Healthy Clinical Trial
Official title:
Neural Indications of Stress-Induced Mental Overload
Verified date | July 2018 |
Source | Tel-Aviv Sourasky Medical Center |
Contact | n/a |
Is FDA regulated | No |
Health authority | |
Study type | Observational |
The aim of the current research is to characterize the complex interaction between stress and cognitive workload. Furthermore, the investigators aim to create a functional magnetic resonance imaging (fMRI) inspired Electroencephalogram (EEG) brain-based bio-marker for cognitive load under stress. Secondary project 1 aim: The aim of this study is to characterize the link between sensorimotor network (SMN) within and between functional connectivity following the stress response and its association with physiological indices and self-report measures. Secondary project 2 aim: To elucidate temporal alterations of topological patterns (i.e., integration and segregation), the investigators seek to examine resting state fMRI data before and after a cognitive load task and an acute stress induction.
Status | Completed |
Enrollment | 50 |
Est. completion date | October 26, 2018 |
Est. primary completion date | October 26, 2018 |
Accepts healthy volunteers | Accepts Healthy Volunteers |
Gender | Male |
Age group | 18 Years to 55 Years |
Eligibility | Inclusion Criteria: - Healthy subjects - assessed via the health questionnaire attached as an addition to the protocol - Without any known neurological disease - Normal or corrected vision - All subjects must apply the standard criteria for inclusion and exclusion for a medical MRI scan, according to the MRI safety screening questionnaire of the "Wohl" MRI institute of the Tel-Aviv Sourasky Medical Center. Exclusion Criteria: - Neurological injury or disease - Claustrophobia - Unremoved metals (according to the MRI safety screening questionnaire) |
Country | Name | City | State |
---|---|---|---|
Israel | Tel Aviv Sourasky Medical Center | Tel Aviv |
Lead Sponsor | Collaborator |
---|---|
Tel-Aviv Sourasky Medical Center | Elbit Systems LTD |
Israel,
Hermans EJ, Henckens MJ, Joëls M, Fernández G. Dynamic adaptation of large-scale brain networks in response to acute stressors. Trends Neurosci. 2014 Jun;37(6):304-14. doi: 10.1016/j.tins.2014.03.006. Epub 2014 Apr 21. Review. — View Citation
Shine JM. Neuromodulatory Influences on Integration and Segregation in the Brain. Trends Cogn Sci. 2019 Jul;23(7):572-583. doi: 10.1016/j.tics.2019.04.002. Epub 2019 May 7. Review. — View Citation
Vaisvaser S, Lin T, Admon R, Podlipsky I, Greenman Y, Stern N, Fruchter E, Wald I, Pine DS, Tarrasch R, Bar-Haim Y, Hendler T. Neural traces of stress: cortisol related sustained enhancement of amygdala-hippocampal functional connectivity. Front Hum Neurosci. 2013 Jul 5;7:313. doi: 10.3389/fnhum.2013.00313. eCollection 2013. — View Citation
Zhang Y, Dai Z, Hu J, Qin S, Yu R, Sun Y. Stress-induced changes in modular organizations of human brain functional networks. Neurobiol Stress. 2020 May 25;13:100231. doi: 10.1016/j.ynstr.2020.100231. eCollection 2020 Nov. — View Citation
Type | Measure | Description | Time frame | Safety issue |
---|---|---|---|---|
Primary | Changes in behavioral and fMRI signal (BOLD) | We anticipate to see changes in relevant brain networks via fMRI (measuring BOLD signal), and performance in a computerized task. | 1 day | |
Secondary | Changes in heart rate and HRV | We expect stress induction to influence heart rate measures | 1 day | |
Secondary | Changes in electrodermal activity | We expect both stress and cognitive load to influence the nor-adrenergic system. We expect to measure these effects via electrodermal activity. | 1 day | |
Secondary | Changes in Pupil Dilation | We expect both stress and load to influence the nor-adrenergic system. We expect to measure these effects via pupil dilation. | 1 day | |
Secondary | Change in within functional connectivity of the sensorimotor network (bold fMRI signal) | Hypothesis: The sensorimotor network (SMN) will show higher within-network cohesion during rest post vs. pre high-stress in comparison to low stress (control) sessions. | day 1 | |
Secondary | Change in functional connectivity metrics between sensorimotor network and other resting-state networks (default, salience, central executive) (bold fMRI signal) | Hypothesis: The sensorimotor network (SMN) will show higher between-network cohesion with other rs-networks (salience, default, central executive) during rest post vs rest pre, in high stress vs. low stress (control). | day 1 | |
Secondary | 3. Associations between within and between SMN cohesion metrics (outcomes 1-2) with physiological measures and self-report indices (bold fMRI signal, heart rate recordings, self-report questionnaires) | Hypothesis: The sensorimotor network within-network cohesion and between-network cohesion changes (see outcomes 1-2) will be associated with physiological indices (heart rate, heart rate variability) and individual self-report measures (BDI, STAI-T, LSAS, NEO-FFI, subjective stressfulness, unpleasantness and cognitive load reports during scans). | day 1 | |
Secondary | Transformers Framework for fMRI analysis | Data-driven approach: The investigators intend to employ TFF (a Transformers Framework for fMRI analysis) on the dataset. Our main objective is to show through a cross-validated training process the ability of TFF to predict stress induction in resting state fMRI scans of individual subjects as a binary classification task where scans that were recorded post stress induction are treated as stressful and scans that were recorded pre-stress induction are treated as non-stressful.
Outcome measure/ analysis: We will then use ETFF, which is a complementary explainability pipeline that can be assembled on top of TFF, to further examine the model's decision-making process, and try to characterize the spatial-temporal BOLD signal patterns leading to its decision. |
day 1 | |
Secondary | Temporal alterations of topological patterns (integration and segregation) | Topological patterns will be assessed with a data-driven method combines graph theory measures and computational tools. This method separates the brain activity into two distinct whole-brain functional states: If stress-induced topological changes will be detected, an additional corroboration step will be executed by applying a machine-learning model for the classification of two brain types-a stressed brain and a non-stressed brain using the previously assessed topological patterns. | day 1 |
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