Using clinically acquired MRI to construct age‐specific ADC atlases: Quantifying spatiotemporal ADC changes from birth to 6‐year old

作者: Yangming Ou , Lilla Zöllei , Kallirroi Retzepi , Victor Castro , Sara V. Bates

DOI: 10.1002/HBM.23573

关键词:

摘要: Diffusion imaging is critical for detecting acute brain injury. However, normal apparent diffusion coefficient (ADC) maps change rapidly in early childhood, making abnormality detection difficult. In this article, we explored clinical PACS and electronic healthcare records (EHR) to create age-specific ADC atlases radiology reference. Using the EHR three rounds of multiexpert reviews, found from 201 children 0-6 years age scanned between 2006 2013 who had MRIs with no reported abnormalities evaluations 2+ later. These images were grouped 10 bins, densely sampling first 1 year life (5 including neonates 4 quarters) representing 1-6 range (an bin per year). Unbiased group-wise registration was used construct bins. We quantify (a) cross-sectional normative variations; (b) spatiotemporal heterogeneous changes; (c) volumetric changes. The quantified whole-brain region-wise values compared those age-matched individual subjects our study multiple existing independent studies. significance that have shown clinically acquired can be atlases. their kind quantitatively characterize changes myelination-related water 6 life. voxel-wise variations provide standard references assist radiologists toward more objective interpretation images. Our are available at https://www.nitrc.org/projects/mgh_adcatlases. Hum Brain Mapp 38:3052-3068, 2017. © 2017 Wiley Periodicals, Inc.

参考文章(78)
Shinji Naganawa, Kimihide Sato, Toshio Katagiri, Takeo Mimura, Takeo Ishigaki, Regional ADC values of the normal brain: differences due to age, gender, and laterality. European Radiology. ,vol. 13, pp. 6- 11 ,(2003) , 10.1007/S00330-002-1549-1
Lindsay Walker, Lin-Ching Chang, Amritha Nayak, M Okan Irfanoglu, Kelly N Botteron, James McCracken, Robert C McKinstry, Michael J Rivkin, Dah-Jyuu Wang, Judith Rumsey, Carlo Pierpaoli, Brain Development Cooperative Group, None, The diffusion tensor imaging (DTI) component of the NIH MRI study of normal brain development (PedsDTI). NeuroImage. ,vol. 124, pp. 1125- 1130 ,(2016) , 10.1016/J.NEUROIMAGE.2015.05.083
Yangming Ou, Randy L Gollub, Kallirroi Retzepi, Nathaniel Reynolds, Rudolph Pienaar, Steve Pieper, Shawn N Murphy, P Ellen Grant, Lilla Zöllei, None, Brain extraction in pediatric ADC maps, toward characterizing neuro-development in multi-platform and multi-institution clinical images. NeuroImage. ,vol. 122, pp. 246- 261 ,(2015) , 10.1016/J.NEUROIMAGE.2015.08.002
Wanze Xie, John E. Richards, Du Lei, Hongyan Zhu, Kang Lee, Qiyong Gong, The construction of MRI brain/head templates for Chinese children from 7 to 16 years of age Developmental Cognitive Neuroscience. ,vol. 15, pp. 94- 105 ,(2015) , 10.1016/J.DCN.2015.08.008
Yishan Luo, Lin Shi, Jian Weng, Hongjian He, Winnie CW Chu, Feiyan Chen, Defeng Wang, None, Intensity and sulci landmark combined brain atlas construction for Chinese pediatric population. Human Brain Mapping. ,vol. 35, pp. 3880- 3892 ,(2014) , 10.1002/HBM.22444
Saskia Kwan, Elodie Boudes, Anouk Benseler, Guillaume Gilbert, Christine Saint-Martin, Michael Shevell, Pia Wintermark, Evolution of Apparent Diffusion Coefficient and Fractional Anisotropy in the Cerebrum of Asphyxiated Newborns Treated with Hypothermia over the First Month of Life Neural Plasticity. ,vol. 2015, pp. 653727- 653727 ,(2015) , 10.1155/2015/653727
Juan Eugenio Iglesias, Mert R. Sabuncu, Multi-Atlas Segmentation of Biomedical Images: A Survey Medical Image Analysis. ,vol. 24, pp. 205- 219 ,(2015) , 10.1016/J.MEDIA.2015.06.012
Anwar R. Padhani, Guoying Liu, Dow Mu-Koh, Thomas L. Chenevert, Harriet C. Thoeny, Taro Takahara, Andrew Dzik-Jurasz, Brian D. Ross, Marc Van Cauteren, David Collins, Dima A. Hammoud, Gordon J.S. Rustin, Bachir Taouli, Peter L. Choyke, Diffusion-Weighted Magnetic Resonance Imaging as a Cancer Biomarker: Consensus and Recommendations Neoplasia. ,vol. 11, pp. 102- 125 ,(2009) , 10.1593/NEO.81328
Feng Shi, Li Wang, Guorong Wu, Gang Li, John H. Gilmore, Weili Lin, Dinggang Shen, Neonatal atlas construction using sparse representation Human Brain Mapping. ,vol. 35, pp. 4663- 4677 ,(2014) , 10.1002/HBM.22502