Investigations of Factors Associated With Treatment Response and Prognosis in Anxiety Disorders

[ Observational Parameters, Clinical and Laboratory Assessments ]

Participants in the anxiety behavior group will undergo four visits (initial evaluation, 2-month follow-up, 6-month follow-up, and 12-month follow-up), while the healthy control group will attend two visits (initial evaluation and 12-month follow-up). As the evaluations at 2 and 12 months consist solely of basic clinical assessments, they may be conducted via remote methods, such as telephone interviews or online surveys (e.g., Google Forms).

Initial Evaluation:

The initial evaluation includes approximately one hour of clinical and psychiatric symptom evaluations, a 30-minute virtual reality-based behavioral assessment, and a 40-minute brain imaging session.

• Clinical assessment:

Includes the assessment of sociodemographic factors (e.g., gender, age, education level, marital status, occupation, alcohol and smoking habits, height, and weight) and anxiety disorder-related medical history (e.g., symptom patterns and duration, psychiatric treatment history, and family history).

• Evaluation of anxiety symptoms and associated psychiatric conditions:

Utilizes various standardized scales and questionnaires, such as PDSS, LSAS, GAD, DASS, IUS, ASI, BAS, PANAS, neurocognitive tests, SSQ, and STRAIN.

• Virtual Reality-Based Behavioral Assessment:

Gathers biometric signals and EEG data in response to stimuli presented in virtual environments.

• Brain MRI:

Conducted using a 3.0T Philips Ingenia CX scanner, acquiring T1-weighted 3D coronal structural images, resting-state functional MRI, and diffusion-weighted images.

Follow-Up Assessments:

Participants in the anxiety behavior group will undergo assessments of four measures - PDSS, LSAS, GAD, and DASS - at 2 and 12 months. At 6 months, they will undergo assessments covering (2) the evaluation of anxiety symptoms and associated psychiatric characteristics, (3) virtual reality-based behavioral assessments, and (4) brain MRI, as conducted at baseline.

Healthy control participants will undergo the same four assessments (PDSS, LSAS, GAD, DASS) evaluating anxiety symptoms and associated psychiatric characteristics at 12 months at the Department of Psychiatry of our institution.

At 12 months, both the anxiety behavior group and the healthy control group will additionally complete the collection of clinical evaluation items (1), excluding sex and age.

[ Data Analysis and Statistical Methods ] The results of the initial evaluation will be used to develop a three-group classification model (healthy controls vs. response vs. no-response) based on clinical evaluation outcomes at 2, 6, and 12 months. Participants will be categorized into remission and no-remission groups based on a ≥40% reduction in the PDSS score at the 2, 6, and 12 months follow-up assessments, allowing for a detailed understanding of the treatment effects over time.

Additionally, a regression model will be constructed to analyze the magnitude of changes in clinical evaluation outcomes.

This study will test various machine learning models, including classification methods like Dummy, Logistic Regression, Support Vector Machine, and Boosting models (eXtreme Gradient Boosting, CatBoost), using k-fold cross-validation to evaluate performance through accuracy, balanced accuracy, and F1 scores. Regression models, including Dummy Regressor, Linear Regression, Support Vector Regression, Multilayer Perceptron, and Bayesian Regression, will be assessed using Mean Squared Error (MSE), Mean Absolute Error (MAE), and R² scores.

The pathophysiology of anxiety disorder will be explored using resting-state functional brain MRI data, with cross-sectional and longitudinal comparisons of anxiety behavior groups and healthy controls. Network analysis will be conducted to identify significant brain connections, with false discovery rate (FDR) correction applied to control for multiple comparisons.

Inclusion criteria

• Anxiety Behavior Group

• Adults aged 19-60 years.
• Diagnosed with an anxiety disorder based on DSM-5 diagnostic criteria, evaluated by a board-certified psychiatrist.
• Individuals who fully understand the study's purpose and process and provide informed consent.
• Healthy Control Group

• Adults aged 19-60 years.
• Individuals who report no psychiatric symptoms and are not taking any psychotropic medications.
• Individuals who fully understand the study's purpose and process and provide informed consent.

Exclusion criteria

• Anxiety Behavior Group

• Individuals unable to read the consent form.
• Individuals with difficulty using virtual reality devices.
• Individuals with a history of epileptic seizures, brain injuries, or neurological disorders.
• Individuals with severe physical illnesses (e.g., cancer, tuberculosis, severe cardiovascular diseases).
• Individuals with substance or alcohol use disorders.
• Individuals with pacemakers or implanted metallic devices.
• Pregnant individuals or those in vulnerable environments, such as institutional employees.
• Healthy Control Group

• Exclusion criteria for the Anxiety behavior group apply.
• Additionally, individuals with any current or past psychiatric disorders are excluded.