Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics

Homophily is a prevalent characteristic of human social networks: individuals tend to associate and bond with others who are similar to themselves with respect to physical traits and demographic attributes, such as age, gender, and ethnicity. Recent research using functional magnetic resonance imagi...

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Main Authors: Ryan Hyon, Adam M. Kleinbaum, Carolyn Parkinson
Format: Article
Language:English
Published: Elsevier 2020-08-01
Series:NeuroImage
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1053811919310833
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spelling doaj-a4d59e1792b3437da9c43ff1a6836bb22020-11-29T04:14:01ZengElsevierNeuroImage1095-95722020-08-01216116492Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamicsRyan Hyon0Adam M. Kleinbaum1Carolyn Parkinson2Department of Psychology, University of California, Los Angeles, USATuck School of Business, Dartmouth College, USADepartment of Psychology, University of California, Los Angeles, USA; Brain Research Institute, University of California, Los Angeles, USA; Corresponding author. Department of Psychology, University of California, Los Angeles, USA.Homophily is a prevalent characteristic of human social networks: individuals tend to associate and bond with others who are similar to themselves with respect to physical traits and demographic attributes, such as age, gender, and ethnicity. Recent research using functional magnetic resonance imaging has demonstrated a positive relationship between individuals’ real-world social network proximity (i.e., whether they are friends, friends-of-friends, or farther removed in social ties) and inter-subject correlation (ISC) in their time series of neural responses when viewing audiovisual movies. However, conventional ISC methods only capture information about similarity in the temporal evolution of region-averaged neural responses, and ignore information carried in fine-grained, spatially distributed response topographies. Here, we demonstrate that temporal trajectories of multi-voxel response patterns to naturalistic stimuli are exceptionally similar among friends and predictive of social network proximity, over and above the effects of response magnitude fluctuations. Furthermore, inter-subject similarity in the temporal trajectory of multi-voxel response patterns across distant points in time was particularly positively associated with individuals’ proximity in their real-world social network. The fact that exceptional similarities among friends were most pronounced in long-range temporal fluctuations of response patterns located in multimodal cortical regions (e.g., regions of posterior parietal cortex) suggests that aspects of high-level processing during naturalistic stimulation may be particularly similar among friends. Given the localization of results, we speculate that socially close individuals may be particularly similar in endogenously driven shifts in how they distribute their attention (e.g., across the environment, within internal representations) over time. These results suggest that friends may experience exceptionally similar trajectories of psychological states when exposed to a common stimulus, and, more generally, that there are meaningful individual differences in the temporal evolution of multi-voxel response patterns during naturalistic stimulation.http://www.sciencedirect.com/science/article/pii/S1053811919310833Social network analysisHomophilyNaturalistic stimuliSynchronyInter-subject correlationMulti-voxel pattern analysis
collection DOAJ
language English
format Article
sources DOAJ
author Ryan Hyon
Adam M. Kleinbaum
Carolyn Parkinson
spellingShingle Ryan Hyon
Adam M. Kleinbaum
Carolyn Parkinson
Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics
NeuroImage
Social network analysis
Homophily
Naturalistic stimuli
Synchrony
Inter-subject correlation
Multi-voxel pattern analysis
author_facet Ryan Hyon
Adam M. Kleinbaum
Carolyn Parkinson
author_sort Ryan Hyon
title Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics
title_short Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics
title_full Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics
title_fullStr Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics
title_full_unstemmed Social network proximity predicts similar trajectories of psychological states: Evidence from multi-voxel spatiotemporal dynamics
title_sort social network proximity predicts similar trajectories of psychological states: evidence from multi-voxel spatiotemporal dynamics
publisher Elsevier
series NeuroImage
issn 1095-9572
publishDate 2020-08-01
description Homophily is a prevalent characteristic of human social networks: individuals tend to associate and bond with others who are similar to themselves with respect to physical traits and demographic attributes, such as age, gender, and ethnicity. Recent research using functional magnetic resonance imaging has demonstrated a positive relationship between individuals’ real-world social network proximity (i.e., whether they are friends, friends-of-friends, or farther removed in social ties) and inter-subject correlation (ISC) in their time series of neural responses when viewing audiovisual movies. However, conventional ISC methods only capture information about similarity in the temporal evolution of region-averaged neural responses, and ignore information carried in fine-grained, spatially distributed response topographies. Here, we demonstrate that temporal trajectories of multi-voxel response patterns to naturalistic stimuli are exceptionally similar among friends and predictive of social network proximity, over and above the effects of response magnitude fluctuations. Furthermore, inter-subject similarity in the temporal trajectory of multi-voxel response patterns across distant points in time was particularly positively associated with individuals’ proximity in their real-world social network. The fact that exceptional similarities among friends were most pronounced in long-range temporal fluctuations of response patterns located in multimodal cortical regions (e.g., regions of posterior parietal cortex) suggests that aspects of high-level processing during naturalistic stimulation may be particularly similar among friends. Given the localization of results, we speculate that socially close individuals may be particularly similar in endogenously driven shifts in how they distribute their attention (e.g., across the environment, within internal representations) over time. These results suggest that friends may experience exceptionally similar trajectories of psychological states when exposed to a common stimulus, and, more generally, that there are meaningful individual differences in the temporal evolution of multi-voxel response patterns during naturalistic stimulation.
topic Social network analysis
Homophily
Naturalistic stimuli
Synchrony
Inter-subject correlation
Multi-voxel pattern analysis
url http://www.sciencedirect.com/science/article/pii/S1053811919310833
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