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This is a prospective clinical cohort study of depression. The study was intended to include 300 patients with depression and 100 healthy controls. The study consisted of two phases: the baseline period and the follow-up period, in which all subjects were comprehensively collected, and the follow-up period in which all subjects were followed up at least once a year and data were collected. For patients with major depressive disorder, the follow-up methods included fixed visit and planned visit, and the follow-up time point covered the whole course of depressive disease(baseline, 2nd weekend±7days, 6th weekend±14days, 8th weekend±14days, 12th weekend±14days, Week 14-104 Every 4 weekends ± 14 days). Based on standardized, multi-strategy follow-up system and mobile health technology, long-term follow-up of patients with major depressive disorder was realized, and key nodes of patients' disease fluctuations were captured in time. High quality multidimensional data were collected, including demographic, clinical, EEG and eye movement data. Finally, the objective index system of depression was constructed, and the diagnosis, efficacy/recurrence prediction and suicide warning models of depression were established.
Research Treatment
1.1 Drug treatment
The patient did not take antidepressant treatment at least 14 days before enrollment (the patients treated with fluoxetine before enrollment should stop using it for at least 28 days). During 8 weeks, all subjects with major depressive disorder received effective dosages of selective serotonin reuptake inhibitors, and all subjects with major depressive disorder were limited to a single class of antidepressants. If the antidepressant treatment plan needed to be adjusted, one antidepressant should be selected as far as possible, and combined treatment with two or more antidepressants should not be allowed. Antipsychotics and mood stabilizers are not permitted. If the treatment of selective serotonin reuptake inhibitors is not effective after eight weeks, the drugs can be considered for replacement. The drugs for replacement include but are not limited to selective serotonin reuptake inhibitors.
1.2 Other treatment Settings
Psychotherapy and TMS are allowed. The method, frequency, and duration of therapy should be recorded.
1.3 Treatment compliance
Participants were reminded to follow the medication regimen and their medication use was recorded at each visit. Non-use of prescription drugs for ≥70% of the time is considered noncompliance, and the reason for noncompliance should be checked. If there was a protocol violation, the protocol violation was recorded and the follow-up was continued as scheduled.
Observation index
Main observation indicators:
Clinical effect: Changes of clinical symptoms in acute phase, maintenance phase and long-term follow-up period. Changes in HAMD-17 scores at different follow-up points compared with baseline were used as the main efficacy evaluation index in this study. The evaluation criteria of clinical efficacy and significant endpoints at different stages are as follows:
① Early onset: The total score of HAMD-17 decreased by more than 20% from baseline after 2 weeks of treatment;
② Effective: The total score of HAMD-17 was reduced by more than 50% compared with baseline; Stable and effective was defined as two consecutive HAMD-17 scores decreased by more than 50% from baseline at the 8th weekend of the acute phase.
2.1 A method of measuring or evaluating observational indicators
1) General demographic data survey The patient's date of birth, gender, height, weight, nationality, marital status, occupation type and years of education were investigated.
Clinical information collection
2)Medical history information:
2.2 Scale evaluation(baseline, 2nd weekend±7days, 6th weekend±14days, 8th weekend±14days, 12th weekend±14days, Week 14-104 Every 4 weekends ± 14 days):
We collect scale data of patients with major depressive disorder at different point (baseline, 2nd weekend±7days, 6th weekend±14days, 8th weekend±14days, 12th weekend±14days, Week 14-104 Every 4 weekends ± 14 days), and collect scale data of healthy controls during the baseline period.
