Elsevier

NeuroImage

Volume 23, Issue 4, December 2004, Pages 1326-1335
NeuroImage

Statistical mapping of functional olfactory connections of the rat brain in vivo

https://doi.org/10.1016/j.neuroimage.2004.07.038Get rights and content

The olfactory pathway is a unique route into the brain. To better characterize this system in vivo, rat olfactory functional connections were mapped using magnetic resonance (MR) imaging and manganese ion (Mn2+) as a transport-mediated tracer combined with newly developed statistical brain image analysis. Six rats underwent imaging on a 1.5-T MR scanner at pre-administration, and 6, 12, 24, 36, 48, and 72 h and 5.5, 7.5, 10.5, and 13.5 days post-administration of manganese chloride (MnCl2) into the right nasal cavity. Images were coregistered, pixel-intensity normalized, and stereotactically transformed to the Paxinos and Watson rat brain atlas, then averaged across subjects using automated image analysis software (NEUROSTAT). Images at each time point were compared to pre-administration using a one-sample t statistic on a pixel-by-pixel basis in 3-D and converted to Z statistic maps. Statistical mapping and group averaging improved signal to noise ratios and signal detection sensitivity. Significant transport of Mn2+ was observed in olfactory structures ipsilateral to site of Mn2+ administration including the bulb, lateral olfactory tract (lo) by 12 h and in the tubercle, piriform cortex, ventral pallidum, amygdala, and in smaller structures such as the anterior commissure after 24 h post-administration. MR imaging with group-wise statistical analysis clearly demonstrated bilateral transsynaptic Mn2+ transport to secondary and tertiary neurons of the olfactory system. The method permits in vivo investigations of functional neuronal connections within the brain.

Introduction

The rat olfactory system consists of olfactory receptor neurons connected through the bulb to cells whose axons project through the lateral olfactory tract to regions of the olfactory cortex including the anterior olfactory nucleus, tubercle, and piriform cortex as well as the amygdala and entorhinal cortex (Shipley, 1985). To explore this system, classic tract tracing studies of the CNS have used substances, such as wheat germ agglutinin conjugated to horseradish peroxidase that could only be visualized in post-mortem tissue (Itaya, 1987). In the last decade, several groups have used radioisotopes of metal ions, such as cadmium, nickel, mercury and Mn2+ to study the olfactory system as a direct route for exposure to the brain (Brenneman et al., 2000, Tjalve and Henriksson, 1999). In particular, Mn2+ has been shown to be taken up by olfactory receptor neurons and, because it can transverse synapses, has direct access to the brain (Gianutsos et al., 1997, Tjalve et al., 1996). Although Mn2+ is essential for the function of several proteins, including mitochondrial products, it is known to have toxic effects as it accumulates in the brain (Gavin et al., 1990, Sloot and Gramsbergen, 1994). These original studies of radiolabeled 54Mn applied to the olfactory system showed transient accumulation of the metal in regions that were synaptically connected to primary olfactory neurons. Briefly, Mn2+ acts as a calcium analog and enters neurons through Ca2+ channels (Narita et al., 1990, Pautler and Koretsky, 2002, Takeda et al., 1998), then it has been indicated to be packaged into vesicles and transported down the axon in a microtubule-dependent manner. Once released from presynaptic neurons, Mn2+ crosses the synapse, enters post-synaptic neurons, and thus distributed through interconnecting regions by selectively anterograde transport (Pautler and Koretsky, 2002, Sloot and Gramsbergen, 1994). Based on these early investigations, several groups have proposed to exploit the paramagnetic properties of Mn2+, which has a T1-shortening effect on MRI and develop a technique that allows in vivo imaging of neuroanatomical connectivity. These studies have shown enhancement of the mouse olfactory and visual systems (Pautler et al., 1998), the rat optic pathway (Watanabe et al., 2001), functional plasticity in the songbird brain (Van der Linden et al., 2002), as well as monkey striatal connections (Saleem et al., 2002), and rat somatosensory cortical projections (Leergaard et al., 2003).

The development of this unique in vivo imaging technique will facilitate greatly a better understanding of neuroanatomical connectivity. Also, the mechanisms of uptake (calcium channels) and transport (microtubular dependency) permit investigations of more physiological properties, which, in turn can lead to inferences on the functional nature of the neuronal connection. Investigations of Mn2+ transport within the brain are also critical for better understanding of manganese-induced toxicity, particularly in the research field of environmental and occupational health (Brenneman et al., 2000, Henriksson and Tjalve, 2000, Henriksson et al., 1999, Sloot and Gramsbergen, 1994). In addition, more recent studies indicated the olfactory pathway as a potential transport system for other larger molecules such as neurotrophic factors (Thorne and Frey, 2001). Even though exact mechanisms of such transport are not fully understood, the investigations of functional connections of the olfactory system are becoming increasingly important.

