Abstract
Understanding the mechanisms of vision in health and disease requires knowledge of the anatomy and physiology of the eye and the neural pathways relevant to visual perception. As such, development of imaging techniques for the visual system is crucial for unveiling the neural basis of visual function or impairment. Magnetic resonance imaging (MRI) offers non-invasive probing of the structure and function of the neural circuits without depth limitation, and can help identify abnormalities in brain tissues in vivo. Among the advanced MRI techniques, manganese-enhanced MRI (MEMRI) involves the use of active manganese contrast agents that positively enhance brain tissue signals in T1-weighted imaging with respect to the levels of connectivity and activity. Depending on the routes of administration, accumulation of manganese ions in the eye and the visual pathways can be attributed to systemic distribution or their local transport across axons in an anterograde fashion, entering the neurons through voltage-gated calcium channels. The use of the paramagnetic manganese contrast in MRI has a wide range of applications in the visual system from imaging neurodevelopment to assessing and monitoring neurodegeneration, neuroplasticity, neuroprotection, and neuroregeneration. In this review, we present four major domains of scientific inquiry where MEMRI can be put to imperative use — deciphering neuroarchitecture, tracing neuronal tracts, detecting neuronal activity, and identifying or differentiating glial activity. We deliberate upon each category studies that have successfully employed MEMRI to examine the visual system, including the delivery protocols, spatiotemporal characteristics, and biophysical interpretation. Based on this literature, we have identified some critical challenges in the field in terms of toxicity, and sensitivity and specificity of manganese enhancement. We also discuss the pitfalls and alternatives of MEMRI which will provide new avenues to explore in the future.
Introduction
The visual system is a vital and complex component of the central nervous system that receives and processes electrochemical information for visual perception. Not only does it comprise the specialized sensory organ (i.e., the eye), but also the optic nerve fibers, the visual brain nuclei, as well as the feedforward and feedback pathways to and from the visual cortex (Gilbert and Li, 2013) (Figure 1A,B). To understand the mechanisms of visual perception in health and disease, it is imperative to focus not only on the anatomy and physiology of the eye itself, but also the visual brain connections as well as their interactions in different types of visual impairments in an objective, quantitative, and non-invasive manner.
FIGURE 1
Magnetic resonance imaging (MRI) offers non-destructive probing of the structure and function of the neural circuits without depth limitation. It can also help identify abnormalities in brain tissues in vivo. Among the advanced MRI techniques, manganese-enhanced MRI (MEMRI) has substantiated in the past two decades as a valuable tool for visualizing the architecture and physiology of the brain and the peripheral structures. MEMRI has a number of advantages over existing MRI techniques including blood-oxygen-level-dependent functional MRI (BOLD fMRI), diffusion tensor imaging, and other contrast-enhanced MRI systems. In its ionic form (Mn2+), manganese is paramagnetic, which makes it a suitable contrast agent that positively enhances T1-weighted MRI intensities in local tissues as a result of contrast uptake over a defined period of time. Manganese (II) chloride (MnCl2) is the most commonly used exogenous salt in the delivery of Mn2+ to the central nervous system in vivo. MEMRI is useful in basic and preclinical neuroscience because Mn2+ can be actively transported along axons and can accumulate in brain tissues with respect to the level of connectivity and activity, thereby aiding in enhancing neuroarchitecture contrast and in functional brain mapping (Pautler et al., 1998; Silva and Bock, 2008; Massaad and Pautler, 2011;
Mechanisms of Mn2+ Transport and Accumulation In Vivo
Due to its similarities with Ca2+ in terms of atomic size, chemistry, and valence, divalent manganese ions (Mn2+) tend to act as a Ca2+ analog by passing through voltage-gated calcium channels, making MEMRI an effective technique for visualizing neural activity in vivo. To bolster this hypothesis, mice deficient in L-type Ca2+ channel 1.2 (Cav1.2) were found to have a near 50% reduction in signal enhancement in MEMRI compared to control mice (
Mn2+ ions are anterograde tract tracers, traveling away from the soma and toward projection terminals of neurons, then crossing the synapses before entering neighboring neurons. They can localize into the endoplasmic reticulum or Golgi bodies, and be actively transported along axons (Pautler, 2004; Watanabe et al., 2004; Van der Linden et al., 2007). The exact mechanism of Mn2+ transport is still elusive, but there is evidence to support a microtubule-dependent fast axonal transport mechanism. One study in Wistar rats involved unilateral administration of colchicine, a mitotic poison that inhibits microtubule polymerization, followed by bilateral administration of Mn2+ into the substantia nigra (Sloot and Gramsbergen, 1994). Axonal Mn2+ transport from the substantia nigra to the striatum was significantly decreased 48 h after Mn2+ injection in the colchicine-injected site compared to the control, suggesting that Mn2+ transport relies on microtubule polymerization (Sloot and Gramsbergen, 1994). Similar findings were also observed with unilateral injection of colchicine into the rat vitreous, which led to decreased Mn2+ enhancement in the ipsilateral optic nerve and contralateral superior colliculus (Hernandez et al., 2015).
The unique properties of Mn2+ gives MEMRI a number of advantages over a variety of contrast agents, BOLD fMRI, and diffusion tensor imaging. Compared to the passive T1 contrast agents such as gadolinium compounds (
Routes of Administration
Mn2+ can be delivered to the brain regions of interest via local intraocular and intracerebral administrations or systemic administrations into the blood stream (Figure 2). When choosing an appropriate delivery route, it is essential to consider the purpose of Mn2+ detection, the species, age, size, and gender of animal models, the frequency and dosage of Mn2+ administration, as well as the expected outcomes and caveats of each administration. These considerations are important as they may reflect different sensitivity, specificity, and mechanisms of Mn2+ enhancement in the brain targets (Silva et al., 2004; Silva and Bock, 2008;
FIGURE 2

Major Mn2+ delivery routes and the corresponding MEMRI enhancement patterns in the visual system. (A–C,E–G,I,J) are schematic representations of ocular, cerebral, and systemic injection routes respectively. (D,H,K) are the corresponding MEMRI enhancement patterns in the brain as a result of the specific Mn2+ administrations. (D) is a series of MEMRI scans of the rat, gerbil, and mouse brains 1 day after an intravitreal Mn2+ injection. Mn2+ enhancement could be found in the contralateral SC and LGN along the central visual pathway, and in the non-visual regions in the contralateral hippocampus (Hipp) and medial posterior amygdala (MeP). (H) contains MEMRI scans of a rat brain after intracortical Mn2+ injection to the right V1/V2 transition zone at 1-, 8-, and 24-h time points. Mn2+ enhancement could be observed along the cortico-cortical pathways in the left contralateral V1/V2 border and the splenium of corpus callosum. Mn2+ was also seen to transport along the cortico-subcortical feedback pathways in the ipsilateral LGN and SC. MEMRI scans in (K) portray age-related increase in outer retinal Mn2+ uptake in Long Evans rats between 2.4 and 19 months old. MEMRI was taken at baseline and at about 4 h after intraperitoneal Mn2+ administration using quantitative mapping of tissue R1 values in units of s-1. (L) shows sagittal MEMRI scans of postnatal days (PD) 11 and 31 rats at 24 h after intravenous Mn2+ injection. Brain Mn2+ uptake appeared higher in neonates and decreased with brain development. An estimate of the relative cortical concentration of manganese uptake shows a twofold drop from PD 11 to PD 31. (D,H,K,L) are reproduced with permissions from de Sousa et al. (2007),
Intravitreal MnCl2 injection is commonly used to investigate neuronal tracts of the central visual pathway by visualizing the retina, optic nerve, optic chiasm, superior colliculus, lateral geniculate nucleus, and sometimes the visual cortex (Watanabe et al., 2001; Murayama et al., 2006;
Topical administration of MnCl2 solution as eye drops onto the corneal surface presents a non-invasive and simple technique that can deliver Mn2+ into the visual system. While topical Mn2+ loading can enhance the anterior chamber, cornea, iris, retina, and the posterior visual pathways in the lateral geniculate nucleus and superior colliculus (Sun et al., 2012), no apparent enhancement in the vitreous chamber has been reported through this method, indicating that transportation of Mn2+ into the central visual pathway may not involve the vitreous and is likely independent of transcorneal diffusion (Sun et al., 2011; Lin et al., 2014a; Liang et al., 2015). Instead, uptake may involve permeation across the conjunctiva and sclera into the anterior uvea (Sun et al., 2011). Mn2+ uptake via this route can be significantly improved by surgical removal of the corneal epithelium, which indicates the presence of the physical corneal barrier to topical Mn2+ administration (
Intracameral MnCl2 injection has also been used to enhance the retina, optic nerve, superior colliculus, lateral geniculate nucleus, and visual cortex (Lindsey et al., 2007, 2013). However, this technique is less common likely because it is invasive while it does not provide substantial advantages over the topical loading. Additionally, it is not as direct as intravitreal injection for Mn2+ deposition into the retina.
Intracortical injection of MnCl2 to the rodent visual cortex has also been performed which results in Mn2+ enhancement in the splenium of corpus callosum, contralateral V1/V2 border, and the ipsilateral dorsal lateral geniculate nucleus and superior colliculus along the feedback pathway (
Intrathecal or intracerebroventricular injection is another important route of Mn2+ administration that allows Mn2+ delivery to brain tissues while circumventing the blood–brain barrier. This technique requires a high level of expertise and precision comparable to intracortical injection. In a study carried out on Sprague-Dawley rats, MnCl2 injections through the cisterna magna resulted in Mn2+ enhancement around the cerebrospinal fluid space in the olfactory bulb, cortex, and the brain stem within the first 6 h of administration which lasted for at least 3 weeks (Liu et al., 2004). Mn2+ uptake from the cerebrospinal fluid circulation into neuronal structures likely includes mechanisms apart from passive diffusion (
Systemic administrations such as intraperitoneal and intravenous Mn2+ injections have also been used to visualize the retina (
Oral administration of MnCl2 has recently been used to reveal differences in brain development between male and female neonates (Qiu et al., 2018), though oral Mn2+ administration for studying adult rodent visual system is currently a less preferred method given the lower bioavailability as compared to intraperitoneal and intrathecal routes (Roels et al., 1997).
Contrast Agent Preparation and MRI Protocols
Appropriate choices of the buffer system, concentration, and pH are indispensable to the success of MEMRI experiments. MnCl2 is available in different grades of purification (mostly > 99% purity) and various anhydrous and hydrated forms. Since mammalian body fluids have around 300 mOsm/L of osmolarity (
On the other hand, the intensity of T1-weighted imaging is dependent on the gradient, the radiofrequency field homogeneity, and the coil sensitivity of the MRI system, which often differ slightly between experimental sessions. To account for such inhomogeneity, a small phantom filled with saline, water, or MnCl2 solution can be placed near the animal’s head to normalize the neural tissue signals to the phantom signals in the same imaging slices during acquisition (
Neuroarchitecture Evaluation
Manganese-enhanced MRI of neuroarchitecture evaluation involves utilizing Mn2+ administration to detect the cytoarchitecture of brain tissues. The underlying principle of this technique is based on the varying degrees of Mn2+ accumulation resulting from differences in tissue properties at basal levels such as Mn2+ uptake through activity-dependent Cav1.2 channels in active neurons (
Table 1
| Species | Delivery route | Mn2+ dose | Field strength | Anatomical structures of interest | Citation | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Retina | ON | SC | LGN | VC | Others | |||||
| FVB mice | Intravenous | 88 mg/kg; 120 mM; 250 μL/h | 11.7 T | ✓ | Lee et al., 2005 | |||||
| C57BL/6J mice | Subcutaneous osmotic pump | 180 mg/kg; 0.25–1.0 μL/h | 7 T | ✓ | Mok et al., 2012 | |||||
| RCS rats, Sprague-Dawley rats | Intravitreal | 5 μL; 30 mM | 4.7 T | ✓ | Nair et al., 2011 | |||||
| Sprague-Dawley rats | Intrathecal | 50 μL; 25 mM | 4.7 T | ✓ | Liu et al., 2004 | |||||
| Intravenous | 2.0 mL; 64 mM; 1.8 mL/h | 11.7 T | ✓ | ✓ | ||||||
| Subcutaneous | 75, 150, 300 mg/kg; 25, 50, 100 mM | 2 T | ✓ | Shazeeb and Sotak, 2012 | ||||||
| Intraperitoneal | 45 mg/kg; 100 mM | 7 T | ✓ | ✓ | ||||||
| Old-World fruit bats | Intraperitoneal | 3 mL/kg | 7 T | ✓ | Liu et al., 2015 | |||||
| Common marmosets | Intravenous | 40 mM; 1.25 mL/h | 7 T | ✓ | ||||||
Summary of MEMRI protocols used for the detection of neuroarchitecture in the visual system in terms of species, delivery route, Mn2+ dose, magnetic field strength and anatomical structures enhanced and studied.
If a study examined dose-dependent effects, the reported optimal dose was chosen (ON, optic nerve; SC, superior colliculus; LGN, lateral geniculate nucleus; VC, visual cortex).
