Literature DB >> 30605823

Resting-state anticorrelated networks in Schizophrenia.

Shukti Ramkiran1, Abhinav Sharma1, Naren P Rao2.   

Abstract

Converging evidences from different lines of research suggest abnormalities in functional brain connectivity in schizophrenia. While positively correlated brain networks have been well researched, anticorrelated functional connectivity remains under explored. Hence, in this study we examined (1) the resting-state anticorrelated networks in schizophrenia, and (2) the accuracy of support vector machines (SVMs) in differentiating healthy individuals from schizophrenia patients using these anticorrelated networks. The sample consisted of 56 patients with DSM-IV schizophrenia and 56 healthy controls. We computed functional connectivity matrices and used Anticorrelation after Mean of Antilog method (AMA) to select predominantly anticorrelated networks. The basal ganglia, thalamus, lingual gyrus, and cerebellar vermis showed significantly different, Type A (decreased anticorrelation) connections. The medial temporal lobe and posterior cingulate gyri showed significantly different, Type B (increased anticorrelation) connections. Use of SVM on AMA networks showed moderate accuracy in differentiating schizophrenia and healthy controls. Our results suggest that anticorrelated networks between the sub-cortical and cortical areas are abnormal in schizophrenia and this has potential to be a differential biomarker. These preliminary findings, if replicated in future studies with larger number of patients, and advanced machine learning techniques could have potential clinical applications.
Copyright © 2018 Elsevier B.V. All rights reserved.

Entities:  

Keywords:  Anticorrelated network; Machine learning; Resting state fMRI; Schizophrenia; Support vector machine; Thalamus

Mesh:

Year:  2018        PMID: 30605823     DOI: 10.1016/j.pscychresns.2018.12.013

Source DB:  PubMed          Journal:  Psychiatry Res Neuroimaging        ISSN: 0925-4927            Impact factor:   2.376


  3 in total

1.  Alterations in basal ganglia-cerebello-thalamo-cortical connectivity and whole brain functional network topology in Tourette's syndrome.

Authors:  Shukti Ramkiran; Larissa Heidemeyer; Arnim Gaebler; N Jon Shah; Irene Neuner
Journal:  Neuroimage Clin       Date:  2019-09-03       Impact factor: 4.881

2.  Decreased resting-state neural signal in the left angular gyrus as a potential neuroimaging biomarker of schizophrenia: An amplitude of low-frequency fluctuation and support vector machine analysis.

Authors:  Yujun Gao; Xin Tong; Jianxiu Hu; Hanjun Huang; Tian Guo; Gang Wang; Yi Li; Gaohua Wang
Journal:  Front Psychiatry       Date:  2022-08-25       Impact factor: 5.435

3.  Evaluation of the brain functional activities in rats various location-endometriosis pain model.

Authors:  Ping Zheng; Jian Mei; Jinhua Leng; Shuangzheng Jia; Zhiyue Gu; Sikai Chen; Wen Zhang; Aoshuang Cheng; Dalong Guo; Jinghe Lang
Journal:  Ann Transl Med       Date:  2019-12
  3 in total

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