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Chen Y, Wang L, Li Z, Tang Y, Huan Z. Unveiling critical ADHD biomarkers in limbic system and cerebellum using a binary hypothesis testing approach. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2024; 21:5803-5825. [PMID: 38872559 DOI: 10.3934/mbe.2024256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2024]
Abstract
Attention deficit hyperactivity disorder (ADHD) is a common childhood developmental disorder. In recent years, pattern recognition methods have been increasingly applied to neuroimaging studies of ADHD. However, these methods often suffer from limited accuracy and interpretability, impeding their contribution to the identification of ADHD-related biomarkers. To address these limitations, we applied the amplitude of low-frequency fluctuation (ALFF) results for the limbic system and cerebellar network as input data and conducted a binary hypothesis testing framework for ADHD biomarker detection. Our study on the ADHD-200 dataset at multiple sites resulted in an average classification accuracy of 93%, indicating strong discriminative power of the input brain regions between the ADHD and control groups. Moreover, our approach identified critical brain regions, including the thalamus, hippocampal gyrus, and cerebellum Crus 2, as biomarkers. Overall, this investigation uncovered potential ADHD biomarkers in the limbic system and cerebellar network through the use of ALFF realizing highly credible results, which can provide new insights for ADHD diagnosis and treatment.
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Affiliation(s)
- Ying Chen
- School of Microelectronics and Control Engineering, Changzhou University, Changzhou 213159, China
| | - Lele Wang
- School of Microelectronics and Control Engineering, Changzhou University, Changzhou 213159, China
| | - Zhixin Li
- School of Microelectronics and Control Engineering, Changzhou University, Changzhou 213159, China
| | - Yibin Tang
- College of Information Science and Engineering, Hohai University, Changzhou 213200, China
| | - Zhan Huan
- School of Microelectronics and Control Engineering, Changzhou University, Changzhou 213159, China
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2
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Vandewouw MM, Safar K, Mossad SI, Lu J, Lerch JP, Anagnostou E, Taylor MJ. Do shapes have feelings? Social attribution in children with autism spectrum disorder and attention-deficit/hyperactivity disorder. Transl Psychiatry 2021; 11:493. [PMID: 34564704 PMCID: PMC8464598 DOI: 10.1038/s41398-021-01625-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 08/16/2021] [Accepted: 08/26/2021] [Indexed: 12/14/2022] Open
Abstract
Theory of mind (ToM) deficits are common in children with neurodevelopmental disorders (NDDs), such as autism spectrum disorder (ASD) and attention-deficit/hyperactivity disorder (ADHD), which contribute to their social and cognitive difficulties. The social attribution task (SAT) involves geometrical shapes moving in patterns that depict social interactions and is known to recruit brain regions from the classic ToM network. To better understand ToM in ASD and ADHD children, we examined the neural correlates using the SAT and functional magnetic resonance imaging (fMRI) in a cohort of 200 children: ASD (N = 76), ADHD (N = 74) and typically developing (TD; N = 50) (4-19 years). In the scanner, participants were presented with SAT videos corresponding to social help, social threat, and random conditions. Contrasting social vs. random, the ASD compared with TD children showed atypical activation in ToM brain areas-the middle temporal and anterior cingulate gyri. In the social help vs. social threat condition, atypical activation of the bilateral middle cingulate and right supramarginal and superior temporal gyri was shared across the NDD children, with between-diagnosis differences only being observed in the right fusiform. Data-driven subgrouping identified two distinct subgroups spanning all groups that differed in both their clinical characteristics and brain-behaviour relations with ToM ability.
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Affiliation(s)
- Marlee M Vandewouw
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, ON, Canada.
- Program in Neurosciences & Mental Health, Hospital for Sick Children, Toronto, ON, Canada.
- Autism Research Center, Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON, Canada.
