is an important problem in developmental neurobiology. In the mammalian brain, the cerebellum is particularly amenable to studies of growth because it contains only a few cell types, including the granule cells, which are the most numerous neuronal subtype. Furthermore, in the mouse cerebellum granule cells are generated from granule cell precursors (gcps) in the external granule layer (EGL), from 1 day before birth until about 2 weeks of age. The complexity of the underlying cellular processes (multiple cell behaviors, three spatial dimensions, time-dependent changes) requires a quantitative framework to be fully understood. In this paper, a differential equation-based model is presented, which can be used to estimate temporal changes in granule cell numbers in the EGL. The model includes the proliferation of gcps and their differentiation into granule cells, as well as the process by which granule cells leave the EGL. Parameters describing these biological processes were derived from fitting the model to histological data. This mathematical model should be useful for understanding altered gcp and granule cell behaviors in mouse mutants with abnormal cerebellar development and cerebellar cancers.
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Affiliation(s)
- Shoshana R Leffler
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY, 10016, USA.,Developmental Genetics Graduate Program, NYU School of Medicine, New York, NY, USA
| | - Emilie Legué
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Orlando Aristizábal
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY, 10016, USA
| | - Alexandra L Joyner
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Charles S Peskin
- Courant Institute of Mathematical Sciences, New York University, 251 Mercer Street, New York, NY, 10012, USA.
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY, 10016, USA. .,Developmental Genetics Graduate Program, NYU School of Medicine, New York, NY, USA. .,Departments of Radiology and Pathology, NYU School of Medicine, New York, NY, USA.
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14
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Abstract
The mouse is the mammalian model of choice for investigating cardiovascular biology, given our ability to manipulate it by genetic, pharmacologic, mechanical, and environmental means. Imaging is an important approach to phenotyping both function and structure of cardiac and vascular components. This review details commonly used imaging approaches, with a focus on echocardiography and magnetic resonance imaging and brief overviews of other imaging modalities. We also briefly outline emerging imaging approaches but caution that reliability and validity data may be lacking.
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Affiliation(s)
- Colin K L Phoon
- Division of Pediatric Cardiology, Department of Pediatrics, New York University School of Medicine, New York, New York
| | - Daniel H Turnbull
- Departments of Radiology and Pathology, New York University School of Medicine, New York, New York.,Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York
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15
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Suero-Abreu GA, Praveen Raju G, Aristizábal O, Volkova E, Wojcinski A, Houston EJ, Pham D, Szulc KU, Colon D, Joyner AL, Turnbull DH. In vivo Mn-enhanced MRI for early tumor detection and growth rate analysis in a mouse medulloblastoma model. Neoplasia 2015; 16:993-1006. [PMID: 25499213 PMCID: PMC4309249 DOI: 10.1016/j.neo.2014.10.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2014] [Revised: 09/25/2014] [Accepted: 10/01/2014] [Indexed: 12/03/2022] Open
Abstract
Mouse models have increased our understanding of the pathogenesis of medulloblastoma (MB), the most common malignant pediatric brain tumor that often forms in the cerebellum. A major goal of ongoing research is to better understand the early stages of tumorigenesis and to establish the genetic and environmental changes that underlie MB initiation and growth. However, studies of MB progression in mouse models are difficult due to the heterogeneity of tumor onset times and growth patterns and the lack of clinical symptoms at early stages. Magnetic resonance imaging (MRI) is critical for noninvasive, longitudinal, three-dimensional (3D) brain tumor imaging in the clinic but is limited in resolution and sensitivity for imaging early MBs in mice. In this study, high-resolution (100 μm in 2 hours) and high-throughput (150 μm in 15 minutes) manganese-enhanced MRI (MEMRI) protocols were optimized for early detection and monitoring of MBs in a Patched-1 (Ptch1) conditional knockout (CKO) model. The high tissue contrast obtained with MEMRI revealed detailed cerebellar morphology and enabled detection of MBs over a wide range of stages including pretumoral lesions as early as 2 to 3 weeks postnatal with volumes close to 0.1 mm3. Furthermore, longitudinal MEMRI allowed noninvasive monitoring of tumors and demonstrated that lesions within and between individuals have different tumorigenic potentials. 3D volumetric studies allowed quantitative analysis of MB tumor morphology and growth rates in individual Ptch1-CKO mice. These results show that MEMRI provides a powerful method for early in vivo detection and longitudinal imaging of MB progression in the mouse brain.
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Affiliation(s)
- Giselle A Suero-Abreu
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA
| | - G Praveen Raju
- Developmental Biology Department, Memorial Sloan-Kettering Cancer Center, New York, NY, USA; Department of Pediatrics, Weill Cornell Medical College, New York, NY, USA
| | - Orlando Aristizábal
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA
| | - Eugenia Volkova
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA
| | - Alexandre Wojcinski
- Developmental Biology Department, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Edward J Houston
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA
| | - Diane Pham
- Department of Pediatrics, Weill Cornell Medical College, New York, NY, USA
| | - Kamila U Szulc
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA
| | - Daniel Colon
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA
| | - Alexandra L Joyner
- Developmental Biology Department, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine and Department of Radiology, NYU School of Medicine, New York, NY, USA.
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16
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Deans AE, Wadghiri YZ, Aristizábal O, Turnbull DH. 3D mapping of neuronal migration in the embryonic mouse brain with magnetic resonance microimaging. Neuroimage 2015; 114:303-10. [PMID: 25869862 DOI: 10.1016/j.neuroimage.2015.04.010] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2014] [Revised: 03/30/2015] [Accepted: 04/03/2015] [Indexed: 10/23/2022] Open
Abstract
A prominent feature of the developing mammalian brain is the widespread migration of neural progenitor (NP) cells during embryogenesis. A striking example is provided by NP cells born in the ventral forebrain of mid-gestation stage mice, which subsequently migrate long distances to their final positions in the cortex and olfactory bulb. Previous studies have used two-dimensional histological methods, making it difficult to analyze three-dimensional (3D) migration patterns. Unlike histology, magnetic resonance microimaging (micro-MRI) is a non-destructive, quantitative and inherently 3D imaging method for analyzing mouse embryos. To allow mapping of migrating NP cells with micro-MRI, cells were labeled in situ in the medial (MGE) and lateral (LGE) ganglionic eminences, using targeted in utero ultrasound-guided injection of micron-sized particles of iron-oxide (MPIO). Ex vivo micro-MRI and histology were then performed 5-6days after injection, demonstrating that the MPIO had magnetically labeled the migrating NP populations, which enabled 3D visualization and automated segmentation of the labeled cells. This approach was used to analyze the distinct patterns of migration from the MGE and LGE, and to construct rostral-caudal migration maps from each progenitor region. Furthermore, abnormal migratory phenotypes were observed in Nkx2.1(-/-) embryos, most notably a significant increase in cortical neurons derived from the Nkx2.1(-/-) LGE. Taken together, these results demonstrate that MPIO labeling and micro-MRI provide an efficient and powerful approach for analyzing 3D cell migration patterns in the normal and mutant mouse embryonic brain.
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Affiliation(s)
- Abby E Deans
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA
| | - Youssef Zaim Wadghiri
- Department of Radiology, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA
| | - Orlando Aristizábal
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA; Department of Radiology, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA; Department of Pathology, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA.
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17
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Szulc KU, Lerch JP, Nieman BJ, Bartelle BB, Friedel M, Suero-Abreu GA, Watson C, Joyner AL, Turnbull DH. 4D MEMRI atlas of neonatal FVB/N mouse brain development. Neuroimage 2015; 118:49-62. [PMID: 26037053 DOI: 10.1016/j.neuroimage.2015.05.029] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2014] [Revised: 05/11/2015] [Accepted: 05/13/2015] [Indexed: 11/19/2022] Open
Abstract
The widespread use of the mouse as a model system to study brain development has created the need for noninvasive neuroimaging methods that can be applied to early postnatal mice. The goal of this study was to optimize in vivo three- (3D) and four-dimensional (4D) manganese (Mn)-enhanced MRI (MEMRI) approaches for acquiring and analyzing data from the developing mouse brain. The combination of custom, stage-dependent holders and self-gated (motion-correcting) 3D MRI sequences enabled the acquisition of high-resolution (100-μm isotropic), motion artifact-free brain images with a high level of contrast due to Mn-enhancement of numerous brain regions and nuclei. We acquired high-quality longitudinal brain images from two groups of FVB/N strain mice, six mice per group, each mouse imaged on alternate odd or even days (6 3D MEMRI images at each day) covering the developmental stages between postnatal days 1 to 11. The effects of Mn-exposure, anesthesia and MRI were assessed, showing small but significant transient effects on body weight and brain volume, which recovered with time and did not result in significant morphological differences when compared to controls. Metrics derived from deformation-based morphometry (DBM) were used for quantitative analysis of changes in volume and position of a number of brain regions. The cerebellum, a brain region undergoing significant changes in size and patterning at early postnatal stages, was analyzed in detail to demonstrate the spatiotemporal characterization made possible by this new atlas of mouse brain development. These results show that MEMRI is a powerful tool for quantitative analysis of mouse brain development, with great potential for in vivo phenotype analysis in mouse models of neurodevelopmental diseases.