Manganese-enhanced MRI enables in vivo visualization of anatomical details in the whole brain from topographical and functional domains to layer-specific or even cellular levels (
FIGURE 3

Illustrations of four key MEMRI applications for studying the visual system, from neuroarchitecture detection (A), to neuronal tract tracing (B), neuronal activity detection (C) and glial activity identification (D). (A) represents detection of neuroarchitecture in the rodent retina and the primate visual cortex. Top row of (A) shows MEMRI detection of distinct bands of the normal (left and middle) and degenerated rodent retinas (right) with alternating dark and light intensity signals, as denoted by the numbering of layers. Note the compromised photoreceptor layer “D” upon degeneration in the Royal College of Surgeons (RCS) rats at postnatal day (P) 90. Bottom row of (A) represents in vivo T1-weighted MRI of the marmoset occipital cortex before (left) and after (middle) systemic Mn2+ administration. The corresponding histological section stained for cytochrome oxidase activity is shown on the right. The arrows indicate the primary/secondary visual cortex (V1/V2) border; I–III, IV, and V–VI indicate the cortical layers; and WM represents white matter. V1 detected in the T1-enhanced MEMRI scans agrees with the V1 identified in the histological section. The cortical layer IV experiences the strongest layer-specific enhancement, defining the extent of V1. (B) represents the use of MEMRI tract tracing for retinotopic mapping of normal and injured central visual pathways in Sprague-Dawley rats. MEMRI was performed 1 week after partial transection to the right superior intraorbital optic nerve (ONio) in a,b as shown by the yellow arrowhead in a, and to the temporal and nasal regions of the right optic nerve in c,d, respectively. After intravitreal Mn2+ injection into both eyes, the intact central visual pathway projected from the left eye could be traced from the left retina to the left optic nerve (ON), optic chiasm (OC), right optic tract (OT), right lateral geniculate nucleus (LGN), right pretectum (PT), and right superior colliculus (SC) in a. In contrast, reduced anterograde Mn2+ transport was found beyond the site of partial transection in the central visual pathway projected from the right eye in a retinotopic manner following the schematics in the insert in a. b–d in the right column highlight the reduced Mn2+ enhancement in the lateral, rostral and caudal regions of the left SC, denoted by the solid arrows. Open arrows indicate the hypointensity in the left LGN. (C) shows the use of MEMRI for detection of neuronal activity in the retina (top 2 rows) and the visual cortex (bottom row) of rodents. The heat maps on the top 2 rows of (C) visualize retinal adaptation by MEMRI in either light or dark condition. The horizontal white arrows mark the enhanced inner retina 4 h after systemic Mn2+ administration (right column) as compared to the control condition without Mn2+ administration (left column), while the vertical white arrows point to the outer retina that has higher intensity in dark-adapted than light-adapted conditions. The optic nerve (ON) is identified by a black arrow in each image. The bottom row of (C) represents neuronal activity of the visual cortex after systemic Mn2+ administration and awake visual stimulation. The left image shows the anatomy of cortical regions of interest (ROIs) in terms of Brodmann areas: blue for the binocular division of the primary visual cortex (Area 17), cyan for the lateral division of the accessory visual cortex (Area 18), red for the primary somatosensory cortex (Area 2), and green for the primary auditory cortex (Area 41). A superimposed drawing shows the relevant surface topography. On the right is a voxel-wise analysis of activity-dependent Mn2+ enhancement in one hemisphere centered in layer IV of the primary visual cortex at a depth from 480 to 690 μm. The top of the image is the rostral side of the cortex while the left side depicts the position of the longitudinal fissure. Values of the P-threshold are indicated on the bottom. The primary visual cortex, represented by the leftmost green open circle, had the highest density of below-threshold voxels. The green shaded band to the left, centered at the longitudinal fissure, is a buffer of the unanalyzed space. (D) shows a series of T1-weighted images of neonatal rats at 3 h, and 7 and 8 days after mild hypoxic-ischemia (H-I) insult at postnatal day (P) 7. The injury was induced by unilateral carotid artery occlusion and exposure to hypoxia at 35°C for 1 h. After MRI scans at day 7, systemic Mn2+ administration was performed, and the image at day 8 represents MEMRI enhancement. The white arrow points to gray matter injuries in the ipsilesional hemisphere around the visual cortex. This type of gray matter lesion is not visible in the images from hour 3 and day 7 post-insult. Immunohistology of the same rats suggested co-localization of overexpressed glial activity in the same lesion area in MEMRI (not shown). (A–D) are reproduced with permissions from
The architecture of the visual cortex can also be visualized using MEMRI. For instance, fractionated intravenous MnCl2 injections to marmosets led to significantly greater enhancement in the V1 and V2 gray matter regions of the visual cortex compared to the proximal white matter in MEMRI, with V1 being slightly more enhanced than V2 (
Neuronal Tract Tracing
Early methods of neuronal tract tracing involve the use of biotinylated dextran (Rajakumar et al., 1993), horseradish peroxidase (Kristensson and Olsson, 1971), fluorogold (Tillet et al., 1993), herpes simplex virus (Sun et al., 1996), and carbocyanine fast DiI (Friedland et al., 1996). However, these methods are mostly mono-synaptic and require sacrificing the animals to obtain brain slices for visualizing the tracts. In addition, the process of serial brain sectioning for reconstructing three-dimensional information is laborious, requires highly skilled expertise and is prone to errors. For this reason, it needs a more efficient tract tracing method that is viable for living animals, and MEMRI serves this purpose. Since Mn2+ can be readily taken up and transported by neurons, it can be used as an in vivo anterograde tracer for MRI to determine the movement and distribution of this moiety which, in consequence, allows tracing of the neuronal tracts. In order to examine the veracity of this premise, one of the earliest MEMRI experiments involved administration of MnCl2 solution into the vitreous to unveil the anatomical structures along the central visual pathway (Pautler et al., 1998). The rate of anterograde transport of Mn2+ was found to be about 2–8 mm/h in rodents (Sandvig et al., 2011), and is dependent upon body temperature (Smith et al., 2007), age (Minoshima and Cross, 2008;
Table 2
| Species | Delivery route | Mn2+ dose | Field strength | Anatomical structures of interest | Citation | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Retina | ON | SC | LGN | VC | Others | |||||
| C57BL/6J mice | Topical | 5 μL; 1–1.5 M | 4.7 T | ✓ | ✓ | ✓ | ✓ | Sun et al., 2011 | ||
| Intravitreal | 2 μL; 1 M | ✓ | ✓ | ✓ | ✓ | |||||
| 0.5 μL; 100 mM | 9.4 T | ✓ | ✓ | ✓ | Ho et al., 2015 | |||||
| C57BL/6J mice, DBA/2J mice | Intravitreal | 1 μL; 100 mM | 7 T | ✓ | ✓ | ✓ | Fiedorowicz et al., 2018 | |||
| 0.5 μL; 100 mM | 9.4 T | ✓ | ✓ | ✓ | Yang et al., 2018 | |||||
| C57BL/6J mice, EAE mice | Intravitreal | 0.25 μL; 200 mM | 4.7 T | ✓ | Lin et al., 2014b | |||||
| C57BL/6J mice, APP-/- mice | Intravitreal | 0.25 μL; 200 mM | 11.7 T | ✓ | ✓ | Gallagher et al., 2012 | ||||
| C57BL/6J mice, CBA mice, KCL1-/- mice | Intravitreal | 0.25 μL; 200 mM | 11.7 T | ✓ | ✓ | ✓ | ||||
| C57BL/6J mice, NF-κB p50KO mice | Intravitreal | 2 μL; 7.5 mM | 3 T | ✓ | ✓ | ✓ | ✓ | Fischer et al., 2014 | ||
| NIH-Swiss white mice | Intracameral | 1 μL; 1 M | 7 T | ✓ | ✓ | ✓ | Lindsey et al., 2007 | |||
| FVB mice | Intravitreal | 1–2 μL; 800 mM | 7 T | ✓ | ✓ | ✓ | Pautler et al., 1998 | |||
| 129Sv/J mice | Intravitreal | 2 μL; 20 mg/mL | 7 T | ✓ | Mansergh et al., 2014 | |||||
| C57BL/6J mice, Fischer rats, frogs, fish | Intravitreal | 3 μL; 50 mM | 2.35 T | ✓ | Sandvig et al., 2011 | |||||
| Mongolian gerbils | Intravitreal | 2 μL; 100 mM | 7 T | ✓ | ✓ | ✓ | ✓ | |||
| Wistar rats | Intravitreal | 0.1 μL; 1 M | 2.35 T | ✓ | ✓ | ✓ | ✓ | Watanabe et al., 2001 | ||
| Fischer rats | Intravitreal | 3 μL; 50 mM | 2.35 T | ✓ | ✓ | ✓ | Thuen et al., 2005 | |||
| 4 μL; 3.9 M | 7 T | ✓ | Ryu et al., 2002 | |||||||
| Sprague-Dawley rats | Intravitreal | 3 μL; 50 mM, or 2 μL; 100 mM | 7 T | ✓ | ✓ | ✓ | ✓ | Hipp, Amy | ||
| 4 μL; 200 μM | 7 T | ✓ | ✓ | Hernandez et al., 2015 | ||||||
| 3 μL; 30 mM | 1.5 T | ✓ | ✓ | ✓ | ✓ | Yang et al., 2016 | ||||
| 2 μL; 200 mM | 3 T | ✓ | ✓ | ✓ | Tang et al., 2017a | |||||
| 1.5 μL; 100 mM | 9.4 T | ✓ | ✓ | ✓ | van der Merwe et al., 2019 | |||||
| Intravitreal | 3 μL; 50 mM (x3) | 7 T | ✓ | ✓ | ✓ | ✓ | ||||
| Subcortical | 30 nL; 100 mM | ✓ | ✓ | |||||||
| Intracortical | 100 nL; 100 mM | ✓ | ✓ | ✓ | CC | |||||
| Transcranial | 50 μL; 10–500 mM | 11.7 T | ✓ | ✓ | ✓ | |||||
| Inner ear perilymph | 6 μL; 200 mM | 3 T | ✓ | ✓ | ✓ | Tang et al., 2017b | ||||
| Syrian golden hamsters | Intravitreal | 2 μL; 200 mM | 7 T | ✓ | ✓ | ✓ | Liang et al., 2011 | |||
| Old-World fruit bats | Intravitreal | 2 μL; 120 mM | 7 T | ✓ | ✓ | ✓ | ✓ | ✓ | Liu et al., 2015 | |
| Common marmosets | Intravitreal | 0.5 μL; 1 M | 7 T | ✓ | ✓ | ✓ | ✓ | Yamada et al., 2008 | ||
| Rhesus macaques | Intravitreal | 75–100 μL; 1–1.5 M | 4.7 T | ✓ | ✓ | ✓ | ✓ | ✓ | ITC | Murayama et al., 2006 |
| Intracortical | 5 μL;120 and 300 mM | 7 T | FEF | Schaeffer et al., 2018 | ||||||
| New Zealand rabbits | Topical | 400 μL; 50–200 mM | 3 T | ✓ | ✓ | ✓ | ||||
| Pigmented rabbits | Intravitreal | 25 μL; 5–40 mM | 1.5 T | ✓ | ✓ | ✓ | Wang et al., 2016 | |||
Summary of MEMRI protocols used for neuronal tract tracing in the visual system in terms of species, delivery route, Mn2+ dose, magnetic field strength and anatomical structures enhanced and studied.
If a study examined dose-dependent effects, the reported optimal dose was chosen (ON, optic nerve; SC, superior colliculus; LGN, lateral geniculate nucleus; VC, visual cortex; FEFs, frontal eye fields; Hipp, hippocampus; Amy, amygdala; CC, corpus callosum; ITC, inferotemporal cortex).
Watanabe et al. (2001) are among the earliest to perform extensive MEMRI studies to determine the spatiotemporal evolution of MEMRI for tracing the visual system in healthy rodents. At 8, 24, 48, and 72 h after intraocular MnCl2 administration to adult Wistar rats, the best MEMRI enhancement of the central visual pathway was achieved at 24 h post-injection, which revealed clear delineation of the retina, the axonal tracts, and the primary visual centers. At 8 h there was insufficient transport beyond the optic chiasm, while the contrast faded at 48 h. At 24 h, a continuous pattern of anterograde labeling was observed from the retina, optic nerve, and optic chiasm to the contralateral optic tract, the dorsal and ventral lateral geniculate nucleus, the superficial gray layer of the superior colliculus and its brachium, the olivary pretectal nucleus, and the suprachiasmatic nucleus. Enhancement was achieved on the ipsilateral hemisphere to a lesser degree after passing the optic chiasm, which agreed with the known anatomical projection in rodents (Forrester and Peters, 1967) (Figure 1). A shortcoming of MEMRI-based neuroanatomic tracing is its relatively low sensitivity to sparse fibers. Several tracts known to consist of only a few fiber connections could be visualized by other methods but were not distinguishable in this study. Some examples include the nuclei of the accessory optic system, lateral geniculate nucleus, and olivary pretectal nuclei in the same hemisphere of the rodent brain ipsilateral to the unilaterally injected eye.
While most MEMRI studies involving intraocular MnCl2 injection detected the retinal pathways toward the lateral geniculate nucleus or superior colliculus (Pautler et al., 1998; Watanabe et al., 2004; Thuen et al., 2005;
Apart from the central visual pathway, MEMRI has been increasingly utilized as a robust tool for layer-specific and topographical brain mapping of the transcallosal, cortico-geniculate, cortico-collicular, poly-synaptic, and intracortical horizontal connections in the rodent visual system (
Manganese-enhanced MRI also provides a solution to non-invasively image transport deficits in the visual system for examining neuronal abnormalities caused by optic neuropathies such as irradiation-induced injuries (Ryu et al., 2002), optic nerve crush (Thuen et al., 2005; Fischer et al., 2014), glaucoma (
Evaluation of Neuronal Activity
Manganese-enhanced MRI of neuronal activity detection involves analyzing brain structures under a certain stimulus. Regions of the brain that are active in response to a stimulus experience a rise in ion demand, which results in increased Mn2+ accumulation after exogenous administration. Higher concentrations of Mn2+ ions in local brain regions result in higher T1-weighted signal intensities on MRI, indicating that signal enhancement of these structures can be a biomarker of their activity (Lin and Koretsky, 1997; Duong et al., 2000; Yu et al., 2005). In this section, we will overview findings which involved the use of MEMRI to examine neuronal activity in the visual system. A compilation of relevant studies can be found in Table 3.