self-rating scale: Snaith-Hamilton Pleasure Scale, SHAPS Generalized Anxiety Disorder,GAD-7 Patient Health Questionnare, PHQ-9 Hypomania Check List,HCL-33 Sheehan Disability Scale,SDS Childhood Trauma Questionnaire,CTQ Big 5 Personality Questionnaire, B5PQ Dysfunctional Attitude Scale,DAS Interpersonal Reactivity Index-C Scale for Suicide Ideation,SSI
Other rating scale Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 Hamilton Anxiety Scale,HAMA Brief Psychiatric Rating Scale, BPRS 4 items
2.3 EEG and eye movement data collection (baseline, 2nd weekend±7days, 6th weekend±14days, 8th weekend±14days, 12th weekend±14days, Week 14-104 Every 4 weekends ± 14 days)
We collect EEG and eye movement data of patients with major depressive disorder at different point(baseline, 2nd weekend±7days, 6th weekend±14days, 8th weekend±14days, 12th weekend±14days, Week 14-104 Every 4 weekends ± 14 days), and collect EEG and eye movement data of healthy controls during the baseline period.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Patients with major depressive disorder | We collect data of patients with major depressive disorder at different point (baseline, 2nd weekend±7days, 6th weekend±14days, 8th weekend±14days, 12th weekend±14days, Week 14-104 Every 4 weekends ± 14 days). |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| selective serotonin reuptake inhibitors | Drug | Research Treatment Drug treatment The patient did not take antidepressant treatment at least 14 days before enrollment (the patients treated with fluoxetine before enrollment should stop using it for at least 28 days). During 8 weeks, all subjects with major depressive disorder received effective dosages of selective serotonin reuptake inhibitors, and all subjects with major depressive disorder were limited to a single class of antidepressants. If the treatment of selective serotonin reuptake inhibitors is not effective after eight weeks, the drugs can be considered for replacement. The drugs for replacement include but are not limited to selective serotonin reuptake inhibitors. Other treatment Settings Psychotherapy and TMS are allowed. The method, frequency, and duration of therapy should be recorded. |
| Measure | Description | Time Frame |
|---|---|---|
| score of Snaith-Hamilton Pleasure Scale, SHAPS | rating scale | baseline |
| Generalized Anxiety Disorder,GAD-7 | rating scale | baseline |
| Patient Health Questionnare, PHQ-9 | rating scale | baseline |
| Hypomania Check List,HCL-33 | rating scale | baseline |
| Sheehan Disability Scale,SDS | rating scale | baseline |
| Childhood Trauma Questionnaire,CTQ | rating scale | baseline |
| Big 5 Personality Questionnaire, B5PQ | rating scale | baseline |
| Dysfunctional Attitude Scale,DAS | rating scale | baseline |
| Interpersonal Reactivity Index-C | rating scale | baseline |
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Inclusion Criteria:
Exclusion Criteria:
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Depression is a mental state characterized by persistent low mood, loss of interest and pleasure in daily activities, autonomic disorders and decreased energy, resulting in varying degrees of impairment of social and occupational functioning.
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Sir Run Run Shaw Hospital | Hangzhou | Zhejiang | 310058 | China |
| Type | Date | Date Unknown |
|---|---|---|
| Release | Jul 20, 2024 | |
| Reset | Oct 24, 2024 |
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| Release Date | Unrelease Date | Unrelease Date Unknown | Reset Date | MCP Release Number |
|---|---|---|---|---|
| Jul 20, 2024 | Oct 24, 2024 |
| ID | Term |
|---|---|
| D003865 | Depressive Disorder, Major |
| ID | Term |
|---|---|
| D003866 | Depressive Disorder |
| D019964 | Mood Disorders |
| D001523 | Mental Disorders |
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| ID | Term |
|---|---|
| D017367 | Selective Serotonin Reuptake Inhibitors |
| D011613 | Psychotherapy |
| ID | Term |
|---|---|
| D014179 | Neurotransmitter Uptake Inhibitors |
| D049990 | Membrane Transport Modulators |
| D045504 | Molecular Mechanisms of Pharmacological Action |
| D020228 | Pharmacologic Actions |
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|
| TMS | Device | TMS are allowed. The method, frequency, and duration of therapy should be recorded. |
|
| Scale for Suicide Ideation,SSI |
rating scale |
| baseline |
| Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 | rating scale | baseline |
| Hamilton Anxiety Scale,HAMA | rating scale | baseline |
| Brief Psychiatric Rating Scale, BPRS 4 items | rating scale | baseline |
| score of Snaith-Hamilton Pleasure Scale, SHAPS | rating scale | 2nd weekend±7days, |
| score of Generalized Anxiety Disorder,GAD-7 | rating scale | 2nd weekend±7days, |
| score of Patient Health Questionnare, PHQ-9 | rating scale | 2nd weekend±7days, |
| score of Hypomania Check List,HCL-33 | rating scale | 2nd weekend±7days, |