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Affiliation(s)
- Kamila U Szulc
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA; Biomedical Imaging, New York University School of Medicine, New York, NY, USA
| | - Jason P Lerch
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Brian J Nieman
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada; Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada; Ontario Institute for Cancer Research, Toronto, ON, Canada
| | - Benjamin B Bartelle
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA; Molecular Biophysics Graduate Programs, New York University School of Medicine, New York, NY, USA
| | - Miriam Friedel
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada
| | - Giselle A Suero-Abreu
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA; Biomedical Imaging, New York University School of Medicine, New York, NY, USA
| | - Charles Watson
- Health Sciences, Curtin University, Perth, Western Australia, Australia
| | - Alexandra L Joyner
- Developmental Biology Program, Sloan-Kettering Institute, New York, NY, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA; Biomedical Imaging, New York University School of Medicine, New York, NY, USA; Molecular Biophysics Graduate Programs, New York University School of Medicine, New York, NY, USA; Department of Radiology, New York University School of Medicine, New York, NY, USA; Department of Pathology, New York University School of Medicine, New York, NY, USA.
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18
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Bartelle BB, Mana MD, Suero-Abreu GA, Rodriguez JJ, Turnbull DH. Engineering an effective Mn-binding MRI reporter protein by subcellular targeting. Magn Reson Med 2014; 74:1750-7. [PMID: 25522343 DOI: 10.1002/mrm.25566] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2014] [Revised: 10/24/2014] [Accepted: 11/17/2014] [Indexed: 12/23/2022]
Abstract
PURPOSE Manganese (Mn) is an effective contrast agent and biologically active metal, which has been widely used for Mn-enhanced MRI (MEMRI). The purpose of this study was to develop and test a Mn binding protein for use as a genetic reporter for MEMRI. METHODS The bacterial Mn-binding protein, MntR was identified as a candidate reporter protein. MntR was engineered for expression in mammalian cells, and targeted to different subcellular organelles, including the Golgi Apparatus where cellular Mn is enriched. Transfected HEK293 cells and B16 melanoma cells were tested in vitro and in vivo, using immunocytochemistry, MR imaging and relaxometry. RESULTS Subcellular targeting of MntR to the cytosol, endoplasmic reticulum and Golgi apparatus was verified with immunocytochemistry. After targeting to the Golgi, MntR expression produced robust R1 changes and T1 contrast in cells, in vitro and in vivo. Co-expression with the divalent metal transporter DMT1, a previously described Mn-based reporter, further enhanced contrast in B16 cells in culture, but in the in vivo B16 tumor model tested was not significantly better than MntR alone. CONCLUSION This second-generation reporter system both expands the capabilities of genetically encoded reporters for imaging with MEMRI and provides important insights into the mechanisms of Mn biology which create endogenous MEMRI contrast.
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Affiliation(s)
- Benjamin B Bartelle
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA.,Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Miyeko D Mana
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA.,Koch Institute of Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Giselle A Suero-Abreu
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
| | - Joe J Rodriguez
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
| | - Daniel H Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA.,Departments of Radiology and Pathology, New York University School of Medicine, New York, New York, USA
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19
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Aristizábal O, Mamou J, Ketterling JA, Turnbull DH. High-throughput, high-frequency 3-D ultrasound for in utero analysis of embryonic mouse brain development. Ultrasound Med Biol 2013; 39:2321-32. [PMID: 24035625 PMCID: PMC3834109 DOI: 10.1016/j.ultrasmedbio.2013.06.015] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2013] [Revised: 06/21/2013] [Accepted: 06/30/2013] [Indexed: 05/05/2023]
Abstract
With the emergence of the mouse as the predominant model system for studying mammalian brain development, in utero imaging methods are urgently required to analyze the dynamics of brain growth and patterning in mouse embryos. To address this need, we combined synthetic focusing with a high-frequency (38-MHz) annular-array ultrasound imaging system for extended depth-of-field, coded excitation for improved penetration and respiratory-gated transmit/receive. This combination allowed non-invasive in utero acquisition of motion-free 3-D data from individual embryos in approximately 2 min, and data from four or more embryos in a pregnant mouse in less than 30 min. Data were acquired from 148 embryos spanning 5 d of early to mid-gestational stages of brain development. The results indicated that brain anatomy and cerebral vasculature can be imaged with this system and that quantitative analyses of segmented cerebral ventricles can be used to characterize volumetric changes associated with mouse brain development.
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Affiliation(s)
- Orlando Aristizábal
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA
- Department of Radiology, New York University School of Medicine, New York, NY, USA
- Lizzi Center for Biomedical Engineering, Riverside Research, New York, NY, USA
| | - Jonathan Mamou
- Lizzi Center for Biomedical Engineering, Riverside Research, New York, NY, USA
| | - Jeffrey A. Ketterling
- Lizzi Center for Biomedical Engineering, Riverside Research, New York, NY, USA
- Correspondence to: Jeffrey A. Ketterling, PhD, Lizzi Center for Biomedical Engineering, Riverside Research, 156 William Street, New York, NY, USA 10038, and Daniel H. Turnbull, PhD, Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY, USA 10016, Tel: (212) 263-7262, Fax: (212) 263-8214,
| | - Daniel H. Turnbull
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA
- Department of Radiology, New York University School of Medicine, New York, NY, USA
- Correspondence to: Jeffrey A. Ketterling, PhD, Lizzi Center for Biomedical Engineering, Riverside Research, 156 William Street, New York, NY, USA 10038, and Daniel H. Turnbull, PhD, Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY, USA 10016, Tel: (212) 263-7262, Fax: (212) 263-8214,
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20
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Szulc KU, Nieman BJ, Houston EJ, Bartelle BB, Lerch JP, Joyner AL, Turnbull DH. MRI analysis of cerebellar and vestibular developmental phenotypes in Gbx2
conditional knockout mice. Magn Reson Med 2013. [DOI: 10.1002/mrm.25068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Kamila U. Szulc
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine, New York; New York USA
- Biomedical Imaging Program; New York University School of Medicine, New York; New York USA
| | - Brian J. Nieman
- Mouse Imaging Centre; Hospital for Sick Children; Toronto Ontario Canada
| | - Edward J. Houston
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine, New York; New York USA
| | - Benjamin B. Bartelle
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine, New York; New York USA
- Molecular Biophysics Graduate Program; New York University School of Medicine, New York; New York USA
| | - Jason P. Lerch
- Mouse Imaging Centre; Hospital for Sick Children; Toronto Ontario Canada
| | - Alexandra L. Joyner
- Developmental Biology Program; Sloan-Kettering Institute, New York; New York USA
| | - Daniel H. Turnbull
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine, New York; New York USA
- Biomedical Imaging Program; New York University School of Medicine, New York; New York USA
- Molecular Biophysics Graduate Program; New York University School of Medicine, New York; New York USA
- Department of Radiology; New York University School of Medicine, New York; New York USA
- Department of Pathology; New York University School of Medicine, New York; New York USA
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21
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Steadman PE, Ellegood J, Szulc KU, Turnbull DH, Joyner AL, Henkelman RM, Lerch JP. Genetic effects on cerebellar structure across mouse models of autism using a magnetic resonance imaging atlas. Autism Res 2013; 7:124-37. [PMID: 24151012 DOI: 10.1002/aur.1344] [Citation(s) in RCA: 107] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2013] [Accepted: 09/17/2013] [Indexed: 12/19/2022]
Abstract
Magnetic resonance imaging (MRI) of autism populations is confounded by the inherent heterogeneity in the individuals' genetics and environment, two factors difficult to control for. Imaging genetic animal models that recapitulate a mutation associated with autism quantify the impact of genetics on brain morphology and mitigate the confounding factors in human studies. Here, we used MRI to image three genetic mouse models with single mutations implicated in autism: Neuroligin-3 R451C knock-in, Methyl-CpG binding protein-2 (MECP2) 308-truncation and integrin β3 homozygous knockout. This study identified the morphological differences specific to the cerebellum, a structure repeatedly linked to autism in human neuroimaging and postmortem studies. To accomplish a comparative analysis, a segmented cerebellum template was created and used to segment each study image. This template delineated 39 different cerebellar structures. For Neuroligin-3 R451C male mutants, the gray (effect size (ES) = 1.94, FDR q = 0.03) and white (ES = 1.84, q = 0.037) matter of crus II lobule and the gray matter of the paraflocculus (ES = 1.45, q = 0.045) were larger in volume. The MECP2 mutant mice had cerebellar volume changes that increased in scope depending on the genotype: hemizygous males to homozygous females. The integrin β3 mutant mouse had a drastically smaller cerebellum than controls with 28 out of 39 cerebellar structures smaller. These imaging results are discussed in relation to repetitive behaviors, sociability, and learning in the context of autism. This work further illuminates the cerebellum's role in autism.
