The DIRECT consortium and the REST-meta-MDD project: towards neuroimaging biomarkers of major depressive disorder

Xiao Chen(Chinese Academy of Sciences), Bin Lu(Chinese Academy of Sciences), Huixian Li(Chinese Academy of Sciences), Xueying Li(Chinese Academy of Sciences), Yuwei Wang(Chinese Academy of Sciences), F. Xavier Castellanos(Nathan Kline Institute for Psychiatric Research), Liping Cao(Guangzhou Medical University), Ning-Xuan Chen(Capital Normal University), Wei Chen(Sir Run Run Shaw Hospital), Yuqi Cheng(Kunming Medical University), Shi‐Xian Cui(Sino-Danish Centre for Education and Research), Zhao‐Yu Deng(Chinese Academy of Sciences), Yiru Fang(Shanghai Jiao Tong University), Qiyong Gong(Chinese Academy of Medical Sciences & Peking Union Medical College), Wenbin Guo(Central South University), Zheng-Jia-Yi Hu(Chinese Academy of Sciences), Li Kuang(The Affiliated Yongchuan Hospital of Chongqing Medical University), Baojuan Li(Xijing Hospital), Le Li(Beijing Language and Culture University), Tao Li(Sichuan University), Tao Lian(Chinese Academy of Sciences), Yi‐Fan Liao(Chinese Academy of Sciences), Yan‐Song Liu(Soochow University), Zhening Liu(Central South University), Jianping Lu(Shenzhen KangNing Hospital), Qinghua Luo(The Affiliated Yongchuan Hospital of Chongqing Medical University), Huaqing Meng(The Affiliated Yongchuan Hospital of Chongqing Medical University), Daihui Peng(Shanghai Jiao Tong University), Jiang Qiu(Southwest University), Yuedi Shen(Affiliated Hospital of Hangzhou Normal University), Tianmei Si(Peking University), Yanqing Tang(China Medical University), Chuanyue Wang(Capital Medical University), Fei Wang(Nanjing Brain Hospital), Huaning Wang(Xijing Hospital), Kai Wang(Anhui Medical University), Xiang Wang(Central South University), Ying Wang(Chinese Academy of Sciences), Zihan Wang(Chinese Academy of Sciences), Xiaoping Wu(Xian Central Hospital), Chunming Xie(Zhongda Hospital Southeast University), Guangrong Xie(Central South University), Peng Xie(The Affiliated Yongchuan Hospital of Chongqing Medical University), Xiufeng Xu(Kunming Medical University), Hong Yang(Zhejiang University), Jian Yang(Children's Hospital of Chongqing Medical University), Shuqiao Yao(Central South University), Yongqiang Yu(Anhui Medical University), Yonggui Yuan(Zhongda Hospital Southeast University), Kerang Zhang(Shanxi Medical University), Wei Zhang(Sichuan University), Zhijun Zhang(Zhongda Hospital Southeast University), Jun‐Juan Zhu(Shanghai Jiao Tong University), Xi‐Nian Zuo(Beijing Normal University), Jingping Zhao(Central South University), Yu‐Feng Zang(Affiliated Hospital of Hangzhou Normal University), Chao‐Gan Yan(Chinese Academy of Sciences), Xiao Chen(Chinese Academy of Sciences), Liping Cao(Guangzhou Medical University), Wei Chen(Sir Run Run Shaw Hospital), Yuqi Cheng(Kunming Medical University), Yiru Fang(Shanghai Jiao Tong University), Qiyong Gong(Chinese Academy of Medical Sciences & Peking Union Medical College), Wenbin Guo(Central South University), Li Kuang(The Affiliated Yongchuan Hospital of Chongqing Medical University), Baojuan Li(Xijing Hospital), Tao Li(Chinese Academy of Sciences), Yan‐Song Liu(Soochow University), Zhening Liu(Central South University), Jianping Lu(Shenzhen KangNing Hospital), Qinghua Luo(The Affiliated Yongchuan Hospital of Chongqing Medical University), Huaqing Meng(The Affiliated Yongchuan Hospital of Chongqing Medical University), Daihui Peng(Shanghai Jiao Tong University), Jiang Qiu(Southwest University), Yuedi Shen(Affiliated Hospital of Hangzhou Normal University), Tianmei Si(Peking University), Yanqing Tang(China Medical University), Chuanyue Wang(Capital Medical University), Fei Wang(Nanjing Brain Hospital), Huaning Wang(Xijing Hospital), Kai Wang(Anhui Medical University), Xiang Wang(Central South University), Ying Wang(Chinese Academy of Sciences), Xiaoping Wu(Xian Central Hospital), Chunming Xie(Zhongda Hospital Southeast University), Guangrong Xie(Central South University), Peng Xie(The Affiliated Yongchuan Hospital of Chongqing Medical University), Xiufeng Xu(Kunming Medical University), Hong Yang(Zhejiang University), Jian Yang(Children's Hospital of Chongqing Medical University), Shuqiao Yao(Central South University), Yongqiang Yu(Anhui Medical University), Yonggui Yuan(Zhongda Hospital Southeast University), Kerang Zhang(Shanxi Medical University), Wei Zhang(Sichuan University), Zhijun Zhang(Zhongda Hospital Southeast University), Jun‐Juan Zhu(Shanghai Jiao Tong University), Xi‐Nian Zuo(Beijing Normal University), Jingping Zhao(Central South University), Yu‐Feng Zang(Affiliated Hospital of Hangzhou Normal University), Chao‐Gan Yan(Chinese Academy of Sciences)
Psychoradiology
March 1, 2022
Cited by 124Open Access
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Abstract

Despite a growing neuroimaging literature on the pathophysiology of major depressive disorder (MDD), reproducible findings are lacking, probably reflecting mostly small sample sizes and heterogeneity in analytic approaches. To address these issues, the Depression Imaging REsearch ConsorTium (DIRECT) was launched. The REST-meta-MDD project, pooling 2428 functional brain images processed with a standardized pipeline across all participating sites, has been the first effort from DIRECT. In this review, we present an overview of the motivations, rationale, and principal findings of the studies so far from the REST-meta-MDD project. Findings from the first round of analyses of the pooled repository have included alterations in functional connectivity within the default mode network, in whole-brain topological properties, in dynamic features, and in functional lateralization. These well-powered exploratory observations have also provided the basis for future longitudinal hypothesis-driven research. Following these fruitful explorations, DIRECT has proceeded to its second stage of data sharing that seeks to examine ethnicity in brain alterations in MDD by extending the exclusive Chinese original sample to other ethnic groups through international collaborations. A state-of-the-art, surface-based preprocessing pipeline has also been introduced to improve sensitivity. Functional images from patients with bipolar disorder and schizophrenia will be included to identify shared and unique abnormalities across diagnosis boundaries. In addition, large-scale longitudinal studies targeting brain network alterations following antidepressant treatment, aggregation of diffusion tensor images, and the development of functional magnetic resonance imaging-guided neuromodulation approaches are underway. Through these endeavours, we hope to accelerate the translation of functional neuroimaging findings to clinical use, such as evaluating longitudinal effects of antidepressant medications and developing individualized neuromodulation targets, while building an open repository for the scientific community.


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