Skip to main content

Main menu

  • Home
  • Issues
    • Issue in progress
    • Issues by date
  • Sections
    • Editorial
    • Review
    • Research
    • Commentary
    • Psychopharmacology for the Clinician
    • Letters to the Editor
  • Topic Collections
  • Instructions for Authors
    • Overview for authors
    • Submission checklist
    • Editorial policies
    • Publication fees
    • Submit a manuscript
    • Dr. Francis Wayne Quan Memorial Prize
    • Open access
  • Alerts
    • Email alerts
    • RSS
  • About
    • General information
    • Staff
    • Editorial Board
    • Contact
  • CMAJ JOURNALS
    • CMAJ
    • CMAJ Open
    • CJS
    • JAMC

User menu

Search

  • Advanced search
JPN
  • CMAJ JOURNALS
    • CMAJ
    • CMAJ Open
    • CJS
    • JAMC
JPN

Advanced Search

  • Home
  • Issues
    • Issue in progress
    • Issues by date
  • Sections
    • Editorial
    • Review
    • Research
    • Commentary
    • Psychopharmacology for the Clinician
    • Letters to the Editor
  • Topic Collections
  • Instructions for Authors
    • Overview for authors
    • Submission checklist
    • Editorial policies
    • Publication fees
    • Submit a manuscript
    • Dr. Francis Wayne Quan Memorial Prize
    • Open access
  • Alerts
    • Email alerts
    • RSS
  • About
    • General information
    • Staff
    • Editorial Board
    • Contact
  • Subscribe to our alerts
  • RSS feeds
  • Follow JPN on Twitter
Research Paper
Open Access

Multimetric structural covariance in first-episode major depressive disorder: a graph theoretical analysis

Chujun Chen, Zhening Liu, Chang Xi, Wenjian Tan, Zebin Fan, Yixin Cheng, Jun Yang, Lena Palaniyappan and Jie Yang
J Psychiatry Neurosci May 04, 2022 47 (3) E176-E185; DOI: https://doi.org/10.1503/jpn.210204
Chujun Chen
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Zhening Liu
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Chang Xi
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Wenjian Tan
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Zebin Fan
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Yixin Cheng
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jun Yang
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Lena Palaniyappan
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jie Yang
From the Department of Psychiatry, Second Xiangya Hospital of Central South University, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the National Clinical Research Centre for Mental Disorders, Changsha, China (Chen, Liu, Xi, Tan, Fan, Cheng, Jun Yang, Jie Yang); the Department of Psychiatry, University of Western Ontario, London, Ont. (Palaniyappan); the Robarts Research Institute, University of Western Ontario, London, Ont. (Palaniyappan); the Lawson Health Research Institute, London, Ont. (Palaniyappan); the Douglas Mental Health University Institute, Department of Psychiatry, McGill University, Montréal, Quebec (Palaniyappan)
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Tables
  • Related Content
  • Responses
  • Metrics
  • PDF
Loading

Article Figures & Tables

Figures

  • Tables
  • Figure 1
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 1

    Topological properties and simulated lesion analysis of the thickness-based covariance network. The left panel shows the results of the morphology covariance network constructed on the Destrieux Atlas with 148 regions of interest. The right panel shows the results of the morphology covariance network constructed on the Desikan–Killiany Atlas with 68 regions of interest. The first row shows the results of comparing the average of local efficiencies between patients with first-episode MDD and healthy controls; we detected no significant differences. The second row shows the results of comparing global efficiency between patients with first-episode MDD and healthy controls; we detected a consistently significant difference in both atlases. The third row shows the results of targeted attack, and the fourth row shows the results of random attack; in patients with first-episode MDD we detected decreased resistance to targeted attack in both atlases, but decreased resistance to random attack only in the Destrieux Atlas. FDA = functional data analysis; HC = healthy control; MDD = major depressive disorder.