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Affiliation(s)
- Patrick E Steadman
- Mouse Imaging Centre, Hospital for Sick Children, Toronto, Ontario, Canada; Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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22
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Bartelle BB, Szulc KU, Suero-Abreu GA, Rodriguez JJ, Turnbull DH. Divalent metal transporter, DMT1: A novel MRI reporter protein. Magn Reson Med 2013. [DOI: 10.1002/mrm.24948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Benjamin B. Bartelle
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine; New York New York USA
- Molecular Biophysics Graduate Program; New York University School of Medicine; New York New York USA
| | - Kamila U. Szulc
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine; New York New York USA
- Biomedical Imaging Graduate Program; New York University School of Medicine; New York New York USA
| | - Giselle A. Suero-Abreu
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine; New York New York USA
- Biomedical Imaging Graduate Program; New York University School of Medicine; New York New York USA
| | - Joe J. Rodriguez
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine; New York New York USA
| | - Daniel H. Turnbull
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine; New York University School of Medicine; New York New York USA
- Molecular Biophysics Graduate Program; New York University School of Medicine; New York New York USA
- Biomedical Imaging Graduate Program; New York University School of Medicine; New York New York USA
- Department of Radiology; New York University School of Medicine; New York New York USA
- Department of Pathology; New York University School of Medicine; New York New York USA
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23
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Suero-Abreu GA, Raju PB, Pham D, Houston EJ, Joyner AL, Turnbull DH. Abstract 1560: Early tumor detection and characterization of a novel mouse model of Shh-driven medulloblastoma using contrast-enhanced micro-MRI. Cancer Res 2013. [DOI: 10.1158/1538-7445.am2013-1560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: An important translational application of preclinical models is the ability to draw insights into the etiology and molecular pathways altered in cancers. This is especially true for brain tumors since the early stages of disease are rarely detectable in patients and advanced-stage tumors may not accurately reflect the mutations responsible for tumor initiation. Therefore, there is a critical need for sensitive imaging protocols that allow the study of the early stages of tumor formation. In this study we optimized an in vivo high-resolution contrast-enhanced MRI protocol for the early detection and characterization of a novel mouse model of medulloblastoma (MB), the most common pediatric brain tumor which originates in the cerebellum (Cb).
Method: The Patched (Ptc1) mutant mouse is one of the most studied models of MB. In our study we generated a new variant of this model (referred as Ptc1-CKO) by breeding Ptf1acre/+ mice with mice homozygous for a floxed allele of the Ptc1 gene (Ptc1fl/fl). Using this approach, Ptc1 was deleted in less than 1,000 embryonic Ptf1a-expressing granule cell progenitors (GCPs) compared to the extensive mutation of many GCPs seen in many models. Based on our results, tumors in Ptc1-CKO mice likely initiate from a single mutated GCP, and thus better models the clonal origin of sporadic human MBs. Thus, the Ptc1-CKO mouse is an ideal platform to study the early stages of MB tumorigenesis. For in vivo imaging, we used manganese-enhanced MRI (MEMRI) to obtain images 24h after intraperitoneal (IP) injection of a manganese chloride (MnCl2) solution using a 7T micro-MRI system. We acquired three-dimensional (3D) images with a 15-minute and 2-hour protocol for screening and high-resolution images, respectively. Image analysis was performed using AMIRA software. After imaging, tumors were extracted for histological and molecular analysis.
Results: The contrast obtained with our MEMRI protocol showed detailed cerebellar morphology and allowed detection of MBs in Ptc1-CKO mice at different stages. Our in vivo MRI protocol was sensitive enough to detect pre-neoplastic lesions as early as 2 weeks postnatal age (N=22) and was validated with histology (N=12). Furthermore, in vivo longitudinal micro-MRI allowed the noninvasive monitoring of individual pre-neoplastic lesions and showed that individual lesions have different tumorigenic potential. Volumetric studies were performed to analyze tumor morphology and growth rates (N=25), and the advanced phenotypes were correlated with immunohistochemistry. In addition, 3D MRI images were used to guide the dissection of tumor tissue for microarray expression analysis (N=6). Our results show that Shh-driven MBs in Ptc1-CKO mice display at least two distinct imaging and molecular phenotypes, contrary to previous reports that all Shh-driven tumors converge to a common molecular endpoint.
Citation Format: Giselle A. Suero-Abreu, Praveen B. Raju, Diane Pham, Edward J. Houston, Alexandra L. Joyner, Daniel H. Turnbull. Early tumor detection and characterization of a novel mouse model of Shh-driven medulloblastoma using contrast-enhanced micro-MRI. [abstract]. In: Proceedings of the 104th Annual Meeting of the American Association for Cancer Research; 2013 Apr 6-10; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2013;73(8 Suppl):Abstract nr 1560. doi:10.1158/1538-7445.AM2013-1560
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Affiliation(s)
| | - Praveen B. Raju
- 2Department of Pediatrics, Weill Cornell Medical College, New York, NY
| | - Diane Pham
- 2Department of Pediatrics, Weill Cornell Medical College, New York, NY
| | - Edward J. Houston
- 3The Kimmel Center for Biology & Medicine at the Skirball Institute of Biomolecular Medicine, New York University, NY
| | - Alexandra L. Joyner
- 4Developmental Biology Program, Memorial Sloan Kettering Institute, New York, NY
| | - Daniel H. Turnbull
- 3The Kimmel Center for Biology & Medicine at the Skirball Institute of Biomolecular Medicine, New York University, NY
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Szulc KU, Nieman BJ, Houston EJ, Bartelle BB, Lerch JP, Joyner AL, Turnbull DH. MRI analysis of cerebellar and vestibular developmental phenotypes in Gbx2 conditional knockout mice. Magn Reson Med 2013; 70:1707-17. [PMID: 23400959 DOI: 10.1002/mrm.24597] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2012] [Revised: 11/20/2012] [Accepted: 11/21/2012] [Indexed: 12/19/2022]
Abstract
PURPOSE Our aim in this study was to apply three-dimensional MRI methods to analyze early postnatal morphological phenotypes in a Gbx2 conditional knockout (Gbx2-CKO) mouse that has variable midline deletions in the central cerebellum, reminiscent of many human cerebellar hypoplasia syndromes. METHODS In vivo three-dimensional manganese-enhanced MRI at 100-µm isotropic resolution was used to visualize mouse brains between postnatal days 3 and 11, when cerebellum morphology undergoes dramatic changes. Deformation-based morphometry and volumetric analysis of manganese-enhanced MRI images were used to, respectively, detect and quantify morphological phenotypes in Gbx2-CKO mice. Ex vivo micro-MRI was performed after perfusion-fixation with supplemented gadolinium for higher resolution (50-µm) analysis. RESULTS In vivo manganese-enhanced MRI and deformation-based morphometry correctly identified known cerebellar defects in Gbx2-CKO mice, and novel phenotypes were discovered in the deep cerebellar nuclei and the vestibulo-cerebellum, both validated using histology. Ex vivo micro-MRI revealed subtle phenotypes in both the vestibulo-cerebellum and the vestibulo-cochlear organ, providing an interesting example of complementary phenotypes in a sensory organ and its associated brain region. CONCLUSION These results show the potential of three-dimensional MRI for detecting and analyzing developmental defects in mouse models of neurodevelopmental diseases.
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Affiliation(s)
- Kamila U Szulc
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA; Biomedical Imaging Program, New York University School of Medicine, New York, New York, USA
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Parasoglou P, Berrios-Otero CA, Nieman BJ, Turnbull DH. High-resolution MRI of early-stage mouse embryos. NMR Biomed 2013; 26:224-31. [PMID: 22915475 PMCID: PMC3524402 DOI: 10.1002/nbm.2843] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2012] [Revised: 07/19/2012] [Accepted: 07/19/2012] [Indexed: 05/08/2023]
Abstract
Both the availability of methods to manipulate genes and the completion of the mouse genome sequence have led to the generation of thousands of genetically modified mouse lines that provide a new platform for the study of mammalian development and developmental diseases. Phenotyping of mouse embryos has traditionally been performed on fixed embryos by the use of ex vivo histological, optical and high-resolution MRI techniques. Although potentially powerful, longitudinal imaging of individual animals is difficult or impossible with conventional optical methods because of the inaccessibility of mouse embryos inside the maternal uterus. To address this problem, we present a method of imaging the mouse embryo from stages as early as embryonic day (E)10.5, close to the onset of organogenesis in most physiological systems. This method uses a self-gated MRI protocol, combined with image registration, to obtain whole-embryo high-resolution (100 µm isotropic) three-dimensional images. Using this approach, we demonstrate high contrast in the cerebral vasculature, limbs, spine and central nervous system without the use of contrast agents. These results indicate the potential of MRI for the longitudinal imaging of developing mouse embryos in utero and for future applications in analyzing mutant mouse phenotypes.