Table 3
| Species | Delivery route | Mn2+ dose | Field strength | Anatomical structures of interest | Citation | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Retina | ON | SC | LGN | VC | Others | |||||
| C57BL/6J mice | Intraperitoneal | 66 mg/kg | 7 T | ✓ | ||||||
| ✓ | ||||||||||
| ✓ | Giordano et al., 2015 | |||||||||
| Subcutaneous osmotic pump | 160 mg/kg/wk | 4.7 T | ✓ | ✓ | Laine et al., 2017 | |||||
| C57BL/6J mice, C57BL/6J/129S6 mice, Opn4-/- mice | Intraperitoneal | 66 mg/kg | 4.7 T, 7 T | ✓ | ||||||
| C57BL/6J mice, DBA/2J mice | Intraperitoneal | 66 mg/kg | 4.7 T | ✓ | ||||||
| C57BL/6J mice, SOD1OE mice | Intraperitoneal | 66 mg/kg | 4.7 T | ✓ | ||||||
| Ca(v)1.4(-/-), Arr1(-/-) and Ca(v)1.3(-/-) C57BL/6J mice | Intraperitoneal | 66 mg/kg | 7 T | ✓ | ||||||
| C57BL/6J mice, GNAT1-/- mice | Intraperitoneal | 66 mg/kg | 7 T | ✓ | ||||||
| Cav-1 KO C57BL/6J mice | Intraperitoneal | 66 mg/kg | 7 T | ✓ | Li et al., 2012 | |||||
| UM-HET3 mice | Intraperitoneal | 66 mg/kg | 7 T | ✓ | ||||||
| rd1/rd1 mice | Intraperitoneal | 66 mg/kg | 4.7 T, 7 T | ✓ | ✓ | Ivanova et al., 2010 | ||||
| Abca4-/- Rdh8-/- double KO mice | Intravitreal | 2.4 μL; 5 mM | 7 T | ✓ | Schur et al., 2015 | |||||
| Sprague-Dawley rats | Intraperitoneal | 44 mg/kg | 4.7 T | ✓ | ||||||
| ✓ | ||||||||||
| ✓ | ||||||||||
| 66 mg/kg | ✓ | ✓ | ✓ | ✓ | ||||||
| 0.2 mmol/kg | ✓ | Daducci et al., 2014 | ||||||||
| 50 mg/kg | ✓ | Kim et al., 2014 | ||||||||
| Intravenous | 88 mg/kg | 11.7 T | ✓ | De La Garza et al., 2012 | ||||||
| ✓ | Muir et al., 2015 | |||||||||
| Intracortical | 100 nL; 500 mM | 7 T | ✓ | |||||||
| Sprague-Dawley rats, RCS rats | Intraperitoneal | 44 mg/kg | 4.7 T | ✓ | ||||||
| Sprague-Dawley rats, Lewis rats | Intraperitoneal | 44 mg/kg | 4.7 T | ✓ | ||||||
| Sprague-Dawley rats, Long-Evans rats | Intraperitoneal | 66 mg/kg | 4.7 T, 7 T | ✓ | ✓ | ✓ | ✓ | |||
| 44 mg/kg | ✓ | |||||||||
| Long-Evans rats | Intraperitoneal | 44 mg/kg | 7 T | ✓ | ||||||
| WAG/RijHs-rnu rats | Intraperitoneal | 44 mg/kg | 4.7 T | ✓ | ||||||
| Wistar rats | Intra-arterial or intravenous (+BBB opening) | 5 mg/kg; 1.8 mL/min | 3 T | ✓ | Fa et al., 2011 | |||||
Summary of MEMRI protocols used for detecting neuronal activity in the visual system in terms of species, delivery route, Mn2+ dose, magnetic field strength and anatomical structures enhanced and studied.
If a study examined dose-dependent effects, the reported optimal dose was chosen (ON, optic nerve; SC, superior colliculus; LGN, lateral geniculate nucleus; VC, visual cortex; BBB, blood–brain barrier; KO, knock out).
Manganese-enhanced MRI can detect layer-specific changes in retinal ion demand in response to light or dark adaptation. Upon systemic MnCl2 administration, healthy adult rats that were maintained in dark conditions showed higher signal intensity in the outer retinal layers, indicative of increased ion demand of photoreceptors when compared to rats maintained in light conditions (
Manganese-enhanced MRI has been used to detect Ca2+-dependent abnormalities in aging, glaucomatous, and diabetic retinas (
Manganese-enhanced MRI can also assess alterations in intraretinal ion demand due to ocular injury and tumorigenesis. Upon Na+/K+-ATPase inhibition by intravitreal ouabain injection, rats showed reduced retinal function as indicated by decreased receptor and post-receptor MEMRI signal intensities compared to phosphate-buffered saline-injected controls (
Cortical activity mediated through visual stimuli in awake and free-moving rats can also be imaged by MEMRI after systemic MnCl2 injection with or without temporarily opening the blood–brain barrier (
Investigation of Glial Activity
Manganese-enhanced MRI has been shown to reflect glial activity changes within and beyond the visual system, yet the underlying mechanisms remain debatable. Some studies observed linkages between Mn2+ enhancement and astrocytic activity mediated by glutamate synthetase, manganese-superoxide dismutase (MnSOD), and calcium channels (Yang and Wu, 2007, 2008; Yang et al., 2008; Gadjanski et al., 2009; Hoffmann et al., 2013), whereas others observed increased Mn2+ uptake in relation to microglial activity (Haapanen et al., 2007; Wideroe et al., 2009, 2011). Oligodendrocytes may also uptake Mn3+ via the transferrin receptors, whereas Mn3+ is paramagnetic and can be converted from Mn2+ (Golub et al., 1996; Gunter et al., 2013). In this section, we will address various findings in the literature that attempted to identify and differentiate glial contributions to Mn2+ enhancement in MEMRI. A list of relevant MEMRI studies involving the visual system can be found in Table 4.
Table 4
| Species | Delivery route | Mn2+ dose | Field strength | Anatomical structures of interest | Citation | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Retina | ON | SC | LGN | VC | Others | |||||
| Sprague-Dawley rats | Intraperitoneal | 88 mg/kg; 100 mM; 15 μL/min | 7 T | ✓ | ✓ | Yang and Wu, 2008; Yang et al., 2008 | ||||
| 45 mg/kg;100 mM | 7 T | ✓ | ✓ | |||||||
| Wistar rats | Intraperitoneal | 40 mg/kg; 100 mM | 7 T | ✓ | ✓ | Wideroe et al., 2009, 2011 | ||||
| Brown Norway rats | Intravenous | 50 μmol/kg | 2.35 T | ✓ | Gadjanski et al., 2009 | |||||
| 20 mg/kg | 9.4 T | ✓ | ✓ | Hoffmann et al., 2013 | ||||||
Summary of MEMRI protocols used for identifying or differentiating glial activity in the visual system in terms of species, delivery route, Mn2+ dose, magnetic field strength and anatomical structures enhanced and studied.
If a study examined dose-dependent effects, the reported optimal dose was chosen (ON, optic nerve; SC, superior colliculus; LGN, lateral geniculate nucleus; VC, visual cortex).
Several studies supported the use of MEMRI for the detection of astrocytic activity in the healthy brain or in response to neuronal injury. Within the gray matter, astrocytes produce glutamine synthetase, an enzyme which uses Mn2+ as a cofactor. After systemic Mn2+ administration to healthy rats, longitudinal MEMRI showed maximal T1-weighted enhancement at day 1 in brain structures that are known to possess high contents of unsaturated glutamine synthetase (Patel et al., 1985;
It is important to note that the mechanisms of Mn2+ uptake and glutamine synthetase or MnSOD activity have not been thoroughly examined so caution is warranted in interpreting the results. There may be alternative pathways that can cause Mn2+ enhancement in astrocytes. For example, certain glial cells possess L-type voltage-operated calcium channels (
In addition to astrocytes, recent studies supported the notion that Mn2+ enhancement is associated with microglial activation (Wideroe et al., 2009, 2011). Wideroe and colleagues combined MEMRI with immunohistochemistry to characterize the detection of cellular changes of more severe hypoxic-ischemic brain injury in neonatal rats. Six hours after cauterization of the right carotid artery, rats were given Mn2+ intraperitoneally for MEMRI scans on days 1, 3, and 7, and brain tissue samples were taken for immunohistochemical staining using CD68 for activated microglial cells and glial fibrillary acidic protein for reactive astrocytes. On days 1 and 3, widespread reactive astrocytes were found across the injured hemisphere, whereas only a few activated microglial cells were observed on day 1 across the ipsilesional hemisphere. By day 7, the number of activated microglial cells increased along with increasing CD68 staining intensities, and many of these cells were concentrated in the dorsolateral thalamus near the lateral geniculate nucleus (Wideroe et al., 2009). MEMRI scans revealed small spots of high signal intensities in the thalamus on day 3, and later in large parts of the dorsolateral thalamus and parts of the hippocampus and remaining cortex on day 7 (Wideroe et al., 2009). At day 7, two animals with low density of activated microglia in the thalamus also had almost no detectable Mn2+ enhancement in T1-weighted imaging. Among the immunohistochemical markers, activated microglia on day 7 had the best spatial agreement with the MEMRI scans. It is possible that microglia activation increased reactive oxygen species and the release of glutamate which upregulated the expression of MnSOD and glutamine synthetase in astrocytes, resulting in delayed Mn2+ enhancements on day 7. However, the enhancements of another animal group which received MnCl2 6 days after injury never reached the intensity of those which received MnCl2 within hours after the injury. Such signal intensity differences indicate that the Mn2+ enhancements in animals receiving MnCl2 early after injury may have been the result of Mn2+ accumulation in microglia over the course of several days as opposed to active uptake (Wideroe et al., 2009). This evidence suggests other potential mechanisms of Mn2+ uptake in glial cells, which further supports the need for caution when interpreting Mn2+ enhancements.
