Affective brain patterns as multivariate neural correlates of cardiovascular disease risk

Autor: Stephen B. Manuck, James J. Gross, Timothy Verstynen, Javier Rasero, Dora C-H. Kuan, Kateri McRae, Ahmad R. Hariri, Peter J. Gianaros, Thomas E. Kraynak
Rok vydání: 2019
Předmět:
Adult
Male
Multivariate statistics
medicine.medical_specialty
Brain activity and meditation
Cognitive Neuroscience
AcademicSubjects/SCI01880
Emotions
Individuality
emotion
Experimental and Cognitive Psychology
Original Manuscript
030204 cardiovascular system & hematology
Stimulus (physiology)
Audiology
Affect (psychology)
Carotid Intima-Media Thickness
03 medical and health sciences
0302 clinical medicine
medicine
Humans
International Affective Picture System
Facial expression
Neural correlates of consciousness
Brain Mapping
medicine.diagnostic_test
fMRI
Brain
Reproducibility of Results
General Medicine
Middle Aged
Atherosclerosis
Magnetic Resonance Imaging
cardiovascular disease risk
Facial Expression
machine learning
Cardiovascular Diseases
affect
Female
Cues
Functional magnetic resonance imaging
Psychology
030217 neurology & neurosurgery
Zdroj: Social Cognitive and Affective Neuroscience
ISSN: 1749-5024
Popis: This study tested whether brain activity patterns evoked by affective stimuli relate to individual differences in an indicator of pre-clinical atherosclerosis: carotid artery intima-media thickness (CA-IMT). Adults (aged 30–54 years) completed functional magnetic resonance imaging (fMRI) tasks that involved viewing three sets of affective stimuli. Two sets included facial expressions of emotion, and one set included neutral and unpleasant images from the International Affective Picture System (IAPS). Cross-validated, multivariate and machine learning models showed that individual differences in CA-IMT were partially predicted by brain activity patterns evoked by unpleasant IAPS images, even after accounting for age, sex and known cardiovascular disease risk factors. CA-IMT was also predicted by brain activity patterns evoked by angry and fearful faces from one of the two stimulus sets of facial expressions, but this predictive association did not persist after accounting for known cardiovascular risk factors. The reliability (internal consistency) of brain activity patterns evoked by affective stimuli may have constrained their prediction of CA-IMT. Distributed brain activity patterns could comprise affective neural correlates of pre-clinical atherosclerosis; however, the interpretation of such correlates may depend on their psychometric properties, as well as the influence of other cardiovascular risk factors and specific affective cues.
Databáze: OpenAIRE