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Arefin TM, Börchers S, Olekanma D, Cramer SR, Sotzen MR, Zhang N, Skibicka KP. Sex-specific signatures of GLP-1 and amylin on resting state brain activity and functional connectivity in awake rats. Neuropharmacology 2025; 269:110348. [PMID: 39914619 PMCID: PMC11926989 DOI: 10.1016/j.neuropharm.2025.110348] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Revised: 12/16/2024] [Accepted: 02/04/2025] [Indexed: 02/13/2025]
Abstract
Gut-produced glucagon-like peptide-1 (GLP-1) and pancreas-made amylin robustly reduce food intake by directly or indirectly affecting brain activity. While for both peptides a direct action in the hindbrain and the hypothalamus is likely, few studies examined their impact on whole brain activity in rodents and did so evaluating male rodents under anesthesia. However, both sex and anesthesia may significantly alter the influence of feeding controlling molecules on brain activity. Therefore, we investigated the effect of GLP-1 and amylin on brain activity and functional connectivity (FC) in awake adult male and female rats using resting-state functional magnetic resonance imaging (rsfMRI). We further examined the relationship between the altered brain activity or connectivity and subsequent food intake in response to amylin or GLP-1. We observed sex divergent effects of amylin and GLP-1 on the brain activity and FC patterns. Most importantly correlation analysis between FC and feeding behavior revealed that different brain areas potentially drive reduced food intake in male and female rats. Our findings underscore the distributed and distinctly sex divergent neural network engaged by each of these anorexic peptides and suggest that different brain areas may be the primary drivers of the feeding outcome in male and female rats. Moreover, prominent activity and connectivity alterations observed in brain areas not typically associated with feeding behavior in both sexes may either indicate novel feeding centers or alternatively suggest the involvement of these substances in behaviors beyond feeding and metabolism. The latter question is of potential translational significance as analogues of both amylin and GLP-1 are clinically utilized.
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Affiliation(s)
- Tanzil M Arefin
- Huck Institutes of Life Science, Pennsylvania State University, State College, PA, USA; Department of Biomedical Engineering, Pennsylvania State University, University Park, USA; Center for Neurotechnology in Mental Health Research, Pennsylvania State University, University Park, USA; Department of Neuroscience, University of Rochester Medical Center, Rochester, NY, USA; Center for Advanced Brain Imaging and Neurophysiology, University of Rochester Medical Center, Rochester, NY, USA
| | - Stina Börchers
- Nutritional Sciences, Pennsylvania State University, University Park, PA, USA; Institute of Neuroscience and Physiology, University of Gothenburg, Sweden
| | - Doris Olekanma
- Nutritional Sciences, Pennsylvania State University, University Park, PA, USA; Huck Institutes of Life Science, Pennsylvania State University, State College, PA, USA; The Neuroscience Graduate Program, Pennsylvania State University, University Park, USA
| | - Samuel R Cramer
- Huck Institutes of Life Science, Pennsylvania State University, State College, PA, USA; The Neuroscience Graduate Program, Pennsylvania State University, University Park, USA
| | - Morgan R Sotzen
- Nutritional Sciences, Pennsylvania State University, University Park, PA, USA; Huck Institutes of Life Science, Pennsylvania State University, State College, PA, USA
| | - Nanyin Zhang
- Huck Institutes of Life Science, Pennsylvania State University, State College, PA, USA; Department of Biomedical Engineering, Pennsylvania State University, University Park, USA; Center for Neurotechnology in Mental Health Research, Pennsylvania State University, University Park, USA
| | - Karolina P Skibicka
- Nutritional Sciences, Pennsylvania State University, University Park, PA, USA; Huck Institutes of Life Science, Pennsylvania State University, State College, PA, USA; Institute of Neuroscience and Physiology, University of Gothenburg, Sweden.
