Research graph
References from Mental health risk stratification using heart rate variability and prefrontal electroencephalography: eXtreme gradient boosting-based classifier and latent class analysis-based subtyping. Local targets link to admitted publications; unresolved targets remain external evidence.
Application of deep convolutional neural network for automated detection of myocardial infarction using ECG signals
10.1016/j.ins.2017.06.027 · 2017 · External reference
Two-channel EEG based diagnosis of panic disorder and major depressive disorder using machine learning and non-linear dynamical methods
10.1016/j.pscychresns.2023.111641 · 2023 · External reference
Standardized tests of heart rate variability: normal ranges obtained from 309 healthy humans, and effects of age, gender, and heart rate
10.1007/bf02322053 · 2001 · External reference
The psychometric properties and clinical utility of the Korean version of GAD-7 and GAD-2
2019 · External reference
Autonomic nervous system dysfunction in psychiatric disorders and the impact of psychotropic medications: a systematic review and meta-analysis
10.1503/jpn.140217 · 2016 · External reference
Cingulate microstimulation induces negative decision-making via reduced top-down influence on primate fronto-cingulo-striatal network
10.1038/s41467-024-48375-1 · 2024 · External reference
Antipsychotic dose equivalents and dose-years: a standardized method for comparing exposure to different drugs
10.1016/j.biopsych.2009.08.040 · 2010 · External reference
Walking and sitting outdoors: which is better for cognitive performance and mental states?
10.3390/ijerph192416638 · 2022 · External reference
Heart rate variability as a transdiagnostic biomarker of psychopathology
10.1016/j.ijpsycho.2015.08.004 · 2015 · External reference
An inventory for measuring clinical anxiety: psychometric properties
10.1037/0022-006x.56.6.893 · 1988 · External reference
Altered diurnal autonomic variation and reduced vagal information flow in acute schizophrenia
10.1016/j.clinph.2006.08.009 · 2006 · External reference
Application of a diazepam milligram equivalency algorithm to assess benzodiazepine dose intensity in Rhode Island in 2018
2022 · External reference
Dissecting diagnostic heterogeneity in depression by integrating neuroimaging and genetics
10.1038/s41386-020-00789-3 · 2021 · External reference
The contribution of depressive ‘disorder characteristics’ to determinations of prognosis for adults with depression: an individual patient data meta-analysis
10.1017/s0033291721001367 · 2021 · External reference
Role of age, gender and marital status in prognosis for adults with depression: an individual patient data meta-analysis
10.1017/s2045796021000342 · 2021 · External reference
Automated classification of stress and relaxation responses in major depressive disorder, panic disorder, and healthy participants via heart rate variability
2024 · External reference
Neural mechanisms of rumination subtypes in adolescent major depressive disorder based on large-scale brain network analysis
10.1016/j.jad.2026.121217 · 2026 · External reference
A double-blind comparison of tianeptine, imipramine and placebo in the treatment of major depressive episodes
10.1016/0924-9338(96)82332-7 · 1996 · External reference
The differential impact of processing speed and cognitive flexibility on cognitive emotion regulation strategies and depression
10.1016/j.jad.2025.02.106 · 2025 · External reference
Sex differences in resting EEG in healthy young adults
10.1016/j.ijpsycho.2021.01.008 · 2021 · External reference
Identification and medical utilization of newly diagnosed panic disorder: a Nationwide case-control study
10.1016/j.jpsychores.2019.109815 · 2019 · External reference
Heightened effective connectivity of DLPFC-mPFC and DLPFC-ACC circuits in major depressive disorder with suicidal ideation: evidence from a TMS-EEG study
10.1038/s41398-025-03515-z · 2025 · External reference
Abnormal brain-heart electrophysiology in mild and severe orthostatic hypotension
10.1097/hjh.0000000000003838 · 2024 · External reference
Analysis of heart rate variability in posttraumatic stress disorder patients in response to a trauma-related reminder
10.1016/s0006-3223(97)00475-7 · 1998 · External reference
Frontal cortex absolute beta power measurement in panic disorder with agoraphobia patients
10.1016/j.jad.2015.05.055 · 2015 · External reference
Cross-national epidemiology of panic disorder and panic attacks in the world mental health surveys
10.1002/da.22572 · 2016 · External reference
The effect of paroxetine on heart rate variability in patients with major depressive disorder: a systematic review and meta-analysis
10.1016/j.jad.2024.03.071 · 2024 · External reference
Increased functional connectivity within alpha and theta frequency bands in dysphoria: a resting-state EEG study
10.1016/j.jad.2020.12.015 · 2021 · External reference
Prevalence and clinical characteristics of cognitive impairment in male patients of methamphetamine dependence: the moderating role of childhood trauma
10.1016/j.jad.2025.121144 · 2026 · External reference