| score of Sheehan Disability Scale,SDS | rating scale | 2nd weekend±7days, |
| score of Interpersonal Reactivity Index-C | rating scale | 2nd weekend±7days, |
| score of Scale for Suicide Ideation,SSI | rating scale | 2nd weekend±7days, |
| Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 | rating scale | 2nd weekend±7days, |
| Hamilton Anxiety Scale,HAMA | rating scale | 2nd weekend±7days, |
| score of Snaith-Hamilton Pleasure Scale, SHAPS | rating scale | 6th weekend±14days, |
| Generalized Anxiety Disorder,GAD-7 | rating scale | 6th weekend±14days, |
| Patient Health Questionnare, PHQ-9 | rating scale | 6th weekend±14days, |
| Hypomania Check List,HCL-33 | rating scale | 6th weekend±14days, |
| Sheehan Disability Scale,SDS | rating scale | 6th weekend±14days, |
| Interpersonal Reactivity Index-C | rating scale | 6th weekend±14days, |
| Scale for Suicide Ideation,SSI | rating scale | 6th weekend±14days, |
| Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 | rating scale | 6th weekend±14days, |
| Hamilton Anxiety Scale,HAMA | rating scale | 6th weekend±14days, |
| score of Snaith-Hamilton Pleasure Scale, SHAPS | rating scale | 8th weekend±14days, |
| score of Generalized Anxiety Disorder,GAD-7 | rating scale | 8th weekend±14days, |
| score of Patient Health Questionnare, PHQ-9 | rating scale | 8th weekend±14days, |
| score of Hypomania Check List,HCL-33 | rating scale | 8th weekend±14days, |
| score of Sheehan Disability Scale,SDS | rating scale | 8th weekend±14days, |
| score of Interpersonal Reactivity Index-C | rating scale | 8th weekend±14days, |
| score of Scale for Suicide Ideation,SSI | rating scale | 8th weekend±14days, |
| score of Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 | rating scale | 8th weekend±14days, |
| score of Hamilton Anxiety Scale,HAMA | rating scale | 8th weekend±14days, |
| score of Snaith-Hamilton Pleasure Scale, SHAPS | rating scale | 12th weekend±14days, |
| score of Generalized Anxiety Disorder,GAD-7 | rating scale | 12th weekend±14days, |
| score of Patient Health Questionnare, PHQ-9 | rating scale | 12th weekend±14days, |
| score of Hypomania Check List,HCL-33 | rating scale | 12th weekend±14days, |
| score of Sheehan Disability Scale,SDS | rating scale | 12th weekend±14days, |
| score of Interpersonal Reactivity Index-C | rating scale | 12th weekend±14days, |
| score of Scale for Suicide Ideation,SSI | rating scale | 12th weekend±14days, |
| score of Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 | rating scale | 12th weekend±14days, |
| score of Hamilton Anxiety Scale,HAMA | rating scale | 12th weekend±14days, |
| score of Snaith-Hamilton Pleasure Scale, SHAPS | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| Generalized Anxiety Disorder,GAD-7 | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Patient Health Questionnare, PHQ-9 | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Hypomania Check List,HCL-33 | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Sheehan Disability Scale,SDS | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Interpersonal Reactivity Index-C | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Scale for Suicide Ideation,SSI | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Hamilton Depression Rating Scale for Depression - 17-item,HAMD-17 | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| score of Hamilton Anxiety Scale,HAMA | rating scale | Week 14-104 Every 4 weekends ± 14 days |
| average power of 4 bands: δ (1-4 Hz)、 θ (4-8 Hz)、 α (8-13 Hz)、 β (13-30 Hz) | EEG features | baseline |
| 1.Average duration of EEG microstates 2. The average number of occurrences of EEG microstates per second 3. Average percentage of time covered by EEG microstates 4.the calculation of microstate transition. | EEG features | baseline |
| Connectivity index of full-band brain function network, and connectivity index of each band brain function network | EEG features | baseline |
| EEG features extracted by machine learning | EEG features | baseline |
| average power of 4 bands: δ (1-4 Hz)、 θ (4-8 Hz)、 α (8-13 Hz)、 β (13-30 Hz) | EEG features | 2nd weekend±7days |
| Average duration of EEG microstates 2. The average number of occurrences of EEG microstates per second 3. Average percentage of time covered by EEG microstates 4.the calculation of microstate transition. | EEG features | 2nd weekend±7days |
| Connectivity index of full-band brain function network, and connectivity index of each band brain function network | EEG features | 2nd weekend±7days |
| EEG features extracted by machine learning | EEG features | 2nd weekend±7days |
| average power of 4 bands: δ (1-4 Hz)、 θ (4-8 Hz)、 α (8-13 Hz)、 β (13-30 Hz) | EEG features | 6th weekend±14days |
| 1.Average duration of EEG microstates 2. The average number of occurrences of EEG microstates per second 3. Average percentage of time covered by EEG microstates 4.the calculation of microstate transition. | EEG features | 6th weekend±14days |
