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 …
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
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 …
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
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 …
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 …
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
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 …
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 …
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 …
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 …
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
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 …
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 …
often co-exist with mood disorders, a phenomenon likely influenced by sleep disturbances …