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connectivity network between well-established SA   raphy data under a sad expression recognition task. A
            group and non-SI group, semi-supervised algorithm   hidden Markov model (HMM) was applied to separate
            clustered patients with only SI into two groups with   the whole neural activity into several brain states, then
            different suicide risks. Moreover, Inter-network gamma   to characterize the dynamics. To find the disrupted
            connectivity between FPN and DMN significantly nega-  temporal-spatial characteristics, power estimations
            tively correlated with suicide risk and not confounded   and fractional occupancy (FO) of each state were
            by depression severity.                            estimated and contrasted between MDDs and HCs.
                                                               Three states were found over the period of emotional
            CONCLUSION Inter-network gamma connectivity with   stimuli processing procedure. The early visual stage
            FPN and DMN might be the key neuropathological     (0-270 ms) was mainly manifested by state 1, and the
            interactions underling the progression from SI to SA. By   emotional information processing stage (270-600 ms)
            applying semi-supervised clustering to electrophysi-  was manifested by state 2, while the state 3 remained
            ological data, it is possible to predict individual suicide   a steady proportion across the whole period. MDDs ac-
            risk.                                              tivated statistically more in limbic system during state
                                                               2 (p = 0.0045) and less in frontoparietal control net-
            Keywords: Gamma band, Magnetoencephalography       work during state 3 (p = 5.38 × 10[-5]) relative to HCs.
            (MEG), Major depression, Semi-supervised clustering,   Hamilton Depression Rating Scale scores were signifi-
            Suicidal ideation, Suicide attempt                 cantly correlated with the predicted disorder severity
                                                               using FO values (p = 0.0062, r = 0.3933). Relative to HCs,
            Progress in neuro-psychopharmacology & biological   MDDs perceived the sad contents quickly and spent
            psychiatry (2022), Vol. 113 (34780814) (4 citations)  more time overexpressing the negative emotions.
                                                               These phenomena indicated MDD patients might easily
                                                               indulge in negative emotion and neglect other things.
            Sub-second transient activated patterns to         Furthermore, temporal descriptors built by HMM could
            sad expressions in major depressive disorders      be potential biomarkers for identifying the severity of
            discovered via hidden Markov model (2021)          depression disorders.


                          Dai, Zhongpeng; Zhang, Siqi; Wang, Xinyi; Wang, Huan;   Keywords: hidden Markov model, magnetoencephalogra-
            Zhou, Hongliang; Tian, Shui; Chen, Zhilu; Lu, Qing; Yao,   phy, major depressive disorders, negative stimuli
            Zhijian
                                                               Journal of neuroscience research (2021), Vol. 99, No. 12
            Child Development and Learning Science, Key Laboratory of   (34585763) (5 citations)
            Ministry of Education, Nanjing, China; Nanjing Brain Hospital,
            Medical School of Nanjing University, Nanjing, China
                                                               Increased theta/alpha synchrony in the habenula-
            ABSTRACT The pathological mechanisms of major      prefrontal network with negative emotional stimuli
            depressive disorders (MDDs) is associated with the   in human patients (2021)
            overexpression of negative emotions, and the fast
            transient-activated patterns underlying overrepresen-                              Huang, Yongzhi; Sun, Bomin; Debarros, Jean; Zhang,
            tation in depression still remain to be revealed to date.   Chao; Zhan, Shikun; Li, Dianyou; Zhang, Chencheng;
            We hypothesized that the aberrant spatiotemporal   Wang, Tao; Huang, Peng; Lai, Yijie; Brown, Peter; Cao,
            attributes of the process of sad expressions are related   Chunyan; Tan, Huiling
            to the neuropathology of MDD and help to detect the
            depression severity. We enrolled a total of 96 subjects   Nuffield Department of Surgical Sciences, University of
            including 47 patients with MDD and 49 healthy con-  Oxford, Oxford, United Kingdom; Department of Neurosur-
            trols (HCs), and recorded their magnetoencephalog-  gery, Affiliated Ruijin Hospital, Shanghai Jiao Tong University







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