- Institute of Biomedical Engineering, University of Toronto, Toronto, ON, Canada.
| | - Kristina Safar
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, ON, Canada
- Program in Neurosciences & Mental Health, Hospital for Sick Children, Toronto, ON, Canada
| | - Sarah I Mossad
- Department of Psychology, Hospital for Sick Children, Toronto, ON, Canada
| | - Julie Lu
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, ON, Canada
- Program in Neurosciences & Mental Health, Hospital for Sick Children, Toronto, ON, Canada
| | - Jason P Lerch
- Program in Neurosciences & Mental Health, Hospital for Sick Children, Toronto, ON, Canada
- Wellcome Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
- Department of Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Evdokia Anagnostou
- Program in Neurosciences & Mental Health, Hospital for Sick Children, Toronto, ON, Canada
- Autism Research Center, Bloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON, Canada
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada
| | - Margot J Taylor
- Department of Diagnostic Imaging, Hospital for Sick Children, Toronto, ON, Canada
- Program in Neurosciences & Mental Health, Hospital for Sick Children, Toronto, ON, Canada
- Department of Medical Imaging, University of Toronto, Toronto, ON, Canada
- Department of Psychology, University of Toronto, Toronto, ON, Canada
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3
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Dugré JR, Radua J, Carignan-Allard M, Dumais A, Rubia K, Potvin S. Neurofunctional abnormalities in antisocial spectrum: A meta-analysis of fMRI studies on Five distinct neurocognitive research domains. Neurosci Biobehav Rev 2020; 119:168-183. [PMID: 32956690 DOI: 10.1016/j.neubiorev.2020.09.013] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2020] [Revised: 09/02/2020] [Accepted: 09/11/2020] [Indexed: 02/05/2023]
Abstract
Past functional magnetic resonance imaging on antisocial subjects have shown important inconsistencies and methodological problems (e.g. heterogeneity in fMRI tasks domain, small sample sizes, analyses on regions-of-interest). We aimed to conduct a meta-analysis of whole-brain fMRI studies on antisocial individuals based on distinct neurocognitive domains. A voxel-based meta-analysis via permutation of subject images (SDM-PSI) was performed on studies using fMRI tasks in the domains of acute threat response, cognitive control, social cognition, punishment and reward processing. Overall, 83 studies were retrieved. Using a liberal statistical threshold, several key regions were identified in the meta-analysis, principally during acute threat response, social cognition and cognitive control tasks. Additionally, we observed that the right amygdala was negatively associated with both callous-unemotional traits and severity of antisocial behaviors, in meta-analyses on region-of-interest and on dimensional studies, respectively. The findings show that the most prominent functional brain deficits arise during acute threat response, social cognitions and cognitive control neurocognitive domains. These results provide substantial insights for our understanding of aberrant neural processing across specific contexts.
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Affiliation(s)
- Jules R Dugré
- Centre de recherche de l'Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada; Department of Psychiatry and Addictology, Faculty of Medicine, University of Montreal, Montreal, Canada.
| | - Joaquim Radua
- Institut d'Investigacions Biomèdiques August Pi i Sunyer, CIBERSAM, Barcelona, Spain; Department of Psychosis Studies, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, England; Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden
| | | | - Alexandre Dumais
- Centre de recherche de l'Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada; Department of Psychiatry and Addictology, Faculty of Medicine, University of Montreal, Montreal, Canada; Institut National De Psychiatrie Légal Philippe-Pinel, Montreal, Canada
| | - Katya Rubia
- Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom
| | - Stéphane Potvin
- Centre de recherche de l'Institut Universitaire en Santé Mentale de Montréal, Montreal, Canada; Department of Psychiatry and Addictology, Faculty of Medicine, University of Montreal, Montreal, Canada.
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Gao Y, Jiang Y, Ming Q, Zhang J, Ma R, Wu Q, Dong D, Guo X, Liu M, Wang X, Situ W, Pauli R, Yao S. Gray Matter Changes in the Orbitofrontal-Paralimbic Cortex in Male Youths With Non-comorbid Conduct Disorder. Front Psychol 2020; 11:843. [PMID: 32435221 PMCID: PMC7218112 DOI: 10.3389/fpsyg.2020.00843] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2019] [Accepted: 04/06/2020] [Indexed: 11/29/2022] Open
Abstract
Conduct disorder is one of the most common developmental psychiatric disorders which is characterized by persistent aggressive and antisocial behaviors during childhood or adolescence. Previous neuroimaging studies have investigated the neural correlates underlying CD and demonstrated several constructive findings. However, Individuals with CD are at high risk for comorbidities, which might give rise to the inconsistencies of existed findings. It remains unclear which neuroanatomical abnormalities are specifically related to CD without comorbidities. Using structural magnetic resonance imaging (sMRI) data of 69 CD and 69 typically developing (TD) male youths (aged 14–17 years), the present study aims at investigating gray matter volume alterations of non-comorbid CD (i.e., not comorbid with attention deficit hyperactivity disorder, substance abuse disorder, anxiety or depression). We also examined how regional gray matter volumes were related to callous-unemotional (CU) traits and conduct problems in the CD group. The whole-brain analysis revealed decreased gray matter volumes in the right pre-postcentral cortex, supramarginal gyrus and right putamen in CD youths compared with TD youths. The region-of-interest analyses showed increased gray matter volumes in the superior temporal gyrus (STG) and right orbitofrontal cortex (OFC) in CD youths. Correlation analysis found that gray matter volume in the left amygdala was negatively correlated with CU traits in CD participants. These results demonstrated that gray matter volume in the orbitofrontal-paralimbic cortex, including OFC, STG and amygdala, might characterize the male youths with non-comorbid CD and might contribute to different severe forms and trajectories of CD.
