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Advances of Neuroimaging and Data Analysis ADVANCES OF NEUROIMAGING AND DATA ANALYSIS EDITED BY : Jue Zhang, Brad Manor, Hongyu An and Xiaoying Wang PUBLISHED IN : Frontiers in Neurology Frontiers eBook Copyright Statement About Frontiers The copyright in the text of individual articles in this eBook is the Frontiers is more than just an open-access publisher of scholarly articles: it is a property of their respective authors or their respective institutions or pioneering approach to the world of academia, radically improving the way scholarly funders. The copyright in graphics research is managed. The grand vision of Frontiers is a world where all people have and images within each article may be subject to copyright of other an equal opportunity to seek, share and generate knowledge. Frontiers provides parties. In both cases this is subject immediate and permanent online open access to all its publications, but this alone to a license granted to Frontiers. is not enough to realize our grand goals. The compilation of articles constituting this eBook is the property of Frontiers. Frontiers Journal Series Each article within this eBook, and the eBook itself, are published under The Frontiers Journal Series is a multi-tier and interdisciplinary set of open-access, the most recent version of the Creative Commons CC-BY licence. online journals, promising a paradigm shift from the current review, selection and The version current at the date of dissemination processes in academic publishing. All Frontiers journals are driven publication of this eBook is CC-BY 4.0. If the CC-BY licence is by researchers for researchers; therefore, they constitute a service to the scholarly updated, the licence granted by community. 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All copyright, and all rights therein, What are Frontiers Research Topics? are protected by national and Frontiers Research Topics are very popular trademarks of the Frontiers Journals international copyright laws. The above represents a summary only. Series: they are collections of at least ten articles, all centered on a particular subject. For further information please read With their unique mix of varied contributions from Original Research to Review Frontiers’ Conditions for Website Use and Copyright Statement, and Articles, Frontiers Research Topics unify the most influential researchers, the latest the applicable CC-BY licence. key findings and historical advances in a hot research area! Find out more on how ISSN 1664-8714 to host your own Frontiers Research Topic or contribute to one as an author by ISBN 978-2-88963-750-8 DOI 10.3389/978-2-88963-750-8 contacting the Frontiers Editorial Office: [email protected] Frontiers in Neurology 1 May 2020 | Advances of Neuroimaging ADVANCES OF NEUROIMAGING AND DATA ANALYSIS Topic Editors: Jue Zhang, Peking University, China Brad Manor, Institute for Aging Research, United States Hongyu An, Washington University in St. Louis, United States Xiaoying Wang, Peking University First Hospital, China Citation: Zhang, J., Manor, B., An, H., Wang, X., eds. (2020). Advances of Neuroimaging and Data Analysis. Lausanne: Frontiers Media SA. doi: 10.3389/978-2-88963-750-8 Frontiers in Neurology 2 May 2020 | Advances of Neuroimaging Table of Contents 05 Editorial: Advances of Neuroimaging and Data Analysis Jue Zhang, Kun Chen, Di Wang, Fei Gao, Yijia Zheng and Mei Yang 08 Prediction of Conversion From Amnestic Mild Cognitive Impairment to Alzheimer’s Disease Based on the Brain Structural Connectome Yu Sun, Qiuhui Bi, Xiaoni Wang, Xiaochen Hu, Huijie Li, Xiaobo Li, Ting Ma, Jie Lu, Piu Chan, Ni Shu and Ying Han 23 The Design Matters: How to Detect Neural Correlates of Baby Body Odors Laura Schäfer, Thomas Hummel and Ilona Croy 31 Functional Ultrasound Imaging of Spinal Cord Hemodynamic Responses to Epidural Electrical Stimulation: A Feasibility Study Pengfei Song, Carlos A. Cuellar, Shanshan Tang, Riazul Islam, Hai Wen, Chengwu