Xueru Liu1,2, Huilin Hong3, Zhentao Zuo1,2,4, Hui Zhao3, Rui Tian3, Yongqing Zhang2,3,4, and Yan Zhuo1,2,4
1State Key Laboratory of Brain and Cognitive Science, Institute of Biophysics, Chinese Academy of Sciences, BeiJing, China, 2University of Chinese Academy of Sciences, Beijing, China, 3State Key Laboratory of Molecular Developmental Biology, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, Beijing, China, 4CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Beijing, China
Synopsis
Social interactions, like sleep, is the basic needs for humans and
animals, its neural mechanism is not fully understood. Domestic dog has similar
emotional and social processing with humans, it would be a promising animal
model for social interaction. In this study, 3 beagles were social deprived
(SD) 4-week, and performed resting-state fMRI and diffusion MRI. The functional connectivity and diffusion metrics were compared between SD and wild type dogs.
We found the functional connectivity strengthened within prefrontal cortex and
weakened between prefrontal cortex with visual and auditory cortex in SD.
Demyelination observed in frontal, temporal, and insula regions.
Introduction
Social interactions, like food consumption and sleep, are proposed
to be the basic needs of humans and animals.1 However, due to the violation of ethics for social deprivation in
human subjects and the lack of animal models socially communicating with humans
(such as rats),2 its neural mechanism is still not fully understood. As a species
with a long history of evolution to live and work with human beings, domestic
canine has similar emotional and social processing with humans.3 A previous study showed the alteration of brain state in the
prefrontal, parietal, and temporal regions.4 If we socially deprive domestic dogs, will their brain
physiologic change?
Resting-state functional MRI
(rs-fMRI) is sensitive to brain function synchronization, which could reflect
the alterative functional correlations between brain regions.5 Diffusion MRI (dMRI) can measure the microstructure integrity of
neuronal fibers through fractional anisotropy (FA), radial diffusivity (RD), mean
diffusivity (MD), and axial diffusivity (AD).6,7 rs-fMRI and dMRI would provide an opportunity to study the
changes in brain structure and function of domestic dogs with different social
experiences (social isolation and social deprivation), which provides insight
into the mechanism of canine on social and emotional and cognitive functions.
In this study, 3 social deprivation and 14 wild type Beagles have performed MRI
scans.Methods
Data acquisition: All dogs were male and divided into social deprivation (SD) group
(3 Beagles, age 93.67 ± 0.47 days, weight 4.67 ± 0.94 kg) and wild type (WT)
group (14 Beagles, age 96.21 ± 10.28 days, weight 4.42 ± 1.33 kg). For social deprivation
experiments, 3 males were selected from 3 litters naturally weaning at
postnatal day 51. They were reared together in a cage until day 65 and then
were housed individually for 28 days. All the experimental protocols were
approved by the local institute Animal Care and Committee. Seventeen Beagles were
scanned at 3T MRI scanner (MAGNETOM Prisma, Siemens Healthcare, Erlangen,
Germany) with a home-made 4-channel Tx/Rx RF coil to obtain high quality
structural magnetic resonance imaging (sMRI), rs-fMRI, and dMRI. All parameters
and image processing details were summarized in Fig.1. Each dog was
anesthetized similar to our previous study.8
Image analysis: A 3-month-specific Beagle brain template and tissue probability
maps (TPM) were created following our previous pipelines.8 For functional datasets, the pre-processed rs-fMRI images were
detrended, regressed out the mean signal from white matter and cerebral spinal
fluid (CSF), and filtered by temporal band-pass of 0.008-0.1 Hz. Eighty-six
regions of interest (ROIs) were chosen according to the canine brain atlas9 for rsfMRI analysis and diffusion statistic. The Pearson
correlation coefficients were calculated between the time course of ROIs. Brain
connectivity strength differences in ROIs were assessed a strict method, in which
the minimum and maximum R-values of the SD were compared between that of WT to
find the specific brain regions with significant differences due to a small
sample size of SD dogs. For diffusion datasets, the original diffusion images
were preprocessed using FSL, including motion and eddy-current corrected. FA,
MD, RD, and AD maps were obtained using ‘dtifit’ algorithms. The 86 ROIs were
manually divided into eight areas according to the location in the brain:
frontal, parietal, temporal, occipital, cerebellum, insula, and cingulate,
totaling 53 ROIs. All remaining ROIs were divided into the eighth area. The
diffusion maps of the first 7 areas in cortical gray matter and white matter
were differently compared between the SD and WT group using a two-sample unpaired t-test.Results
Fig.2 displays the
structural images from 3 SD and 3 WT dogs. There was no significant difference
in corpus callosum, cingulate, and the other brain structure. The gray matter
density of the SD decreased only in the frontal lobe. Compared
with WT, the functional connectivity (FC) between ROI within the prefrontal
cortex (PFC) in SD was overall enhanced, and the FC between lGG and rGpSp was
weakened. The FC between the rGP and the lGOc enhanced, the FC between lBOl and
rGeM weakened, the FC between the rGP and the right thalamus weakened. The weaken
FCs between the auditory cortex and the parahippocampal gyrus, caudate nucleus
were observed. The FC between the hippocampus and the insula weakened (Fig.3). The
diffusion metrics showed that the brain of the socially deprived dogs in the
frontal, temporal lobes, and cerebellum had significantly decreased FA values and
increased RD values, especially ROIs in the white matter in Fig.4 and Fig.5. Discussion and Conclusion
The FCs within the frontal cortex were strengthened and the FCs between
PFC with the visual and auditory cortex were weakened after 4 weeks socially
deprived of Beagle dogs. And the frontal and insula region demyelinated after
socially deprived.2,4,10 These results were consistent with human and
children studies. The canine would be a promising experimental animal for
emotion study. The MRI could detect the brain slight alteration after social
deprivation. It is feasible to study the mechanisms of social interaction and
emotion mechanism in-vivo using MRI in domestic dogs.Acknowledgements
This work was
supported in part by the Ministry of Science and Technology of China (2019YFA0707100,
2020AAA0105601), the National Natural Science Foundation of China (31730039, 31830036,
and 31921002), and the Chinese Academy of Sciences Strategic Priority Research
Program B grants (XDB32010300, XDBS1020100, and XDB13041000).References
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