Apart from glial activity detection, there are some initial attempts to distinguish between glial and neuronal activity in inflammatory and degenerative diseases using MEMRI. After exposure to known pro-inflammatory agents via intracranial lipopolysaccharide injection (
It is important to note that the diseases processes examined in the above studies are complex and are associated with a multitude of molecular, cellular, and pathophysiological changes which tend to obscure the clear findings about glial activation. These processes include cellular edema, necrosis (Wideroe et al., 2009, 2011; Morken et al., 2013), and apoptosis (Haapanen et al., 2007). Once these events ensue, they tend to impact the neuronal activity leading to alterations in neuronal Mn2+ uptake thereby masking the interpretations of MEMRI signal enhancement. In an attempt to differentiate these degenerative events, one study probed the spatiotemporal MEMRI profiles upon Ca2+ dysfunction after traumatic brain injury (Talley Watts et al., 2015). The areas of controlled cortical impact displayed a distinct biphasic profile with MEMRI hyperintensity at hour 1–3 and gradual loss of intensity on days 2–14, while no such biphasic effect was seen in the vehicle group. A hyperintense area was also observed surrounding the impact core on days 7–14. Compared with immunohistochemistry, the MEMRI signal void in the impact core and the hyperintense rim on days 7–14 corresponded to tissue cavitation and reactive gliosis, respectively (Talley Watts et al., 2015). The authors concluded that MEMRI could identify excitotoxic injury during the hyperacute phase that precedes vasogenic edema. Hence, MEMRI can be employed as a complementary technique to conventional MRI to differentiate early stages of gliosis. In another in vivo rat study using combined systemic and stereotactic MEMRI to specifically track the cellular responses of astrocytes and neuronal pathways, a positive temporal correlation was reported between astrogliosis and the recovery of neuronal pathways at the chronic stage after stroke. Microglia, however, did not contribute to systemic MEMRI enhancement because they remained in the lesion core (Hao et al., 2016). While MnCl2 can stimulate the microglia dose-dependently (Zhang et al., 2007), it is also possible that systemic Mn2+ administration at low doses could exert anti-oxidative effects to some extent and preserve brain tissues at remote sites from delayed secondary damage (Singh et al., 1992; Hussain and Ali, 1999;
Limitations
While MEMRI possesses considerable potential for evaluating the structure and function of the retina, optic nerve, and visual brain connections, there are important limitations that need to be addressed. For example, while Mn2+ enhancement is generally interpreted as the surrogate of the tract viability and neuronal activity, this explanation may not always be accurate because mice with genetic retinal blindness were found to give MEMRI enhancements in the optic nerve after intraocular Mn2+ administration (
To date, the biochemical metabolome of Mn2+ within the brain is poorly understood; therefore, the interpretations of the results obtained by MEMRI remain rather speculative. One of the proposed mechanisms of Mn2+ transport along the neuronal tracts is through kinesin-mediated vesicular transport. However, in kinesin light chain 1 knockout mice, Mn2+ transport was slowed but not halted, while Mn2+ enhancement after 24 h was similar to normal mice. This suggests that kinesin is not essential to Mn2+ transport and that other mechanisms may be involved (
Currently, the major drawback for MEMRI use is the toxicity of MnCl2, especially at high concentrations, which limits its use in humans. Table 5 provides details about Mn2+ toxicity within and beyond the visual system upon local and systemic Mn2+ manifestations. For example, Mn2+ injection into the mouse eyes disrupts the electrical response to light in the visual system. At high volumes (>0.25 μL) of injectate to mouse eyes there is a volumetric effect. At low volumes (<0.25 μL of 200 mM) a transient effect on visually evoked potentials which reverses after 24 h was observed with Mn2+ but not with saline (
Table 5
| Species | Delivery route | Citation | Mn2+ dose | Frequency | Toxicity |
|---|---|---|---|---|---|
| C57BL/6J mice | Intravitreal | 0.125 μL; 50 mM | Single dose | Reduced amount of response to light 4 h post-injection, full recovery 24 h post-injection, 10–20% decrease of axons in the optic nerve. | |
| 0.25 μL; 200 mM | Reduced amount of response to light 4 h post-injection, some function returned 24 h post-injection, optic nerve diameter on injected side was 6% smaller than non-injected side, approximately 25% decrease in axons per unit area in optic nerve. | ||||
| 0.5 μL; 200 mM | No response to light in both eyes due to volumetric effect of injection 4 h post-injection, small potential change 24 h post-injection, optic nerve diameter on injected side was 6% smaller than non-injected side, approximately 25% decrease in axons per unit area in optic nerve. | ||||
| Haenold et al., 2012 | 2 μL; 50 nmol | Single dose | Retinal ganglion cell (RGC) density reduced by 21.5%, outer nuclear layer (ONL) barely detectable. | ||
| 2 μL; 100 nmol | Retinal ganglion cell density reduced by 20.7%, ONL not detectable, visual acuity drastically reduced. | ||||
| Topical | Sun et al., 2012 | 5 μL; 1 M | 3x–7x/every 2 weeks | 20–40% RGC loss, with corneal thickening and increased corneal opacity at 7x/every 2 weeks. | |
| Lin et al., 2014a | 60 μL; 500 mM | Single dose | Slight drop in visual acuity 1 day after loading with recovery to normal at day 2. | ||
| 60 μL; 750 mM | Drastic drop invisual acuity followed by gradual recovery to normal range by day 5. Slight retinal swelling at day 1 with recovery to normal thickness at day 5. | ||||
| 60 μL; 1 M | Loss of visual acuity, significant retinal swelling (∼26% increase) at day 1, and significant retinal thinning (∼31%) at day 7. | ||||
| 0.25 μL; 200 mM | Slight retinal swelling at 4 h with recovery by 24 h. | ||||
| Intracameral | Lindsey et al., 2013 | 1.0 μL; 50 nmol | Single dose | Enlargement of spaces among collagen fibrils within corneal stroma after 1 week. | |
| 1.0 μL; 100 nmol | Cataracts, outer plexiform layer (OPL) thinning in peripheral retina after 1 week. | ||||
| 1.0 μL; 300 nmol | Cataracts, significant OPL thinning, loose matrix/inflammatory cells in anterior chamber, 125% increased cells in inner plexiform layer (IPL) after 1 week. | ||||
| 1.0 μL; 500 nmol | Cataracts, significant OPL thinning, loose matrix/inflammatory cells in anterior chamber, 163% increased cells in IPL, absent retinal nerve fiber layer after 1 week. | ||||
| Subcutaneous osmotic pump | Vousden et al., 2018 | 50 mg/kg/day | Continuous | Skin ulceration. | |
| Fischer rats | Intravitreal | Thuen et al., 2008 | 3 μL; 300, 1500, 3000 nmol | Single dose | 12%, 57%, and 94% reduced RGC density respectively; swelling of the globe, cataracts, corneal opacities, anterior and posterior chamber hemorrhages, retinal degeneration (1500–3000 nmol); failed clearance of Mn2+ from vitreous (3000 nmol). |
| Sprague-Dawley rats | Intravitreal | Luo et al., 2012 | 2 μL; 25 mM | Single dose | Increased numbers of ribosomes. |
| 2 μL; 50 mM | RGC outer segment and retinal pigment epithelial microvilli damage, RGC mitochondrial cristae disorganization and ribosomal disaggregation. | ||||
| 2 μL; 75–150 mM | Vacuoles in RGCs and outer segments of photoreceptors. | ||||
| 2 μL; 300 mM | Vacuoles in RGCs and outer segments of photoreceptors, near complete loss of outer plexiform layer, retinal thinning, complete destruction of RGC outer segment, severe RGC retinal pigment epithelial microvilli damage. | ||||
| Xiao et al., 2019 | 2 μL; 100 or 200 mM | Single dose | Nerve tract edema, dendrite and axon swelling and fiber loss in LGN, astroglial swelling in superior colliculus (100 and 200 mM) and visual cortex (200 mM). | ||
| Intraperitoneal | 3 mg/kg × 60 mg/kg; 25 mM; 1.25 ml/h | Fractionated dose | Early weight loss. | ||
| Intravenous | 180 mg/kg; 100 mM | Single dose | Early weight loss, abdominal induration followed by substantial bleeding inside the abdominal wall, hunched and lethargic, potential heart failure, tail necrosis. | ||
| Intrathecal | Liu et al., 2004 | 25 μL; 25 mM | Single dose | Transient respiratory and cardiac distress immediately after injection resolved after 20 min, acute ataxia during recovery, weight loss for 2–3 days. | |
| 25–50 μL; 50 mM | 67–83% of animals died within first 6 h. | ||||
| New Zealand rabbits | Topical | 400 μL; 50 mM | 9x/every 5 min | Corneal edema in epithelium-removed group only, with alleviation by day 14. | |
| 400 μL; 100 mM | Corneal edema in epithelium-removed group only. | ||||
| 400 μL; 200 mM | Corneal edema present in epithelium-removed and epithelium-intact subgroups at days 1 and 14; corneal endothelium severely damaged. | ||||
| Pigmented rabbits | Intravitreal | Zhang et al., 2010 | 25 μL; 10–40 mmol/L | Single dose | Reversible reduction in flash electroretinogram b-wave amplitude at ≤15 mmol/L, irreversible damages in retinal function and morphology at ≥20 mmol/L. |
Summary of toxic effects observed in the visual system and beyond after high-dose Mn2+ use in MEMRI.
The corresponding species, Mn2+ delivery route, dosage and frequency are also noted. For each study cited, only doses with observed toxic effects were included in the table.
Future Directions
One of the most important aspects for the future of Mn2+ based imaging is to identify less toxic Mn2+ salts that can be used as contrast agents for both clinical and preclinical applications. This will avoid the design handicap that we witness in the current protocols including systemic toxicity and local injuries to the target tissues and the injection sites. A potential solution is the use of chelating agents designed to sequester Mn2+ ions and drive a slow-release in biological systems. Mangafodipir trisodium (MnDPDP, TeslaScan) is an example of such. This compound is consisted of Mn2+ ions and fodipir (dipyridoxyl diphosphate) as a chelating agent, and was approved for clinical use for pancreatic and hepatobiliary imaging (Lim et al., 1991; Rofsky and Weinreb, 1992), myocardial infarction detection (Pomeroy et al., 1989; Saeed et al., 1989), and diagnostics of cancer including hepatocellular carcinoma (Sutcliffe et al., 2011). Initial studies involving intravenous MnDPDP administrations to healthy human volunteers showed maximal T1-weighted MRI enhancement within 15–30 min in the liver, pancreas, spleen, and kidney that lasted for hours (Wang et al., 1997) until clearance from hepatocytes within 24 h of administration (Koh et al., 2007). MnDPDP has been demonstrated not to cause adverse injection site injury or dermal hypersensitivity (Larsen and Grant, 1997). Also, in vivo catecholamine release triggered by MnDPDP administration prevents the potentially negative ionotropic effects of Mn2+ ions on cardiac function (Jynge et al., 1997). The reduced initial cardiac uptake of Mn2+ may account for the favorable cardiovascular safety of MnDPDP (Ni et al., 1997) with low incidence of serious side effects (Federle et al., 2000).
With regards to the visual system, intravitreal MnDPDP injection allows MEMRI tract tracing in the rat retina and optic nerve similar to intravitreal MnCl2 injection (Olsen et al., 2008), while systemic MnDPDP administration allows MEMRI detection of dark- or light-adapted retinal function at a clinically relevant dose in healthy rats (Tofts et al., 2010). MnDPDP enhancement may also reflect gliosis in hypoxic-ischemic injured rat brains in T1-weighted imaging (Yang and Wu, 2009). While the MRI-contrast properties of MnDPDP rely on the release of Mn2+, MnDPDP possesses MnSOD-mimetic activity which is dependent on the manganese ions that are bound to the fodipir part (Karlsson et al., 2015). MnDPDP may also help identify populations of neural stem and progenitor cells within the intact embryo brain for investigating neurodevelopment and disease mechanisms (Norris et al., 2013). On a negative note, MnDPDP has been shown to induce skeletal abnormalities in fetal rodents thereby raising a caveat for the toxicity of teratogenic nature (Grant et al., 1997). It is important to note that MnDPDP does not pose much toxicity in animal models unless it is used in high doses (Elizondo et al., 1991). Though MnDPDP-based neuroimaging has found remarkable use in rodent models in recent years, its use in human brains remains limited given the lack of thorough toxicity, sensitivity, and specificity assessments at relevant doses (Wang et al., 1997). Human eyes are at least 3–7 times bigger than rodent eyes in diameter (Van Cruchten et al., 2017), while the human brains are more than a 1000 times larger than rodent brains in volume (Semple et al., 2013). Also, rodents do not have lamina cribrosa or macula, both of which play important roles in vision disorders such as glaucoma and age-related macular degeneration. For more accurate determinations of human visual neurophysiology and visual disease mechanisms, we may likely see over the coming decade the translation of MnDPDP neuroimaging from rodents toward larger mammals before practical applications to the human visual system.
Apart from Mn2+ safety, one of the essential goals for future MEMRI studies would be to decipher the metabolic arena (
In summary, MEMRI has considerable potential for unveiling the neural circuits of the visual system in relation to development, impairments, plasticity, and restoration. There are many unknown functional and disease processes involving the visual system that may be deciphered with the help of MEMRI. However, more work has to be done in regard to understanding precisely how Mn2+ is distributed in biological systems while avoiding the pitfalls of Mn2+ toxicity. Uncovering the mysteries behind Mn2+ detection mechanisms is the key to opening new doors for MEMRI as a non-invasive and useful in vivo tool in studying different aspects of ophthalmology and visual neuroscience.
Statements
Data availability statement
No datasets were generated or analyzed for this study.
Author contributions
WD, MF, CL, and VA wrote the manuscript. KC proposed the topic and edited the manuscript.
Funding
This work was supported in part by the National Institutes of Health R01-EY028125 (Bethesda, MD, United States); the BrightFocus Foundation G2013077, G2016030, and G2019103 (Clarksburg, MD, United States); and the Research to Prevent Blindness/Stavros Niarchos Foundation International Research Collaborators Award (New York, NY, United States).
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
References
1
AlaverdashviliM.LapointeV.WhishawI. Q.CrossA. R. (2017). Manganese-enhanced magnetic resonance imaging and studies of rat behavior: transient motor deficit in skilled reaching, rears, and activity in rats after a single dose of MnCl2.Magn. Reson. Insights10:1178623X17706878. 10.1177/1178623X17706878
2
Almeida-CorreaS.CzischM.WotjakC. T. (2018). In vivo visualization of active polysynaptic circuits with longitudinal manganese-enhanced MRI (MEMRI).Front. Neural Circuits12:42. 10.3389/fncir.2018.00042
3
AokiI.TanakaC.TakegamiT.EbisuT.UmedaM.FukunagaM.et al (2002). Dynamic activity-induced manganese-dependent contrast magnetic resonance imaging (DAIM MRI).Magn. Reson. Med.48927–933. 10.1002/mrm.10320
4
AokiI.WuY. J.SilvaA. C.LynchR. M.KoretskyA. P. (2004). In vivo detection of neuroarchitecture in the rodent brain using manganese-enhanced MRI.Neuroimage221046–1059. 10.1016/j.neuroimage.2004.03.031
5
AschnerM.VranaK. E.ZhengW. (1999). Manganese uptake and distribution in the central nervous system (CNS).Neurotoxicology20173–180.
6
AtanasijevicT.BouraoudN.McgavernD. B.KoretskyA. P. (2017). Transcranial manganese delivery for neuronal tract tracing using MEMRI.Neuroimage156146–154. 10.1016/j.neuroimage.2017.05.025
7
BadeA. N.ZhouB.EpsteinA. A.GorantlaS.PoluektovaL. Y.LuoJ.et al (2013). Improved visualization of neuronal injury following glial activation by manganese enhanced MRI.J. Neuroimmune Pharmacol.81027–1036. 10.1007/s11481-013-9475-3
8
BarandovA.BartelleB. B.WilliamsonC. G.LoucksE. S.LippardS. J.JasanoffA. (2019). Sensing intracellular calcium ions using a manganese-based MRI contrast agent.Nat. Commun.10:897. 10.1038/s41467-019-08558-7
9
BearerE. L.FalzoneT. L.ZhangX.BirisO.RasinA.JacobsR. E. (2007). Role of neuronal activity and kinesin on tract tracing by manganese-enhanced MRI (MEMRI).Neuroimage37(Suppl. 1), S37–S46.
10
BedenkB. T.Almeida-CorreaS.JurikA.DedicN.GruneckerB.GenewskyA. J.et al (2018). Mn(2+) dynamics in manganese-enhanced MRI (MEMRI): Cav1.2 channel-mediated uptake and preferential accumulation in projection terminals.Neuroimage169374–382. 10.1016/j.neuroimage.2017.12.054
11
BerkowitzB. A.BissigD.BergmanD.BerceaE.KasturiV. K.RobertsR. (2011). Intraretinal calcium channels and retinal morbidity in experimental retinopathy of prematurity.Mol. Vis.172516–2526.