Although this unique imaging technique has been presented as a novel method for in vivo tract tracing, analysis methods used in these studies were limited to observation of individual animals or use of conventional region of interest (ROI) analysis. Limitations of these methods include potential effects from observer bias and inaccurate ROI placement as well as inability to discern smaller, less obvious enhancements. In this study, we present an image analysis method to define statistically the degree and extent of Mn2+ transport in the brain using stereotactic parametric mapping techniques and its application to investigate functional neuronal connection of the rat stereotactic system. Techniques for stereotactic anatomic standardization combined with statistical analysis have been developed and applied in humans, both PET (Fox et al., 1985, Friston et al., 1989, Minoshima et al., 1993a) and MRI (Friston et al., 1995) for more than a decade. A recent study by Leergaard et al. (2003) applied a stereotactic approach to facilitate anatomic localization of Mn2+ transport from the rat somatosensory cortex. We extend these previous research studies to include not only 3-D stereotactic image standardization, but also group-wise statistical analysis and serial imaging to show the functional connections within the rat olfactory system using manganese-enhanced magnetic resonance imaging. This approach can elucidate the functional connections of the olfactory tract without the necessity of predefined regions of interest. The method also improves substantially the signal to noise ratio through averaging of multiple subjects in a common coordinate system.

Section snippets

MnCl2 administration and MR scanning

Six male Sprague–Dawley rats (4 months, Charles River Labs) were kept on a normal 12-h light/dark cycle and had free access to rat chow and water. All procedures were approved by the University of Washington Animal Care Committee.

Rats were anesthetized with 2–3% isoflurane gas in a mixture of O2 for serial MR scans of pre- and post-administration of MnCl2 at 1, 6, 12, 24, 36, 48, 72 h. In addition, three of the rats were scanned at 5.5, 7.5 days and the remaining three rats at 10.5 and 13.5

Results

Group averaged subtraction maps of postminus pre-administration image sets clearly detected Mn2+ enhancement within the brain and further delineated enhanced pixels (Fig. 2). Group averaging improved sensitivity in the detection of Mn2+ enhancement in the brain. By increasing the number of subjects averaged from n = 2 to n = 6 (df = 1 to df = 5), there was a significant improvement in the detection of Mn2+ enhancement, quantified for selected regions (Fig. 3). Z values in structures with

Discussion

In this study, we use serial MR imaging combined with a paramagnetic calcium analog, Mn2+, to investigate the connections of the rat olfactory system in vivo using a newly developed brain mapping technique. Our method improves on existing studies that have used this unique method of visualizing cerebral pathways by applying the statistical image analysis methods employed extensively in human brain mapping research. Neuronal connectivity and Mn2+ transport has been investigated using

Acknowledgments

The authors thank Eric Shankland, PhD for his useful comments and advice. This study is supported in part by Washington Alzheimer Disease Research Center Pilot Research grant, Washington National Primate Research Center grant NCRR P51 RR000166-41, and NINDS RO1 NS045254-01.

References (43)

  • K.S. Saleem et al.

    Magnetic resonance imaging of neuronal connections in the macaque monkey

    Neuron

    (2002)
  • M.T. Shipley

    Transport of molecules from nose to brain: transneuronal anterograde and retrograde labeling in the rat olfactory system by wheat germ agglutinin-horseradish peroxidase applied to the nasal epithelium

    Brain Res. Bull.

    (1985)
  • W.N. Sloot et al.

    Axonal transport of manganese and its relevance to selective neurotoxicity in the rat basal ganglia

    Brain Res.

    (1994)
  • A. Takeda et al.

    Manganese transport in the neural circuit of rat CNS

    Brain Res. Bull.

    (1998)
  • A. Van der Linden et al.

    In vivo manganese-enhanced magnetic resonance imaging reveals connections and functional properties of the songbird vocal control system

    Neuroscience

    (2002)
  • K.J. Worsley et al.

    A unified statistical approach for determining significant signals in location and scale space images of cerebral activation

  • M. Aschner et al.

    Manganese uptake and distribution in the central nervous system (CNS)

    Neurotoxicology

    (1999)
  • H. Baker et al.

    Transneuronal transport of peroxidase-conjugated wheat germ agglutinin (WGA-HRP) from the olfactory epithelium to the brain of the adult rat

    Exp. Brain Res.

    (1986)
  • K.L. Casey et al.

    Temporal and spatial dynamics of human forebrain activity during heat pain: analysis by positron emission tomography

    J. Neurophysiol.

    (2001)
  • D.J. Cross et al.

    Three-dimensional stereotactic surface projection analysis of macaque brain PET: development and initial applications

    J. Nucl. Med.

    (2000)
  • D.J. Cross et al.

    Cerebral Processing of Capsaicin Enhanced c-Fiber Mediated Nociception in Rats

    (2001)
  • Cited by (62)

    • Olfactory System

      2018, Comprehensive Toxicology: Third Edition
    • Metal Imaging in the Brain

      2017, Biometals in Neurodegenerative Diseases: Mechanisms and Therapeutics
    • Manganese Neurodegeneration

      2017, Advances in Neurotoxicology
    View all citing articles on Scopus
    View full text