  • Figure 2
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 2

    Nodes with significant altered local efficiency of the thickness-based morphology covariance network. The left panel shows the results of the morphology covariance network constructed on the Destrieux Atlas with 148 regions of interest. The right panel shows the results of the morphology covariance network constructed on the Desikan–Killiany Atlas with 68 regions of interest. The upper row shows increased local efficiency of the left superior frontal gyrus in patients with first-episode MDD. The bottom row shows increased local efficiency of the right paracentral lobule in patients with first-episode MDD. The nodes with increased local efficiency are highlighted in yellow circles in the brain images. FDA = functional data analysis; HC = healthy control; MDD = major depressive disorder.

Tables

  • Figures
    • View popup
    Table 1

    Participant demographics and clinical characteristics*

    CharacteristicPatients with first-episode MDD
    n = 76
    Healthy controls
    n = 66
    Statistical test
    t or χ2p value
    Sex, male/female33/4332/34χ2 = 0.360.55
    Age, yr26.38 ± 9.21324.47 ± 6.73t = 1.420.16
    Education, yr13.95 ± 2.8113.61 ± 3.97t = 0.570.57
    Duration of illness, mo11.36 ± 17.61–––
    HAM-D-17 score19.63 ± 5.93–––
    HAM-A score17.43 ± 7.07–––
    BPRS score34.20 ± 7.64–––
    CTQ score (range)†49.97 ± 12.89 (25–74)36.95 ± 9.68 (25–67)t = 4.89< 0.001
    • BPRS = Brief Psychiatric Rating Scale; CTQ = Childhood Trauma Questionnaire; HAM-A = Hamilton Anxiety Rating Scale; HAM-D-17 = 17-item Hamilton Depression Rating Scale; MDD = major depressive disorder.

    • + Values are mean ± standard deviation, except for sex.

    • ↵† Missing CTQ data: 15 of 76 patients with first-episode MDD and 2 of 66 healthy controls had missing CTQ records.

    • View popup
    Table 2

    Global properties of morphology covariance networks constructed from the Destrieux Atlas*

    MeasurePatients with first-episode MDD
    n = 76
    Healthy controls
    n = 66
    p value
    Thickness-based network
     Local efficiency
      Original0.8070.7920.24
      Random-null0.687 ± 0.0060.687 ± 0.006
     Global efficiency
      Original0.6710.6920.021
      Random-null0.801 ± 0.0080.803 ± 0.008
     Targeted attack
      Original66.2270.740.027
      Random-null70.40 ± 1.4270.51 ± 1.40
     Random attack
      Original71.6173.160.007
      Random-null72.78 ± 0.3672.79 ± 0.38
    Surface area–based network
     Local efficiency
      Original0.7590.7590.94
      Random-null0.762 ± 0.0050.762 ± 0.006
     Global efficiency
      Original0.6950.6950.74
      Random-null0.695 ± 0.00030.695 ± 0.0003
     Targeted attack
      Original73.3472.990.29
      Random-null73.01 ± 0.2573.02 ± 0.26
     Random attack
      Original73.3873.370.65
      Random-null73.37 ± 0.2473.38 ± 0.24
    Gyrification-based network
     Local efficiency
      Original0.8340.8230.37
      Random-null0.825 ± 0.0080.820 ± 0.009
     Global efficiency
      Original0.6890.6900.70
      Random-null0.690 ± 0.0020.690 ± 0.002
     Targeted attack
      Original71.0072.000.37
      Random-null71.58 ± 0.8971.50 ± 0.97
     Random attack
      Original73.2173.270.57
      Random-null73.20 ± 0.1173.19 ± 0.13
    • MDD = major depressive disorder.

    • ↵* Global properties (averaged local efficiency and global efficiency) and resilience (targeted attack and random attack) of the 3 morphology covariance networks (thickness-based, surface area–based and gyrification-based) are presented. Values are mean ± standard deviation.