12
BerkowitzB. A.BissigD.PatelP.BhatiaA.RobertsR. (2012). Acute systemic 11-cis-retinal intervention improves abnormal outer retinal ion channel closure in diabetic mice.Mol. Vis.18372–376.
13
BerkowitzB. A.GradianuM.BissigD.KernT. S.RobertsR. (2009a). Retinal ion regulation in a mouse model of diabetic retinopathy: natural history and the effect of Cu/Zn superoxide dismutase overexpression.Invest. Ophthalmol. Vis. Sci.502351–2358. 10.1167/iovs.08-2918
14
BerkowitzB. A.RobertsR.OleskeD. A.ChangM.SchaferS.BissigD.et al (2009b). Quantitative mapping of ion channel regulation by visual cycle activity in rodent photoreceptors in vivo.Invest. Ophthalmol. Vis. Sci.501880–1885. 10.1167/iovs.08-2958
15
BerkowitzB. A.GradianuM.SchaferS.JinY.PorchiaA.IezziR.et al (2008). Ionic dysregulatory phenotyping of pathologic retinal thinning with manganese-enhanced MRI.Invest. Ophthalmol. Vis. Sci.493178–3184. 10.1167/iovs.08-1720
16
BerkowitzB. A.GradyE. M.KhetarpalN.PatelA.RobertsR. (2015a). Oxidative stress and light-evoked responses of the posterior segment in a mouse model of diabetic retinopathy.Invest. Ophthalmol. Vis. Sci.56606–615. 10.1167/iovs.14-15687
17
BerkowitzB. A.MurphyG. G.CraftC. M.SurmeierD. J.RobertsR. (2015b). Genetic dissection of horizontal cell inhibitory signaling in mice in complete darkness in vivo.Invest. Ophthalmol. Vis. Sci.563132–3139. 10.1167/iovs.15-16581
18
BerkowitzB. A.GradyE. M.RobertsR. (2014). Confirming a prediction of the calcium hypothesis of photoreceptor aging in mice.Neurobiol. Aging351883–1891. 10.1016/j.neurobiolaging.2014.02.020
19
BerkowitzB. A.MillerR. A.RobertsR. (2017). Genetically heterogeneous mice show age-related vision deficits not related to increased rod cell L-type calcium channel function in vivo.Neurobiol. Aging49198–203. 10.1016/j.neurobiolaging.2016.09.009
20
BerkowitzB. A.RobertoK. A.PennJ. S. (1998). The vitreous protein concentration is increased prior to neovascularization in experimental ROP.Curr. Eye Res.17218–221. 10.1076/ceyr.17.2.218.5604
21
BerkowitzB. A.RobertsR.BissigD. (2010). Light-dependant intraretinal ion regulation by melanopsin in young awake and free moving mice evaluated with manganese-enhanced MRI.Mol. Vis.161776–1780.
22
BerkowitzB. A.RobertsR.GoebelD. J.LuanH. (2006). Noninvasive and simultaneous imaging of layer-specific retinal functional adaptation by manganese-enhanced MRI.Invest. Ophthalmol. Vis. Sci.472668–2674.
23
BerkowitzB. A.RobertsR.LuanH.BissigD.BuiB. V.GradianuM.et al (2007a). Manganese-enhanced MRI studies of alterations of intraretinal ion demand in models of ocular injury.Invest. Ophthalmol. Vis. Sci.483796–3804.
24
BerkowitzB. A.RobertsR.PennJ. S.GradianuM. (2007b). High-resolution manganese-enhanced MRI of experimental retinopathy of prematurity.Invest. Ophthalmol. Vis. Sci.484733–4740.
25
BerkowitzB. A.RobertsR.StemmlerA.LuanH.GradianuM. (2007c). Impaired apparent ion demand in experimental diabetic retinopathy: correction by lipoic acid.Invest. Ophthalmol. Vis. Sci.484753–4758.
26
BerkowitzB. A.SchmidtT.PodolskyR. H.RobertsR. (2016). Melanopsin phototransduction contributes to light-evoked choroidal expansion and rod L-type calcium channel function in vivo.Invest. Ophthalmol. Vis. Sci.575314–5319. 10.1167/iovs.16-20186
27
BertinA.SteibelJ.Michou-GallaniA. I.GallaniJ. L.Felder-FleschD. (2009). Development of a dendritic manganese-enhanced magnetic resonance imaging (MEMRI) contrast agent: synthesis, toxicity (in vitro) and relaxivity (in vitro, in vivo) studies.Bioconjug. Chem.20760–767. 10.1021/bc8004683
28
BertrandA.BaronM.HoangD. M.HillL. K.MendozaS. L.SigurdssonE. M.et al (2018). In vivo evaluation of neuronal transport in murine models of neurodegeneration using manganese-enhanced MRI.Methods Mol. Biol.1779527–541. 10.1007/978-1-4939-7816-8_33
29
BhaveG.NeilsonE. G. (2011). Body fluid dynamics: back to the future.J. Am. Soc. Nephrol.222166–2181. 10.1681/ASN.2011080865
30
BidmonH. J.KatoK.SchleicherA.WitteO. W.ZillesK. (1998). Transient increase of manganese-superoxide dismutase in remote brain areas after focal photothrombotic cortical lesion.Stroke29203–210; discussion 211.
31
BissigD.BerkowitzB. A. (2009). Manganese-enhanced MRI of layer-specific activity in the visual cortex from awake and free-moving rats.Neuroimage44627–635. 10.1016/j.neuroimage.2008.10.013
32
BissigD.BerkowitzB. A. (2011). Same-session functional assessment of rat retina and brain with manganese-enhanced MRI.Neuroimage58749–760. 10.1016/j.neuroimage.2011.06.062
33
BissigD.GoebelD.BerkowitzB. A. (2013). Diminished vision in healthy aging is associated with increased retinal L-type voltage gated calcium channel ion influx.PLoS One8:e56340. 10.1371/journal.pone.0056340
34
BockN. A.KocharyanA.SilvaA. C. (2009). Manganese-enhanced MRI visualizes V1 in the non-human primate visual cortex.NMR Biomed.22730–736. 10.1002/nbm.1384
35
BockN. A.PaivaF. F.SilvaA. C. (2008). Fractionated manganese-enhanced MRI.NMR Biomed.21473–478. 10.1002/nbm.1211
36
BraunR. D.GradianuM.VistisenK. S.RobertsR. L.BerkowitzB. A. (2007). Manganese-enhanced MRI of human choroidal melanoma xenografts.Invest. Ophthalmol. Vis. Sci.48963–967.
37
CalkinsD. J.HornerP. J.RobertsR.GradianuM.BerkowitzB. A. (2008). Manganese-enhanced MRI of the DBA/2J mouse model of hereditary glaucoma.Invest. Ophthalmol. Vis. Sci.495083–5088. 10.1167/iovs.08-2205
38
ChanK. C.CaiK. X.SuH. X.HungV. K.CheungM. M.ChiuC. T.et al (2008a). Early detection of neurodegeneration in brain ischemia by manganese-enhanced MRI.Conf. Proc. IEEE Eng. Med. Biol. Soc.20083884–3887. 10.1109/IEMBS.2008.4650058
39
ChanK. C.FuQ. L.GuoH.SoK. F.WuE. X. (2008b). GD-DTPA enhanced MRI of ocular transport in a rat model of chronic glaucoma.Exp. Eye Res.87334–341. 10.1016/j.exer.2008.06.015
40
ChanK. C.FuQ. L.HuiE. S.SoK. F.WuE. X. (2008c). Evaluation of the retina and optic nerve in a rat model of chronic glaucoma using in vivo manganese-enhanced magnetic resonance imaging.Neuroimage401166–1174. 10.1016/j.neuroimage.2008.01.002
41
ChanK. C.ChengJ. S.FanS.ZhouI. Y.YangJ.WuE. X. (2012a). In vivo evaluation of retinal and callosal projections in early postnatal development and plasticity using manganese-enhanced MRI and diffusion tensor imaging.Neuroimage592274–2283. 10.1016/j.neuroimage.2011.09.055
42
ChanK. C.FanS. J.ZhouI. Y.WuE. X. (2012b). In vivo chromium-enhanced MRI of the retina.Magn. Reson. Med.681202–1210. 10.1002/mrm.24123
43
ChanK. C.FanS. J.ChanR. W.ChengJ. S.ZhouI. Y.WuE. X. (2014a). In vivo visuotopic brain mapping with manganese-enhanced MRI and resting-state functional connectivity MRI.Neuroimage90235–245. 10.1016/j.neuroimage.2013.12.056
44
ChanK. C.KancherlaS.FanS. J.WuE. X. (2014b). Long-term effects of neonatal hypoxia-ischemia on structural and physiological integrity of the eye and visual pathway by multimodal MRI.Invest. Ophthalmol. Vis. Sci.561–9. 10.1167/iovs.14-14287
45
ChanK. C.FuQ. L.SoK. F.WuE. X. (2007). Evaluation of the visual system in a rat model of chronic glaucoma using manganese-enhanced magnetic resonance imaging.Conf. Proc. IEEE Eng. Med. Biol. Soc.200767–70.
46
ChanK. C.LiJ.KauP.ZhouI. Y.CheungM. M.LauC.et al (2011). In vivo retinotopic mapping of superior colliculus using manganese-enhanced magnetic resonance imaging.Neuroimage54389–395. 10.1016/j.neuroimage.2010.07.015
47
ChanK. C.ZhouI. Y.LiuS. S.Van Der MerweY.FanS. J.HungV. K.et al (2017). Longitudinal assessments of normal and perilesional tissues in focal brain ischemia and partial optic nerve injury with manganese-enhanced MRI.Sci. Rep.7:43124. 10.1038/srep43124
48
CheliV. T.Santiago GonzalezD. A.SmithJ.SpreuerV.MurphyG. G.PaezP. M. (2016). L-type voltage-operated calcium channels contribute to astrocyte activation In vitro.Glia641396–1415. 10.1002/glia.23013
49
ChenY.ShiC. Y.LiY.HuY. T.HanH. B.SunX. D.et al (2016). Ability of Mn(2+) to permeate the eye and availability of manganese-enhanced magnetic resonance imaging for visual pathway imaging via topical administration.Chin. Med. J.1291822–1829. 10.4103/0366-6999.186630
50
CheungM. M.HuiE. S.ChanK. C.HelpernJ. A.QiL.WuE. X. (2009). Does diffusion kurtosis imaging lead to better neural tissue characterization? A rodent brain maturation study.Neuroimage45386–392. 10.1016/j.neuroimage.2008.12.018
51
ChuangK. H.BelluscioL.KoretskyA. P. (2010). In vivo detection of individual glomeruli in the rodent olfactory bulb using manganese enhanced MRI.Neuroimage491350–1356. 10.1016/j.neuroimage.2009.09.060
52
ChuangK. H.KoretskyA. (2006). Improved neuronal tract tracing using manganese enhanced magnetic resonance imaging with fast T(1) mapping.Magn. Reson. Med.55604–611. 10.1002/mrm.20797
53
ChuangK. H.KoretskyA. P.SotakC. H. (2009). Temporal changes in the T1 and T2 relaxation rates (DeltaR1 and DeltaR2) in the rat brain are consistent with the tissue-clearance rates of elemental manganese.Magn. Reson. Med.611528–1532. 10.1002/mrm.21962
54
ChungS.FieremansE.WangX.KucukboyaciN. E.MortonC. J.BabbJ.et al (2018). White matter tract integrity: an indicator of axonal pathology after mild traumatic brain injury.J. Neurotrauma351015–1020. 10.1089/neu.2017.5320
55
DaducciA.TambaloS.FioriniS.OsculatiF.TetiM.FabeneP. F.et al (2014). Manganese-enhanced magnetic resonance imaging investigation of the interferon-alpha model of depression in rats.Magn. Reson. Imaging32529–534. 10.1016/j.mri.2014.02.006
56
De La GarzaB. H.LiG.ShihY. Y.DuongT. Q. (2012). Layer-specific manganese-enhanced MRI of the retina in light and dark adaptation.Invest. Ophthalmol. Vis. Sci.534352–4358. 10.1167/iovs.11-8826
57
de SousaP. L.De SouzaS. L.SilvaA. C.De SouzaR. E.De CastroR. M. (2007). Manganese-enhanced magnetic resonance imaging (MEMRI) of rat brain after systemic administration of MnCl2: changes in T1 relaxation times during postnatal development.J. Magn. Reson. Imaging2532–38. 10.1002/jmri.20792
58
DriencourtL.RomeroC. J.LeporeM.EggenschwilerF.ReynaudO.JustN. (2017). T1 mapping of the mouse brain following fractionated manganese administration using MP2RAGE.Brain Struct. Funct.222201–214. 10.1007/s00429-016-1211-3
59
DuongT. Q.SilvaA. C.LeeS. P.KimS. G. (2000). Functional MRI of calcium-dependent synaptic activity: cross correlation with CBF and BOLD measurements.Magn. Reson. Med.43383–392. 10.1002/(sici)1522-2594(200003)43:3<383::aid-mrm10>3.0.co;2-q
60
ElizondoG.FretzC. J.StarkD. D.RocklageS. M.QuayS. C.WorahD.et al (1991). Preclinical evaluation of MnDPDP: new paramagnetic hepatobiliary contrast agent for MR imaging.Radiology17873–78. 10.1148/radiology.178.1.1898538
61
FaZ.ZhangP.HuangF.LiP.ZhangR.XuR.et al (2010). Activity-induced manganese-dependent functional MRI of the rat visual cortex following intranasal manganese chloride administration.Neurosci. Lett.481110–114. 10.1016/j.neulet.2010.06.063
62
FaZ.ZhangR.LiP.ZhangJ.ZhangP.ZhuS.et al (2011). Effects of temporarily disrupting BBB on activity-induced manganese-dependent functional MRI.Brain Imaging Behav.5181–188. 10.1007/s11682-011-9122-7
63
FeboM.SegarraA. C.NairG.SchmidtK.DuongT. Q.FerrisC. F. (2005). The neural consequences of repeated cocaine exposure revealed by functional MRI in awake rats.Neuropsychopharmacology30936–943. 10.1038/sj.npp.1300653
64
FederleM. P.ChezmarJ. L.RubinD. L.WeinrebJ. C.FreenyP. C.SemelkaR. C.et al (2000). Safety and efficacy of mangafodipir trisodium (MnDPDP) injection for hepatic MRI in adults: results of the U.S. multicenter phase III clinical trials (safety).J. Magn. Reson. Imaging12186–197. 10.1002/1522-2586(200007)12:1<186::aid-jmri21>3.0.co;2-2
65
FiedorowiczM.OrzelJ.KossowskiB.Welniak-KaminskaM.ChoragiewiczT.SwiatkiewiczM.et al (2018). Anterograde transport in axons of the retinal ganglion cells and its relationship to the intraocular pressure during aging in mice with hereditary pigmentary glaucoma.Curr. Eye Res.43539–546. 10.1080/02713683.2017.1416147
66
FischerS.EngelmannC.HerrmannK. H.ReichenbachJ. R.WitteO. W.WeihF.et al (2014). In vivo imaging of optic nerve fiber integrity by contrast-enhanced MRI in mice.J. Vis. Exp.89:51274. 10.3791/51274
67
ForresterJ.PetersA. (1967). Nerve fibres in optic nerve of rat.Nature214245–247. 10.1038/214245a0
68
FregonezeJ. B.FerreiraH. S.LuzC. P. N. (2014). “Brain serotonergic receptors and control of fluid intake and cardiovascular function in rats,” inNeurobiology of Body Fluid Homeostasis: Transduction and Integration, edsDe LucaL. A.Jr.MenaniJ. V.JohnsonA. K. (Boca Raton, FL: CRC Press).
