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Author:

Xu, Ting (Xu, Ting.) | Yang, Zhi (Yang, Zhi.) | Jiang, Lili (Jiang, Lili.) | Xing, Xiu-Xia (Xing, Xiu-Xia.) | Zuo, Xi-Nian (Zuo, Xi-Nian.)

Indexed by:

Scopus SCIE CSCD

Abstract:

Much like genomics, brain connectomics has rapidly become a core component of most national brain projects around the world. Beyond the ambitious aims of these projects, a fundamental challenge is the need for an efficient, robust, reliable and easy-to-use pipeline to mine such large neuroscience datasets. Here, we introduce a computational pipeline-namely the Connectome Computation System (CCS)-for discovery science of human brain connectomes at the macroscale with multimodal magnetic resonance imaging technologies. The CCS is designed with a three-level hierarchical structure that includes data cleaning and preprocessing, individual connectome mapping and connectome mining, and knowledge discovery. Several functional modules are embedded into this hierarchy to implement quality control procedures, reliability analysis and connectome visualization. We demonstrate the utility of the CCS based upon a publicly available dataset, the NKI-Rockland Sample, to delineate the normative trajectories of well-known large-scale neural networks across the natural life span (6-85 years of age). The CCS has been made freely available to the public via GitHub (https://github.com/zuoxinian/CCS) and our laboratory's Web site (http://lfcd.psych.ac.cn/ccs.html) to facilitate progress in discovery science in the field of human brain connectomics.

Keyword:

Big data Life span Connectome Discovery science Normative charts

Author Community:

  • [ 1 ] [Xu, Ting]Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China
  • [ 2 ] [Yang, Zhi]Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China
  • [ 3 ] [Jiang, Lili]Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China
  • [ 4 ] [Zuo, Xi-Nian]Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China
  • [ 5 ] [Xu, Ting]Chinese Acad Sci, Inst Psychol, Magnet Resonance Imaging Res Ctr, Beijing 100101, Peoples R China
  • [ 6 ] [Yang, Zhi]Chinese Acad Sci, Inst Psychol, Magnet Resonance Imaging Res Ctr, Beijing 100101, Peoples R China
  • [ 7 ] [Jiang, Lili]Chinese Acad Sci, Inst Psychol, Magnet Resonance Imaging Res Ctr, Beijing 100101, Peoples R China
  • [ 8 ] [Zuo, Xi-Nian]Chinese Acad Sci, Inst Psychol, Magnet Resonance Imaging Res Ctr, Beijing 100101, Peoples R China
  • [ 9 ] [Xu, Ting]Chinese Acad Sci, Inst Psychol, Lab Funct Connectome & Dev, Beijing 100101, Peoples R China
  • [ 10 ] [Yang, Zhi]Chinese Acad Sci, Inst Psychol, Lab Funct Connectome & Dev, Beijing 100101, Peoples R China
  • [ 11 ] [Jiang, Lili]Chinese Acad Sci, Inst Psychol, Lab Funct Connectome & Dev, Beijing 100101, Peoples R China
  • [ 12 ] [Zuo, Xi-Nian]Chinese Acad Sci, Inst Psychol, Lab Funct Connectome & Dev, Beijing 100101, Peoples R China
  • [ 13 ] [Xing, Xiu-Xia]Beijing Univ Technol, Coll Appl Sci, Dept Appl & Computat Math, Beijing 100124, Peoples R China
  • [ 14 ] [Zuo, Xi-Nian]Southwest Univ, Fac Psychol, Chongqing 400715, Peoples R China

Reprint Author's Address:

  • [Zuo, Xi-Nian]Chinese Acad Sci, Inst Psychol, Key Lab Behav Sci, Beijing 100101, Peoples R China

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Source :

SCIENCE BULLETIN

ISSN: 2095-9273

Year: 2015

Issue: 1

Volume: 60

Page: 86-95

1 8 . 9 0 0

JCR@2022

ESI Discipline: Multidisciplinary;

ESI HC Threshold:464

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 121

SCOPUS Cited Count: 130

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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