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Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns

BACKGROUND: Major depressive disorder (MDD) is heterogeneous disorder associated with aberrant functional connectivity within the default mode network (DMN). This study focused on data-driven identification and validation of potential DMN-pattern-based MDD subtypes to parse heterogeneity of the diso...

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Autores principales: Liang, Sugai, Deng, Wei, Li, Xiaojing, Greenshaw, Andrew J., Wang, Qiang, Li, Mingli, Ma, Xiaohong, Bai, Tong-Jian, Bo, Qi-Jing, Cao, Jun, Chen, Guan-Mao, Chen, Wei, Cheng, Chang, Cheng, Yu-Qi, Cui, Xi-Long, Duan, Jia, Fang, Yi-Ru, Gong, Qi-Yong, Guo, Wen-Bin, Hou, Zheng-Hua, Hu, Lan, Kuang, Li, Li, Feng, Li, Kai-Ming, Liu, Yan-Song, Liu, Zhe-Ning, Long, Yi-Cheng, Luo, Qing-Hua, Meng, Hua-Qing, Peng, Dai-Hui, Qiu, Hai-Tang, Qiu, Jiang, Shen, Yue-Di, Shi, Yu-Shu, Si, Tian-Mei, Wang, Chuan-Yue, Wang, Fei, Wang, Kai, Wang, Li, Wang, Xiang, Wang, Ying, Wu, Xiao-Ping, Wu, Xin-Ran, Xie, Chun-Ming, Xie, Guang-Rong, Xie, Hai-Yan, Xie, Peng, Xu, Xiu-Feng, Yang, Hong, Yang, Jian, Yu, Hua, Yao, Jia-Shu, Yao, Shu-Qiao, Yin, Ying-Ying, Yuan, Yong-Gui, Zang, Yu-Feng, Zhang, Ai-Xia, Zhang, Hong, Zhang, Ke-Rang, Zhang, Zhi-Jun, Zhao, Jing-Ping, Zhou, Ru-Bai, Zhou, Yi-Ting, Zou, Chao-Jie, Zuo, Xi-Nian, Yan, Chao-Gan, Li, Tao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7724374/
https://www.ncbi.nlm.nih.gov/pubmed/33396001
http://dx.doi.org/10.1016/j.nicl.2020.102514
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author Liang, Sugai
Deng, Wei
Li, Xiaojing
Greenshaw, Andrew J.
Wang, Qiang
Li, Mingli
Ma, Xiaohong
Bai, Tong-Jian
Bo, Qi-Jing
Cao, Jun
Chen, Guan-Mao
Chen, Wei
Cheng, Chang
Cheng, Yu-Qi
Cui, Xi-Long
Duan, Jia
Fang, Yi-Ru
Gong, Qi-Yong
Guo, Wen-Bin
Hou, Zheng-Hua
Hu, Lan
Kuang, Li
Li, Feng
Li, Kai-Ming
Liu, Yan-Song
Liu, Zhe-Ning
Long, Yi-Cheng
Luo, Qing-Hua
Meng, Hua-Qing
Peng, Dai-Hui
Qiu, Hai-Tang
Qiu, Jiang
Shen, Yue-Di
Shi, Yu-Shu
Si, Tian-Mei
Wang, Chuan-Yue
Wang, Fei
Wang, Kai
Wang, Li
Wang, Xiang
Wang, Ying
Wu, Xiao-Ping
Wu, Xin-Ran
Xie, Chun-Ming
Xie, Guang-Rong
Xie, Hai-Yan
Xie, Peng
Xu, Xiu-Feng
Yang, Hong
Yang, Jian
Yu, Hua
Yao, Jia-Shu
Yao, Shu-Qiao
Yin, Ying-Ying
Yuan, Yong-Gui
Zang, Yu-Feng
Zhang, Ai-Xia
Zhang, Hong
Zhang, Ke-Rang
Zhang, Zhi-Jun
Zhao, Jing-Ping
Zhou, Ru-Bai
Zhou, Yi-Ting
Zou, Chao-Jie
Zuo, Xi-Nian
Yan, Chao-Gan
Li, Tao
author_facet Liang, Sugai
Deng, Wei
Li, Xiaojing
Greenshaw, Andrew J.