69
FriedlandD. R.EdenA. R.LaitmanJ. T. (1996). Use of the novel carbocyanine tracer fast-DiI for investigating upper respiratory tract cranial nerves in prenatal rats.Lab. Anim. Sci.46220–225.
70
FujiokaM.TaokaT.MatsuoY.MishimaK.OgoshiK.KondoY.et al (2003). Magnetic resonance imaging shows delayed ischemic striatal neurodegeneration.Ann. Neurol.54732–747. 10.1002/ana.10751
71
GadjanskiI.BoretiusS.WilliamsS. K.LingorP.KnoferleJ.SattlerM. B.et al (2009). Role of n-type voltage-dependent calcium channels in autoimmune optic neuritis.Ann. Neurol.6681–93. 10.1002/ana.21668
72
GallagherJ. J.ZhangX.ZiomekG. J.JacobsR. E.BearerE. L. (2012). Deficits in axonal transport in hippocampal-based circuitry and the visual pathway in APP knock-out animals witnessed by manganese enhanced MRI.Neuroimage601856–1866. 10.1016/j.neuroimage.2012.01.132
73
GilbertC. D.LiW. (2013). Top-down influences on visual processing.Nat. Rev. Neurosci.14350–363. 10.1038/nrn3476
74
GiordanoC. R.RobertsR.KrentzK. A.BissigD.TalrejaD.KumarA.et al (2015). Catalase therapy corrects oxidative stress-induced pathophysiology in incipient diabetic retinopathy.Invest. Ophthalmol. Vis. Sci.563095–3102. 10.1167/iovs.14-16194
75
GolubM. S.HanB.KeenC. L. (1996). Aluminum alters iron and manganese uptake and regulation of surface transferrin receptors in primary rat oligodendrocyte cultures.Brain Res.71972–77. 10.1016/0006-8993(96)00087-x
76
GrantD.BlazakW. F.BrownG. L. (1997). The reproductive toxicology of intravenously administered MnDPDP in the rat and rabbit.Acta Radiol.38759–769. 10.3109/02841859709172409
77
GruneckerB.KaltwasserS. F.PeterseY.SamannP. G.SchmidtM. V.WotjakC. T.et al (2010). Fractionated manganese injections: effects on MRI contrast enhancement and physiological measures in C57BL/6 mice.NMR Biomed.23913–921. 10.1002/nbm.1508
78
GunterT. E.GerstnerB.GunterK. K.MaleckiJ.GeleinR.ValentineW. M.et al (2013). Manganese transport via the transferrin mechanism.Neurotoxicology34118–127. 10.1016/j.neuro.2012.10.018
79
HaapanenA.RamadanU. A.AuttiT.JoensuuR.TyynelaJ. (2007). In vivo MRI reveals the dynamics of pathological changes in the brains of cathepsin D-deficient mice and correlates changes in manganese-enhanced MRI with microglial activation.Magn. Reson. Imaging251024–1031. 10.1016/j.mri.2007.03.012
80
HaenoldR.HerrmannK. H.SchmidtS.ReichenbachJ. R.SchmidtK. F.LowelS.et al (2012). Magnetic resonance imaging of the mouse visual pathway for in vivo studies of degeneration and regeneration in the CNS.Neuroimage59363–376. 10.1016/j.neuroimage.2011.07.069
81
HaoX. Z.YinL. K.ZhangX. X.TianJ. Q.LiC. C.FengX. Y.et al (2016). Combining systemic and stereotactic MEMRI to detect the correlation between gliosis and neuronal connective pathway at the chronic stage after stroke.J. Neuroinflammation13:156. 10.1186/s12974-016-0622-7
82
HernandezC. M.BeckW. D.NaughtonS. X.PoddarI.AdamB. L.YanasakN.et al (2015). Repeated exposure to chlorpyrifos leads to prolonged impairments of axonal transport in the living rodent brain.Neurotoxicology4717–26. 10.1016/j.neuro.2015.01.002
83
HoL. C.ConnerI. P.DoC. W.KimS. G.WuE. X.WollsteinG.et al (2014). In vivo assessment of aqueous humor dynamics upon chronic ocular hypertension and hypotensive drug treatment using gadolinium-enhanced MRI.Invest. Ophthalmol. Vis. Sci.553747–3757. 10.1167/iovs.14-14263
84
HoL. C.WangB.ConnerI. P.Van Der MerweY.BilonickR. A.KimS. G.et al (2015). In vivo evaluation of white matter integrity and anterograde transport in visual system after excitotoxic retinal injury with multimodal MRI and OCT.Invest. Ophthalmol. Vis. Sci.563788–3800. 10.1167/iovs.14-15552
85
HoffmannD. B.WilliamsS. K.BojcevskiJ.MullerA.StadelmannC.NaidooV.et al (2013). Calcium influx and calpain activation mediate preclinical retinal neurodegeneration in autoimmune optic neuritis.J. Neuropathol. Exp. Neurol.72745–757. 10.1097/NEN.0b013e31829c7370
86
HombrebuenoJ. R.LuoC.GuoL.ChenM.XuH. (2014). Intravitreal injection of normal saline induces retinal degeneration in the C57BL/6J mouse.Transl. Vis. Sci. Technol.3:3. 10.1167/tvst.3.2.3
87
HooperL.AbdelhamidA.AliA.BunnD. K.JenningsA.JohnW. G.et al (2015). Diagnostic accuracy of calculated serum osmolarity to predict dehydration in older people: adding value to pathology laboratory reports.BMJ Open5:e008846. 10.1136/bmjopen-2015-008846
88
HoriM.FukunagaI.MasutaniY.TaokaT.KamagataK.SuzukiY.et al (2012). Visualizing non-Gaussian diffusion: clinical application of q-space imaging and diffusional kurtosis imaging of the brain and spine.Magn. Reson. Med. Sci.11221–233. 10.2463/mrms.11.221
89
HussainS.AliS. F. (1999). Manganese scavenges superoxide and hydroxyl radicals: an in vitro study in rats.Neurosci. Lett.26121–24. 10.1016/s0304-3940(98)01005-2
90
IliffJ. J.LeeH.YuM.FengT.LoganJ.NedergaardM.et al (2013). Brain-wide pathway for waste clearance captured by contrast-enhanced MRI.J. Clin. Invest.1231299–1309. 10.1172/JCI67677
91
ImmonenR. J.KharatishviliI.SierraA.EinulaC.PitkanenA.GrohnO. H. (2008). Manganese enhanced MRI detects mossy fiber sprouting rather than neurodegeneration, gliosis or seizure-activity in the epileptic rat hippocampus.Neuroimage401718–1730. 10.1016/j.neuroimage.2008.01.042
92
IvanovaE.RobertsR.BissigD.PanZ. H.BerkowitzB. A. (2010). Retinal channelrhodopsin-2-mediated activity in vivo evaluated with manganese-enhanced magnetic resonance imaging.Mol. Vis.161059–1067.
93
JyngeP.BrurokH.AsplundA.TowartR.RefsumH.KarlssonJ. O. (1997). Cardiovascular safety of MnDPDP and MnCl2.Acta Radiol.38740–749. 10.3109/02841859709172407
94
KancherlaS.KohlerW. J.Van Der MerweY.ChanK. C. (2016). In vivo evaluation of the visual pathway in streptozotocin-induced diabetes by diffusion tensor MRI and contrast enhanced MRI.PLoS One11:e0165169. 10.1371/journal.pone.0165169
95
KarlssonJ. O.IgnarroL. J.LundstromI.JyngeP.AlmenT. (2015). Calmangafodipir [Ca4Mn(DPDP)5], mangafodipir (MnDPDP) and MnPLED with special reference to their SOD mimetic and therapeutic properties.Drug Discov. Today20411–421. 10.1016/j.drudis.2014.11.008
96
KawaiY.AokiI.UmedaM.HiguchiT.KershawJ.HiguchiM.et al (2010). In vivo visualization of reactive gliosis using manganese-enhanced magnetic resonance imaging.Neuroimage493122–3131. 10.1016/j.neuroimage.2009.11.005
97
KimH.ChoJ.KimY. R.SongY.ChunS. I.SuhJ. Y.et al (2014). Response of the primary auditory and non-auditory cortices to acoustic stimulation: a manganese-enhanced MRI study.PLoS One9:e90427. 10.1371/journal.pone.0090427
98
KohD. M.BrownG.MeerZ.NormanA. R.HusbandJ. E. (2007). Diagnostic accuracy of rim and segmental MRI enhancement of colorectal hepatic metastasis after administration of mangafodipir trisodium.AJR Am. J. Roentgenol.188W154–W161.
99
KomatsuC.Van Der MerweY.HeL.MillerM. R.LucyK. A.SteketeeM. B.et al (2017). In vivo assessments of retinal structure and function, and anterograde optic nerve transport after whole eye transplantation.Invest. Ophthalmol. Vis. Sci.58:4158.
100
KristenssonK.OlssonY. (1971). Retrograde axonal transport of protein.Brain Res.29363–365. 10.1016/0006-8993(71)90044-8
101
KupferC.ChumbleyL.DownerJ. C. (1967). Quantitative histology of optic nerve, optic tract and lateral geniculate nucleus of man.J. Anat.101393–401.
102
LaineM. A.SokolowskaE.DudekM.CallanS. A.HyytiaP.HovattaI. (2017). Brain activation induced by chronic psychosocial stress in mice.Sci. Rep.7:15061. 10.1038/s41598-017-15422-5
103
LarsenL. E.GrantD. (1997). General toxicology of MnDPDP.Acta Radiol.38770–779. 10.3109/02841859709172410
104
LeeJ. H.GarwoodM.MenonR.AdrianyG.AndersenP.TruwitC. L.et al (1995). High contrast and fast three-dimensional magnetic resonance imaging at high fields.Magn. Reson. Med.34308–312. 10.1002/mrm.1910340305
105
LeeJ. H.SilvaA. C.MerkleH.KoretskyA. P. (2005). Manganese-enhanced magnetic resonance imaging of mouse brain after systemic administration of MnCl2: dose-dependent and temporal evolution of T1 contrast.Magn. Reson. Med.53640–648. 10.1002/mrm.20368
106
LiS. K.JeongE. K.HastingsM. S. (2004). Magnetic resonance imaging study of current and ion delivery into the eye during transscleral and transcorneal iontophoresis.Invest. Ophthalmol. Vis. Sci.451224–1231.
107
LiX.McclellanM. E.TanitoM.GarteiserP.TownerR.BissigD.et al (2012). Loss of caveolin-1 impairs retinal function due to disturbance of subretinal microenvironment.J. Biol. Chem.28716424–16434. 10.1074/jbc.M112.353763
108
LiangS.LiangM.ZhuY.ChengJ.YangZ. (2015). The distribution of Mn2+ in rabbit eyes after topical administration for manganese-enhanced MRI.Int. J. Clin. Exp. Pathol.8836–841.
