A simple rapid process for semi-automated brain extraction from magnetic resonance images of the whole mouse head

被引:19
作者
Delora, Adam [1 ]
Gonzales, Aaron [1 ]
Medina, Christopher S. [1 ]
Mitchell, Adam [1 ]
Mohed, Abdul Faheem [1 ]
Jacobs, Russell E. [2 ]
Bearer, Elaine L. [1 ,3 ]
机构
[1] Univ New Mexico, Hlth Sci Ctr, Dept Pathol, Albuquerque, NM 87131 USA
[2] CALTECH, Beckman Inst, Pasadena, CA 91125 USA
[3] CALTECH, Div Biol, Pasadena, CA 91125 USA
关键词
Mouse brain extraction; Automated skull stripping; Magnetic resonance imaging; Freeware; Software tools; IN-VIVO; NEUROANATOMICAL DIFFERENCES; MR MICROSCOPY; SEGMENTATION; REGISTRATION; MICE; MODELS; ATLAS; ACCURACY; VOLUME;
D O I
10.1016/j.jneumeth.2015.09.031
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Magnetic resonance imaging (MRI) is a well-developed technique in neuroscience. Limitations in applying MRI to rodent models of neuropsychiatric disorders include the large number of animals required to achieve statistical significance, and the paucity of automation tools for the critical early step in processing, brain extraction, which prepares brain images for alignment and voxel-wise statistics. New method: This novel timesaving automation of template-based brain extraction ("skull-stripping") is capable of quickly and reliably extracting the brain from large numbers of whole head images in a single step. The method is simple to install and requires minimal user interaction. Results: This method is equally applicable to different types of MR images. Results were evaluated with Dice and Jacquard similarity indices and compared in 3D surface projections with other stripping approaches. Statistical comparisons demonstrate that individual variation of brain volumes are preserved. Comparison with existing methods: A downloadable software package not otherwise available for extraction of brains from whole head images is included here. This software tool increases speed, can be used with an atlas or a template from within the dataset, and produces masks that need little further refinement. Conclusions: Our new automation can be applied to any MR dataset, since the starting point is a template mask generated specifically for that dataset. The method reliably and rapidly extracts brain images from whole head images, rendering them useable for subsequent analytical processing. This software tool will accelerate the exploitation of mouse models for the investigation of human brain disorders by MRI. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:185 / 193
页数:9
相关论文
共 42 条
[1]   Live imaging of neuronal connections by magnetic resonance: Robust transport in the hippocampal-septal memory circuit in a mouse model of Down syndrome [J].
Bearer, Elaine L. ;
Zhang, Xiaowei ;
Jacobs, Russell E. .
NEUROIMAGE, 2007, 37 (01) :230-242
[2]   Reward circuitry is perturbed in the absence of the serotonin transporter [J].
Bearer, Elaine L. ;
Zhang, Xiaowei ;
Janvelyan, Davit ;
Boulat, Benoit ;
Jacobs, Russell E. .
NEUROIMAGE, 2009, 46 (04) :1091-1104
[3]   Anatomical and functional phenotyping of mice models of Alzheimer's disease by MR microscopy [J].
Benveniste, Helene ;
Ma, Yu ;
Dhawan, Jasbeer ;
Gifford, Andrew ;
Smith, S. David ;
Feinstein, Igor ;
Du, Congwu ;
Grant, Samuel C. ;
Hof, Patrick R. .
IMAGING AND THE AGING BRAIN, 2007, 1097 :12-29
[4]   Neuroanatomical differences between mouse strains as shown by high-resolution 3D MRI [J].
Chen, XJ ;
Kovacevic, N ;
Lobaugh, NJ ;
Sled, JG ;
Henkelman, RM ;
Henderson, JT .
NEUROIMAGE, 2006, 29 (01) :99-105
[5]   MEASURES OF THE AMOUNT OF ECOLOGIC ASSOCIATION BETWEEN SPECIES [J].
DICE, LR .
ECOLOGY, 1945, 26 (03) :297-302
[6]  
Ellegood J, 2015, MOL PSYCHIATR, V20, P118, DOI [10.1038/mp.2014.98, 10.1038/mp.2014.168]
[7]   Visual assessment of the accuracy of retrospective registration of MR and CT images of the brain [J].
Fitzpatrick, JM ;
Hill, DLG ;
Shyr, Y ;
West, J ;
Studholme, C ;
Maurer, CR .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1998, 17 (04) :571-585
[8]   RAPID 3-DIMENSIONAL MR IMAGING USING THE FLASH TECHNIQUE [J].
FRAHM, J ;
HAASE, A ;
MATTHAEI, D .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1986, 10 (02) :363-368
[9]   Altered Reward Circuitry in the Norepinephrine Transporter Knockout Mouse [J].
Gallagher, Joseph J. ;
Zhang, Xiaowei ;
Hall, F. Scott ;
Uhl, George R. ;
Bearer, Elaine L. ;
Jacobs, Russell E. .
PLOS ONE, 2013, 8 (03)
[10]   Deficits in axonal transport in hippocampal-based circuitry and the visual pathway in APP knock-out animals witnessed by manganese enhanced MRI [J].
Gallagher, Joseph J. ;
Zhang, Xiaowei ;
Ziomek, Gregory J. ;
Jacobs, Russell E. ;
Bearer, Elaine L. .
NEUROIMAGE, 2012, 60 (03) :1856-1866