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Updated: Jul 29, 2025

Reducing State Anxiety Using Working Memory Maintenance
Published on: July 19, 2017
Cerebral hemodynamic response to generalized anxiety disorder
Ali Amini Harandi1, Negin Kimia1, Aida Medghalchi1
1Brain Mapping Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
Generalized anxiety disorder (GAD) is linked to altered cervical artery blood flow. Doppler ultrasonography revealed significant changes in GAD patients, suggesting potential for machine learning diagnosis.
Area of Science:
- Neuroscience
- Medical Imaging
- Cardiovascular Physiology
Background:
- Generalized anxiety disorder (GAD) remains understudied compared to other anxiety disorders.
- Extracranial cervical artery hemodynamics in GAD are not well understood.
Purpose of the Study:
- To compare cervical blood flow velocities in untreated chronic GAD patients versus healthy individuals.
- To investigate the potential of machine learning models for GAD diagnosis using cervical artery data.
Main Methods:
- Doppler ultrasonography was used to assess blood flow velocities in the common carotid artery (CCA), internal carotid artery (ICA), and vertebral artery (VA).
- Thirty-eight GAD patients and thirty-eight healthy controls were included.
- Machine learning models were trained using cervical artery characteristics.
Main Results:
- GAD patients exhibited significantly increased peak systolic velocity (PSV) in bilateral CCA and ICA.
- GAD patients showed significantly decreased end-diastolic velocity (EDV) in bilateral CCA, VA, and left ICA.
- The Resistive Index (RI) was significantly elevated in GAD patients. A Support Vector Machine (SVM) model demonstrated high accuracy in GAD identification.
Conclusions:
- Generalized anxiety disorder is associated with hemodynamic changes in extracranial cervical arteries.
- Machine learning models show promise for GAD diagnosis, warranting further research with larger datasets.
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