109
LiangY. X.CheungS. W.ChanK. C.WuE. X.TayD. K.Ellis-BehnkeR. G. (2011). CNS regeneration after chronic injury using a self-assembled nanomaterial and MEMRI for real-time in vivo monitoring.Nanomedicine7351–359. 10.1016/j.nano.2010.12.001
110
LiddelowS. A.SofroniewM. V. (2019). Astrocytes usurp neurons as a disease focus.Nat. Neurosci.22512–513. 10.1038/s41593-019-0367-6
111
LimK. O.StarkD. D.LeeseP. T.PfefferbaumA.RocklageS. M.QuayS. C. (1991). Hepatobiliary MR imaging: first human experience with MnDPDP.Radiology17879–82. 10.1148/radiology.178.1.1898539
112
LinC. P.TsengW. Y.ChengH. C.ChenJ. H. (2001). Validation of diffusion tensor magnetic resonance axonal fiber imaging with registered manganese-enhanced optic tracts.Neuroimage141035–1047. 10.1006/nimg.2001.0882
113
LinT. H.ChiangC. W.TrinkausK.SpeesW. M.SunP.SongS. K. (2014a). Manganese-enhanced MRI (MEMRI) via topical loading of Mn(2+) significantly impairs mouse visual acuity: a comparison with intravitreal injection.NMR Biomed.27390–398. 10.1002/nbm.3073
114
LinT. H.KimJ. H.Perez-TorresC.ChiangC. W.TrinkausK.CrossA. H.et al (2014b). Axonal transport rate decreased at the onset of optic neuritis in EAE mice.Neuroimage100244–253. 10.1016/j.neuroimage.2014.06.009
115
LinY. J.KoretskyA. P. (1997). Manganese ion enhances T1-weighted MRI during brain activation: an approach to direct imaging of brain function.Magn. Reson. Med.38378–388. 10.1002/mrm.1910380305
116
LindseyJ. D.GrobS. R.ScadengM.Duong-PolkK.WeinrebR. N. (2013). Ocular integrity following manganese labeling of the visual system for MRI.Magn. Reson. Imaging31865–874. 10.1016/j.mri.2012.11.012
117
LindseyJ. D.ScadengM.DubowitzD. J.CrowstonJ. G.WeinrebR. N. (2007). Magnetic resonance imaging of the visual system in vivo: transsynaptic illumination of V1 and V2 visual cortex.Neuroimage341619–1626. 10.1016/j.neuroimage.2006.07.048
118
LiuC. H.D’arceuilH. E.De CrespignyA. J. (2004). Direct CSF injection of MnCl(2) for dynamic manganese-enhanced MRI.Magn. Reson. Med.51978–987. 10.1002/mrm.20047
119
LiuH. Q.WeiJ. K.LiB.WangM. S.WuR. Q.RizakJ. D.et al (2015). Divergence of dim-light vision among bats (order: Chiroptera) as estimated by molecular and electrophysiological methods.Sci. Rep.5:11531. 10.1038/srep11531
120
LuH.YangS.ZuoY.DemnyS.SteinE. A.YangY. (2008). Real-time animal functional magnetic resonance imaging and its application to neuropharmacological studies.Magn. Reson. Imaging261266–1272. 10.1016/j.mri.2008.02.020
121
LuoL.XuH.LiY.DuZ.SunX.MaZ.et al (2012). Manganese-enhanced MRI optic nerve tracking: effect of intravitreal manganese dose on retinal toxicity.NMR Biomed.251360–1368. 10.1002/nbm.2808
122
MajidT.AliY. O.VenkitaramaniD. V.JangM. K.LuH. C.PautlerR. G. (2014). In vivo axonal transport deficits in a mouse model of fronto-temporal dementia.Neuroimage Clin.4711–717. 10.1016/j.nicl.2014.02.005
123
ManserghF. C.ChaddertonN.KennaP. F.GobboO. L.FarrarG. J. (2014). Cell therapy using retinal progenitor cells shows therapeutic effect in a chemically-induced rotenone mouse model of Leber hereditary optic neuropathy.Eur. J. Hum. Genet.221314–1320. 10.1038/ejhg.2014.26
124
MassaadC. A.PautlerR. G. (2011). Manganese-enhanced magnetic resonance imaging (MEMRI).Magn. Reson. Neuroimaging Methods Protoc.711145–174. 10.1007/978-1-61737-992-5_7
125
MatsudaK.WangH. X.SuoC.MccombeD.HorneM. K.MorrisonW. A.et al (2010). Retrograde axonal tracing using manganese enhanced magnetic resonance imaging.Neuroimage50366–374. 10.1016/j.neuroimage.2010.01.008
126
MinoshimaS.CrossD. (2008). In vivo imaging of axonal transport using MRI: aging and Alzheimer’s disease.Eur. J. Nucl. Med. Mol. Imaging35(Suppl. 1), S89–S92. 10.1007/s00259-007-0707-8
127
MokS. I.MunasingheJ. P.YoungW. S. (2012). Infusion-based manganese-enhanced MRI: a new imaging technique to visualize the mouse brain.Brain Struct. Funct.217107–114. 10.1007/s00429-011-0324-y
128
MorchY. A.SandvigI.OlsenO.DonatiI.ThuenM.Skjak-BraekG.et al (2012). Mn-alginate gels as a novel system for controlled release of Mn2+ in manganese-enhanced MRI.Contrast Media Mol. Imaging7265–275. 10.1002/cmmi.493
129
MorkenT. S.WideroeM.VogtC.LydersenS.HavnesM.SkranesJ.et al (2013). Longitudinal diffusion tensor and manganese-enhanced MRI detect delayed cerebral gray and white matter injury after hypoxia-ischemia and hyperoxia.Pediatr. Res.73171–179. 10.1038/pr.2012.170
130
MuirE. R.ChandraS. B.De La GarzaB. H.VelagapudiC.AbboudH. E.DuongT. Q. (2015). Layer-specific manganese-enhanced MRI of the diabetic rat retina in light and dark adaptation at 11.7 Tesla.Invest. Ophthalmol. Vis. Sci.564006–4012. 10.1167/iovs.14-16128
131
MurayamaY.WeberB.SaleemK. S.AugathM.LogothetisN. K. (2006). Tracing neural circuits in vivo with Mn-enhanced MRI.Magn. Reson. Imaging24349–358. 10.1016/j.mri.2005.12.031
132
NairG.PardueM. T.KimM.DuongT. Q. (2011). Manganese-enhanced MRI reveals multiple cellular and vascular layers in normal and degenerated retinas.J. Magn. Reson. Imaging341422–1429. 10.1002/jmri.22719
133
NiY.PetreC.BosmansH.MiaoY.GrantD.BaertA. L.et al (1997). Comparison of manganese biodistribution and MR contrast enhancement in rats after intravenous injection of MnDPDP and MnCl2.Acta Radiol.38700–707. 10.3109/02841859709172402
134
NorenbergM. D. (1979). Distribution of glutamine synthetase in the rat central nervous system.J. Histochem. Cytochem.27756–762. 10.1177/27.3.39099
135
NorrisF. C.Betts-HendersonJ.WellsJ. A.ClearyJ. O.SiowB. M.Walker-SamuelS.et al (2013). Enhanced tissue differentiation in the developing mouse brain using magnetic resonance micro-histology.Magn. Reson. Med.701380–1388. 10.1002/mrm.24573
136
OlsenO.KristoffersenA.ThuenM.SandvigA.BrekkenC.HaraldsethO.et al (2010). Manganese transport in the rat optic nerve evaluated with spatial- and time-resolved magnetic resonance imaging.J. Magn. Reson. Imaging32551–560. 10.1002/jmri.22284
137
OlsenO.ThuenM.BerryM.KovalevV.PetrouM.GoaP. E.et al (2008). Axon tracing in the adult rat optic nerve and tract after intravitreal injection of MnDPDP using a semiautomatic segmentation technique.J. Magn. Reson. Imaging2734–42. 10.1002/jmri.21234
138
PatelA. J.WeirM. D.HuntA.TahourdinC. S.ThomasD. G. (1985). Distribution of glutamine synthetase and glial fibrillary acidic protein and correlation of glutamine synthetase with glutamate decarboxylase in different regions of the rat central nervous system.Brain Res.3311–9. 10.1016/0006-8993(85)90708-5
139
PautlerR. G. (2004). In vivo, trans-synaptic tract-tracing utilizing manganese-enhanced magnetic resonance imaging (MEMRI).NMR Biomed.17595–601. 10.1002/nbm.942
140
PautlerR. G.SilvaA. C.KoretskyA. P. (1998). In vivo neuronal tract tracing using manganese-enhanced magnetic resonance imaging.Magn. Reson. Med.40740–748. 10.1002/mrm.1910400515
141
PomeroyO. H.WendlandM.WagnerS.DeruginN.HoltW. W.RocklageS. M.et al (1989). Magnetic resonance imaging of acute myocardial ischemia using a manganese chelate, Mn-DPDP.Invest. Radiol.24531–536. 10.1097/00004424-198907000-00004
142
PooleD. S.DoorenweerdN.PlompJ. J.MahfouzA.ReindersM. J. T.Van Der WeerdL. (2017). Continuous infusion of manganese improves contrast and reduces side effects in manganese-enhanced magnetic resonance imaging studies.Neuroimage1471–9. 10.1016/j.neuroimage.2016.09.030
143
QiuL. R.FernandesD. J.Szulc-LerchK. U.DazaiJ.NiemanB. J.TurnbullD. H.et al (2018). Mouse MRI shows brain areas relatively larger in males emerge before those larger in females.Nat. Commun.9:2615. 10.1038/s41467-018-04921-2
144
RajakumarN.ElisevichK.FlumerfeltB. A. (1993). Biotinylated dextran: a versatile anterograde and retrograde neuronal tracer.Brain Res.60747–53. 10.1016/0006-8993(93)91488-e
145
RoelsH.MeiersG.DelosM.OrtegaI.LauwerysR.BuchetJ. P.et al (1997). Influence of the route of administration and the chemical form (MnCl2, MnO2) on the absorption and cerebral distribution of manganese in rats.Arch. Toxicol.71223–230. 10.1007/s002040050380
146
RofskyN. M.WeinrebJ. C. (1992). Manganese (II) N,N’-dipyridoxylethylenediamine-N,N’-diacetate 5,5’-bis(phosphate): clinical experience with a new contrast agent.Magn. Reson. Q.8156–168.
147
RyuS.BrownS. L.KolozsvaryA.EwingJ. R.KimJ. H. (2002). Noninvasive detection of radiation-induced optic neuropathy by manganese-enhanced MRI.Radiat. Res.157500–505. 10.1667/0033-7587(2002)157
148
SaeedM.WagnerS.WendlandM. F.DeruginN.FinkbeinerW. E.HigginsC. B. (1989). Occlusive and reperfused myocardial infarcts: differentiation with Mn-DPDP–enhanced MR imaging.Radiology17259–64. 10.1148/radiology.172.1.2500678
149
SaitoS.AokiI.SawadaK.SuharaT. (2012). Quantitative assessment of central nervous system disorder induced by prenatal X-ray exposure using diffusion and manganese-enhanced MRI.NMR Biomed.2575–83. 10.1002/nbm.1715
150
SaleemK. S.PaulsJ. M.AugathM.TrinathT.PrauseB. A.HashikawaT.et al (2002). Magnetic resonance imaging of neuronal connections in the macaque monkey.Neuron34685–700. 10.1016/s0896-6273(02)00718-3
151
Sanchez-RamosJ.SongS.KongX.ForoutanP.MartinezG.Dominguez-ViqueriaW.et al (2018). Chitosan-Mangafodipir nanoparticles designed for intranasal delivery of siRNA and DNA to brain.J. Drug Deliv. Sci. Technol.43453–460. 10.1016/j.jddst.2017.11.013
152
SandvigA.SandvigI.BerryM.OlsenO.PedersenT. B.BrekkenC.et al (2011). Axonal tracing of the normal and regenerating visual pathway of mouse, rat, frog, and fish using manganese-enhanced MRI (MEMRI).J. Magn. Reson. Imaging34670–675. 10.1002/jmri.22631
153
SandvigI.SandvigA. (2014). Using manganese-enhanced MRI to assess optic nerve regeneration.Methods Mol. Biol.1162233–249. 10.1007/978-1-4939-0777-9_19
154
SandvigI.ThuenM.HoangL.OlsenO.SardellaT. C.BrekkenC.et al (2012). In vivo MRI of olfactory ensheathing cell grafts and regenerating axons in transplant mediated repair of the adult rat optic nerve.NMR Biomed.25620–631. 10.1002/nbm.1778
155
SchaefferD. J.JohnstonK. D.GilbertK. M.GatiJ. S.MenonR. S.EverlingS. (2018). In vivo manganese tract tracing of frontal eye fields in rhesus macaques with ultra-high field MRI: comparison with DWI tractography.Neuroimage181211–218. 10.1016/j.neuroimage.2018.06.072
156
SchroederM. P.WeissC.ProcissiD.WangL.DisterhoftJ. F. (2016). Activity-induced manganese-dependent MRI (AIM-MRI) and functional MRI in awake rabbits during somatosensory stimulation.Neuroimage12672–80. 10.1016/j.neuroimage.2015.11.033
157
SchurR. M.ShengL.SahuB.YuG.GaoS.YuX.et al (2015). Manganese-enhanced MRI for preclinical evaluation of retinal degeneration treatments.Invest. Ophthalmol. Vis. Sci.564936–4942. 10.1167/iovs.15-16522
158
SempleB. D.BlomgrenK.GimlinK.FerrieroD. M.Noble-HaeussleinL. J. (2013). Brain development in rodents and humans: identifying benchmarks of maturation and vulnerability to injury across species.Prog. Neurobiol.106–107, 1–16. 10.1016/j.pneurobio.2013.04.001
159
ShazeebM. S.SotakC. H. (2012). Dose dependence and temporal evolution of the T1 relaxation time and MRI contrast in the rat brain after subcutaneous injection of manganese chloride.Magn. Reson. Med.681955–1962. 10.1002/mrm.24184
160
SilvaA. C.BockN. A. (2008). Manganese-enhanced MRI: an exceptional tool in translational neuroimaging.Schizophr. Bull.34595–604. 10.1093/schbul/sbn056
161
SilvaA. C.LeeJ. H.AokiI.KoretskyA. P. (2004). Manganese-enhanced magnetic resonance imaging (MEMRI): methodological and practical considerations.NMR Biomed.17532–543. 10.1002/nbm.945
162
SinghR. K.KooremanK. M.BabbsC. F.FesslerJ. F.SalarisS. C.PhamJ. (1992). Potential use of simple manganese salts as antioxidant drugs in horses.Am. J. Vet. Res.531822–1829.
