The different facets of heart rate variability in obstructive sleep apnea

H Qin, N Steenbergen, M Glos, N Wessel… - Frontiers in …, 2021 - frontiersin.org
Obstructive sleep apnea (OSA), a heterogeneous and multifactorial sleep related breathing
disorder with high prevalence, is a recognized risk factor for cardiovascular morbidity and …

[HTML][HTML] Digital biomarkers for depression screening with wearable devices: cross-sectional study with machine learning modeling

Y Rykov, TQ Thach, I Bojic… - JMIR mHealth and …, 2021 - mhealth.jmir.org
Background: Depression is a prevalent mental disorder that is undiagnosed and untreated
in half of all cases. Wearable activity trackers collect fine-grained sensor data characterizing …

Heart rate variability as a Translational dynamic biomarker of altered autonomic function in Health and Psychiatric disease

A Agorastos, AC Mansueto, T Hager, E Pappi… - Biomedicines, 2023 - mdpi.com
The autonomic nervous system (ANS) is responsible for the precise regulation of tissue
functions and organs and, thus, is crucial for optimal stress reactivity, adaptive responses …

Evaluating depression with multimodal wristband-type wearable device: screening and assessing patient severity utilizing machine-learning

Y Tazawa, K Liang, M Yoshimura, M Kitazawa, Y Kaise… - Heliyon, 2020 - cell.com
Objective We aimed to develop a machine learning algorithm to screen for depression and
assess severity based on data from wearable devices. Methods We used a wearable device …

[HTML][HTML] When heart beats differently in depression: review of nonlinear heart rate variability measures

M Čukić, D Savić, J Sidorova - JMIR Mental Health, 2023 - mental.jmir.org
Background: Disturbed heart dynamics in depression seriously increases mortality risk.
Heart rate variability (HRV) is a rich source of information for studying this dynamics. This …

Exploring the dynamic relationships between nocturnal heart rate, sleep disruptions, anxiety levels, and depression severity over time in recurrent major depressive …

E Condominas, A Sanchez-Niubo… - Journal of Affective …, 2025 - Elsevier
Background Elevated night resting heart rate (HR) has been associated with increased
depression severity, yet the underlying mechanisms remain elusive. This study aimed to …

Screening for major depressive disorder using a wearable ultra-short-term HRV monitor and signal quality indices

S Sato, T Hiratsuka, K Hasegawa, K Watanabe… - Sensors, 2023 - mdpi.com
To encourage potential major depressive disorder (MDD) patients to attend diagnostic
sessions, we developed a novel MDD screening system based on sleep-induced autonomic …

Auxiliary identification of depression patients using interpretable machine learning models based on heart rate variability: a retrospective study

M Yang, H Zhang, M Yu, Y Xu, B **ang, X Yao - BMC psychiatry, 2024 - Springer
Objective Depression has emerged as a global public health concern with high incidence
and disability rates, which are timely imperative to identify and intervene in clinical practice …

[HTML][HTML] A mobile app (FallSA) to identify fall risk among Malaysian community-dwelling older persons: development and validation study

DKA Singh, JW Goh, MI Shaharudin… - JMIR mHealth and …, 2021 - mhealth.jmir.org
Objective: The purpose of this study was to develop a Falls Screening Mobile App (FallSA),
determine its acceptance, concurrent validity, test-retest reliability, discriminative ability, and …

Modulation of cardiac autonomic activity across consciousness states and levels of sleep depth in individuals with sleep complaints and bipolar disorder or unipolar …

C Leveille, M Saad, D Brabant, D Birnie… - Journal of …, 2025 - Elsevier
Objective Autonomic nervous system dysfunction and reduced heart rate variability (HRV)
often co-exist with mood disorders, a phenomenon likely influenced by sleep disturbances …