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2
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Mansour H, Azrak R, Cook JJ, Hornburg KJ, Qi Y, Tian Y, Williams RW, Yeh FC, White LE, Johnson GA. The Duke Mouse Brain Atlas: MRI and light sheet microscopy stereotaxic atlas of the mouse brain. SCIENCE ADVANCES 2025; 11:eadq8089. [PMID: 40305623 PMCID: PMC12042906 DOI: 10.1126/sciadv.adq8089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 03/26/2025] [Indexed: 05/02/2025]
Abstract
Atlases of the brain are critical resources that make it possible to share data in a common reference frame. Unexpectedly, there is no three-dimensional (3D) stereotaxic atlas of the mouse brain that provides whole brain coverage at macro to single-cell levels. Diffusion tensor images from five perfusion-fixed (in skull) specimens were acquired at 15 micrometers, the highest resolution ever reported. Diffusion tensor imaging yields multiple 3D volumes, each of which highlights unique cytoarchitecture. The averages were mapped into micro-computed tomography of the mouse skull to create external landmarks (bregma and lambda). Light sheet images of the same brains were coregistered, providing cell maps in the same stereotaxic space. The Allen Reference Atlas was registered to the volume to correct the geometric distortion in that atlas and bring it into the stereotaxic space. The resulting multiscalar (13 terabytes) atlas provides a common spatial framework to anneal data across molecular, structural, and functional studies of mice.
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Affiliation(s)
- Harrison Mansour
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
| | - Ryan Azrak
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
| | - James J. Cook
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
| | - Kathryn J. Hornburg
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
| | - Yi Qi
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
| | - Yuqi Tian
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
| | - Robert W. Williams
- Department of Genetics, Genomics and Informatics, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Fang-Cheng Yeh
- Department of Neurological Surgery, University of Pittsburgh, Pittsburgh, PA, USA
| | - Leonard E. White
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
- Department of Neurology, Duke University, Durham, NC, USA
| | - G. Allan Johnson
- Duke Center for In Vivo Microscopy, Departments of Radiology and Biomedical Engineering, Duke University, Durham, NC, USA
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Lee AS, Arefin TM, Gubanova A, Stephen DN, Liu Y, Lao Z, Krishnamurthy A, De Marco García NV, Heck DH, Zhang J, Rajadhyaksha AM, Joyner AL. Cerebellar output neurons can impair non-motor behaviors by altering development of extracerebellar connectivity. Nat Commun 2025; 16:1858. [PMID: 39984491 PMCID: PMC11845701 DOI: 10.1038/s41467-025-57080-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 02/10/2025] [Indexed: 02/23/2025] Open
Abstract
The capacity of the brain to compensate for insults during development depends on the type of cell loss, whereas the consequences of genetic mutations in the same neurons are difficult to predict. We reveal powerful compensation from outside the mouse cerebellum when the excitatory cerebellar output neurons are ablated embryonically and demonstrate that the main requirement for these neurons is for motor coordination and not basic learning and social behaviors. In contrast, loss of the homeobox transcription factors Engrailed1/2 (EN1/2) in the cerebellar excitatory lineage leads to additional deficits in adult learning and spatial working memory, despite half of the excitatory output neurons being intact. Diffusion MRI indicates increased thalamo-cortico-striatal connectivity in En1/2 mutants, showing that the remaining excitatory neurons lacking En1/2 exert adverse effects on extracerebellar circuits regulating motor learning and select non-motor behaviors. Thus, an absence of cerebellar output neurons is less disruptive than having cerebellar genetic mutations.
