Towards HCP-Style macaque connectomes: 24-Channel 3T multi -array coil, MRI sequences and preprocessing

被引:44
作者
Autio, Joonas A. [1 ]
Glasser, Matthew F. [2 ,3 ,4 ]
Ose, Takayuki [1 ]
Donahue, Chad J. [2 ]
Bastiani, Matteo [5 ,6 ,13 ]
Ohno, Masahiro [1 ]
Kawabata, Yoshihiko [7 ]
Urushibata, Yuta [8 ]
Murata, Katsutoshi [8 ]
Nishigori, Kantaro [1 ,9 ]
Yamaguchi, Masataka [1 ,9 ]
Hori, Yuki [1 ]
Yoshida, Atsushi [1 ]
Go, Yasuhiro [10 ,11 ,12 ]
Coalson, Timothy S. [2 ]
Jbabdi, Saad [5 ]
Sotiropoulos, Stamatios N. [5 ,6 ,13 ]
Kennedy, Henry [14 ,15 ,16 ,17 ]
Smith, Stephen [5 ]
Van Essen, David C. [2 ]
Hayashi, Takuya [1 ]
机构
[1] RIKEN, Lab Brain Connect Imaging, Ctr Biosyst Dynam Res, Kobe, Hyogo, Japan
[2] Washington Univ, Sch Med, Dept Neurosci, St Louis, MO USA
[3] Washington Univ, Sch Med, Dept Radiol, St Louis, MO 63110 USA
[4] St Lukes Hosp, St Louis, MO USA
[5] Univ Oxford, Wellcome Ctr Integrat Neuroimaging, Ctr Funct Magnet Resonance Imaging Brain FMRIB, Oxford, England
[6] Univ Nottingham, Sir Peter Mansfield Imaging Ctr, Sch Med, Nottingham, England
[7] Takashima Seisakusho Co Ltd, Tokyo, Japan
[8] Siemens Healthcare Japan, Tokyo, Japan
[9] Sumitomo Dainippon Pharma Co Ltd, Osaka, Japan
[10] Natl Inst Nat Sci, Exploratory Res Ctr Life & Living Syst, Cognit Genom Res Grp, Okazaki, Aichi, Japan
[11] Natl Inst Physiol Sci, Dept Syst Neurosci, Okazaki, Aichi, Japan
[12] SOKENDAI Grad Univ Adv Studies, Sch Life Sci, Dept Physiol Sci, Okazaki, Aichi, Japan
[13] Queens Med Ctr, Natl Inst Hlth Res NIHR, Nottingham Biomed Res Ctr, Nottingham, England
[14] Univ Lyon, Univ Claude Bernard Lyon, Lyon, France
[15] INSERM, Stem Cell & Brain Res Inst, Bron, France
[16] Chinese Acad Sci, Ctr Excellence Brain Sci & Intelligence Technol, Inst Neurosci, Key Lab Primate Neurobiol, Shanghai, Peoples R China
[17] Shanghai Ctr Brain Sci & Brain Inspired Intellige, Shanghai, Peoples R China
基金
日本科学技术振兴机构; 英国工程与自然科学研究理事会; 英国惠康基金;
关键词
IN-DIFFUSION MRI; CEREBRAL-CORTEX; CORTICAL AREAS; HEAD COIL; FMRI; BRAIN; TRACTOGRAPHY; MONKEY; ACQUISITION; ARTIFACT;
D O I
10.1016/j.neuroimage.2020.116800
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Macaque monkeys are an important animal model where invasive investigations can lead to a better understanding of the cortical organization of primates including humans. However, the tools and methods for noninvasive image acquisition (e.g. MRI RF coils and pulse sequence protocols) and image data preprocessing have lagged behind those developed for humans. To resolve the structural and functional characteristics of the smaller macaque brain, high spatial, temporal, and angular resolutions combined with high signal-to-noise ratio are required to ensure good image quality. To address these challenges, we developed a macaque 24-channel receive coil for 3-T MRI with parallel imaging capabilities. This coil enables adaptation of the Human Connectome Project (HCP) image acquisition protocols to the in-vivo macaque brain. In addition, we adapted HCP preprocessing methods to the macaque brain, including spatial minimal preprocessing of structural, functional MRI (fMRI), and diffusion MRI (dMRI). The coil provides the necessary high signal-to-noise ratio and high efficiency in data acquisition, allowing four- and five-fold accelerations for dMRI and fMRI. Automated FreeSurfer segmentation of cortex, reconstruction of cortical surface, removal of artefacts and nuisance signals in fMRI, and distortion correction of dMRI all performed well, and the overall quality of basic neurobiological measures was comparable with those for the HCP. Analyses of functional connectivity in fMRI revealed high sensitivity as compared with those from publicly shared datasets. Tractography-based connectivity estimates correlated with tracer connectivity similarly to that achieved using ex-vivo dMRI. The resulting HCP-style in vivo macaque MRI data show considerable promise for analyzing cortical architecture and functional and structural connectivity using advanced methods that have previously only been available in studies of the human brain. © 2020 The Author(s)
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页数:18
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