The purpose of this study is to identify multimodal biological markers associated with postpartum depression (PPD) and to evaluate the effectiveness of precision brain stimulation treatment. PPD is a common mental health condition after childbirth that can affect maternal well-being and early child development. Current identification of PPD relies largely on clinical assessments and screening questionnaires, which may not fully capture underlying biological changes. This study uses brain activity, cardiac signals, blood-based biomarkers, interoceptive assessments, and clinical measures to characterize multimodal biological profiles associated with PPD and treatment response. The main questions it aims to answer are: * What multimodal biological differences exist between women with diagnosed PPD and healthy comparison groups, including postpartum and non-postpartum controls? * Which biological or psychological markers can predict whether a patient will respond well to repetitive transcranial magnetic stimulation (rTMS) treatment? * Can a clinical model be created to help doctors choose the best treatment based on these markers? The study focuses on characterizing multimodal biological differences in women with diagnosed PPD and examining clinical response profiles following rTMS treatment, rather than predicting the onset of PPD in the general population. Participants will: * Undergo electroencephalography (EEG) using a 128-channel cap to measure neural activity. * Have electrocardiography (ECG) recorded to analyze heart rate variability and autonomic function. * Provide blood samples to measure inflammatory cytokines, endocrine levels, and metabolic markers. * Complete Interoceptive Assessments (tasks to measure awareness of internal body signals) and clinical psychological surveys. * Complete follow-up assessments via online surveys and scheduled visits at 2 weeks, 1 month, and 3 months postpartum. Participants in the PPD group will: * Receive 4 weeks of high-precision, robot-guided rTMS treatment (20 sessions total). * Undergo pre-intervention multimodal assessments, including EEG, ECG, blood biomarkers, and interoceptive tasks, to identify potential predictors of clinical response to rTMS treatment.
Age range
18 Years – 45 Years
Sex
FEMALE
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Postpartum depressive symptom severity measured by the Edinburgh Postnatal Depression Scale (EPDS)
Timeframe: T0 (Baseline, third trimester of pregnancy); T1 (2 weeks postpartum remote follow-up); T2 (1 month postpartum remote follow-up); T3 (3 months postpartum remote follow-up); Pre-rTMS treatment
Self-reported depressive symptom severity measured by the Beck Depression Inventory-II (BDI-II)
Timeframe: T0 (Baseline, third trimester of pregnancy); T1 (2 weeks postpartum remote follow-up); T2 (1 month postpartum remote follow-up); T3 (3 months postpartum remote follow-up); Pre-rTMS treatment
Depression severity measured by the 17-item Hamilton Depression Rating Scale (HAMD-17)
Timeframe: T0 (Baseline, third trimester of pregnancy); T1 (2 weeks postpartum remote follow-up); T2 (1 month postpartum remote follow-up); T3 (3 months postpartum remote follow-up); Pre-rTMS treatment
Quality of life measured by the WHO Quality of Life Instrument-Short Form (WHOQOL-BREF)
Timeframe: T0 (Baseline, third trimester of pregnancy); T1 (2 weeks postpartum remote follow-up); T2 (1 month postpartum remote follow-up); T3 (3 months postpartum remote follow-up); Pre-rTMS treatment
Body perception and autonomic awareness measured by the Body Perception Questionnaire-Short Form (BPQ-SF)
Timeframe: T0 (Baseline, third trimester of pregnancy); T1 (2 weeks postpartum remote follow-up); T2 (1 month postpartum remote follow-up); T3 (3 months postpartum remote follow-up); Pre-rTMS treatment
Interoceptive sensibility measured by the Multidimensional Assessment of Interoceptive Awareness-2 (MAIA-2)
Timeframe: T0 (Baseline, third trimester of pregnancy); T1 (2 weeks postpartum remote follow-up); T2 (1 month postpartum remote follow-up); T3 (3 months postpartum remote follow-up); Pre-rTMS treatment
Heartbeat Discrimination Task
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
Resting-state EEG functional connectivity biomarkers
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
EEG Vigilance Regulation
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
Quantitative EEG (qEEG) Biomarkers
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
Heart Rate Variability (HRV) Metrics
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
Respiratory Sinus Arrhythmia (RSA)
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
Serum Interleukin-6 (IL-6) Concentration
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment
Serum endocrine hormone concentrations
Timeframe: T0 (Baseline, third trimester of pregnancy); Pre-rTMS treatment