Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients

Physiological and psychological underpinnings of suicidal behavior remain ill-defined and lessen timely diagnostic identification of this subgroup of patients. Arterial stiffness is associated with autonomic dysregulation and may be linked to major depressive disorder (MDD). The aim of this study wa...

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Main Authors: Ahsan H. Khandoker, Veena Luthra, Yousef Abouallaban, Simanto Saha, Khawza I. U. Ahmed, Raqibul Mostafa, Nayeefa Chowdhury, Herbert F. Jelinek
Format: Article
Language:English
Published: Frontiers Media S.A. 2017-07-01
Series:Frontiers in Physiology
Subjects:
Online Access:http://journal.frontiersin.org/article/10.3389/fphys.2017.00501/full
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spelling doaj-ef45285544bf49539099811bd0decda62020-11-24T21:26:46ZengFrontiers Media S.A.Frontiers in Physiology1664-042X2017-07-01810.3389/fphys.2017.00501235571Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed PatientsAhsan H. Khandoker0Ahsan H. Khandoker1Veena Luthra2Yousef Abouallaban3Simanto Saha4Khawza I. U. Ahmed5Raqibul Mostafa6Nayeefa Chowdhury7Herbert F. Jelinek8Herbert F. Jelinek9Department of Biomedical Engineering, Khalifa UniversityAbu Dhabi, United Arab EmiratesDepartment of Electrical and Electronic Engineering, University of MelbourneVIC, AustraliaAmerican Center for Psychiatry and NeurologyAbu Dhabi, United Arab EmiratesAmerican Center for Psychiatry and NeurologyAbu Dhabi, United Arab EmiratesDepartment of Electrical and Electronic Engineering, United International UniversityDhaka, BangladeshDepartment of Electrical and Electronic Engineering, United International UniversityDhaka, BangladeshDepartment of Electrical and Electronic Engineering, United International UniversityDhaka, BangladeshDepartment of Biomedical Engineering, Khalifa UniversityAbu Dhabi, United Arab EmiratesSchool of Community Health and Centre for Research in Complex Systems, Charles Sturt UniversityAlbury, NSW, AustraliaAustralian School of Advanced Medicine, Macquarie UniversitySydney, NSW, AustraliaPhysiological and psychological underpinnings of suicidal behavior remain ill-defined and lessen timely diagnostic identification of this subgroup of patients. Arterial stiffness is associated with autonomic dysregulation and may be linked to major depressive disorder (MDD). The aim of this study was to investigate the association between arterial stiffness by photo-plethysmogram (PPG) in MDD with and without suicidal ideation (SI) by applying multiscale tone entropy (T-E) variability analysis. Sixty-one 10-min PPG recordings were analyzed from 29 control, 16 MDD patients with (MDDSI+) and 16 patients without SI (MDDSI−). MDD was based on a psychiatric evaluation and the Mini-International Neuropsychiatric Interview (MINI). Severity of depression was assessed using the Hamilton Depression Rating Scale (HAM-D). PPG features included peak (systole), trough (diastole), pulse wave amplitude (PWA), pulse transit time (PTT) and pulse wave velocity (PWV). Tone (Diastole) at all lags and Tone (PWA) at lags 8, 9, and 10 were found to be significantly different between the MDDSI+ and MDDSI− group. However, Tone (PWA) at all lags and Tone (PTT) at scales 3–10 were also significantly different between the MDDSI+ and CONT group. In contrast, Entropy (Systole), Entropy (Diastole) and Tone (Diastole) were significantly different between MDDSI− and CONT groups. The suicidal score was also positively correlated (r = 0.39 ~ 0.47; p < 0.05) with systolic and diastolic entropy values at lags 2–10. Multivariate logistic regression analysis and leave-one-out cross-validation were performed to study the effectiveness of multi-lag T–E features in predicting SI risk. The accuracy of predicting SI was 93.33% in classifying MDDSI+ and MDDSI− with diastolic T-E and lag between 2 and 10. After including anthropometric variables (Age, body mass index, and Waist Circumference), that accuracy increased to 96.67% for MDDSI+/− classification. Our findings suggest that tone-entropy based PPG variability can be used as an additional accurate diagnostic tool for patients with depression to identify SI.http://journal.frontiersin.org/article/10.3389/fphys.2017.00501/fullmajor depressive disordersuicidal ideationphoto-plethysmogrampulse wavetone-entropy analysispulse wave variability