Huang, Armando Manduca, Joshua D. Trzasko, Bruce E. Knudsen, Kendall H. Lee, Shigao Chen and Igor A. Lavrov 44 Why is Clinical fMRI in a Resting State? Erin E. O’Connor and Thomas A. Zeffiro 52 Neurocysticercosis and Hippocampal Atrophy: MRI Findings and the Evolution of Viable or Calcified Cysts in Patients With Neurocysticercosis Job Monteiro C. Jama-António, Clarissa L. Yasuda and Fernando Cendes 63 CSF Protein Concentration Shows No Correlation With Brain Volume Measures Alexander Wuschek, Sophia Grahl, Viola Pongratz, Thomas Korn, Jan Kirschke, Claus Zimmer, Bernhard Hemmer and Mark Mühlau 66 The Effects of Fatiguing Aerobic Exercise on the Cerebral Blood Flow and Oxygen Extraction in the Brain: A Piloting Neuroimaging Study Dapeng Bao, Junhong Zhou, Ying Hao, Xuedong Yang, Wei Jiao, Yang Hu and Xiaoying Wang 73 Blood Perfusion and Cellular Microstructural Changes Associated With Iron Deposition in Multiple Sclerosis Lesions Huaqiang Sheng, Bin Zhao and Yulin Ge 83 Altered Neurometabolic Profile in Early Parkinson’s Disease: A Study With Short Echo-Time Whole Brain MR Spectroscopic Imaging Martin Klietz, Paul Bronzlik, Patrick Nösel, Florian Wegner, Dirk W. Dressler, Mete Dadak, Andrew A. Maudsley, Sulaiman Sheriff, Heinrich Lanfermann and Xiao-Qi Ding 94 Deep Learning With EEG Spectrograms in Rapid Eye Movement Behavior Disorder Giulio Ruffini, David Ibañez, Marta Castellano, Laura Dubreuil-Vall, Aureli Soria-Frisch, Ron Postuma, Jean-François Gagnon and Jacques Montplaisir 103 Lenticulostriate Arteries and Basal Ganglia Changes in Cerebral Autosomal Dominant Arteriopathy With Subcortical Infarcts and Leukoencephalopathy, a High-Field MRI Study Chen Ling, Xiaojing Fang, Qingle Kong, Yunchuang Sun, Bo Wang, Yan Zhuo, Jing An, Wei Zhang, Zhaoxia Wang, Zihao Zhang and Yun Yuan Frontiers in Neurology 3 May 2020 | Advances of Neuroimaging 112 Simultaneous EEG-fMRI for Functional Neurological Assessment Giulia Mele, Carlo Cavaliere, Vincenzo Alfano, Mario Orsini, Marco Salvatore and Marco Aiello 123 Applications of Deep Learning to Neuro-Imaging Techniques Guangming Zhu, Bin Jiang, Liz Tong, Yuan Xie, Greg Zaharchuk and Max Wintermark 136 History of Hypertension is Associated With MR Hypoperfusion in Chinese Inpatients With DWI-Negative TIA Yue Wang, Huazheng Liang, Yu Luo, Yuan Zhou, Lingjing Jin, Shaoshi Wang and Yong Bi 143 Ten Years of BrainAGE as a Neuroimaging Biomarker of Brain Aging: What Insights Have We Gained? Katja Franke and Christian Gaser 169 Hemodynamic Surveillance of Unilateral Carotid Artery Stenting in Patients With or Without Contralateral Carotid Occlusion by TCD/TCCD in the Early Stage Following Procedure Ziguang Yan, Min Yang, Guochen Niu, Bihui Zhang, Xiaoqiang Tong, Hongjie Guo and Yinghua Zou Frontiers in Neurology 4 May 2020 | Advances of Neuroimaging EDITORIAL published: 08 April 2020 doi: 10.3389/fneur.2020.00257 Editorial: Advances of Neuroimaging and Data Analysis Jue Zhang*, Kun Chen, Di Wang, Fei Gao, Yijia Zheng and Mei Yang Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China Keywords: neuroimaging, neural mechanisms, fMRI, EEG, deep learning Editorial on the Research Topic Advances of Neuroimaging and Data Analysis Neuroimaging is a discipline that studies the structure and function of the nervous system by means of imaging technology, and where the images of the brain can be obtained in a non-invasive way. It explores a series of mechanisms such as cognition, information processing, and brain changes in the pathological state. In recent years, the neuroimaging has developed rapidly and become a powerful tool for medical research and diagnosis. With the increasing prevalence of neurological diseases, higher requirements have been put forward for neuroimaging technology and subsequent data analysis, and many advances have been made in this field. Now, we will briefly summarize the cutting-edge progress in the theme of “neuroimaging and data analysis.” A total of 16 papers
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