Personalized Detection of Stress via hdrEEG: Linking Neuro-markers to Cortisol, HRV, and Self-Report

Fuente: arXiv
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Autori principali: Maimon, N. B., Baruchin, Ganit, Grotto, Itamar, Molcho, Lior, Intrator, Nathan, Zeimer, Talya, Chibotero, Ofir, Murad, Nardeen, Gidron, Yori, Danino, Efrat
Natura: Preprint
Pubblicazione: 2025
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author Maimon, N. B.
Baruchin, Ganit
Grotto, Itamar
Molcho, Lior
Intrator, Nathan
Zeimer, Talya
Chibotero, Ofir
Murad, Nardeen
Gidron, Yori
Danino, Efrat
author_facet Maimon, N. B.
Baruchin, Ganit
Grotto, Itamar
Molcho, Lior
Intrator, Nathan
Zeimer, Talya
Chibotero, Ofir
Murad, Nardeen
Gidron, Yori
Danino, Efrat
contents Chronic stress is a risk factor for cognitive decline and illness, yet reliable individual markers remain limited. We tested whether two single channel high dynamic range EEG biomarkers, ST4 and T2, index stress responses by linking neural activity to validated physiological and subjective measures. Study 1 included 101 adults between 22 and 82 years of age who completed questionnaires on stress, resilience, and burnout, provided salivary cortisol, and performed resting, cognitive load, emotional, and startle conditions. Study 2 included 82 adults between 19 and 42 years who completed the State Trait Anxiety Inventory, underwent heart rate variability monitoring, and performed auditory, stress inducing, and emotional conditions. Correlations were considered meaningful when r was at least 0.30. Results showed that ST4 reflected physiological arousal and cognitive strain. In Study 1, resting ST4 was positively related to cortisol and lower in more resilient participants. In Study 2, ST4 correlated negatively with heart rate variability during stress and recovery. T2 reflected emotional and autonomic regulation. In Study 1, T2 tracked higher cortisol and was lower with greater resilience. In Study 2, T2 was higher with trait anxiety and correlated negatively with heart rate variability during stress and emotional conditions. Together, ST4 and T2 provide complementary portable markers of stress, supporting individualized assessment in clinical and real world contexts.
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publishDate 2025
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spellingShingle Personalized Detection of Stress via hdrEEG: Linking Neuro-markers to Cortisol, HRV, and Self-Report
Maimon, N. B.
Baruchin, Ganit
Grotto, Itamar
Molcho, Lior
Intrator, Nathan
Zeimer, Talya
Chibotero, Ofir
Murad, Nardeen
Gidron, Yori
Danino, Efrat
Neurons and Cognition
Chronic stress is a risk factor for cognitive decline and illness, yet reliable individual markers remain limited. We tested whether two single channel high dynamic range EEG biomarkers, ST4 and T2, index stress responses by linking neural activity to validated physiological and subjective measures. Study 1 included 101 adults between 22 and 82 years of age who completed questionnaires on stress, resilience, and burnout, provided salivary cortisol, and performed resting, cognitive load, emotional, and startle conditions. Study 2 included 82 adults between 19 and 42 years who completed the State Trait Anxiety Inventory, underwent heart rate variability monitoring, and performed auditory, stress inducing, and emotional conditions. Correlations were considered meaningful when r was at least 0.30. Results showed that ST4 reflected physiological arousal and cognitive strain. In Study 1, resting ST4 was positively related to cortisol and lower in more resilient participants. In Study 2, ST4 correlated negatively with heart rate variability during stress and recovery. T2 reflected emotional and autonomic regulation. In Study 1, T2 tracked higher cortisol and was lower with greater resilience. In Study 2, T2 was higher with trait anxiety and correlated negatively with heart rate variability during stress and emotional conditions. Together, ST4 and T2 provide complementary portable markers of stress, supporting individualized assessment in clinical and real world contexts.
title Personalized Detection of Stress via hdrEEG: Linking Neuro-markers to Cortisol, HRV, and Self-Report
topic Neurons and Cognition
url https://arxiv.org/abs/2509.13875