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Affiliation(s)
- Andrew S Lee
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA
| | - Tanzil M Arefin
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, NY, USA
- Department of Neuroscience, University of Rochester Medical Center, Rochester, NY, USA
| | - Alina Gubanova
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Daniel N Stephen
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Yu Liu
- Department of Biomedical Sciences, University of Minnesota Medical School, Duluth, MN, USA
- Center for Cerebellar Network Structure and Function in Health and Disease, University of Minnesota, Duluth, MN, USA
| | - Zhimin Lao
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Anjana Krishnamurthy
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA
| | - Natalia V De Marco García
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA
- Center for Neurogenetics, Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY, USA
| | - Detlef H Heck
- Department of Biomedical Sciences, University of Minnesota Medical School, Duluth, MN, USA
- Center for Cerebellar Network Structure and Function in Health and Disease, University of Minnesota, Duluth, MN, USA
| | - Jiangyang Zhang
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, NY, USA
| | - Anjali M Rajadhyaksha
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA
- Pediatric Neurology, Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
- Weill Cornell Autism Research Program, Weill Cornell Medicine, New York, NY, USA
- Center for Substance Abuse Research, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, USA
- Department of Neural Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, USA
| | - Alexandra L Joyner
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA.
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA.
- Biochemistry, Cell and Molecular Biology Program, Weill Cornell Graduate School of Medical Sciences, New York, NY, USA.
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Lin Y, Ding Y, Chang S, Ge X, Sui X, Jiang Y. RS 2-Net: An end-to-end deep learning framework for rodent skull stripping in multi-center brain MRI. Neuroimage 2024; 298:120769. [PMID: 39122056 DOI: 10.1016/j.neuroimage.2024.120769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Revised: 08/01/2024] [Accepted: 08/02/2024] [Indexed: 08/12/2024] Open
Abstract
Skull stripping is a crucial preprocessing step in magnetic resonance imaging (MRI), where experts manually create brain masks. This labor-intensive process heavily relies on the annotator's expertise, as automation faces challenges such as low tissue contrast, significant variations in image resolution, and blurred boundaries between the brain and surrounding tissues, particularly in rodents. In this study, we have developed a lightweight framework based on Swin-UNETR to automate the skull stripping process in MRI scans of mice and rats. The primary objective of this framework is to eliminate the need for preprocessing, reduce the workload, and provide an out-of-the-box solution capable of adapting to various MRI image resolutions. By employing a lightweight neural network, we aim to lower the performance requirements of the framework. To validate the effectiveness of our approach, we trained and evaluated the network using publicly available multi-center data, encompassing 1,037 rodents and 1,142 images from 89 centers, resulting in a preliminary mean Dice coefficient of 0.9914. The framework, data, and pre-trained models can be found on the following link: https://github.com/VitoLin21/Rodent-Skull-Stripping.
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Affiliation(s)
| | | | | | - Xinting Ge
- Shandong Normal University, Jinan, China
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5
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Lee AS, Arefin TM, Gubanova A, Stephen DN, Liu Y, Lao Z, Krishnamurthy A, De Marco García NV, Heck DH, Zhang J, Rajadhyaksha AM, Joyner AL. Cerebellar output neurons impair non-motor behaviors by altering development of extracerebellar connectivity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.08.602496. [PMID: 39026865 PMCID: PMC11257463 DOI: 10.1101/2024.07.08.602496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2024]
Abstract
The capacity of the brain to compensate for insults during development depends on the type of cell loss, whereas the consequences of genetic mutations in the same neurons are difficult to predict. We reveal powerful compensation from outside the cerebellum when the excitatory cerebellar output neurons are ablated embryonically and demonstrate that the minimum requirement for these neurons is for motor coordination and not learning and social behaviors. In contrast, loss of the homeobox transcription factors Engrailed1/2 (EN1/2) in the cerebellar excitatory lineage leads to additional deficits in adult learning and spatial working memory, despite half of the excitatory output neurons being intact. Diffusion MRI indicates increased thalamo-cortico-striatal connectivity in En1/2 mutants, showing that the remaining excitatory neurons lacking En1/2 exert adverse effects on extracerebellar circuits regulating motor learning and select non-motor behaviors. Thus, an absence of cerebellar output neurons is less disruptive than having cerebellar genetic mutations.
