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Segregation between the parietal memory network and the default mode network: Effects of spatial smoothing and model order in ICA

View ORCID ProfileYang Hu, Jijun Wang, View ORCID ProfileChunbo Li, Yin-shan Wang, Zhi Yang, Xi-Nian Zuo
doi: https://doi.org/10.1101/086454
Yang Hu
1CAS Key Laboratory of Behavioral Science, Lab for Human Connectome and Development, Magnetic Resonance Research Center, Institute of Psychology, Beijing, China
2University of Chinese Academy of Sciences, Beijing, China
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Jijun Wang
3Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Chunbo Li
3Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Yin-shan Wang
1CAS Key Laboratory of Behavioral Science, Lab for Human Connectome and Development, Magnetic Resonance Research Center, Institute of Psychology, Beijing, China
2University of Chinese Academy of Sciences, Beijing, China
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Zhi Yang
1CAS Key Laboratory of Behavioral Science, Lab for Human Connectome and Development, Magnetic Resonance Research Center, Institute of Psychology, Beijing, China
3Shanghai Key Laboratory of Psychotic Disorders, Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Xi-Nian Zuo
1CAS Key Laboratory of Behavioral Science, Lab for Human Connectome and Development, Magnetic Resonance Research Center, Institute of Psychology, Beijing, China
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Abstract

A brain network consisting of two key parietal nodes, the precuneus and the posterior cingulate cortex, has emerged from recent fMRI studies. Though it is anatomically adjacent to and spatially overlaps with the default mode network (DMN), its function has been associated with memory processing, and it has been referred to as the parietal memory network (PMN). Independent component analysis (ICA) is the most common data-driven method of extracting PMN and DMN simultaneously. However, the effects of data preprocessing and parameter determination in ICA on PMN-DMN segregation are completely unknown. Here, we employ three typical algorithms of group ICA to assess how spatial smoothing and model order influence the degree of PMN-DMN segregation. Our findings indicate that PMN and DMN can only be stably separated using a combination of low-level spatial smoothing and high-order model across the three ICA algorithms. We thus argue for more considerations on parametric settings for interpreting DMN data.

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Posted November 09, 2016.
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Segregation between the parietal memory network and the default mode network: Effects of spatial smoothing and model order in ICA
Yang Hu, Jijun Wang, Chunbo Li, Yin-shan Wang, Zhi Yang, Xi-Nian Zuo
bioRxiv 086454; doi: https://doi.org/10.1101/086454
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Segregation between the parietal memory network and the default mode network: Effects of spatial smoothing and model order in ICA
Yang Hu, Jijun Wang, Chunbo Li, Yin-shan Wang, Zhi Yang, Xi-Nian Zuo
bioRxiv 086454; doi: https://doi.org/10.1101/086454

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