Post-traumatic stress disorder (PTSD) symptom clusters associated with an indicator of heart rate variability: the ADVANCE cohort study
10.1016/j.jad.2025.01.087 · 2025 · External reference
Heartbeat evoked potential and spectral analysis in patients with panic disorder during resting state
10.1016/j.pscychresns.2025.112039 · 2025 · External reference
Treatment patterns, healthcare resource utilization, and costs following first-line antidepressant treatment in major depressive disorder: a retrospective US claims database analysis
10.1186/s12888-017-1385-0 · 2017 · External reference
Is cardiac autonomic control affected in major depressive disorder? A systematic review of heart rate variability studies
10.1038/s41398-025-03430-3 · 2025 · External reference
Brain-heart interactions in late-onset major depressive disorder revealed by multimodal HRV-driven fMRI
10.1038/s42003-026-10156-5 · 2026 · External reference
Heart rate variability in depressive and anxiety disorders
10.1067/mhj.2000.109981 · 2000 · External reference
Using 24-h heart rate variability to investigate the sleep quality and depression symptoms of medical students
2021 · External reference
Heart rate variability as indicator of clinical state in depression
2019 · External reference
How well do network models predict observations? On the importance of predictability in network models
10.3758/s13428-017-0910-x · 2018 · External reference
Dose equivalents of antidepressants: evidence-based recommendations from randomized controlled trials
10.1016/j.jad.2015.03.021 · 2015 · External reference
Resting-state EEG activity in depression: a systematic review and meta-analysis
2026 · External reference
Association between heart rate variability indices and depressed mood in patients with panic disorder
10.9758/cpn.2022.20.4.737 · 2022 · External reference
Beta and theta oscillations track effort and previous reward in the human basal ganglia and prefrontal cortex during decision making
10.1073/pnas.2322869121 · 2024 · External reference
Prediction of mortality in intensive care unit with short-term heart rate variability: machine learning-based analysis of the MIMIC-III database
10.1016/j.compbiomed.2024.109635 · 2025 · External reference
Measures of heart rate variability in individuals with somatic symptom disorder
10.1097/psy.0000000000000362 · 2017 · External reference
Harnessing consumer wearable digital biomarkers for individualized recognition of postpartum depression using the all of us research program data set: cross-sectional study
10.2196/54622 · 2024 · External reference
Autonomic dysfunctions in psychotic disorders, interaction with antipsychotic intervention and treatment resistance: a comprehensive systematic review and meta-analysis
10.1016/j.jpsychires.2025.12.041 · 2026 · External reference
Association between heart rate variability metrics from a smartwatch and self-reported depression and anxiety symptoms: a four-week longitudinal study
10.3389/fpsyt.2024.1371946 · 2024 · External reference
EEG based depression detection by machine learning: does inner or overt speech condition provide better biomarkers when using emotion words as experimental cues?
10.1016/j.jpsychires.2024.08.002 · 2024 · External reference
Lifetime panic-depression comorbidity in the National Comorbidity Survey
10.1001/archpsyc.55.9.801 · 1998 · External reference
Diagnosis of major depressive disorder by combining multimodal information from heart rate dynamics and serum proteomics using machine-learning algorithm
10.1016/j.pnpbp.2017.02.014 · 2017 · External reference
A brief online and offline (paper-and-pencil) screening tool for generalized anxiety disorder: the final phase in the development and validation of the mental health screening tool for anxiety disorders (MHS: a)
2021 · External reference
Interactive effects of age and gender on EEG power and coherence during a short-term memory task in middle-aged adults
10.1016/j.neurobiolaging.2016.01.015 · 2016 · External reference
A meta-analysis of heart rate variability in major depression
10.1017/s0033291719001351 · 2019 · External reference
Stanford neuromodulation therapy for treatment-resistant depression: a randomized controlled trial confirming efficacy, and an EEG study providing insight into mechanism of action and a potentially predictive biomarker of efficacy
10.1002/wps.70032 · 2026 · External reference
Neural correlates of heart rate variability during emotion
10.1016/j.neuroimage.2008.07.056 · 2009 · External reference
Prediction of antidepressant responses to non-invasive brain stimulation using frontal electroencephalogram signals: cross-dataset comparisons and validation
10.1016/j.jad.2023.08.059 · 2023 · External reference
Neurophysiological mechanisms and predictive modeling of SSRI treatment response in depression disorder based on multidimensional EEG features
10.1016/j.jad.2025.120424 · 2026 · External reference
Unveiling latent neural mechanisms of depressive symptoms: resting-state EEG biomarkers from symptom network and source localization analysis
10.1016/j.jad.2025.121135 · 2026 · External reference