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Affiliation(s)
- Yidian Gao
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Yali Jiang
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Qingsen Ming
- Department of Psychiatry, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Jibiao Zhang
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Ren Ma
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Qiong Wu
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Daifeng Dong
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Xiao Guo
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Mingli Liu
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Xiang Wang
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Weijun Situ
- Department of Radiology, Second Xiangya Hospital, Central South University, Changsha, China
| | - Ruth Pauli
- Centre for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, United Kingdom
| | - Shuqiao Yao
- Medical Psychological Center of Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
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5
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Cao W, Li C, Zhang J, Dong D, Sun X, Yao S, Huang B, Liu J. Regional Homogeneity Abnormalities in Early-Onset and Adolescent-Onset Conduct Disorder in Boys: A Resting-State fMRI Study. Front Hum Neurosci 2019; 13:26. [PMID: 30792633 PMCID: PMC6374554 DOI: 10.3389/fnhum.2019.00026] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 01/21/2019] [Indexed: 01/03/2023] Open
Abstract
Purpose: Developmental taxonomic theory posits that formation of early-onset conduct disorder (EO-CD), is considered to have a neurodevelopmental etiology and have more severe psychosocial and neuropsychological dysfunction than adolescent-onset CD (AO-CD), which is thought to stem largely from social mimicry of deviant peers. The purpose of the current study was to investigate whether regional homogeneity (ReHo), denoting the spontaneous brain activity, supports developmental taxonomic theory in a resting state (rs). Materials and Methods: Rs-functional magnetic resonance imaging (fMRI) examinations were administered to 36 EO-CD patients, 32 AO-CD patients, and 30 healthy controls (HCs). All participants were male adolescents, aged between 12 and 17 years old. A one-way analysis of covariance (ANCOVA), with age and IQ as covariates, was performed to identify regions with significant group differences in ReHo values, followed by a post hoc analyses. Results: Compared with the AO-CD groups, EO-CD had higher ReHo values in the right middle/inferior frontal gyrus. Compared with the HCs, the EO-CD group exhibited lower ReHo values in the left precuneus, left middle occipital gyrus, left cerebellum posterior lobe and the right inferior parietal lobule, as well as higher ReHo values in the right middle frontal gyrus, left insula/inferior frontal gyrus, right postcentral gyrus, and the left anterior cingulate gyrus. Compared with the HCs, the AO-CD group showed lower ReHo values in the bilateral precuneus, left cerebellum posterior lobe, and the right inferior parietal lobule. Conclusion: Significant differences in ReHo were observed between the EO-CD and AO-CD groups, implying distinct neuropathological mechanisms of the two CD subtypes, consistent with developmental taxonomic theory. CD-associated abnormalities in ReHo may be related to high-order cognitive and low-level perceptual system impairments in CD.