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Affiliation(s)
- Prodromos Parasoglou
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
- Department of Radiology, New York University School of Medicine, New York, New York, USA
| | - Cesar A Berrios-Otero
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
- Department of Radiology, New York University School of Medicine, New York, New York, USA
| | - Brian J Nieman
- Mouse Imaging Centre, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Daniel H Turnbull
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
- Department of Radiology, New York University School of Medicine, New York, New York, USA
- Correspondence to: Daniel H. Turnbull, PhD, Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY 10016,
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Gruppi F, Liang J, Bartelle BB, Royzen M, Turnbull DH, Canary JW. Supramolecular metal displacement allows on-fluorescence analysis of manganese(II) in living cells. Chem Commun (Camb) 2012; 48:10778-80. [PMID: 23023093 PMCID: PMC3722360 DOI: 10.1039/c2cc34742c] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Due to the importance of Mn(2+) ions in biological processes, it is of growing interest to develop protocols for analysis of Mn(2+) uptake and distribution in cells. A supramolecular metal displacement assay can provide ratiometric fluorescence detection of Mn(2+), allowing for quantitative and longitudinal analysis of Mn(2+) uptake in living cells.
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Affiliation(s)
- Francesca Gruppi
- Department of Chemistry, New York University, New York, NY 10003. Fax: 212-995-4367; Tel: 212-998-8422
| | - Jian Liang
- Department of Chemistry, New York University, New York, NY 10003. Fax: 212-995-4367; Tel: 212-998-8422
| | - Benjamin B. Bartelle
- Kimmel Center for Biology & Medicine at the Skirball Institute of Biomolecular Medicine, and Department of Radiology, New York University School of Medicine, New York, NY 10016
| | - Maksim Royzen
- Department of Chemistry, New York University, New York, NY 10003. Fax: 212-995-4367; Tel: 212-998-8422
| | - Daniel H. Turnbull
- Kimmel Center for Biology & Medicine at the Skirball Institute of Biomolecular Medicine, and Department of Radiology, New York University School of Medicine, New York, NY 10016
| | - James W. Canary
- Department of Chemistry, New York University, New York, NY 10003. Fax: 212-995-4367; Tel: 212-998-8422
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Bartelle BB, Szulc KU, Suero-Abreu GA, Rodriguez JJ, Turnbull DH. Divalent metal transporter, DMT1: a novel MRI reporter protein. Magn Reson Med 2012; 70:842-50. [PMID: 23065715 DOI: 10.1002/mrm.24509] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2012] [Revised: 08/02/2012] [Accepted: 08/31/2012] [Indexed: 12/22/2022]
Abstract
Manganese (Mn)-enhanced MRI (MEMRI) has found a growing number of applications in anatomical and functional imaging in small animals, based on the cellular uptake of Mn ions in the brain, heart, and other organs. Previous studies have relied on endogenous mechanisms of paramagnetic Mn ion uptake and enhancement. To genetically control MEMRI signals, we reverse engineered a major component of the molecular machinery involved in Mn uptake, the divalent metal transporter, DMT1. DMT1 provides positive cellular enhancement in a manner that is highly sensitive and dynamic, allowing greater spatial and temporal resolution for MRI compared to previously proposed MRI reporters such as ferritin. We characterized the MEMRI signal enhancement properties of DMT1-expressing cells, both in vitro and in vivo in mouse models of cancer and brain development. Our results show that DMT1 provides an effective genetic MRI reporter for a wide range of biological and preclinical imaging applications.
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Affiliation(s)
- Benjamin B Bartelle
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA; Molecular Biophysics Graduate Program, New York University School of Medicine, New York, New York, USA
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Orvis GD, Hartzell AL, Smith JB, Barraza LH, Wilson SL, Szulc KU, Turnbull DH, Joyner AL. The engrailed homeobox genes are required in multiple cell lineages to coordinate sequential formation of fissures and growth of the cerebellum. Dev Biol 2012; 367:25-39. [PMID: 22564796 DOI: 10.1016/j.ydbio.2012.04.018] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2011] [Revised: 03/30/2012] [Accepted: 04/11/2012] [Indexed: 11/15/2022]
Abstract
The layered cortex of the cerebellum is folded along the anterior-posterior axis into lobules separated by fissures, allowing the large number of cells needed for advanced cerebellar functions to be packed into a small volume. During development, the cerebellum begins as a smooth ovoid structure with two progenitor zones, the ventricular zone and upper rhombic lip, which give rise to distinct cell types in the mature cerebellum. Initially, the cerebellar primordium is divided into five cardinal lobes, which are subsequently further subdivided by fissures. The cellular processes and genes that regulate the formation of a normal pattern of fissures are poorly understood. The engrailed genes (En1 and En2) are expressed in all cerebellar cell types and are critical for regulating formation of specific fissures. However, the cerebellar cell types that En1 and En2 act in to control growth and/or patterning of fissures has not been determined. We conditionally eliminated En2 or En1 and En2 either in both progenitor zones and their descendents or in the two complementary sets of cells derived from each progenitor zone. En2 was found to be required only transiently in the progenitor zones and their immediate descendents to regulate formation of three fissures and for general growth of the cerebellum. In contrast, En1 and En2 have overlapping functions in the cells derived from each progenitor zone in regulating formation of additional fissures and for extensive cerebellar growth. Furthermore, En1/2 function in ventricular zone-derived cells plays a more significant role in determining the timing of initiation and positioning of fissures, whereas in upper rhombic lip-derived cells the genes are more important in regulating cerebellar growth. Our studies reveal the complex manner in which the En genes control cerebellar growth and foliation in distinct cell types.
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Affiliation(s)
- Grant D Orvis
- Developmental Biology Program, Sloan-Kettering Institute, 1275 York Avenue, New York, NY 10065, USA
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Abstract
RATIONALE The formation and maintenance of a functional vasculature is essential for normal embryonic development, and genetic changes that affect the vasculature underlie pathogenesis in many human diseases. In vivo imaging in mouse models is required to understand the full complexity of mammalian vascular formation, which is a dynamic and 3-dimensional process. Optical microscopy of genetically expressed fluorescent reporter proteins offers high resolution but limited depth of penetration in vivo. Conversely, there are a plethora of molecular probes for alternative in vivo vascular imaging modalities, but few options for genetic control of contrast enhancement. OBJECTIVE To develop a reporter system for multimodal imaging of genetic processes involved in mammalian vascular biology. METHODS AND RESULTS To approach this problem, we developed an optimal tagging system based on Biotag-BirA technology. In the resulting Biotag reporter system, coexpression of 2 interacting proteins results in biotin labeling of cell membranes, thus enabling multimodal imaging with "avidinated" probes. To assess this approach for in vivo imaging, we generated transgenic mice that expressed the Biotag-BirA transgene from a minimal Tie2 promoter. A variety of imaging methods were used to show the utility of this approach for quantitative analysis in embryonic and adult models of vascular development, using intravascular injection of avidinated probes for near infrared, ultrasound, and magnetic resonance imaging. CONCLUSIONS The present results demonstrate the versatility of the Biotag system for studies of vascular biology in genetically engineered mice, providing a robust approach for multimodal in vivo imaging of genetic processes in the vasculature.
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Affiliation(s)
- Benjamin B Bartelle
- Kimmel Center for Biology & Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Ave, New York, NY 10016, USA
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Berrios-Otero CA, Nieman BJ, Parasoglou P, Turnbull DH. In utero phenotyping of mouse embryonic vasculature with MRI. Magn Reson Med 2011; 67:251-7. [PMID: 21590728 DOI: 10.1002/mrm.22991] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2011] [Revised: 03/22/2011] [Accepted: 04/11/2011] [Indexed: 12/20/2022]
Abstract
The vasculature is the earliest developing organ in mammals and its proper formation is critical for embryonic survival. MRI approaches have been used previously to analyze complex three-dimensional vascular patterns and defects in fixed mouse embryos. Extending vascular imaging to an in utero setting with potential for longitudinal studies would enable dynamic analysis of the vasculature in normal and genetically engineered mouse embryos, in vivo. In this study, we employed an in utero MRI approach that corrects for motion, using a combination of interleaved gated acquisition and serial coregistration of rapidly acquired three-dimensional images. We tested the potential of this method by acquiring and analyzing images from wildtype and Gli2 mutant embryos, demonstrating a number of Gli2 phenotypes in the brain and cerebral vasculature. These results show that in utero MRI can be used for in vivo phenotype analysis of a variety of mutant mouse embryos.
