Abnormal Static and Dynamic Local Functional Connectivity in First-Episode Schizophrenia: A Resting-State fMRI Study

被引:2
|
作者
Zhou, Jie [1 ]
Jiao, Xiong [1 ]
Hu, Qiang [2 ]
Du, Lizhao [1 ]
Wang, Jijun [3 ]
Sun, Junfeng [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Biomed Engn, Shanghai 200240, Peoples R China
[2] Zhenjiang Mental Hlth Ctr, Dept Psychiat, Zhenjiang 212003, Jiangsu, Peoples R China
[3] Shanghai Jiao Tong Univ, Sch Med, Shanghai Mental Hlth Ctr, Shanghai Key Lab Psychot Disorders, Shanghai 200030, Peoples R China
基金
中国国家自然科学基金;
关键词
Dynamic regional phase synchrony; regional homogeneity; coherence; local functional connectivity; resting-state fMRI; SUPPORT VECTOR MACHINE; ADOLESCENT-ONSET SCHIZOPHRENIA; REGIONAL HOMOGENEITY; BRAIN ACTIVITY; DRUG-NAIVE; OSCILLATIONS; BIOMARKERS; SYMPTOMS; PATTERNS;
D O I
10.1109/TNSRE.2024.3368697
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Dynamic functional connectivity (FC) analyses have provided ample information on the disturbances of global functional brain organization in patients with schizophrenia. However, our understanding about the dynamics of local FC in never-treated first episode schizophrenia (FES) patients is still rudimentary. Dynamic Regional Phase Synchrony (DRePS), a newly developed dynamic local FC analysis method that could quantify the instantaneous phase synchronization in local spatial scale, overcomes the limitations of commonly used sliding-window methods. The current study performed a comprehensive examination on both the static and dynamic local FC alterations in FES patients (N = 74) from healthy controls (HCs, N = 41) with resting-state functional magnetic resonance imaging using DRePS, and compared the static local FC metrics derived from DRePS with those calculated from two commonly used regional homogeneity (ReHo) analysis methods that are defined based on Kendall's coefficient of concordance (KCC-ReHo) and frequency coherence (Cohe-ReHo). Symptom severities of FES patients were assessed with a set of clinical scales. Cognitive functions of FES patients and HCs were assessed with the MATRICS consensus cognitive battery. Group-level analysis revealed that compared with HCs, FES patients exhibited increased static local FC in right superior, middle temporal gyri, hippocampus, parahippocampal gyrus, putamen, and bilateral caudate nucleus. Nonetheless, the dynamic local FC metrics did not show any significant differences between the two groups. The associations between all local FC metrics and clinical characteristics manifested scores were explored using a relevance vector machine. Results showed that the Global Assessment of Functioning score highest in past year and the Brief Visuospatial Memory Test-Revised task score were statistically significantly predicted by a combination of all static and dynamic features. The diagnostic abilities of different local FC metrics and their combinations were compared by the classification performance of linear support vector machine classifiers. Results showed that the inclusion of zero crossing ratio of DRePS, one of the dynamic local FC metrics, alongside static local FC metrics improved the classification accuracy compared to using static metrics alone. These results enrich our understanding of the neurocognitive mechanisms underlying schizophrenia, and demonstrate the potential of developing diagnostic biomarker for schizophrenia based on DRePS.
引用
收藏
页码:1023 / 1033
页数:11
相关论文
共 50 条
  • [31] Classification of Migraine Using Static Functional Connectivity Strength and Dynamic Functional Connectome Patterns: A Resting-State fMRI Study
    Nie, Weifang
    Zeng, Weiming
    Yang, Jiajun
    Zhao, Le
    Shi, Yuhu
    BRAIN SCIENCES, 2023, 13 (04)
  • [32] Enhanced Resting-State Functional Connectivity of the Nucleus Accumbens in First-Episode, Medication-Naive Patients With Early Onset Schizophrenia
    Cao, Xiaohua
    Li, Qiang
    Liu, Sha
    Li, Zexuan
    Wang, Yanfang
    Cheng, Long
    Yang, Chengxiang
    Xu, Yong
    FRONTIERS IN NEUROSCIENCE, 2022, 16
  • [33] Increased resting-state interhemispheric functional connectivity of striatum in first-episode drug-naive adolescent-onset schizophrenia
    Yang, Ge
    Zhang, Sen
    Zhou, Youqi
    Song, Yichen
    Hu, Wenyan
    Peng, Yue
    Shi, Han
    Zhang, Yan
    ASIAN JOURNAL OF PSYCHIATRY, 2022, 76
  • [34] Effects of long-term antipsychotic medication on brain instability in first-episode schizophrenia patients: a resting-state fMRI study
    Zhong, Maoxing
    Liu, Zhening
    Wang, Feiwen
    Yang, Jun
    Chen, Eric
    Lee, Edwin
    Wu, Guowei
    Yang, Jie
    FRONTIERS IN PHARMACOLOGY, 2024, 15
  • [35] fMRI evidence for abnormal resting-state functional connectivity in euthymic bipolar patients
    Favre, Pauline
    Baciu, Monica
    Pichat, Cedric
    Bougerol, Thierry
    Polosan, Mircea
    JOURNAL OF AFFECTIVE DISORDERS, 2014, 165 : 182 - 189
  • [36] Gender differences in dynamic functional connectivity based on resting-state fMRI
    Mao, Nini
    Zheng, Hongna
    Long, Zhiying
    Yao, Li
    Wu, Xia
    2017 39TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2017, : 2940 - 2943
  • [37] Altered asymmetries of resting-state MRI in the left thalamus of first-episode schizophrenia
    Liu Sha
    Guo Zhenglong
    Cao Hongbao
    Li Hong
    Hu Xiaodong
    Cheng Long
    Li Jianying
    Liu Ruize
    Xu Yong
    慢性疾病与转化医学(英文), 2022, 08 (03) : 207 - 217
  • [38] Dynamic functional connectivity in migraine during the interictal phase: a resting-state fMRI study
    Esteves, I.
    Fonseca, C.
    Xavier, M.
    Fouto, A.
    Ruiz-Tagle, A.
    Caetano, G.
    Nunes, R.
    Gil-Gouveia, R.
    Cabral, J.
    Pavao Martins, I.
    Rosa, A.
    Figueiredo, P.
    JOURNAL OF HEADACHE AND PAIN, 2022, 23 (SUPPL 1):
  • [39] Abnormal Brain Functional Connectivity Strength in the Overactive Bladder Syndrome: A Resting-State fMRI Study
    Zuo, Long
    Zhou, Yang
    Wang, Shuangkun
    Wang, Biao
    Gu, Hua
    Chen, Jingnan
    UROLOGY, 2019, 131 : 64 - 70
  • [40] Dynamic Functional Connectivity and Symptoms of Parkinson's Disease: A Resting-State fMRI Study
    Engels, Gwenda
    Vlaar, Annemarie
    McCoy, Bronagh
    Scherder, Erik
    Douw, Linda
    FRONTIERS IN AGING NEUROSCIENCE, 2018, 10