Abstract

Loneliness is an unpleasant and distressing feeling that a person experiences when he/she perceives that his/her social relationships are lacking in someway, either quantitatively or qualitatively; this can be linked to anxiety, depression, and suicide risk. Previous studies have found that certain personality traits (which are temporally stable and heritable) are predictors of loneliness. However, little empirical evidence is available on the brain structures associated with loneliness, as well as how personality traits impact the relationship between loneliness and brain structure. Thus, the current study used voxel-based morphometry to identify the brain structures underlying individual differences in loneliness (as measured by the UCLA Loneliness Scale) in a large sample, and then, applied multiple mediation analyses to explore the nature of the influence of personality traits on the relationship between loneliness and brain structure. The results showed that lonely individuals had greater regional gray matter volume in the left dorsolateral prefrontal cortex (DLPFC), which might reflect immature functioning in terms of emotional regulation. More importantly, we found that neuroticism and extraversion partially mediated the relationship between the left DLPFC and loneliness. In summary, through morphometric and multiple mediation analyses, this paper further validates the influence of both neuroticism and extraversion on loneliness.


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Albaugh MD, Ducharme S, Collins DL et al (2013) Evidence for a cerebral cortical thickness network anti-correlated with amygdalar volume in healthy youths: implications for the neural substrates of emotion regulation. Neuroimage 71:42–49
Amodio DM, Frith CD (2006) Meeting of minds: the medial frontal cortex and social cognition. Nat Rev Neurosci 7:268–277
Andersson L (1982) Interdisciplinary study of loneliness: with evaluation of social contacts as a means towards improving competence in old age. Acta Sociol 25:75–80
Ashburner J (2007) A fast diffeomorphic image registration algorithm. Neuroimage 38:95–113
Ashburner J, Friston KJ (2005) Unified segmentation. Neuroimage 26:839–851
Asher SR, Paquette JA (2003) Loneliness and peer relations in childhood. Curr Dir Psychol Sci 12:75–78
Atak H (2009) Big Five traits and loneliness among Turkish emerging adults. Int J Hum Soc Sci 4:749–753
Banks SJ, Eddy KT, Angstadt M, Nathan PJ, Phan KL (2007) Amygdala–frontal connectivity during emotion regulation. Soc Cogn Affect Neurosci 2:303–312
Bendfeldt K, Kuster P, Traud S et al (2009) Association of regional gray matter volume loss and progression of white matter lesions in multiple sclerosis—a longitudinal voxel-based morphometry study. Neuroimage 45:60–67
Benson BE, Willis MW, Ketter TA et al (2008) Interregional cerebral metabolic associativity during a continuous performance task (Part II): differential alterations in bipolar and unipolar disorders. Psychiatry Res 164:30–47
Binder JR, Desai RH, Graves WW, Conant LL (2009) Where is the semantic system? A critical review and meta-analysis of 120 functional neuroimaging studies. Cereb Cortex 19:2767–2796
Birley AJ, Gillespie NA, Heath AC, Sullivan PF, Boomsma DI, Martin NG (2006) Heritability and nineteen-year stability of long and short EPQ-R Neuroticism scales. Pers Individ Dif 40:737–747
Bratko D, Butkovic A (2007) Stability of genetic and environmental effects from adolescence to young adulthood: results of Croatian longitudinal twin study of personality. Twin Res Hum Genet 10:151
Buckner RL, Andrews-Hanna JR, Schacter DL (2008) The brain’s default network. Ann NY Acad Sci 1124:1–38
Canli T, Zhao Z, Desmond JE, Kang E, Gross J, Gabrieli JD (2001) An fMRI study of personality influences on brain reactivity to emotional stimuli. Behav Neurosci 115:33
Causse M, Péran P, Dehais F, Caravasso CF, Zeffiro T, Sabatini U, Pastor J (2013) Affective decision making under uncertainty during a plausible aviation task: an fMRI study. Neuroimage 71:19–29
Chen ZG (1983) Item analysis of eysenck personality questionnaire tested in Beijing-District (Article written in Chinese). Acta Psychol Sinica 2:211–218
Cheng H, Furnham A (2002) Personality, peer relations, and self-confidence as predictors of happiness and loneliness. J Adolesc 25:327–339
Daskalakis ZJ, Farzan F, Barr MS, Rusjan PM, Favalli G, Levinson AJ, Fitzgerald PB (2008) Evaluating the relationship between long interval cortical inhibition, working memory and gamma band activity in the dorsolateral prefrontal cortex. Clin EEG Neurosci 39:150–155
Davidson RJ, Putnam KM, Larson CL (2000) Dysfunction in the neural circuitry of emotion regulation—a possible prelude to violence. Science 289:591–594
Decety J, Jackson PL, Sommerville JA, Chaminade T, Meltzoff AN (2004) The neural bases of cooperation and competition: an fMRI investigation. Neuroimage 23:744–751
Dolcos F, LaBar KS, Cabeza R (2004) Dissociable effects of arousal and valence on prefrontal activity indexing emotional evaluation and subsequent memory: an event-related fMRI study. Neuroimage 23:64–74
Dronkers NF, Wilkins DP, Van Valin RD Jr, Redfern BB, Jaeger JJ (2004) Lesion analysis of the brain areas involved in language comprehension. Cognition 92:145–177
Eisenberger NI, Lieberman MD, Williams KD (2003) Does rejection hurt? An fMRI study of social exclusion. Science 302:290–292