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Affiliation(s)
- Cesar A Berrios-Otero
- The Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
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Yu X, Nieman BJ, Sudarov A, Szulc KU, Abdollahian DJ, Bhatia N, Lalwani AK, Joyner AL, Turnbull DH. Morphological and functional midbrain phenotypes in Fibroblast Growth Factor 17 mutant mice detected by Mn-enhanced MRI. Neuroimage 2011; 56:1251-8. [PMID: 21356319 DOI: 10.1016/j.neuroimage.2011.02.068] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2010] [Revised: 02/14/2011] [Accepted: 02/17/2011] [Indexed: 11/25/2022] Open
Abstract
With increasing efforts to develop and utilize mouse models of a variety of neuro-developmental diseases, there is an urgent need for sensitive neuroimaging methods that enable in vivo analysis of subtle alterations in brain anatomy and function in mice. Previous studies have shown that the brains of Fibroblast Growth Factor 17 null mutants (Fgf17(-/-)) have anatomical abnormalities in the inferior colliculus (IC)-the auditory midbrain-and minor foliation defects in the cerebellum. In addition, changes in the expression domains of several cortical patterning genes were detected, without overt changes in forebrain morphology. Recently, it has also been reported that Fgf17(-/-) mutants have abnormal vocalization and social behaviors, phenotypes that could reflect molecular changes in the cortex and/or altered auditory processing / perception in these mice. We used manganese (Mn)-enhanced magnetic resonance imaging (MEMRI) to analyze the anatomical phenotype of Fgf17(-/-) mutants in more detail than achieved previously, detecting changes in IC, cerebellum, olfactory bulb, hypothalamus and frontal cortex. We also used MEMRI to characterize sound-evoked activity patterns, demonstrating a significant reduction of the active IC volume in Fgf17(-/-) mice. Furthermore, tone-specific (16- and 40-kHz) activity patterns in the IC of Fgf17(-/-) mice were observed to be largely overlapping, in contrast to the normal pattern, separated along the dorsal-ventral axis. These results demonstrate that Fgf17 plays important roles in both the anatomical and functional development of the auditory midbrain, and show the utility of MEMRI for in vivo analyses of mutant mice with subtle brain defects.
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Affiliation(s)
- Xin Yu
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY 10016, USA
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Aristizabal O, Mamou J, Turnbull DH, Ketterling JA. Doppler-derived trigger signals for high-frame-rate mouse cardiovascular imaging. Annu Int Conf IEEE Eng Med Biol Soc 2010; 2009:1987-90. [PMID: 19964029 DOI: 10.1109/iembs.2009.5333450] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The availability of an electrocardiogram (ECG) waveform in the adult mouse has permitted the measurement of fast, dynamic cardiac events where data acquisition is synchronized to the R-wave of the ECG waveform. These methods can easily attain one thousand frames/s at ultrasound frequencies greater than 20 MHz. With the heart being the first organ to develop, normal cardiovascular function is crucial to the viability of the developing embryo. Thus, translating such methodologies to analyze embryonic cardiovascular development would add crucial information in mouse models of congenital heart disease which are embryonic lethal. Obtaining an ECG signal from mouse embryos is impractical. Therefore, in this study, preliminary results are presented which derive a cardiac-trigger signal from Doppler blood-flow waveforms. A continuous wave 40 MHz Doppler ultrasound system was used to acquire the Doppler waveforms and a real-time algorithm was developed to process the Doppler waveforms and generate a trigger. Validation studies revealed that a heart rate can be reliably measured and that the Doppler trigger algorithm was robust enough to follow changes in the blood flow. Preliminary data showed that Doppler-derived triggers can be used for highframe-rate prospective imaging of the early embryonic mouse heart.
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Affiliation(s)
- Orlando Aristizabal
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA
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Cheng Y, Sudarov A, Szulc KU, Sgaier SK, Stephen D, Turnbull DH, Joyner AL. The Engrailed homeobox genes determine the different foliation patterns in the vermis and hemispheres of the mammalian cerebellum. Development 2010; 137:519-29. [PMID: 20081196 DOI: 10.1242/dev.027045] [Citation(s) in RCA: 67] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Little is known about the genetic pathways and cellular processes responsible for regional differences in cerebellum foliation, which interestingly are accompanied by regionally distinct afferent circuitry. We have identified the Engrailed (En) homeobox genes as being crucial to producing the distinct medial vermis and lateral hemisphere foliation patterns in mammalian cerebella. By producing a series of temporal conditional mutants in En1 and/or En2, we demonstrate that both En genes are required to ensure that folia exclusive to the vermis or hemispheres form in the appropriate mediolateral position. Furthermore, En1/En2 continue to regulate foliation after embryonic day 14, at which time Fgf8 isthmic organizer activity is complete and the major output cells of the cerebellar cortex have been specified. Changes in spatially restricted gene expression occur prior to foliation in mutants, and foliation is altered from the onset and is accompanied by changes in the thickness of the layer of proliferating granule cell precursors. In addition, the positioning and timing of fissure formation are altered. Thus, the En genes represent a new class of genes that are fundamental to patterning cerebellum foliation throughout the mediolateral axis and that act late in development.
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Affiliation(s)
- Yulan Cheng
- Developmental Biology Program, Sloan-Kettering Institute, New York, NY 10065, USA
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Berrios-Otero CA, Wadghiri YZ, Nieman BJ, Joyner AL, Turnbull DH. Three-dimensional micro-MRI analysis of cerebral artery development in mouse embryos. Magn Reson Med 2010; 62:1431-9. [PMID: 19859945 DOI: 10.1002/mrm.22113] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Vascular system development involves a complex, three-dimensional branching process that is critical for normal embryogenesis. In the brain, the arterial systems appear to develop in a stereotyped fashion, but no detailed quantitative analyses of the mouse embryonic cerebral arteries have been described. In this study, a gadolinium-based contrast perfusion method was developed to selectively enhance the cerebral arteries in fixed mouse embryos. Three-dimensional magnetic resonance micro-imaging (micro-MRI) data were acquired simultaneously from multiple embryos staged between 10 and 17 days of gestation, and a variety of image analysis methods was used to extract and analyze the cerebral arterial patterns. The results show that the primary arterial branches in the mouse brain are very similar between individuals, with the patterns established early and growth occurring by extension of the segments, while maintaining the underlying vascular geometry. To investigate the utility of this method for mutant mouse phenotype analysis, contrast-enhanced micro-MRI data were acquired from Gli2(-/-) mutant embryos and their wild-type littermates, showing several previously unreported vascular phenotypes in Gli2(-/-) embryos, including the complete absence of the basilar artery. These results demonstrate that contrast-enhanced micro-MRI provides a powerful tool for analyzing vascular phenotypes in a variety of genetically engineered mice.
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Affiliation(s)
- Cesar A Berrios-Otero
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York 10016, USA
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Nieman BJ, Shyu JY, Rodriguez JJ, Garcia AD, Joyner AL, Turnbull DH. In vivo MRI of neural cell migration dynamics in the mouse brain. Neuroimage 2010; 50:456-64. [PMID: 20053381 DOI: 10.1016/j.neuroimage.2009.12.107] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2009] [Revised: 12/21/2009] [Accepted: 12/23/2009] [Indexed: 01/09/2023] Open
Abstract
Multipotent neuroblasts (NBs) are produced throughout life by neural stem cells in the forebrain subventricular zone (SVZ), and are able to travel long distances to the olfactory bulb. On arrival in the bulb, migrating NBs normally replace olfactory neurons, raising interest in their potential for novel cell replacement therapies in various disease conditions. An understanding of the migratory capabilities of NBs is therefore important, but as yet quantitative in vivo measurement of cell migration has not been possible. In this study, targeted intracerebral injections of iron-oxide particles to the mouse SVZ were used to label resident NBs in situ, and their migration was tracked noninvasively over time with magnetic resonance imaging (MRI). Quantitative intensity metrics were employed to identify labeled cells and to show that cells are able to travel at speeds up to 100 microm/h en route to the olfactory bulb, but that distribution through the olfactory bulb occurs at a much slower rate. In addition, comparison of histological and MRI measures of iron-oxide particle distribution were in excellent agreement. Immunohistochemistry analysis 1-3 weeks after labeling revealed that the majority of labeled cells in the olfactory bulb were immature neurons, although iron-oxide particles were also found in astrocytes and microglia. This work indicates that dynamic measurements of endogenous cell migration can be made with MRI and represents the first in vivo measurement of NB migration rates. The use of MRI in future studies tracking endogenous NB cells will permit a more complete evaluation of their role during homeostasis at various developmental stages and during disease progression.