163
SlootW. N.GramsbergenJ. B. (1994). Axonal transport of manganese and its relevance to selective neurotoxicity in the rat basal ganglia.Brain Res.657124–132. 10.1016/0006-8993(94)90959-8
164
SmithK. D.KallhoffV.ZhengH.PautlerR. G. (2007). In vivo axonal transport rates decrease in a mouse model of Alzheimer’s disease.Neuroimage351401–1408. 10.1016/j.neuroimage.2007.01.046
165
SunN.CassellM. D.PerlmanS. (1996). Anterograde, transneuronal transport of herpes simplex virus type 1 strain H129 in the murine visual system.J. Virol.705405–5413.
166
SunS. W.CampbellB.LundervilleC.WonE.LiangH. F. (2011). Noninvasive topical loading for manganese-enhanced MRI of the mouse visual system.Invest. Ophthalmol. Vis. Sci.523914–3920. 10.1167/iovs.10-6363
167
SunS. W.ThielT.LiangH. F. (2012). Impact of repeated topical-loaded manganese-enhanced MRI on the mouse visual system.Invest. Ophthalmol. Vis. Sci.534699–4709. 10.1167/iovs.12-9715
168
SutcliffeR. P.LewisD.KaneP. A.PortmannB. C.O’gradyJ. G.KaraniJ. B.et al (2011). Manganese-enhanced MRI predicts the histological grade of hepatocellular carcinoma in potential surgical candidates.Clin. Radiol.66237–243. 10.1016/j.crad.2010.08.007
169
Talley WattsL.ShenQ.DengS.ChemelloJ.DuongT. Q. (2015). Manganese-enhanced magnetic resonance imaging of traumatic brain injury.J. Neurotrauma321001–1010. 10.1089/neu.2014.3737
170
TambaloS.DaducciA.FioriniS.BoschiF.MarianiM.MarinoneM.et al (2009). Experimental protocol for activation-induced manganese-enhanced MRI (AIM-MRI) based on quantitative determination of Mn content in rat brain by fast T1 mapping.Magn. Reson. Med.621080–1084. 10.1002/mrm.22095
171
TangZ.WangJ.XiaoZ.SunX.FengX.TangW.et al (2017a). Manganese-enhanced magnetic resonance imaging combined with electrophysiology in the evaluation of visual pathway in experimental rat models with monocular blindness.Brain Behav.7:e00731. 10.1002/brb3.731
172
TangZ.WuL.XiaoZ.SunX.FengX.ChenQ.et al (2017b). Manganese-enhanced MR imaging (MEMRI) combined with electrophysiology in the study of cross-modal plasticity in binocularly blind rats.Int. J. Dev. Neurosci.6112–20. 10.1016/j.ijdevneu.2017.05.002
173
ThomasD. L.De VitaE.DeichmannR.TurnerR.OrdidgeR. J. (2005). 3D MDEFT imaging of the human brain at 4.7 T with reduced sensitivity to radiofrequency inhomogeneity.Magn. Reson. Med.531452–1458. 10.1002/mrm.20482
174
ThuenM.BerryM.PedersenT. B.GoaP. E.SummerfieldM.HaraldsethO.et al (2008). Manganese-enhanced MRI of the rat visual pathway: acute neural toxicity, contrast enhancement, axon resolution, axonal transport, and clearance of Mn(2+).J. Magn. Reson. Imaging28855–865. 10.1002/jmri.21504
175
ThuenM.OlsenO.BerryM.PedersenT. B.KristoffersenA.HaraldsethO.et al (2009). Combination of Mn(2+)-enhanced and diffusion tensor MR imaging gives complementary information about injury and regeneration in the adult rat optic nerve.J. Magn. Reson. Imaging2939–51. 10.1002/jmri.21606
176
ThuenM.SingstadT. E.PedersenT. B.HaraldsethO.BerryM.SandvigA.et al (2005). Manganese-enhanced MRI of the optic visual pathway and optic nerve injury in adult rats.J. Magn. Reson. Imaging22492–500. 10.1002/jmri.20400
177
TilletY.BataillerM.ThibaultJ. (1993). Neuronal projections to the medial preoptic area of the sheep, with special reference to monoaminergic afferents: immunohistochemical and retrograde tract tracing studies.J. Comp. Neurol.330195–220. 10.1002/cne.903300205
178
ToftsP. S.PorchiaA.JinY.RobertsR.BerkowitzB. A. (2010). Toward clinical application of manganese-enhanced MRI of retinal function.Brain Res. Bull.81333–338. 10.1016/j.brainresbull.2009.06.002
179
Van CruchtenS.VrolykV.Perron LepageM. F.BaudonM.VouteH.SchoofsS.et al (2017). Pre- and postnatal development of the eye: a species comparison.Birth Defects Res.1091540–1567. 10.1002/bdr2.1100
180
Van der LindenA.Van CampN.Ramos-CabrerP.HoehnM. (2007). Current status of functional MRI on small animals: application to physiology, pathophysiology, and cognition.NMR Biomed.20522–545. 10.1002/nbm.1131
181
van der MerweY.FaustA. E.SakalliE. T.WestrickC. C.HusseyG.ConnerI. P.et al (2019). Matrix-bound nanovesicles prevent ischemia-induced retinal ganglion cell axon degeneration and death and preserve visual function.Sci. Rep.9:3482. 10.1038/s41598-019-39861-4
182
Van der MerweY.YangX.HoL. C.YuY.ChauY.LeungC. K.et al (2016). Citicoline preserves optic nerve integrity and visuomotor function following chronic intraocular pressure elevation.Invest. Ophthalmol. Vis. Sci.573788–3800.
183
VilligerM.StoopR.VetschT.HohenauerE.PiniM.ClarysP.et al (2018). Evaluation and review of body fluids saliva, sweat and tear compared to biochemical hydration assessment markers within blood and urine.Eur. J. Clin. Nutr.7269–76. 10.1038/ejcn.2017.136
184
VousdenD. A.CoxE.Allemang-GrandR.LaliberteC.QiuL. R.LindenmaierZ.et al (2018). Continuous manganese delivery via osmotic pumps for manganese-enhanced mouse MRI does not impair spatial learning but leads to skin ulceration.Neuroimage173411–420. 10.1016/j.neuroimage.2018.02.046
185
WangC.GordonP. B.HustvedtS. O.GrantD.SterudA. T.MartinsenI.et al (1997). MR imaging properties and pharmacokinetics of MnDPDP in healthy volunteers.Acta Radiol.38665–676. 10.3109/02841859709172399
186
WangL.LuH.BrownP. L.ReaW.VaupelB.YangY.et al (2015). Manganese-enhanced MRI reflects both activity-independent and activity-dependent uptake within the rat habenulomesencephalic pathway.PLoS One10:e0127773. 10.1371/journal.pone.0127773
187
WangY.SunP.WangQ.TrinkausK.SchmidtR. E.NaismithR. T.et al (2015). Differentiation and quantification of inflammation, demyelination and axon injury or loss in multiple sclerosis.Brain1381223–1238. 10.1093/brain/awv046
188
WangW. L.XuH.LiY.MaZ. Z.SunX. D.HuY. T. (2016). Dose response and time course of manganese-enhanced magnetic resonance imaging for visual pathway tracing in vivo.Neural Regen. Res.111185–1190. 10.4103/1673-5374.187065
189
WangX.QianJ.HeR.WeiL.LiuN.ZhangZ.et al (2006). Delayed changes in T1-weighted signal intensity in a rat model of 15-minute transient focal ischemia studied by magnetic resonance imaging/spectroscopy and synchrotron radiation X-ray fluorescence.Magn. Reson. Med.56474–480. 10.1002/mrm.20985
190
WatanabeT.FrahmJ.MichaelisT. (2004). Functional mapping of neural pathways in rodent brain in vivo using manganese-enhanced three-dimensional magnetic resonance imaging.NMR Biomed.17554–568. 10.1002/nbm.937
191
WatanabeT.MichaelisT.FrahmJ. (2001). Mapping of retinal projections in the living rat using high-resolution 3D gradient-echo MRI with Mn2+-induced contrast.Magn. Reson. Med.46424–429. 10.1002/mrm.1209
192
WideroeM.BrekkenC.KavelaarsA.PedersenT. B.GoaP. E.HeijnenC.et al (2011). Longitudinal manganese-enhanced magnetic resonance imaging of delayed brain damage after hypoxic-ischemic injury in the neonatal rat.Neonatology100363–372. 10.1159/000328705
193
WideroeM.OlsenO.PedersenT. B.GoaP. E.KavelaarsA.HeijnenC.et al (2009). Manganese-enhanced magnetic resonance imaging of hypoxic-ischemic brain injury in the neonatal rat.Neuroimage45880–890. 10.1016/j.neuroimage.2008.12.007
194
XiaoZ.TangZ.WuL.FengX.SunX.TangW.et al (2019). Manganese-enhanced magnetic resonance imaging in the whole visual pathway: chemical identification and neurotoxic changes.Acta Radiol.10.1177/0284185119840227 [Epub ahead of print].
195
YamadaM.MomoshimaS.MasutaniY.FujiyoshiK.AbeO.NakamuraM.et al (2008). Diffusion-tensor neuronal fiber tractography and manganese-enhanced MR imaging of primate visual pathway in the common marmoset: preliminary results.Radiology249855–864. 10.1148/radiol.2493072141
196
YangJ.KhongP. L.WangY.ChuA. C.HoS. L.CheungP. T.et al (2008). Manganese-enhanced MRI detection of neurodegeneration in neonatal hypoxic-ischemic cerebral injury.Magn. Reson. Med.591329–1339. 10.1002/mrm.21484
197
YangJ.LiQ.WangM.CaoX.DingY.WangG.et al (2016). Semiquantitative assessment of optic nerve injury using manganese-enhanced MRI.Jpn. J. Radiol.34356–365. 10.1007/s11604-016-0533-7
198
YangJ.WuE. X. (2007). Manganese-enhanced MRI detected the gray matter lesions in the late phase of mild hypoxic-ischemic injury in neonatal rat.Conf. Proc. IEEE Eng. Med. Biol. Soc.200751–54.
199
YangJ.WuE. X. (2008). Detection of cortical gray matter lesion in the late phase of mild hypoxic-ischemic injury by manganese-enhanced MRI.Neuroimage39669–679. 10.1016/j.neuroimage.2007.09.009
200
YangJ.WuE. X. (2009). Manganese-enhanced MRI of hypoxic-ischemic brain injuries using Mn-DPDP.Conf. Proc. IEEE Eng. Med. Biol. Soc.20094775–4778. 10.1109/IEMBS.2009.5334210
201
YangX. L.Van Der MerweY.SimsJ.ParraC.HoL. C.SchumanJ. S.et al (2018). Age-related changes in eye, brain and visuomotor behavior in the DBA/2J mouse model of chronic glaucoma.Sci. Rep.8:4643. 10.1038/s41598-018-22850-4
202
YuX.WadghiriY. Z.SanesD. H.TurnbullD. H. (2005). In vivo auditory brain mapping in mice with Mn-enhanced MRI.Nat. Neurosci.8961–968. 10.1038/nn1477
203
YunS. P.KamT. I.PanickerN.KimS.OhY.ParkJ. S.et al (2018). Block of A1 astrocyte conversion by microglia is neuroprotective in models of Parkinson’s disease.Nat. Med.24931–938. 10.1038/s41591-018-0051-5
204
ZhangJ.HuY. T.ShengX. L.LiY.RenJ.MaZ. Z. (2010). [Evaluation of toxicity of manganese ions to rabbit retina].Zhonghua Yan Ke Za Zhi46597–603.
205
ZhangP.HatterA.LiuB. (2007). Manganese chloride stimulates rat microglia to release hydrogen peroxide.Toxicol. Lett.17388–100. 10.1016/j.toxlet.2007.06.013
Summary
Keywords
visual pathway, manganese-enhanced magnetic resonance imaging, eye, neuroarchitecture, neuronal tract tracing, neuronal activity, glial activity
Citation
Deng W, Faiq MA, Liu C, Adi V and Chan KC (2019) Applications of Manganese-Enhanced Magnetic Resonance Imaging in Ophthalmology and Visual Neuroscience. Front. Neural Circuits 13:35. doi: 10.3389/fncir.2019.00035
Received
16 February 2019
Accepted
26 April 2019
Published
14 May 2019
Volume
13 - 2019
Edited by
Keigo Hikishima, Okinawa Institute of Science and Technology Graduate University, Japan
Reviewed by
Tsen-Hsuan (Abby) Lin, Washington University School of Medicine in St. Louis, United States; Govind Nair, National Institutes of Health (NIH), United States
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© 2019 Deng, Faiq, Liu, Adi and Chan.
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*Correspondence: Kevin C. Chan, chuenwing.chan@fulbrightmail.org
†These authors have contributed equally to this work
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