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Affiliation(s)
- Wanyi Cao
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China
| | - Chuting Li
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China
| | - Jing Zhang
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China
| | - Daifeng Dong
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China
| | - Xiaoqiang Sun
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China
| | - Shuqiao Yao
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China
| | - Bingsheng Huang
- Medical Psychological Center, Second Xiangya Hospital, Central South University, Changsha, China.,Health Science Center, School of Biomedical Engineering, Shenzhen University, Shenzhen, China
| | - Jun Liu
- Department of Radiology, Second Xiangya Hospital, Central South University, Changsha, China
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6
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Dong D, Jiang Y, Gao Y, Ming Q, Wang X, Yao S. Atypical Frontotemporal Connectivity of Cognitive Empathy in Male Adolescents With Conduct Disorder. Front Psychol 2019; 9:2778. [PMID: 30687205 PMCID: PMC6338247 DOI: 10.3389/fpsyg.2018.02778] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2018] [Accepted: 12/27/2018] [Indexed: 01/10/2023] Open
Abstract
Background: It has been suggested that adolescents with conduct disorder (CD) may have a deficit in the affective and cognitive domains empathy, but studies exploring networks within the key brain regions of affective and cognitive empathy in adolescents with CD are lacking. Methods: Functional connectivity (FC) analyses among key brain regions of the affective and cognitive empathy with resting-state functional magnetic resonance imaging (fMRI) were conducted in 30 adolescent boys with CD and 33 demographically matched healthy controls (HCs). Results: Atypical FC within the key brain regions of affective empathy was not observed in CD adolescents. However, we found that CD adolescents showed decreased frontotemporal connectivity within the key brain regions of cognitive empathy in relation to HCs, that is, the FCs between right temporoparietal junction and ventromedial prefrontal cortex as well as dorsomedial prefrontal cortex. Conclusion: These findings may provide insight into neural mechanism underlying a cognitive empathy deficiency of CD adolescents from the perspective of FC.
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Affiliation(s)
- Daifeng Dong
- Medical Psychological Center, The Second Xiangya Hospital of Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Yali Jiang
- Medical Psychological Center, The Second Xiangya Hospital of Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Yidian Gao
- Medical Psychological Center, The Second Xiangya Hospital of Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Qingsen Ming
- Department of Psychiatry, The First Affiliated Hospital of Soochow University, Suzhou, China
| | - Xiang Wang
- Medical Psychological Center, The Second Xiangya Hospital of Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
| | - Shuqiao Yao
- Medical Psychological Center, The Second Xiangya Hospital of Central South University, Changsha, China.,Medical Psychological Institute of Central South University, Changsha, China.,China National Clinical Research Center on Mental Disorders (Xiangya), Changsha, China
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7
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Cao W, Sun X, Dong D, Yao S, Huang B. Sex Differences in Spontaneous Brain Activity in Adolescents With Conduct Disorder. Front Psychol 2018; 9:1598. [PMID: 30214422 PMCID: PMC6126420 DOI: 10.3389/fpsyg.2018.01598] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Accepted: 08/10/2018] [Indexed: 02/05/2023] Open
Abstract
Purpose: Sex differences in conduct disorder (CD) pathophysiology have yet to be resolved. In this study, we applied the amplitude of low-frequency fluctuations (ALFF) and fractional ALFF (fALFF) to compare spontaneous brain activity in male versus female adolescents diagnosed with CD in light of the gender paradox hypothesis. Materials and Methods: Resting-state functional magnetic resonance imaging (rs-fMRI) examinations were conducted with 51 CD patients (35 males) and 53 age-matched healthy controls (HCs; 35 males). Pearson analysis was conducted to detect relationship between ALFF/fALFF values in gender-differentiated regions and clinical characteristics. Results: We observed that male CD patients showed significant increased ALFF in the bilateral superior temporal gyrus (STG)/insula, and significant decreased ALFF in the left anterior cingulate cortex (ACC), left middle frontal gyrus (BA8 andBA11), left middle temporal gyrus and left inferior/middle temporal gyrus relative to female CD patients. The fALFF in male CD patients was significantly increased in the right STG/insula, decreased in the right superior frontal gyrus, left middle frontal gyrus, right inferior frontal gyrus, and right postcentral gyrus relative to female CD patients. Considering the sex-by-diagnosis interactions in CD patients, the male CD patients had significantly higher fALFF in the left putamen, lower fALFF in the right postcentral gyrus relative to the female CD patients. Conclusion: The brain regions whose activity index values differed in relation to sex should be further explored in CD pathophysiology studies, particularly with respect to sex differences in clinical symptoms, emotional features, cognitive features, and prevalence rates in CD. The present findings are consistent with the gender paradox hypothesis.
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Affiliation(s)
- Wanyi Cao
- Medical Psychological Center, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Xiaoqiang Sun
- Medical Psychological Center, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Daifeng Dong
- Medical Psychological Center, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Shuqiao Yao
- Medical Psychological Center, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Bingsheng Huang
- Medical Psychological Center, The Second Xiangya Hospital, Central South University, Changsha, China.,School of Biomedical Engineering, Health Science Center, Shenzhen University, Shenzhen, China
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