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Affiliation(s)
- Brian J Nieman
- Kimmel Center for Biology and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, NY, NY 10016, USA
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Abstract
Ultrasound biomicroscopy (UBM) and magnetic resonance microimaging (micro-MRI) provide noninvasive, high-resolution images in mouse embryos and neonates, enabling volumetric and functional analyses of phenotypes, including longitudinal imaging of individual mice over critical stages of in utero and early-postnatal development. In this chapter, we describe the underlying principles of UBM and micro-MRI, including the advantages and limitations of these approaches for studies of mouse development, and providing a number of examples to illustrate their use. To date, most imaging studies have focused on the developing nervous and cardiovascular systems, which are also reflected in the examples shown in this chapter, but we also discuss the future application of these methods to other organ systems.
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Affiliation(s)
- Brian J Nieman
- Mouse Imaging Centre, Hospital for Sick Children, Department of Medical Biophysics, University of Toronto, Toronto, Canada
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Abstract
Motion during magnetic resonance imaging (MRI) scans routinely results in undesirable image artifact or blurring. Since high-resolution, three-dimensional (3D) imaging of the mouse requires long scan times for satisfactory signal-to-noise ratio (SNR) and image quality, motion-related artifacts are likely over much of the body and limit applications of mouse MRI. In this investigation, we explored the use of self-gated imaging methods and image coregistration for improving image quality in the presence of motion. Self-gated signal results from a modified 3D gradient-echo sequence showed detection of periodic respiratory and cardiac motion in the adult mouse-with excellent comparison to traditional measurements, sensitivity to respiration-induced tissue changes in the brain, and even detection of embryonic cardiac motion in utero. Serial image coregistration with rapidly-acquired, low-SNR volumes further enabled detection and correction of bulk changes in embryo location during in utero imaging sessions and subsequent reconstruction of high-quality images. These methods, in combination, are shown to expand the range of applications for 3D mouse MRI, enabling late-stage embryonic heart imaging and introducing the possibility of longitudinal developmental studies from embryonic stages through adulthood.
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Affiliation(s)
- Brian J Nieman
- Kimmel Center for Biological and Medicine at the Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY 10016, USA
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Mamou J, Aristizábal O, Silverman RH, Ketterling JA, Turnbull DH. High-frequency chirp ultrasound imaging with an annular array for ophthalmologic and small-animal imaging. Ultrasound Med Biol 2009; 35:1198-208. [PMID: 19394754 PMCID: PMC2703701 DOI: 10.1016/j.ultrasmedbio.2008.12.017] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2008] [Revised: 11/21/2008] [Accepted: 12/19/2008] [Indexed: 05/07/2023]
Abstract
High-frequency ultrasound (HFU, >20 MHz) is an attractive means of obtaining fine-resolution images of biological tissues for ophthalmologic, dermatological and small-animal imaging applications. Even with current improvements in circuit designs and high-frequency equipment, HFU has two inherent limitations. First, HFU images have a limited depth-of-field (DOF) because of the short wavelength and the low fixed F-number of conventional HFU transducers. Second, HFU is usually limited to shallow imaging because of the significant attenuation in most tissues. In a previous study, a five-element annular array with a 17-MHz center frequency was excited using chirp-coded signals, and a synthetic-focusing algorithm was used to extend the DOF and increase penetration depth. In the present study, a similar approach with two different five-element annular arrays operating near a center frequency of 35 MHz is implemented and validated. Following validation studies, the chirp-imaging methods were applied to imaging vitreous-hemorrhage-mimicking phantoms and mouse embryos. Images of the vitreous phantom showed increased sensitivity using the chirp method compared with a standard monocycle imaging method, and blood droplets could be visualized 4mm deeper into the phantom. Three-dimensional datasets of 12.5-day-old mouse embryo heads were acquired in utero using chirp and conventional excitations. Images were formed and brain ventricles were segmented and reconstructed in three dimensions. The brain ventricle volumes for the monocycle excitation exhibited artifacts that were not apparent on the chirp-based dataset reconstruction.
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Affiliation(s)
- Jonathan Mamou
- F. L. Lizzi Center for Biomedical Engineering, Riverside Research Institute, 156 William St., New York, NY 10038, USA.
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Deans AE, Wadghiri YZ, Berrios-Otero CA, Turnbull DH. Mn enhancement and respiratory gating for in utero MRI of the embryonic mouse central nervous system. Magn Reson Med 2008; 59:1320-8. [PMID: 18506798 DOI: 10.1002/mrm.21609] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
The mouse is the preferred model organism for genetic studies of mammalian brain development. MRI has potential for in utero studies of mouse brain development, but has been limited previously by challenges of maximizing image resolution and contrast while minimizing artifacts due to physiological motion. Manganese (Mn)-enhanced MRI (MEMRI) studies have demonstrated central nervous system (CNS) contrast enhancement in mice from the earliest postnatal stages. The purpose of this study was to expand MEMRI to in utero studies of the embryonic CNS in combination with respiratory gating to decrease motion artifacts. We investigated MEMRI-facilitated CNS segmentation and three-dimensional (3D) analysis in wild-type mouse embryos from midgestation, and explored effects of Mn on embryonic survival and image contrast. Motivated by observations that MEMRI provided an effective method for visualization and volumetric analysis of embryonic CNS structures, especially in ventral regions, we used MEMRI to examine Nkx2.1 mutant mice that were previously reported to have ventral forebrain defects. Quantitative MEMRI analysis of Nkx2.1 knockout mice demonstrated volumetric changes in septum (SE) and basal ganglia (BG), as well as alterations in hypothalamic structures. This method may provide an effective means for in utero analysis of CNS phenotypes in a variety of mouse mutants.
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Affiliation(s)
- Abby E Deans
- Skirball Institute of Biomolecular Medicine, Department of Radiology, New York University, New York, New York 10016, USA
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Yu X, Zou J, Babb JS, Johnson G, Sanes DH, Turnbull DH. Statistical mapping of sound-evoked activity in the mouse auditory midbrain using Mn-enhanced MRI. Neuroimage 2007; 39:223-30. [PMID: 17919926 DOI: 10.1016/j.neuroimage.2007.08.029] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2007] [Revised: 07/25/2007] [Accepted: 08/10/2007] [Indexed: 11/30/2022] Open
Abstract
Manganese-enhanced MRI (MEMRI) has been developed to image brain activity in small animals, including normal and genetically modified mice. Here, we report the use of a MEMRI-based statistical parametric mapping method to analyze sound-evoked activity in the mouse auditory midbrain, the inferior colliculus (IC). Acoustic stimuli with defined frequency and amplitude components were shown to activate and enhance neuronal ensembles in the IC. These IC activity patterns were analyzed quantitatively using voxel-based statistical comparisons between groups of mice with or without sound stimulation. Repetitive 40-kHz pure tone stimulation significantly enhanced ventral IC regions, which was confirmed in the statistical maps showing active regions whose volumes increased in direct proportion to the amplitude of the sound stimuli (65 dB, 77 dB, and 89 dB peak sound pressure level). The peak values of the activity-dependent MEMRI signal enhancement also increased from 7% to 20% for the sound amplitudes employed. These results demonstrate that MEMRI statistical mapping can be used to analyze both the 3D spatial patterns and the magnitude of activity evoked by sound stimuli carrying different energy. This represents a significant advance in the development of MEMRI for quantitative and unbiased analysis of brain function in the deep brain nuclei of mice.
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Affiliation(s)
- Xin Yu
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY 10016, USA
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41
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Yu X, Sanes DH, Aristizabal O, Wadghiri YZ, Turnbull DH. Large-scale reorganization of the tonotopic map in mouse auditory midbrain revealed by MRI. Proc Natl Acad Sci U S A 2007; 104:12193-8. [PMID: 17620614 PMCID: PMC1913547 DOI: 10.1073/pnas.0700960104] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The cortex is thought to be the primary site of sensory plasticity, particularly during development. Here, we report that large-scale reorganization of the mouse auditory midbrain tonotopic map is induced by a specific sound-rearing environment consisting of paired low- (16 kHz) and high-frequency (40 kHz) tones. To determine the potential for plasticity in the mouse auditory midbrain, we used manganese-enhanced MRI to analyze the midbrain tonotopic maps of control mice during normal development and mice reared in the two-tone (16 + 40 kHz) environment. We found that the tonotopic map emerged during the third postnatal week in normal mice. Before 3 weeks, a larger percentage of auditory midbrain responded to each of the suprathreshold test frequencies, despite the fact that the primary afferent projections are in place even before hearing onset. By 3 weeks, the midbrain tonotopic map of control mice was established, and manganese-enhanced MRI showed a clear separation between the 16- and 40-kHz responses. Two-tone rearing dramatically altered the appearance of these discrete frequency-specific responses. A significant volume of the auditory midbrain became responsive to both rearing frequencies, resulting in a large-scale reorganization of the tonotopic map. These results indicate that developmental plasticity occurs on a much greater scale than previously appreciated in the mammalian auditory midbrain.