Wang, Qiang
Li, Mingli
Ma, Xiaohong
Bai, Tong-Jian
Bo, Qi-Jing
Cao, Jun
Chen, Guan-Mao
Chen, Wei
Cheng, Chang
Cheng, Yu-Qi
Cui, Xi-Long
Duan, Jia
Fang, Yi-Ru
Gong, Qi-Yong
Guo, Wen-Bin
Hou, Zheng-Hua
Hu, Lan
Kuang, Li
Li, Feng
Li, Kai-Ming
Liu, Yan-Song
Liu, Zhe-Ning
Long, Yi-Cheng
Luo, Qing-Hua
Meng, Hua-Qing
Peng, Dai-Hui
Qiu, Hai-Tang
Qiu, Jiang
Shen, Yue-Di
Shi, Yu-Shu
Si, Tian-Mei
Wang, Chuan-Yue
Wang, Fei
Wang, Kai
Wang, Li
Wang, Xiang
Wang, Ying
Wu, Xiao-Ping
Wu, Xin-Ran
Xie, Chun-Ming
Xie, Guang-Rong
Xie, Hai-Yan
Xie, Peng
Xu, Xiu-Feng
Yang, Hong
Yang, Jian
Yu, Hua
Yao, Jia-Shu
Yao, Shu-Qiao
Yin, Ying-Ying
Yuan, Yong-Gui
Zang, Yu-Feng
Zhang, Ai-Xia
Zhang, Hong
Zhang, Ke-Rang
Zhang, Zhi-Jun
Zhao, Jing-Ping
Zhou, Ru-Bai
Zhou, Yi-Ting
Zou, Chao-Jie
Zuo, Xi-Nian
Yan, Chao-Gan
Li, Tao
author_sort Liang, Sugai
collection PubMed
description BACKGROUND: Major depressive disorder (MDD) is heterogeneous disorder associated with aberrant functional connectivity within the default mode network (DMN). This study focused on data-driven identification and validation of potential DMN-pattern-based MDD subtypes to parse heterogeneity of the disorder. METHODS: The sample comprised 1397 participants including 690 patients with MDD and 707 healthy controls (HC) registered from multiple sites based on the REST-meta-MDD Project in China. Baseline resting-state functional magnetic resonance imaging (rs-fMRI) data was recorded for each participant. Discriminative features were selected from DMN between patients and HC. Patient subgroups were defined by K-means and principle component analysis in the multi-site datasets and validated in an independent single-site dataset. Statistical significance of resultant clustering were confirmed. Demographic and clinical variables were compared between identified patient subgroups. RESULTS: Two MDD subgroups with differing functional connectivity profiles of DMN were identified in the multi-site datasets, and relatively stable in different validation samples. The predominant dysfunctional connectivity profiles were detected among superior frontal cortex, ventral medial prefrontal cortex, posterior cingulate cortex and precuneus, whereas one subgroup exhibited increases of connectivity (hyperDMN MDD) and another subgroup showed decreases of connectivity (hypoDMN MDD). The hyperDMN subgroup in the discovery dataset had age-related severity of depressive symptoms. Patient subgroups had comparable demographic and clinical symptom variables. CONCLUSIONS: Findings suggest the existence of two neural subtypes of MDD associated with different dysfunctional DMN connectivity patterns, which may provide useful evidence for parsing heterogeneity of depression and be valuable to inform the search for personalized treatment strategies.
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spelling pubmed-77243742020-12-13 Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns Liang, Sugai Deng, Wei Li, Xiaojing Greenshaw, Andrew J. Wang, Qiang Li, Mingli Ma, Xiaohong Bai, Tong-Jian Bo, Qi-Jing Cao, Jun Chen, Guan-Mao Chen, Wei Cheng, Chang Cheng, Yu-Qi Cui, Xi-Long Duan, Jia Fang, Yi-Ru Gong, Qi-Yong Guo, Wen-Bin Hou, Zheng-Hua Hu, Lan Kuang, Li Li, Feng Li, Kai-Ming Liu, Yan-Song Liu, Zhe-Ning Long, Yi-Cheng Luo, Qing-Hua Meng, Hua-Qing Peng, Dai-Hui Qiu, Hai-Tang Qiu, Jiang Shen, Yue-Di Shi, Yu-Shu Si, Tian-Mei Wang, Chuan-Yue Wang, Fei Wang, Kai Wang, Li Wang, Xiang Wang, Ying Wu, Xiao-Ping Wu, Xin-Ran Xie, Chun-Ming Xie, Guang-Rong Xie, Hai-Yan Xie, Peng Xu, Xiu-Feng Yang, Hong Yang, Jian Yu, Hua Yao, Jia-Shu Yao, Shu-Qiao Yin, Ying-Ying Yuan, Yong-Gui Zang, Yu-Feng Zhang, Ai-Xia Zhang, Hong Zhang, Ke-Rang Zhang, Zhi-Jun Zhao, Jing-Ping Zhou, Ru-Bai Zhou, Yi-Ting Zou, Chao-Jie Zuo, Xi-Nian Yan, Chao-Gan Li, Tao Neuroimage