collection DOAJ
language English
format Article
sources DOAJ
author Ahsan H. Khandoker
Ahsan H. Khandoker
Veena Luthra
Yousef Abouallaban
Simanto Saha
Khawza I. U. Ahmed
Raqibul Mostafa
Nayeefa Chowdhury
Herbert F. Jelinek
Herbert F. Jelinek
spellingShingle Ahsan H. Khandoker
Ahsan H. Khandoker
Veena Luthra
Yousef Abouallaban
Simanto Saha
Khawza I. U. Ahmed
Raqibul Mostafa
Nayeefa Chowdhury
Herbert F. Jelinek
Herbert F. Jelinek
Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients
Frontiers in Physiology
major depressive disorder
suicidal ideation
photo-plethysmogram
pulse wave
tone-entropy analysis
pulse wave variability
author_facet Ahsan H. Khandoker
Ahsan H. Khandoker
Veena Luthra
Yousef Abouallaban
Simanto Saha
Khawza I. U. Ahmed
Raqibul Mostafa
Nayeefa Chowdhury
Herbert F. Jelinek
Herbert F. Jelinek
author_sort Ahsan H. Khandoker
title Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients
title_short Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients
title_full Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients
title_fullStr Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients
title_full_unstemmed Suicidal Ideation Is Associated with Altered Variability of Fingertip Photo-Plethysmogram Signal in Depressed Patients
title_sort suicidal ideation is associated with altered variability of fingertip photo-plethysmogram signal in depressed patients
publisher Frontiers Media S.A.
series Frontiers in Physiology
issn 1664-042X
publishDate 2017-07-01
description Physiological and psychological underpinnings of suicidal behavior remain ill-defined and lessen timely diagnostic identification of this subgroup of patients. Arterial stiffness is associated with autonomic dysregulation and may be linked to major depressive disorder (MDD). The aim of this study was to investigate the association between arterial stiffness by photo-plethysmogram (PPG) in MDD with and without suicidal ideation (SI) by applying multiscale tone entropy (T-E) variability analysis. Sixty-one 10-min PPG recordings were analyzed from 29 control, 16 MDD patients with (MDDSI+) and 16 patients without SI (MDDSI−). MDD was based on a psychiatric evaluation and the Mini-International Neuropsychiatric Interview (MINI). Severity of depression was assessed using the Hamilton Depression Rating Scale (HAM-D). PPG features included peak (systole), trough (diastole), pulse wave amplitude (PWA), pulse transit time (PTT) and pulse wave velocity (PWV). Tone (Diastole) at all lags and Tone (PWA) at lags 8, 9, and 10 were found to be significantly different between the MDDSI+ and MDDSI− group. However, Tone (PWA) at all lags and Tone (PTT) at scales 3–10 were also significantly different between the MDDSI+ and CONT group. In contrast, Entropy (Systole), Entropy (Diastole) and Tone (Diastole) were significantly different between MDDSI− and CONT groups. The suicidal score was also positively correlated (r = 0.39 ~ 0.47; p < 0.05) with systolic and diastolic entropy values at lags 2–10. Multivariate logistic regression analysis and leave-one-out cross-validation were performed to study the effectiveness of multi-lag T–E features in predicting SI risk. The accuracy of predicting SI was 93.33% in classifying MDDSI+ and MDDSI− with diastolic T-E and lag between 2 and 10. After including anthropometric variables (Age, body mass index, and Waist Circumference), that accuracy increased to 96.67% for MDDSI+/− classification. Our findings suggest that tone-entropy based PPG variability can be used as an additional accurate diagnostic tool for patients with depression to identify SI.
topic major depressive disorder
suicidal ideation
photo-plethysmogram
pulse wave
tone-entropy analysis
pulse wave variability
url http://journal.frontiersin.org/article/10.3389/fphys.2017.00501/full
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