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Affiliation(s)
- Xin Yu
- *Skirball Institute of Biomolecular Medicine
- Departments of Radiology and
- Graduate Program in Neuroscience and Physiology, New York University School of Medicine, New York, NY 10016; and
| | - Dan H. Sanes
- Center for Neural Science, New York University, NY 10003
| | | | | | - Daniel H. Turnbull
- *Skirball Institute of Biomolecular Medicine
- Departments of Radiology and
- Pathology, and
- Graduate Program in Neuroscience and Physiology, New York University School of Medicine, New York, NY 10016; and
- To whom correspondence should be addressed at:
Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY 10016. E-mail:
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Abstract
Mice are used in many studies to determine the role of genetic and molecular factors in mammalian development and human congenital diseases. MRI has emerged as a major method for analyzing mutant and transgenic phenotypes in developing mice, at both embryonic and neonatal stages. Progress in this area is reviewed, with emphasis on the use of MRI to analyze cardiovascular and neural development in mice. Comparisons are made with other imaging technologies, including optical and ultrasound imaging, discussing the potential strengths and weaknesses of MRI and identifying the future challenges for MRI in mouse developmental biology.
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Affiliation(s)
- Daniel H Turnbull
- Skirball Institute of Bimolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY 10016, USA.
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Wadghiri YZ, Schneider AE, Gray EN, Aristizabal O, Berrios C, Turnbull DH, Gutstein DE. Contrast-enhanced MRI of right ventricular abnormalities in Cx43 mutant mouse embryos. NMR Biomed 2007; 20:366-74. [PMID: 17451172 PMCID: PMC2732351 DOI: 10.1002/nbm.1113] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Imaging of the mammalian cardiac right ventricle (RV) is particularly challenging, especially when a two-dimensional method such as conventional histology is used to evaluate the morphology of this asymmetric, crescent-shaped chamber. MRI may improve the characterization of mutants with RV phenotypes by allowing analysis of the samples in any plane and by facilitating three-dimensional image reconstruction. MRI was used to examine the conditional knockout Cx43-PCKO mouse line known to have RV malformations. To help delineate the cardiovascular system and facilitate identification of the right ventricular outflow tract (RVOT), embryonic day (E) 17.5 embryos were perfusion fixed through the umbilical vein followed by a gadolinium-based contrast agent mixed in 7% gelatin. Micro-MRI experiments were performed at 7 T and followed by paraffin embedding of specimens, histological sectioning and hematoxylin and eosin (H&E) staining. Imaging of up to four embryos simultaneously allowed for higher throughput than traditional individual imaging techniques, while intravascular contrast afforded excellent signal-to-noise characteristics. All control embryos (n = 4) and heterozygous Cx43 knockout embryos (n = 4) had normal-appearing right ventricular outflow tract contours by MRI. Obvious abnormalities in the RVOT, including abnormal bulging and infiltration of contrast into the wall of the RV, were seen in three out of four Cx43-PCKO mutants with MRI. Furthermore, three-dimensional reconstruction of MR images with orthogonal projections as well as maximum-intensity projection allowed for visualization of the relationship of infundibular bulging segments to the pulmonary trunk in Cx43-PCKO mutant hearts. The addition of MRI to standard histology in the characterization of RV malformations in mutant mouse embryos aids in the assessment and understanding of morphologic abnormalities. Flexibility in the viewing of MR images, which can be retrospectively sectioned in any desired orientation, is particularly useful in the investigation of the RV, an asymmetric chamber that is difficult to analyze with two-dimensional techniques.
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Affiliation(s)
- Youssef Zaim Wadghiri
- Department of Radiology, New York University School of Medicine, New York, NY, USA
- Correspondence to: Youssef Zaim Wadghiri, Ph.D, Department of Radiology, New York University School of Medicine, Room 614, 650, First Avenue, New York, NY 10016, USA., E-mail: , David E. Gutstein, M.D., E-mail:
| | - Amanda E Schneider
- Leon H. Charney Division of Cardiology, Department of Medicine, New York University School of Medicine, New York, NY, USA
| | - Emily N Gray
- Leon H. Charney Division of Cardiology, Department of Medicine, New York University School of Medicine, New York, NY, USA
| | - Orlando Aristizabal
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA
| | - Cesar Berrios
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA
| | - Daniel H Turnbull
- Department of Radiology, New York University School of Medicine, New York, NY, USA
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY, USA
| | - David E Gutstein
- Leon H. Charney Division of Cardiology, Department of Medicine, New York University School of Medicine, New York, NY, USA
- Department of Cell Biology, New York University School of Medicine, New York, NY, USA
- Correspondence to: Youssef Zaim Wadghiri, Ph.D, Department of Radiology, New York University School of Medicine, Room 614, 650, First Avenue, New York, NY 10016, USA., E-mail: , David E. Gutstein, M.D., E-mail:
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Sigurdsson EM, Wadghiri YZ, Mosconi L, Blind JA, Knudsen E, Asuni A, Scholtzova H, Tsui WH, Li Y, Sadowski M, Turnbull DH, de Leon MJ, Wisniewski T. A non-toxic ligand for voxel-based MRI analysis of plaques in AD transgenic mice. Neurobiol Aging 2007; 29:836-47. [PMID: 17291630 PMCID: PMC2408732 DOI: 10.1016/j.neurobiolaging.2006.12.018] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2006] [Revised: 12/22/2006] [Accepted: 12/31/2006] [Indexed: 01/08/2023]
Abstract
Amyloid plaques are a characteristic feature in Alzheimer's disease (AD). A novel non-toxic contrast agent is presented, Gd-DTPA-K6Abeta1-30, which is homologous to Abeta, and allows plaque detection in vivo. microMRI was performed on AD model mice and controls prior to and following intracarotid injection with Gd-DTPA-K6Abeta1-30 in mannitol solution, to transiently open the blood-brain barrier. A gradient echo T2(*)-weighted sequence was used to provide 100 microm isotropic resolution with imaging times of 115 min. The scans were examined with voxel-based analysis (VBA) using statistical parametric mapping, for un-biased quantitative comparison of ligand-injected mice and controls. The results indicate that: (1) Gd-DTPA-K6Abeta1-30 is an effective, non-toxic, ligand for plaque detection when combined with VBA (p< or =0.01-0.001), comparing pre and post-ligand injection scans. (2) Large plaques can be detected without the use of a contrast agent and this detection co-localizes with iron deposition. (3) Smaller, earlier plaques require contrast ligand for MRI visualization. Our ligand when combined with VBA may be useful for following therapeutic approaches targeting amyloid in transgenic mouse models.
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Affiliation(s)
- Einar M. Sigurdsson
- Department of Psychiatry; New York University School of Medicine, New York, NY
- Department of Pathology; New York University School of Medicine, New York, NY
| | - Youssef Z. Wadghiri
- Department of Radiology; New York University School of Medicine, New York, NY
| | - Lisa Mosconi
- Department of Psychiatry; New York University School of Medicine, New York, NY
| | - Jeffrey A. Blind
- Skirball Institute for Biomolecular Medicine; New York University School of Medicine, New York, NY
| | - Elin Knudsen
- Department of Psychiatry; New York University School of Medicine, New York, NY
| | - Ayodeji Asuni
- Department of Psychiatry; New York University School of Medicine, New York, NY
| | - Henrieta Scholtzova
- Department of Neurology; New York University School of Medicine, New York, NY
| | - Wai H. Tsui
- Department of Psychiatry; New York University School of Medicine, New York, NY
| | - Yongsheng Li
- Department of Neurology; New York University School of Medicine, New York, NY
| | - Martin Sadowski
- Department of Neurology; New York University School of Medicine, New York, NY
| | - Daniel H. Turnbull
- Department of Radiology; New York University School of Medicine, New York, NY
- Department of Neurology; New York University School of Medicine, New York, NY
- Skirball Institute for Biomolecular Medicine; New York University School of Medicine, New York, NY
| | - Mony J. de Leon
- Department of Psychiatry; New York University School of Medicine, New York, NY
- Nathan Kline Institute Orangeburg NY. USA
| | - Thomas Wisniewski
- Department of Psychiatry; New York University School of Medicine, New York, NY
- Department of Pathology; New York University School of Medicine, New York, NY
- Department of Neurology; New York University School of Medicine, New York, NY
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45
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Ketterling JA, Mamou J, Allen JS, Aristizábal O, Williamson RG, Turnbull DH. Excitation of polymer-shelled contrast agents with high-frequency ultrasound. J Acoust Soc Am 2007; 121:EL48-53. [PMID: 17297826 PMCID: PMC2675925 DOI: 10.1121/1.2401270] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Few experimental and complementary theoretical studies have investigated high-frequency (>20 MHz) nonlinear responses from polymer-shelled ultrasound contrast agents. Three polymer agents with different shell properties were examined for their single-bubble backscatter when excited with a 40 MHz tone burst. Higher-order harmonic responses were observed for the three agents; however, their occurrence was at least partly due to nonlinear propagation. Only one of the agents (1.1 microm mean diameter) showed a subharmonic response for longer excitations (approximately 10-15 cycles) and midlevel pressure excitations ( 2.5 MPa). Theoretical calculations of the backscattered spectrum revealed behavior similar to the experimental results in specific parameter regimes.