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Affiliation(s)
- Andrew S. Lee
- Developmental Biology Program, Sloan Kettering Institute, New York 10065, NY, USA
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York 10021, NY, USA
| | - Tanzil M. Arefin
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York 10016, NY, USA
- Present Address: Center for Neurotechnology in Mental Health Research, Department of Biomedical Engineering, The Pennsylvania State University, University Park, PA 16801, USA
| | - Alina Gubanova
- Developmental Biology Program, Sloan Kettering Institute, New York 10065, NY, USA
| | - Daniel N. Stephen
- Developmental Biology Program, Sloan Kettering Institute, New York 10065, NY, USA
| | - Yu Liu
- Department of Biomedical Sciences, University of Minnesota Medical School, Duluth, MN 55812, USA
- Center for Cerebellar Network Structure and Function in Health and Disease, University of Minnesota, Duluth, MN 55812, USA
| | - Zhimin Lao
- Developmental Biology Program, Sloan Kettering Institute, New York 10065, NY, USA
| | - Anjana Krishnamurthy
- Developmental Biology Program, Sloan Kettering Institute, New York 10065, NY, USA
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York 10021, NY, USA
| | - Natalia V. De Marco García
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York 10021, NY, USA
- Center for Neurogenetics, Brain and Mind Research Institute, Weill Cornell Medicine, New York 10021, NY 10021, USA
| | - Detlef H. Heck
- Department of Biomedical Sciences, University of Minnesota Medical School, Duluth, MN 55812, USA
- Center for Cerebellar Network Structure and Function in Health and Disease, University of Minnesota, Duluth, MN 55812, USA
| | - Jiangyang Zhang
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York 10016, NY, USA
| | - Anjali M. Rajadhyaksha
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York 10021, NY, USA
- Pediatric Neurology, Department of Pediatrics, Weill Cornell Medicine, New York 10021, NY, USA
- Weill Cornell Autism Research Program, Weill Cornell Medicine, New York 10021, NY, USA
- Present address: Center for Substance Abuse Research, Lewis Katz School of Medicine, Temple University, Philadelphia, PA 19140, USA and Department of Neural Sciences, Lewis Katz School of Medicine, Temple University, Philadelphia, PA 19140, USA
| | - Alexandra L. Joyner
- Developmental Biology Program, Sloan Kettering Institute, New York 10065, NY, USA
- Neuroscience Program, Weill Cornell Graduate School of Medical Sciences, New York 10021, NY, USA
- Biochemistry, Cell and Molecular Biology Program, Weill Cornell Graduate School of Medical Sciences, New York 10021, NY, USA
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6
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Islam R, White JD, Arefin TM, Mehta S, Liu X, Polis B, Giuliano L, Ahmed S, Bowers C, Zhang J, Kaffman A. Early adversity causes sex-specific deficits in perforant pathway connectivity and contextual memory in adolescent mice. Biol Sex Differ 2024; 15:39. [PMID: 38715106 PMCID: PMC11075329 DOI: 10.1186/s13293-024-00616-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 04/26/2024] [Indexed: 05/12/2024] Open
Abstract
BACKGROUND Early life adversity impairs hippocampal development and function across diverse species. While initial evidence indicated potential variations between males and females, further research is required to validate these observations and better understand the underlying mechanisms contributing to these sex differences. Furthermore, most of the preclinical work in rodents was performed in adult males, with only few studies examining sex differences during adolescence when such differences appear more pronounced. To address these concerns, we investigated the impact of limited bedding (LB), a mouse model of early adversity, on hippocampal development in prepubescent and adolescent male and female mice. METHODS RNA sequencing, confocal microscopy, and electron microscopy were used to evaluate the impact of LB and sex on hippocampal development in prepubescent postnatal day 17 (P17) mice. Additional studies were conducted on adolescent mice aged P29-36, which included contextual fear conditioning, retrograde tracing, and ex vivo diffusion magnetic resonance imaging (dMRI). RESULTS More severe deficits in axonal innervation and myelination were found in the perforant pathway of prepubescent and adolescent LB males compared to LB female littermates. These sex differences were due to a failure of reelin-positive neurons located in the lateral entorhinal cortex (LEC) to innervate the dorsal hippocampus via the perforant pathway in males, but not LB females, and were strongly correlated with deficits in contextual fear conditioning. CONCLUSIONS LB impairs the capacity of reelin-positive cells located in the LEC to project and innervate the dorsal hippocampus in LB males but not female LB littermates. Given the critical role that these projections play in supporting normal hippocampal function, a failure to establish proper connectivity between the LEC and the dorsal hippocampus provides a compelling and novel mechanism to explain the more severe deficits in myelination and contextual freezing found in adolescent LB males.