    • View popup
    Table 3

    Nodes with significant altered local efficiency based on morphology covariance networks constructed from the Destrieux Atlas (n = 148)*

    NodePatients with first-episode MDD
    n = 76
    Healthy controls
    n = 66
    p value
    Thickness-based network
     Left posterior-ventral part of the cingulate gyrus
      Original0.050.770.004
      Random-null0.83 ± 0.210.83 ± 0.21
     Left triangular part of the inferior frontal gyrus
      Original0.870.750.005
      Random-null1.00 ± 0.031.00 ± 0.03
     Left superior frontal sulcus†
      Original0.870.750.003
      Random-null1.02 ± 0.031.02 ± 0.03
     Right paracentral lobule and sulcus†
      Original0.910.790.005
      Random-null1.06 ± 0.031.06 ± 0.03
     Right posterior-ventral part of the cingulate gyrus
      Original0.110.780.002
      Random-null0.92 ± 0.160.92 ± 0.17
     Right central sulcus
      Original0.920.770.001
      Random-null1.06 ± 0.041.05 ± 0.04
    Surface area–based network
     Left marginal part of the cingulate sulcus
      Original16.6421.300.003‡
      Random-null20.57 ± 0.9420.57 ± 0.91
    Gyrification-based network
     NA
    • MDD = major depressive disorder; NA = not applicable.

    • ↵* Brain nodes with significant altered local efficiency are presented separately by network. Values are mean ± standard deviation.

    • ↵† Showed a significant difference in local efficiency in both the Destrieux and Desikan–Killiany atlases.

    • ↵‡ p < 1/148 or 0.0067.

PreviousNext
Back to top

In this issue

Journal of Psychiatry and Neuroscience: 47 (3)
J Psychiatry Neurosci
Vol. 47, Issue 3
17 May 2022
  • Table of Contents
  • Index by author

Article tools

Respond to this article
Print
Download PDF
Article Alerts
To sign up for email alerts or to access your current email alerts, enter your email address below:
Email Article

Thank you for your interest in spreading the word on JPN.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Multimetric structural covariance in first-episode major depressive disorder: a graph theoretical analysis
(Your Name) has sent you a message from JPN
(Your Name) thought you would like to see the JPN web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Citation Tools
Multimetric structural covariance in first-episode major depressive disorder: a graph theoretical analysis
Chujun Chen, Zhening Liu, Chang Xi, Wenjian Tan, Zebin Fan, Yixin Cheng, Jun Yang, Lena Palaniyappan, Jie Yang
J Psychiatry Neurosci May 2022, 47 (3) E176-E185; DOI: 10.1503/jpn.210204

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
‍ Request Permissions
Share
Multimetric structural covariance in first-episode major depressive disorder: a graph theoretical analysis
Chujun Chen, Zhening Liu, Chang Xi, Wenjian Tan, Zebin Fan, Yixin Cheng, Jun Yang, Lena Palaniyappan, Jie Yang
J Psychiatry Neurosci May 2022, 47 (3) E176-E185; DOI: 10.1503/jpn.210204
Digg logo Reddit logo Twitter logo Facebook logo Google logo Mendeley logo
  • Tweet Widget
  • Facebook Like

Related Articles

  • Google Scholar

Cited By...

  • No citing articles found.
  • Google Scholar

Similar Articles

Content

  • Current issue
  • Past issues
  • Collections
  • Alerts
  • RSS

Authors & Reviewers

  • Overview for Authors
  • Submit a manuscript
  • Manuscript Submission Checklist

About

  • General Information
  • Staff
  • Editorial Board
  • Contact Us
  • Advertising
  • Reprints
  • Copyright and Permissions
  • Accessibility
  • CMA Civility Standards
CMAJ Group

Copyright 2022, CMA Impact Inc. or its licensors. All rights reserved. ISSN 1180-4882.

All editorial matter in JPN represents the opinions of the authors and not necessarily those of the Canadian Medical Association or its subsidiaries.
To receive any of these resources in an accessible format, please contact us at CMAJ Group, 500-1410 Blair Towers Place, Ottawa ON, K1J 9B9; p: 1-888-855-2555; e: [email protected].
View CMA's Accessibility policy.

Powered by HighWire