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46
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Abstract
Recently there has been growing interest in the development and use of iron-based contrast agents for cellular imaging with MRI. In this study we investigated coexpression of the transferrin receptor and ferritin genes to induce cellular contrast in a biological system. Expression of transgenic human transferrin receptor and human ferritin H-subunit was induced in a stably transfected mouse neural stem cell line. When grown in iron-rich medium, the transgenic cells accumulated significantly more iron than control cells, with a trend toward an increase in reactive oxygen species, but no detrimental effects on cell viability. This cellular iron significantly increased the transverse relaxivities, R2 and R2*, at 1.5 T and 7 T. By comparing measurements in the same cell samples at 1.5 T and 7 T, we confirmed the expected increase in relaxivity with increasing field strength. Finally, supplemented transgenic cells transplanted into mouse brain demonstrated increased contrast with surrounding neural tissue on T2*-weighted MR brain images compared to controls. These results indicate that dual expression of proteins at different critical points in the iron metabolism pathway may improve cellular contrast without compromising cell viability.
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Affiliation(s)
- Abby E. Deans
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
| | - Youssef Zaim Wadghiri
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
- Department of Radiology, New York University School of Medicine, New York, New York, USA
| | - Lisa M. Bernas
- Robarts Research Institute, University of Western Ontario, London, Ontario, Canada
| | - Xin Yu
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
| | - Brian K. Rutt
- Robarts Research Institute, University of Western Ontario, London, Ontario, Canada
| | - Daniel H. Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, New York, USA
- Department of Radiology, New York University School of Medicine, New York, New York, USA
- Department of Pathology, New York University School of Medicine, New York, New York, USA
- Correspondence to: Daniel H. Turnbull, Ph.D., Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Ave., New York, NY 10016.
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47
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Aristizábal O, Ketterling JA, Turnbull DH. 40-MHz annular array imaging of mouse embryos. Ultrasound Med Biol 2006; 32:1631-7. [PMID: 17112949 PMCID: PMC1858655 DOI: 10.1016/j.ultrasmedbio.2006.05.020] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2005] [Revised: 05/09/2006] [Accepted: 05/19/2006] [Indexed: 05/07/2023]
Abstract
Ultrasound biomicroscopy (UBM) has emerged as an important in vivo imaging approach for analyzing normal and genetically engineered mouse embryos. Current UBM systems use fixed-focus transducers, which are limited in depth-of-focus. Depending on the gestational age of the embryo, regions-of-interest in the image can extend well beyond the depth-of-focus for a fixed-focus transducer. This shortcoming makes it particularly problematic to analyze 3-D data sets and to generate accurate volumetric renderings of the mouse embryonic anatomy. To address this problem, we have developed a five-element, 40-MHz annular array transducer and a computer-controlled system to acquire and reconstruct fixed- and array-focused images of mouse embryos. Both qualitative and quantitative comparisons showed significant improvement with array-focusing, including an increase of 3 to 9 dB in signal-to-noise ratio and an increase of at least 2.5 mm in depth-of-focus. Volumetric-rendered images of brain ventricles demonstrated the clear superiority of array-focusing for 3-D analysis of mouse embryonic anatomy.
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Affiliation(s)
- Orlando Aristizábal
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY,USA
| | - Jeffrey A. Ketterling
- Frederic L. Lizzi Center for Biomedical Engineering, Riverside Research Institute, New York, NY, USA
| | - Daniel H. Turnbull
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, New York, NY,USA
- Departments of Radiology and Pathology, New York University School of Medicine, New York, NY,USA
- *Corresponding author: Daniel H. Turnbull, Ph.D., Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Ave, New York, NY 10016, Tel: 212-263-7261, Fax: 212-263-8214, E- mail:
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48
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Ketterling JA, Aristizábal O, Turnbull DH. High-frequency piezopolymer transducers with a copper-clad polyimide backing layer. IEEE Trans Ultrason Ferroelectr Freq Control 2006; 53:1376-80. [PMID: 16889345 PMCID: PMC1538638 DOI: 10.1109/tuffc.2006.1665086] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
The effect of a copper-clad polyimide (CCP) backing layer on piezopolymer transducer performance is evaluated. High-frequency, spherically curved polyvinylidene fluoride (PVDF) transducers with and without a CCP backing layer are electrically and acoustically tested. The results showed very similar operating characteristics. B-mode in vivo images of a mouse embryo also showed no qualitative differences, indicating that the CCP backing layer does not affect transducer performance.
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Affiliation(s)
- Jeffrey A. Ketterling
- J. A. Ketterling is with Riverside Research Institute, Frederic L. Lizzi Center for Biomedical Engineering, New York, NY ()
| | - Orlando Aristizábal
- O. Aristizábal and Daniel H. Turnbull are with Skirball Institute of Biomolecular Medicine and New York University School of Medicine, New York, NY
| | - Daniel H. Turnbull
- O. Aristizábal and Daniel H. Turnbull are with Skirball Institute of Biomolecular Medicine and New York University School of Medicine, New York, NY
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49
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Yu X, Wadghiri YZ, Sanes DH, Turnbull DH. In vivo auditory brain mapping in mice with Mn-enhanced MRI. Nat Neurosci 2005; 8:961-8. [PMID: 15924136 PMCID: PMC2034206 DOI: 10.1038/nn1477] [Citation(s) in RCA: 223] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2005] [Accepted: 05/09/2005] [Indexed: 11/09/2022]
Abstract
There are currently no noninvasive imaging methods available for auditory brain mapping in mice, despite the increasing use of genetically engineered mice to study auditory brain development and hearing loss. We developed a manganese-enhanced MRI (MEMRI) method to map regions of accumulated sound-evoked activity in awake, normally behaving mice. To demonstrate its utility for high-resolution (100-microm) brain mapping, we used MEMRI to show the tonotopic organization of the mouse inferior colliculus. To test its efficacy in an experimental setting, we acquired data from mice experiencing unilateral conductive hearing loss at different ages. Larger and persistent changes in auditory brainstem activity resulted when hearing loss occurred before the onset of hearing, showing that early hearing loss biases the response toward the functional ear. Thus, MEMRI provides a sensitive and effective method for mapping the mouse auditory brainstem and has great potential for a range of functional neuroimaging studies in normal and mutant mice.
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Affiliation(s)
- Xin Yu
- Skirball Institute of Biomolecular Medicine, New York University School of Medicine, 540 First Avenue, New York, NY 10016, USA
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50
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Abstract
Transgenic mice are used increasingly to model brain amyloidosis, mimicking the pathogenic processes involved in Alzheimer's disease (AD). In this chapter, a strategy is described that has been successfully used to map amyloid deposits in transgenic mouse models of AD with magnetic resonance imaging (MRI), utilizing molecular targeting vectors labeled with MRI contrast agents to enhance selectively the signal from amyloid plaques. To obtain sufficient spatial resolution for effective and sensitive mouse brain imaging, magnetic fields of 7-Tesla (T) or more are required. These are higher than the 1.5-T field strength routinely used for human brain imaging. The higher magnetic fields affect contrast agent efficiency, and determine the choice of pulse sequence parameters for in vivo MRI, all addressed in this chapter. Ex vivo imaging is also described as an important step to test and optimize protocols prior to in vivo studies. The experimental setup required for mouse brain imaging is explained in detail, including anesthesia, immobilization of the mouse head to reduce motion artifacts, and anatomical landmarks to use for the slice alignment procedure to improve image co-registration during longitudinal studies, and for subsequent matching of MRI with histology.
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Affiliation(s)
- Youssef Zaim Wadghiri
- Skirball Institute of Biomolecular Medicine and Department of Radiology, New York University School of Medicine, NY, USA
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