Key result
Fingertip PPG-based autonomic screening identifies major depressive disorder with ~93% specificity.
Why the study?
More than 40% of MDD patients do not consult doctors, necessitating a home-usable screening system to increase consultation rates.
Does a fingertip PPG sensor-based screening system accurately discriminate MDD patients from healthy subjects?
Observational (n=20)
Yes
Does a fingertip PPG sensor-based screening system accurately discriminate MDD patients from healthy subjects?
p-value: p=<0.01
A novel fingertip PPG sensor-based screening system demonstrates high sensitivity and specificity for detecting major depressive disorder, offering a potential tool for home-based self-screening.
Supports PPG-based MDD screening development; hypothesis-generating from case-control data and should not yet change practice.
Over 350 million people across the world suffer from major depressive disorder (MDD). More than 10% of MDD patients have suicide intent, while it has been reported that more than 40% patients did not consult their doctors for MDD. In order to increase consultation rate of potential MDD patients, we developed a novel MDD screening system which can be used at home without help of health-care professionals. Using a fingertip photoplethysmograph (PPG) sensor as a substitute of electrocardiograph (ECG), the system discriminates MDD patients from healthy subjects using autonomic nerve transient responses induced by a mental task (random number generation) via logistic regression analysis. The nine logistic regression variables are averages of heart rate (HR), high frequency (HF) component of heart rate variability (HRV), and the low frequency (LF)/HF ratio of HRV before, during, and after the mental task. We conducted a clinical test of the proposed system. Participants were 6 MDD patients (4 females and 2 males, aged 23–60 years) from Shizuoka Saiseikai General Hospital psychiatry outpatient unit and 14 healthy volunteers from University of Electro-Communications (6 females and 8 males, aged 21–63 years). The average PPG- and ECG (as a reference)-derived HR, HF and LF/HF were significantly correlated with each other (HR; r = 1.00, p < 0.0001, HF; r = 0.98, p < 0.0001, LF/HF; r = 0.98, p < 0.0001). Leave-one-out cross validation (LOOCV) revealed 83% sensitivity and 93% specificity. The proposed system appears promising for future MDD self-screening at home and are expected to encourage psychiatric visits for potential MDD patients.
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Dagdanpurev et al. (2018) conducted an observational in Major Depressive Disorder (n=20). Fingertip photoplethysmographic (PPG) sensor-based screening system vs. Healthy volunteers was evaluated on Discrimination of MDD patients from healthy subjects (Sensitivity and Specificity) (p=<0.01). A novel screening system using a fingertip photoplethysmographic sensor to measure autonomic transient responses during a mental task discriminated major depressive disorder patients from healthy volunteers with 83% sensitivity and 93% specificity.
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