Clin Regular Article BACKGROUND: Major depressive disorder (MDD) is heterogeneous disorder associated with aberrant functional connectivity within the default mode network (DMN). This study focused on data-driven identification and validation of potential DMN-pattern-based MDD subtypes to parse heterogeneity of the disorder. METHODS: The sample comprised 1397 participants including 690 patients with MDD and 707 healthy controls (HC) registered from multiple sites based on the REST-meta-MDD Project in China. Baseline resting-state functional magnetic resonance imaging (rs-fMRI) data was recorded for each participant. Discriminative features were selected from DMN between patients and HC. Patient subgroups were defined by K-means and principle component analysis in the multi-site datasets and validated in an independent single-site dataset. Statistical significance of resultant clustering were confirmed. Demographic and clinical variables were compared between identified patient subgroups. RESULTS: Two MDD subgroups with differing functional connectivity profiles of DMN were identified in the multi-site datasets, and relatively stable in different validation samples. The predominant dysfunctional connectivity profiles were detected among superior frontal cortex, ventral medial prefrontal cortex, posterior cingulate cortex and precuneus, whereas one subgroup exhibited increases of connectivity (hyperDMN MDD) and another subgroup showed decreases of connectivity (hypoDMN MDD). The hyperDMN subgroup in the discovery dataset had age-related severity of depressive symptoms. Patient subgroups had comparable demographic and clinical symptom variables. CONCLUSIONS: Findings suggest the existence of two neural subtypes of MDD associated with different dysfunctional DMN connectivity patterns, which may provide useful evidence for parsing heterogeneity of depression and be valuable to inform the search for personalized treatment strategies. Elsevier 2020-11-28 /pmc/articles/PMC7724374/ /pubmed/33396001 http://dx.doi.org/10.1016/j.nicl.2020.102514 Text en © 2020 The Author(s) http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Regular Article
Liang, Sugai
Deng, Wei
Li, Xiaojing
Greenshaw, Andrew J.
Wang, Qiang
Li, Mingli
Ma, Xiaohong
Bai, Tong-Jian
Bo, Qi-Jing
Cao, Jun
Chen, Guan-Mao
Chen, Wei
Cheng, Chang
Cheng, Yu-Qi
Cui, Xi-Long
Duan, Jia
Fang, Yi-Ru
Gong, Qi-Yong
Guo, Wen-Bin
Hou, Zheng-Hua
Hu, Lan
Kuang, Li
Li, Feng
Li, Kai-Ming
Liu, Yan-Song
Liu, Zhe-Ning
Long, Yi-Cheng
Luo, Qing-Hua
Meng, Hua-Qing
Peng, Dai-Hui
Qiu, Hai-Tang
Qiu, Jiang
Shen, Yue-Di
Shi, Yu-Shu
Si, Tian-Mei
Wang, Chuan-Yue
Wang, Fei
Wang, Kai
Wang, Li
Wang, Xiang
Wang, Ying
Wu, Xiao-Ping
Wu, Xin-Ran
Xie, Chun-Ming
Xie, Guang-Rong
Xie, Hai-Yan
Xie, Peng
Xu, Xiu-Feng
Yang, Hong
Yang, Jian
Yu, Hua
Yao, Jia-Shu
Yao, Shu-Qiao
Yin, Ying-Ying
Yuan, Yong-Gui
Zang, Yu-Feng
Zhang, Ai-Xia
Zhang, Hong
Zhang, Ke-Rang
Zhang, Zhi-Jun
Zhao, Jing-Ping
Zhou, Ru-Bai
Zhou, Yi-Ting
Zou, Chao-Jie
Zuo, Xi-Nian
Yan, Chao-Gan
Li, Tao
Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns
title Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns
title_full Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns
title_fullStr Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns
title_full_unstemmed Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns
title_short Biotypes of major depressive disorder: Neuroimaging evidence from resting-state default mode network patterns
title_sort biotypes of major depressive disorder: neuroimaging evidence from resting-state default mode network patterns
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7724374/
https://www.ncbi.nlm.nih.gov/pubmed/33396001
http://dx.doi.org/10.1016/j.nicl.2020.102514
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