| Connectivity index of full-band brain function network, and connectivity index of each band brain function network | EEG features | 6th weekend±14days |
| EEG features extracted by machine learning | EEG features | 6th weekend±14days |
| average power of 4 bands: δ (1-4 Hz)、 θ (4-8 Hz)、 α (8-13 Hz)、 β (13-30 Hz) | EEG features | 8th weekend±14days |
| 1.Average duration of EEG microstates 2. The average number of occurrences of EEG microstates per second 3. Average percentage of time covered by EEG microstates 4.the calculation of microstate transition. | EEG features | 8th weekend±14days |
| Connectivity index of full-band brain function network, and connectivity index of each band brain function network | EEG features | 8th weekend±14days |
| EEG features extracted by machine learning | EEG features | 8th weekend±14days |
| average power of 4 bands: δ (1-4 Hz)、 θ (4-8 Hz)、 α (8-13 Hz)、 β (13-30 Hz) | EEG features | 12th weekend±14days |
| 1.Average duration of EEG microstates 2. The average number of occurrences of EEG microstates per second 3. Average percentage of time covered by EEG microstates 4.the calculation of microstate transition. | EEG features | 12th weekend±14days |
| Connectivity index of full-band brain function network, and connectivity index of each band brain function network | EEG features | 12th weekend±14days |
| EEG features extracted by machine learning | EEG features | 12th weekend±14days |
| average power of 4 bands: δ (1-4 Hz)、 θ (4-8 Hz)、 α (8-13 Hz)、 β (13-30 Hz) | EEG features | Week 14-104 Every 4 weekends ± 14 days |
| 1.Average duration of EEG microstates 2. The average number of occurrences of EEG microstates per second 3. Average percentage of time covered by EEG microstates 4.the calculation of microstate transition. | EEG features | Week 14-104 Every 4 weekends ± 14 days |
| Connectivity index of full-band brain function network, and connectivity index of each band brain function network | EEG features | Week 14-104 Every 4 weekends ± 14 days |
| EEG features extracted by machine learning | EEG features | Week 14-104 Every 4 weekends ± 14 days |
| Eye movement index | Collect resting eye movement data and task eye movement data. For eye movement data, features are extracted from blinking, scanning, staring, pupil diameter, initial fixation latency, initial fixation duration, total fixation duration and area of interest and so on. | baseline |
| Eye movement index | Collect resting eye movement data and task eye movement data. For eye movement data, features are extracted from blinking, scanning, staring, pupil diameter, initial fixation latency, initial fixation duration, total fixation duration and area of interest and so on. | 2nd weekend±7days |
| Eye movement index | Collect resting eye movement data and task eye movement data. For eye movement data, features are extracted from blinking, scanning, staring, pupil diameter, initial fixation latency, initial fixation duration, total fixation duration and area of interest and so on. | 6th weekend±14days |
| Eye movement index | Collect resting eye movement data and task eye movement data. For eye movement data, features are extracted from blinking, scanning, staring, pupil diameter, initial fixation latency, initial fixation duration, total fixation duration and area of interest and so on. | 8th weekend±14days |
| Eye movement index | Collect resting eye movement data and task eye movement data. For eye movement data, features are extracted from blinking, scanning, staring, pupil diameter, initial fixation latency, initial fixation duration, total fixation duration and area of interest and so on. | 12th weekend±14days |
| Eye movement index | Collect resting eye movement data and task eye movement data. For eye movement data, features are extracted from blinking, scanning, staring, pupil diameter, initial fixation latency, initial fixation duration, total fixation duration and area of interest and so on. | Week 14-104 Every 4 weekends ± 14 days |
| Eye movement features extracted by machine learning | Eye movement features extracted by machine learning | baseline |
| Eye movement features extracted by machine learning | Eye movement features extracted by machine learning | 2nd weekend±7days |
| Eye movement features extracted by machine learning | Eye movement features extracted by machine learning | 6th weekend±14days |
| Eye movement features extracted by machine learning | Eye movement features extracted by machine learning | 8th weekend±14days |
| Eye movement features extracted by machine learning | Eye movement features extracted by machine learning | 12th weekend±14days |
| Eye movement features extracted by machine learning | Eye movement features extracted by machine learning | Week 14-104 Every 4 weekends ± 14 days |
| D020164 | Chemical Actions and Uses |
| D018377 | Neurotransmitter Agents |
| D018490 | Serotonin Agents |
| D045505 | Physiological Effects of Drugs |
| D004191 | Behavioral Disciplines and Activities |