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Affiliation(s)
- Rafiad Islam
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA
| | - Jordon D White
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA
| | - Tanzil M Arefin
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University School of Medicine, New York, NY, 10016, USA
- Department of Biomedical Engineering, Center for Neurotechnology in Mental Health Research (CNMHR), The Pennsylvania State University, University Park, PA, 16802, USA
| | - Sameet Mehta
- Yale Center for Genomic Analysis, P.O. Box 27386, West Haven, CT, 06516-7386, USA
| | - Xinran Liu
- Department of Cell Biology, Yale University School of Medicine, 333 Cedar Street, SHM IE26, New Haven, CT, 06510, USA
- Center for Cellular and Molecular Imaging, Electron Microscopy Core Facility, Yale University School of Medicine, New Haven, CT, USA
| | - Baruh Polis
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA
| | - Lauryn Giuliano
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA
| | - Sahabuddin Ahmed
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA
| | - Christian Bowers
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA
| | - Jiangyang Zhang
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University School of Medicine, New York, NY, 10016, USA
| | - Arie Kaffman
- Department of Psychiatry, Yale University School of Medicine, 300 George Street, Suite 901, New Haven, CT, 06511, USA.
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7
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Ben Youss Z, Arefin TM, Qayyum S, Yi R, Zhang J, Zaim Wadghiri Y, Alon L, Yaghmazadeh O. Open-source versatile 3D-print animal conditioning platform design for in vivo preclinical brain imaging in awake mice and anesthetized mice and rats. Lab Anim (NY) 2024; 53:33-42. [PMID: 38279029 PMCID: PMC11095950 DOI: 10.1038/s41684-023-01320-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2022] [Accepted: 12/14/2023] [Indexed: 01/28/2024]
Abstract
Proper animal conditioning is a key factor in the quality and success of preclinical neuroimaging applications. Here, we introduce an open-source easy-to-modify multimodal 3D printable design for rodent conditioning for magnetic resonance imaging (MRI) or other imaging modalities. Our design can be used for brain imaging in anesthetized or awake mice, and in anesthetized rats. We show ease of use and reproducibility of subject conditioning with anatomical T2-weighted imaging for both mice and rats. We also demonstrate the application of our design for awake functional MRI in mice using both visual evoked potential and olfactory stimulation paradigms. In addition, using a combined MRI, positron emission tomography and X-ray computed tomography experiment, we demonstrate that our proposed cradle design can be utilized for multiple imaging modalities.
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Affiliation(s)
- Zakia Ben Youss
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University School of Medicine, New York, NY, USA
| | - Tanzil Mahmud Arefin
- Center for Neurotechnology in Mental Health Research, Department of Biomedical Engineering, The Pennsylvania State University, University Park, PA, USA
| | - Sawwal Qayyum
- Department of Radiology, Weill Cornell Medical College, New York, NY, USA
| | - Runjie Yi
- Neuroscience Institute, New York University School of Medicine, New York, NY, USA
| | - 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 School of Medicine, New York, NY, USA
| | - Youssef Zaim Wadghiri
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University School of Medicine, New York, NY, USA.
| | - Leeor Alon
- Bernard and Irene Schwartz Center for Biomedical Imaging (CBI), Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University School of Medicine, New York, NY, USA.
| | - Omid Yaghmazadeh
- Neuroscience Institute, New York University School of Medicine, New York, NY, USA.
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