Gamma-band cortical functional network abnormalities in late-life depression with suicidal ideation: insights from EEG graph theory and machine learning
10.1139/jpn-25-0068 · 2026 · External reference
From local explanations to global understanding with explainable AI for trees
10.1038/s42256-019-0138-9 · 2020 · External reference
How heart rate variability affects emotion regulation brain networks
10.1016/j.cobeha.2017.12.017 · 2018 · External reference
Impaired parasympathetic augmentation under relaxation in patients with depression as assessed by a novel non-contact microwave radar system
10.3109/03091902.2015.1116632 · 2016 · External reference
Age development and sex differences of various EEG elements in healthy children and adults--quantification by a computerized wave form recognition method
10.1016/0013-4694(85)91013-2 · 1985 · External reference
The relationship of depression to cardiovascular disease: epidemiology, biology, and treatment
10.1001/archpsyc.55.7.580 · 1998 · External reference
Decoding cross-modality sensorimotor synchronization: unveiling a general network using functional and efficiency networks
10.1016/j.biopsycho.2026.109213 · 2026 · External reference
Clinical utility of Beck anxiety inventory in clinical and nonclinical Korean samples
2018 · External reference
Profile of mood states 2nd edition-based emotion intensity estimation by electroencephalogram and heart rate variability with support vector machines
2025 · External reference
Evidence for altered electroencephalography coherence in depressed adolescents with suicidal ideation and behaviors
10.1089/cap.2023.0033 · 2023 · External reference
A multimodal data-driven assessment system for autism Spectrum disorder in children: development and pilot validation of a multimodal acquisition platform
2025 · External reference
Quantitative electroencephalography analysis in panic disorder: exploring the neurophysiological significance of high Beta activity
10.30773/pi.2025.0141 · 2026 · External reference
Final validation of the mental health screening tool for depressive disorders: a brief online and offline screening tool for major depressive disorder
10.3389/fpsyg.2022.992068 · 2022 · External reference
Monitoring changes in depression severity using wearable and Mobile sensors
2020 · External reference
Predicting depression severity in major depressive disorder using electroencephalography and heart rate variability: a cross-sectional analytical study
2025 · External reference
Discriminating between bipolar and major depressive disorder using a machine learning approach and resting-state EEG data
10.1016/j.clinph.2022.11.014 · 2023 · External reference
Inflammation and decreased cardiovagal modulation are linked to stress and depression at 36th week of pregnancy in gestational diabetes mellitus
10.1038/s41598-023-37387-4 · 2023 · External reference
The utility of low frequency heart rate variability as an index of sympathetic cardiac tone: a review with emphasis on a reanalysis of previous studies
10.1111/psyp.12027 · 2013 · External reference
Predictive biosignature of major depressive disorder derived from physiological measurements of outpatients using machine learning
10.1038/s41598-023-33359-w · 2023 · External reference
Identifying highly influential nodes in the complicated grief network
10.1037/abn0000181 · 2016 · External reference
Unresolved reference
2014 · External reference
Lifetime panic–depression comorbidity in the National Comorbidity Survey: association with symptoms, impairment, course and help-seeking
10.1192/bjp.176.3.229 · 2000 · External reference
Complex network measures of brain connectivity: uses and interpretations
10.1016/j.neuroimage.2009.10.003 · 2010 · External reference
A recent suicide attempt and the heartbeat: electrophysiological findings from a trans-diagnostic cohort of patients and healthy controls
10.1016/j.jpsychires.2022.11.020 · 2023 · External reference
Predicting the severity of mood and neuropsychiatric symptoms from digital biomarkers using wearable physiological data and deep learning
10.1016/j.compbiomed.2024.108959 · 2024 · External reference
Using heart rate profiles during sleep as a biomarker of depression
10.1186/s12888-019-2152-1 · 2019 · External reference
The dynamic role of the left dlPFC in neurovisceral integration: differential effects of theta burst stimulation on vagally mediated heart rate variability and cognitive-affective processing
10.1111/psyp.14606 · 2024 · External reference
How much EEG is needed for deep learning with convolutional neural networks? Predicting the benefit from additional data
10.1088/1741-2552/ae453d · 2026 · External reference
Cardiology and neurophysiological stimulation of internet gaming disorders: a systematic review
10.2174/011573403x295560240530104352 · 2024 · External reference
Validation of the generalized anxiety Disorder-7 (GAD-7) and GAD-2 in patients with migraine
10.1186/s10194-015-0583-8 · 2015 · External reference
Identifying physiological and cognitive indicators of subthreshold depression and major depressive disorder progression risk
10.2147/ndt.s526034 · 2026 · External reference
