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This study aims to build a multi-modal collection template and establish a multi-modal database of seven mental disorders including depressive disorders, bipolar disorders, schizophrenia, obsessive-compulsive disorder, anxiety disorders, addictive disorders and sleep-wake disorders by collecting voice information, facial micro-expression, eye tracking, EEG physiology data respectively. This study will contribute to the multi-modal diagnosis of major mental disorders such as depression in the future and realize clinical application.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| mental disorders | Patients in Shanghai Mental Health Center; meet ICD-11 or DSM-5 diagnosis of depressive disorders, bipolar disorders, schizophrenia, obsessive-compulsive disorder, anxiety disorders, addictive disorders and sleep-wake disorders (do not limit subtypes and current disease state); age ≥15 years and < 60 years. | ||
| healthy controls | Age ≥15 years and < 60 years; gender match with patient group; understand the research content and sign the informed consent; no family history of mental disorders. |
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| Measure | Description | Time Frame |
|---|---|---|
| Building a multi-modal database of major mental disorders | Establish a prediction model by using machine learning methods and build a multi-modal database of major mental disorders to realize the multi-modal diagnosis and curative effect prediction markers for guiding accurate treatment. | at August 2025 |
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Inclusion Criteria:
Exclusion Criteria:
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Patients in Shanghai Mental Health Center; meet ICD-11 or DSM-5 diagnosis of depressive disorders, bipolar disorders, schizophrenia, obsessive-compulsive disorder, anxiety disorders, addictive disorders and sleep-wake disorders (do not limit subtypes and current disease state); age ≥15 years and < 60 years; gender is not limited.
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Yiru Fang, Doctorate | Contact | 18017311133 | yirufang@aliyun.com |
| Name | Affiliation | Role |
|---|---|---|
| Yiru Fang, Doctorate | Shanghai Mental Health Center | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Shanghai Mental Health Center | Shanghai | Shanghai Municipality | 200030 | China |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 27733282 | Background | GBD 2015 Disease and Injury Incidence and Prevalence Collaborators. Global, regional, and national incidence, prevalence, and years lived with disability for 310 diseases and injuries, 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet. 2016 Oct 8;388(10053):1545-1602. doi: 10.1016/S0140-6736(16)31678-6. | |
| 30792114 |
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The project team provides a multimodal data acquisition platform, establishes a shared data management committee, formulates data sharing mechanisms, and defines the rights and obligations of data contributors, data beneficiaries, and the multimodal information system.
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| ID | Term |
|---|---|
| D001523 | Mental Disorders |
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| Huang Y, Wang Y, Wang H, Liu Z, Yu X, Yan J, Yu Y, Kou C, Xu X, Lu J, Wang Z, He S, Xu Y, He Y, Li T, Guo W, Tian H, Xu G, Xu X, Ma Y, Wang L, Wang L, Yan Y, Wang B, Xiao S, Zhou L, Li L, Tan L, Zhang T, Ma C, Li Q, Ding H, Geng H, Jia F, Shi J, Wang S, Zhang N, Du X, Du X, Wu Y. Prevalence of mental disorders in China: a cross-sectional epidemiological study. Lancet Psychiatry. 2019 Mar;6(3):211-224. doi: 10.1016/S2215-0366(18)30511-X. Epub 2019 Feb 18. |
| 19524780 | Background | Phillips MR, Zhang J, Shi Q, Song Z, Ding Z, Pang S, Li X, Zhang Y, Wang Z. Prevalence, treatment, and associated disability of mental disorders in four provinces in China during 2001-05: an epidemiological survey. Lancet. 2009 Jun 13;373(9680):2041-53. doi: 10.1016/S0140-6736(09)60660-7. |
| 22474106 | Background | Kessler RC, Avenevoli S, Costello J, Green JG, Gruber MJ, McLaughlin KA, Petukhova M, Sampson NA, Zaslavsky AM, Merikangas KR. Severity of 12-month DSM-IV disorders in the National Comorbidity Survey Replication Adolescent Supplement. Arch Gen Psychiatry. 2012 Apr;69(4):381-9. doi: 10.1001/archgenpsychiatry.2011.1603. |
| 25819144 | Background | Rominger A, Cumming P, Brendel M, Xiong G, Zach C, Karch S, Tatsch K, Bartenstein P, la Fougere C, Koch W, Pogarell O. Altered serotonin and dopamine transporter availabilities in brain of depressed patients upon treatment with escitalopram: A [123 I]beta-CIT SPECT study. Eur Neuropsychopharmacol. 2015 Jun;25(6):873-81. doi: 10.1016/j.euroneuro.2014.12.010. Epub 2015 Jan 5. |
| 24056922 | Background | Gunaratne P, Lloyd AR, Vollmer-Conna U. Mood disturbance after infection. Aust N Z J Psychiatry. 2013 Dec;47(12):1152-64. doi: 10.1177/0004867413503718. Epub 2013 Sep 20. |
| 30540352 | Background | Merikangas KR, Swendsen J, Hickie IB, Cui L, Shou H, Merikangas AK, Zhang J, Lamers F, Crainiceanu C, Volkow ND, Zipunnikov V. Real-time Mobile Monitoring of the Dynamic Associations Among Motor Activity, Energy, Mood, and Sleep in Adults With Bipolar Disorder. JAMA Psychiatry. 2019 Feb 1;76(2):190-198. doi: 10.1001/jamapsychiatry.2018.3546. |
| 32908264 | Background | Haque A, Milstein A, Fei-Fei L. Illuminating the dark spaces of healthcare with ambient intelligence. Nature. 2020 Sep;585(7824):193-202. doi: 10.1038/s41586-020-2669-y. Epub 2020 Sep 9. |