Xueru Liu1,2, Rui Tian2,3,4, Zhentao Zuo1,2,4, Hui Zhao3,5, Liang Wu2,3, Yan Zhuo1,2,4, Yongqing Zhang2,3,4, and Lin Chen1,2,4
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, 5Key Laboratory of Regenerative Biology, South China Institute for Stem Cell, Biology and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, China
Synopsis
High-resolution T1w and T2w templates from 10
male adult purebred beagles were created in this study. According to the tissue
probability map, descriptive statistics of brain tissue volumes and brain sizes
exhibit our template with smaller variance. Significant correlation between
brain size from dorsal to ventral and gray matter volume was found. This
high-resolution purebred canine brain template lays the foundation for further
studies aimed at in-vivo analysis of the development of canine brain anatomy and
function.
Introduction
Recently, neuroscience research has been extended from
non-human primate and rodent models to the domestic dog, who exhibits similar emotion
and social processing as human1. Furthermore, the domestic dog is potentially
a promising animal model by genetic manipulations for understanding neural
mechanism of psychiatry diseases such as autism. MRI/fMRI as one of the
powerful tools can non-invasively explore anatomic variation and functional
activation. Luckily, several groups published population-averaged canine brain
templates2, 3, 4, 5. However, the dogs they used were greatly
different in age, skull shape, body size, and brain anatomy, besides there is yet
no high-resolution brain template for purebred dogs, which is essential for
understanding brain development and function. In this study, high-resolution
T1w and T2w brain templates for male adult purebred beagle would be created.Methods
Ten purebred adult beagles
(all males, weight 10.54 ± 0.9 kg, age 2.38 ± 0.85 years) were scanned at
Siemens prismafit 3.0T MR scanner (Siemens healthnieer, Erlangen,
Germany) using home-made 4 channel Tx/Rx coil. Each dog was pre-anesthetized
with intramuscular atropine (0.05 mg/kg), followed by Zoletil 50 (10 mg/kg) and
Sumianxin (1.6 mg/kg). Complementary anesthesia was performed every one hour
with Zoletil 50 (5 mg/kg). T1 weighted, T2 weighted and proton density weighted
images in a 3D volume with a field of view of 128 x 128 x 128mm3 and
0.5mm isotropic voxel size were acquired with MPRAGE (magnetization prepared
rapid acquisition gradient echoes), T2 space and GRE, respectively. All the experimental protocols were approved by
the local institute Animal Care and Committee. Preprocessing was performed using SPM12
(https://www.fil.ion.ucl.ac.uk/spm/software/spm12/), implemented in Matlab (The
Mathworks Inc., USA) and FSL (Functional MRI of the brain Software Library). Initially,
subjects were re-orientated to AC-PC space and resampled from 0.5 to 0.25 mm
isotropic. Then using FSL fast
tools to segment T1w image to initial gray matter (GM), white matter (WM), and
cerebral spinal fluid (CSF) tissue images, and using SPM to create tissue
probability maps (TPM) template. Fig. 1 exhibits the detailed
preprocessing steps. In step 4, individual morphological parameters, including GM,
WM, and CSF volumes, were extracted based on CAS-Beagle brain template.Results
Fig. 2 demoes a typical beagle dog
high-resolution skull-stripped T1w brain image and segmented GM, WM and CSF tissue
images in each row. T1w image shows high contrast between GM and WM, clear
boundary among GM, WM and CSF. High-resolution purebred beagle T1w and T2w brain templates named as CAS-Beagle Template
were created. Fig. 3 shows the sagittal, coronal, and
transversal CAS-Beagle TPM overlaid on T1w template, which was generated from
10 male adult beagles, whose brain size are 55.7 ± 2.4mm in the right-left
dimension (RL), 81.0 ± 2.6mm in the anterior-posterior dimension (AP) and 45.1 ±
1.8mm in the dorsal-ventral dimension (DV). Multiple-transversal slices of
CAS-Beagle TPM overlaid on T1w template are presented in Fig. 4. A 21 parcel atlas5
were normalized to CAS-Beagle TPM and overlaid on template. The descriptive
statistics of beagle brain morphology is listed in Fig. 5. GM volume shows
significant correlation only with brain size of DV (r2 = 0.7652, p < 0.05, Fig. 5A), the
correlation coefficients among other brain morphological parameters are not
significant. Only GM volume shows close correlation with body weight (r2 = 0.3067, p < 0.05,
Fig. 5B), the correlation coefficients between other brain morphological
parameters and body weight are not significant. The absolute volumes of GM, WM,
CSF, and WB (whole brain) are 48.10 ± 6.50 mL, 23.47 ± 3.00 mL, 2.48 ± 0.72 mL,
and 74.05 ± 8.84 mL, respectively. The mean volumes are very close to that of a
previous report, but the standard deviations are smaller than that in the
report5. The ratio of GM to WM volume is 2.06 ± 0.28 and GM to WB
volume is 0.65 ± 0.002. Tissue volumes (per kg body weight) are 4.60 ± 0.53 mL for
GM, 2.25 ± 0.29 mL for WM, 0.24 ± 0.07 mL for CSF, and 7.09 ± 0.76 mL for WB.Discussion & Conclusion
High-resolution purebred beagle MRI T1w and T2w
templates were successfully created from 10 adult beagles. This template could
potentially provide more insight into the promotion of beagle brain template
used in emotional and social processing research on human beings and canines.
The CAS-Beagle Template would facilitate future studies to answer important
questions, such as the variance of cortical topographies and the longitudinal
trajectories of brain development along different ages of different breeds of
canines.Acknowledgements
This
work was supported in part by the Ministry of Science and Technology of China
(2015CB351701), the National Natural Science Foundation of China (31730039, 81871350),
National Major Scientific Instruments and Equipment Development Project (ZDYZ2015-2)
and Chinese Academy of Sciences Strategic Priority Research Program B grants
(XDBS01000000).References
- Bunford N, Andics A, Kis A, et al. Canis familiaris as a model for non-invasive comparative neuroscience. Trends in NeuroScience. 2017; 7(40): 438-452.
- Datta R, Lee J, Duda J, Avants B.B, Vite C.H, Tseng B, et al. A digital atlas of the dog brain. PLoS One. 2012; 7(12): e52140.
- Su M.Y, Tapp P.D, Vu L, Chen Y.F, Chu Y, Muggenburg B, Chiou, J.Y, et al. A longitudinal study of brain morphometrics using serial magnetic resonance imaging analysis in a canine model of aging. Prog Neuropsychopharmacol Biol Psychiatry. 2005; 29(3): 389-397.
- Milne M.E, Steward C, Firestone S.M, Long S.N, O'Brien T.J, Moffat B.A. Development of representative magnetic resonance imaging-based atlases of the canine brain and evaluation of three methods for atlas-based segmentation. American Journal of Veterinary Research. 2016; 77(4): 395-403.
- Nitzsche B, Boltze J, Ludewig E, Flegel T, Schmidt M.J, Seeger J, Barthel H, Brooks O.W, et al. A stereotaxic breed-averaged, symmetric T2w canine brain atlas including detailed morphological and volumetrical data sets. Neuroimage. 2018; 1-11.