Early Identification of Mental Disorders: Application of a Multi-modal & Domains System
Shanghai Mental Health Center, Shanghai Jiao Tong University School of Medicine
1 other identifier
observational
400
1 country
1
Brief Summary
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.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Aug 2023
Typical duration for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
July 2, 2023
CompletedFirst Posted
Study publicly available on registry
July 11, 2023
CompletedStudy Start
First participant enrolled
August 1, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
September 30, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
December 31, 2025
CompletedJuly 11, 2023
November 1, 2022
2.2 years
July 2, 2023
July 2, 2023
Conditions
Outcome Measures
Primary Outcomes (1)
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
Study Arms (2)
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.
Eligibility Criteria
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.
You may qualify if:
- Meet the diagnostic criteria of ICD-11 or DSM-5 for depressive disorders, bipolar disorders, schizophrenia, obsessive-compulsive disorder, anxiety disorders, addictive disorders and sleep-wake disorders, and do not limit subtypes and current disease state;
- Age 15-60;
- Han nationality;
- gender is not limited;
- have enough audition level to complete the necessary inspection of the research;
- Understand the research content and sign the informed consent form. If the patient is unable to sign the informed consent form in person due to low education level or other reasons, he or she can be entrusted to sign it by his relatives or his guardian.
You may not qualify if:
- Mental retardation that significantly affects the patient's current mental state;
- Patients who have serious physical diseases, and it is difficult to complete the necessary examination, including the history of brain trauma or cerebrovascular disease, severe liver cirrhosis, acute and chronic real failure, severe diabetes, aplastic anemia, moderate and severe malnutrition, other serious physical diseases such as nervous system, heart, liver, kidney, endocrine system and blood system, or diseases that may interfere with the test evaluation (abnormal indexes are more than 2 times higher than normal).
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Shanghai Mental Health Center
Shanghai, Shanghai Municipality, 200030, China
Related Publications (8)
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.
PMID: 27733282BACKGROUNDHuang 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.
PMID: 30792114BACKGROUNDPhillips 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.
PMID: 19524780BACKGROUNDKessler 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.
PMID: 22474106BACKGROUNDRominger 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.
PMID: 25819144BACKGROUNDGunaratne 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.
PMID: 24056922BACKGROUNDMerikangas 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.
PMID: 30540352BACKGROUNDHaque 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.
PMID: 32908264BACKGROUND
MeSH Terms
Conditions
Study Officials
- PRINCIPAL INVESTIGATOR
Yiru Fang, Doctorate
Shanghai Mental Health Center
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- CASE CONTROL
- Time Perspective
- CROSS SECTIONAL
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
July 2, 2023
First Posted
July 11, 2023
Study Start
August 1, 2023
Primary Completion
September 30, 2025
Study Completion
December 31, 2025
Last Updated
July 11, 2023
Record last verified: 2022-11
Data Sharing
- IPD Sharing
- Will share
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.