Age at onset of mental disorders worldwide: large-scale meta-analysis of 192 epidemiological studies
10.1038/s41380-021-01161-7 · 2022 · External reference
A brief measure for assessing generalized anxiety disorder: the GAD-7
10.1001/archinte.166.10.1092 · 2006 · External reference
Heart rate variability in subthreshold depression and major depressive disorder
10.1016/j.jad.2025.01.003 · 2025 · External reference
A model of neurovisceral integration in emotion regulation and dysregulation
10.1016/s0165-0327(00)00338-4 · 2000 · External reference
Claude Bernard and the heart-brain connection: further elaboration of a model of neurovisceral integration
10.1016/j.neubiorev.2008.08.004 · 2009 · External reference
Unresolved reference
2011 · External reference
Panic attack prediction using wearable devices and machine learning: development and cohort study
10.2196/33063 · 2022 · External reference
Sleep, physical activity and panic attacks: a two-year prospective cohort study using smartwatches, deep learning and an explainable artificial intelligence model
10.1016/j.sleep.2023.12.013 · 2024 · External reference
Right-side frontal-central cortical hyperactivation before the treatment predicts outcomes of antidepressant and electroconvulsive therapy responsivity in major depressive disorder
10.1016/j.jpsychires.2023.03.023 · 2023 · External reference
Twenty-four hour time domain heart rate variability and heart rate: relations to age and gender over nine decades
10.1016/s0735-1097(97)00554-8 · 1998 · External reference
Wearable monitoring for mood recognition in bipolar disorder based on history-dependent long-term heart rate variability analysis
10.1109/jbhi.2013.2290382 · 2014 · External reference
Short-term heart rate variability--influence of gender and age in healthy subjects
10.1371/journal.pone.0118308 · 2015 · External reference
Risk of all-cause and cause-specific mortality, and suicide attempt in people with anxiety and stress-related disorders: a systematic review, meta-analysis and meta-regression analysis of 165 studies
10.1002/wps.70072 · 2026 · External reference
Short-term HRV dynamics track suicide risk changes in depressive inpatients: a retrospective one-week longitudinal study
10.1016/j.jad.2026.122232 · 2026 · External reference
Heart rate variability in generalized anxiety disorder, major depressive disorder and panic disorder: a network meta-analysis and systematic review
10.1016/j.jad.2023.03.018 · 2023 · External reference
Electrocardiography-derived autonomic profiles in depression and suicide risk with insights from the UK biobank
10.1038/s44184-025-00130-0 · 2025 · External reference
Blonanserin augmentation of atypical antipsychotics in patients with schizophrenia-who benefits from Blonanserin augmentation?: an open-label, prospective, multicenter study
10.4306/pi.2016.13.4.458 · 2016 · External reference
Baseline anhedonia phenotypes reveal divergent neurophysiological effects of intermittent Theta-burst stimulation in major depression disorder
2026 · External reference
Heart rate variability status at rest in adult depressed patients: a systematic review and meta-analysis
10.3389/fpubh.2023.1243213 · 2023 · External reference
Circadian rhythm modulation in heart rate variability as potential biomarkers for major depressive disorder: a machine learning approach
10.1016/j.jpsychires.2025.03.002 · 2025 · External reference
Beta activity in human anterior cingulate cortex mediates reward biases
10.1038/s41467-024-49600-7 · 2024 · External reference
Comparison of the clinical efficacy, safety and EEG functional connectivity changes between 18-Hz rTMS and iTBS of accelerated dTMS treatment for major depressive disorder: a randomized controlled trial
10.1038/s41380-026-03633-0 · 2026 · External reference
Auxiliary identification of depression patients using interpretable machine learning models based on heart rate variability: a retrospective study
10.1186/s12888-024-06384-w · 2024 · External reference
Health-promoting behavior to enhance perceived meaning and control of life in chronic disease patients with role limitations and depressive symptoms: a network approach
10.1038/s41598-023-31867-3 · 2023 · External reference
Associations among the workplace violence, burnout, depressive symptoms, suicidality, and turnover intention in training physicians: a network analysis of nationwide survey
10.1038/s41598-023-44119-1 · 2023 · External reference
Depression, performance status, and discontinued treatment mediate an association of curability belief with prognosis in advanced cancer patients
10.1038/s41598-024-80687-6 · 2024 · External reference
Subtyping of performance trajectory during medical school, medical internship, and the first year of residency in training physicians: a longitudinal cohort study
10.3346/jkms.2024.39.e239 · 2024 · External reference
Spatial-temporal EEG fusion based on neural network for major depressive disorder detection
10.1007/s12539-023-00567-x · 2023 · External reference
Heart rate variability changes in patients with panic disorder
10.1016/j.jad.2020.01.132 · 2020 · External reference
