Skip to content

Exploring the Mechanism of How the Brain-Heart Electrophysiological Linkage Multilayer perceptron(MLP) Model Achieves Precise Diagnosis of Depression.

Mechanistic Study of the Brain-Heart Electrophysiological Coupling Multilayer perceptron(MLP) Model in Precise Diagnosis of Depression.

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2500099887
Enrollment
Unknown
Registered
2025-03-31
Start date
2024-12-23
Completion date
Unknown
Last updated
2025-04-07

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Depressive Disorder

Interventions

Gold Standard:The gold standard for diagnosing depression is the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5), and the International Classification of Diseases, Tenth R
Index test:The Hamilton Depression Rating Scale (HAMD), EEG microstates , heart rate acquisition, selective serotonin reuptake inhibitors (SSRIs) as antidepressants, and the establishment of a brain-c

Sponsors

The First Affiliated Hospital of Nanchang University
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to 65 Years

Inclusion criteria

Inclusion criteria: depression group 1. Age is between 18 and 65 years old (inclusive of the boundary values); 2. Subjects must have a full understanding of the trial content, process, and potential adverse reactions, and voluntarily sign the Informed Consent Form (ICF); 3. Subjects must meet the diagnostic criteria for major depressive disorder (MDD) without psychotic features as outlined in the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition (DSM-5), for either recurrent episodes or a single episode of MDD, and have a total score of 22 or higher on the Hamilton Depression Rating Scale-17 (HAMD-17); 4. As judged by the investigator, the subject is in generally good physical condition, with no clinically significant abnormalities observed during screening in physical examination, vital signs, 12-lead electrocardiogram (ECG), laboratory tests (complete blood count, blood biochemistry, thyroid function, coagulation function, urinalysis, etc.), and chest X-ray (anteroposterior and lateral) or chest CT; 5. Female subjects of childbearing age with a negative blood ß-human chorionic gonadotropin (ß-hCG) test at screening/baseline; control group 1. There were no reports of depressive symptoms within the matched age range; 2.The total score on the 17-item Hamilton Depression Rating Scale (HAMD-17) was less than 22 points; 3. There were no past or current psychiatric diagnoses; 4. There was no history of cognitive impairment or neurological diseases; 5. And there was no history of drug abuse or alcoholism;

Exclusion criteria

Exclusion criteria: depression group 1. According to DSM-5 diagnostic criteria, subjects currently or previously have schizophrenia spectrum or other psychotic disorders, bipolar or related disorders, obsessive-compulsive and related disorders, trauma- and stressor-related disorders, dissociative disorders, anorexia nervosa or bulimia nervosa, personality disorders, etc; 2. A history of epileptic seizures (excluding convulsions caused by febrile seizures in childhood); 3. A history of other somatic diseases, particularly neurological disorders and history of traumatic brain injury; 4. A history of severe allergies; 5. A history of alcohol or drug dependence/abuse within the past year (including benzodiazepines, excluding nicotine or caffeine), or a positive urine drug test at screening; 6. Any other condition, as assessed by the investigator, that may interfere with compliance, compromise the subject's health, or interfere with the study outcomes. control group 1. The following criteria were met within the matched age range: Reports of depressive symptoms; 2. A total score of >=22 on the 17-item Hamilton Depression Rating Scale (HAMD-17); 3. Past diagnosis of other severe psychiatric disorders; 4. History of other somatic diseases, especially neurological diseases or history of traumatic brain injury; 5. History of severe cognitive impairment or neurological diseases; 6. History of drug abuse or alcoholism.

Design outcomes

Primary

MeasureTime frame
Hamilton Depression Scale (HAMD);Microstate;Heart Rate Variability (HRV) Data;Diagnostic accuracy of MLP model;

Secondary

MeasureTime frame
EEG microstate features;

Countries

China

Contacts

Public ContactMengqian Li

The First Affiliated Hospital of Nanchang University

limengqian@126.com+86 791 88692280

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026