TY - JOUR
T1 - Intrinsic functional network contributions to the relationship between trait empathy and subjective happiness
AU - Katsumi, Yuta
AU - Kondo, Natsumi
AU - Dolcos, Sanda
AU - Dolcos, Florin
AU - Tsukiura, Takashi
N1 - Funding Information:
This work was supported by JSPS KAKENHI Grant Numbers JP16H01727, JP17H05947, JP19H05312, JP20H05802, and by The Kyoto University Foundation (TT), and was conducted in part at the Beckman Institute for Advanced Science and Technology of the University of Illinois at Urbana-Champaign. Additional personnel support was provided by the JSPS Overseas Research Fellowships, Japan Society for the Promotion of Science (YK). The authors thank Drs. Nobuhito Abe, Ryusuke Nakai, and Kohei Asano for technical assistance with MRI scanning. The research experiment was conducted using the MRI scanner and related facilities at Kokoro Research Center, Kyoto University.
Funding Information:
This work was supported by JSPS KAKENHI Grant Numbers JP16H01727, JP17H05947, JP19H05312, JP20H05802, and by The Kyoto University Foundation (TT), and was conducted in part at the Beckman Institute for Advanced Science and Technology of the University of Illinois at Urbana-Champaign. Additional personnel support was provided by the JSPS Overseas Research Fellowships, Japan Society for the Promotion of Science (YK). The authors thank Drs. Nobuhito Abe, Ryusuke Nakai, and Kohei Asano for technical assistance with MRI scanning. The research experiment was conducted using the MRI scanner and related facilities at Kokoro Research Center, Kyoto University. The behavioral data and unthresholded statistical maps analyzed in this study are available through the Open Science Framework (https://osf.io/ps6c8/). Due to a lack of consent of the participants, raw structural and functional MRI data cannot be shared publicly. Sharing of these data would be considered upon reasonable request and only under circumstances where data privacy can be assured. SPM is freely available software (https://www.fil.ion.ucl.ac.uk/spm/software/), distributed under the terms of the GNU General Public License as published by the Free Software Foundation. CONN is freely available (https://www.nitrc.org/projects/conn/) under the MIT license for non-commercial use. PROCESS macro version 3.5 is freely available software (http://processmacro.org/index.html).
PY - 2021/2/15
Y1 - 2021/2/15
N2 - Subjective happiness (well-being) is a multi-dimensional construct indexing one's evaluations of everyday emotional experiences and life satisfaction, and has been associated with different aspects of trait empathy. Despite previous research identifying the neural substrates of subjective happiness and empathy, the mechanisms mediating the relationship between the two constructs remain largely unclear. Here, we performed a data-driven, multi-voxel pattern analysis of whole-brain intrinsic functional connectivity to reveal the neural mechanisms of subjective happiness and trait empathy in a sample of young females. Behaviorally, we found that subjective happiness was negatively associated with personal distress (i.e., self-referential experience of others' feelings). Consistent with this inverse relationship, subjective happiness was associated with the dorsolateral prefrontal cortex exhibiting decreased functional connectivity with regions important for the representation of unimodal sensorimotor information (e.g., primary sensory cortices) or multi-modal summaries of brain states (e.g., default mode network) and increased functional connectivity with regions important for the attentional modulation of these representations (e.g., frontoparietal, attention networks). Personal distress was associated with the medial prefrontal cortex exhibiting functional connectivity differences with similar networks--but in the opposite direction. Finally, intrinsic functional connectivity within and between these networks fully mediated the relationship between the two behavioral measures. These results identify an important contribution of the macroscale functional organization of the brain to human well-being, by demonstrating that lower levels of personal distress lead to higher subjective happiness through variation in intrinsic functional connectivity along a neural representation vs. modulation gradient.
AB - Subjective happiness (well-being) is a multi-dimensional construct indexing one's evaluations of everyday emotional experiences and life satisfaction, and has been associated with different aspects of trait empathy. Despite previous research identifying the neural substrates of subjective happiness and empathy, the mechanisms mediating the relationship between the two constructs remain largely unclear. Here, we performed a data-driven, multi-voxel pattern analysis of whole-brain intrinsic functional connectivity to reveal the neural mechanisms of subjective happiness and trait empathy in a sample of young females. Behaviorally, we found that subjective happiness was negatively associated with personal distress (i.e., self-referential experience of others' feelings). Consistent with this inverse relationship, subjective happiness was associated with the dorsolateral prefrontal cortex exhibiting decreased functional connectivity with regions important for the representation of unimodal sensorimotor information (e.g., primary sensory cortices) or multi-modal summaries of brain states (e.g., default mode network) and increased functional connectivity with regions important for the attentional modulation of these representations (e.g., frontoparietal, attention networks). Personal distress was associated with the medial prefrontal cortex exhibiting functional connectivity differences with similar networks--but in the opposite direction. Finally, intrinsic functional connectivity within and between these networks fully mediated the relationship between the two behavioral measures. These results identify an important contribution of the macroscale functional organization of the brain to human well-being, by demonstrating that lower levels of personal distress lead to higher subjective happiness through variation in intrinsic functional connectivity along a neural representation vs. modulation gradient.
KW - Functional magnetic resonance imaging
KW - Multi-voxel pattern analysis
KW - Personal distress
KW - Resting state functional connectivity
KW - Subjective well-being
UR - http://www.scopus.com/inward/record.url?scp=85099191676&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85099191676&partnerID=8YFLogxK
U2 - 10.1016/j.neuroimage.2020.117650
DO - 10.1016/j.neuroimage.2020.117650
M3 - Article
C2 - 33338612
SN - 1053-8119
VL - 227
SP - 117650
JO - NeuroImage
JF - NeuroImage
M1 - 117650
ER -