Eisenberger NI, Lieberman MD, Satpute AB (2005) Personality from a controlled processing perspective: an fMRI study of neuroticism, extraversion, and self-consciousness. Cogn Affect Behav Neurosci 5:169–181
Eysenck SBG, Eysenck HJ (1969) Personality structure and measurement. Routledge & Kegan Paul, London
Eysenck HJ, Eysenck MW (1985) Personality and individual differences: a natural science approach. Plenum PressM, New York
Eysenck HJ, Eysenck SBG (1991) Manual of the Eysenck personality scales (EPS Adult). Hodder & Stoughton, London
Furnham A, Cheng H (1999) Personality as predictor of mental health and happiness in the East and West. Pers Individ Dif 27:395–403
Good CD, Johnsrude IS, Ashburner J, Henson RN, Fristen K, Frackowiak RS (2002) A voxel-based morphometric study of ageing in 465 normal adult human brains. In: 5th IEEE EMBS international summer school on biomedical imaging, 2002, IEEE, p 16
Halamandaris K, Power K (1999) Individual differences, social support and coping with the examination stress: a study of the psychosocial and academic adjustment of first year home students. Pers Individ Dif 26:665–685
Hojat M (1982) Loneliness as a function of selected personality variables. J Clin Psychol 38:137–141
Hoppenbrouwers SS, De Jesus DR, Stirpe T, Fitzgerald PB, Voineskos AN, Schutter DJ, Daskalakis ZJ (2013) Inhibitory deficits in the dorsolateral prefrontal cortex in psychopathic offenders. Cortex 49:1377–1385
Ivkovic V, Vitart V, Rudan I et al (2007) The Eysenck personality factors: psychometric structure, reliability, heritability and phenotypic and genetic correlations with psychological distress in an isolated Croatian population. Pers Individ Dif 42:123–133
Johnson HD, LaVoie JC, Spenceri MC, Mahoney-Wernli MA (2001) Peer conflict avoidance: associations with loneliness, social anxiety, and social avoidance. Psychol Rep 88:227–235
Kanai R, Rees G (2011) The structural basis of inter-individual differences in human behaviour and cognition. Nat Rev Neurosci 12:231–242
Kanai R, Bahrami B, Duchaine B, Janik A, Banissy MJ, Rees G (2012) Brain structure links loneliness to social perception. Curr Biol 22:1975–1979
Kardum I, Hudek-Knežević J (1996) The relationship between Eysenck’s personality traits, coping styles and moods. Pers Individ Dif 20:341–350
Kim SH, Hamann S (2007) Neural correlates of positive and negative emotion regulation. J Cogn Neurosci 19:776–798
Koenig LJ, Isaacs AM, Schwartz JAJ (1994) Sex differences in adolescent depression and loneliness: why are boys lonelier if girls are more depressed? J Res Pers 28:27–43
Kross E, Berman MG, Mischel W, Smith EE, Wager TD (2011) Social rejection shares somatosensory representations with physical pain. Proc Natl Acad Sci 108:6270–6275
Lasgaard M (2007) Reliability and validity of the Danish version of the UCLA Loneliness Scale. Pers Individ Dif 42:1359–1366
Lau S, Chan DWK, Lau PSY (1999) Facets of loneliness and depression among Chinese children and adolescents. J Soc Psychol 139:713–729
Loehlin J, Martin N (2001) Age changes in personality traits and their heritabilities during the adult years: evidence from Australian twin registry samples. Pers Individ Dif 30:1147–1160
MacKinnon DP, Krull JL, Lockwood CM (2000) Equivalence of the mediation, confounding and suppression effect. Prev Sci 1:173–181
McPherson M, Smith-Lovin L, Brashears ME (2006) Social isolation in America: changes in core discussion networks over two decades. Am Sociol Rev 71:353–375
Moore D, Schultz N Jr (1983) Loneliness at adolescence: correlates, attributions, and coping. J Youth Adolesc 12:95–100
Ochsner KN, Bunge SA, Gross JJ, Gabrieli JD (2002) Rethinking feelings: an fMRI study of the cognitive regulation of emotion. J Cogn Neurosci 14:1215–1229
Parlee MB (1979) The friendship bond. Psychology Today 13:43–54
Peplau LA, Perlman D (1982) Loneliness: a sourcebook of current theory, research, and therapy. Wiley, New York
Perlman D, Landolt MA (1999) Examination of loneliness in children-adolescents and in adults: two solitudes or unified enterprise? In: Rotenberg KJ, Hymel S (eds) Loneliness in childhood and adolescence. Cambridge University Press, Cambridge, pp 325–347
Perlman D, Peplau LA (1981) Toward a social psychology of loneliness. Pers Relatsh 3:31–56
Preacher KJ, Hayes AF (2008) Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behav Res Methods 40:879–891
Putnam RD (2000) Bowling alone: the collapse and revival of American community. Simon and Schuster, New York
Ridgway GR, Omar R, Ourselin S, Hill DL, Warren JD, Fox NC (2009) Issues with threshold masking in voxel-based morphometry of atrophied brains. Neuroimage 44:99–111
Rilling JK, Glenn AL, Jairam MR, Pagnoni G, Goldsmith DR, Elfenbein HA, Lilienfeld SO (2007) Neural correlates of social cooperation and non-cooperation as a function of psychopathy. Biol Psychiatry 61:1260–1271
Roberts RK, Roberts CR, Chen YR (1998) Suicidal thinking among adolescents with a history of attempted suicide. J Am Acad Child Adolesc Psychiatry 37:1294–1300
Ruocco AC, Amirthavasagam S, Choi-Kain LW, McMain SF (2013) Neural correlates of negative emotionality in borderline personality disorder: an activation-likelihood-estimation meta-analysis. Biol Psychiatry 73:153–160
Russell DW (1996) UCLA Loneliness Scale (Version 3): reliability, validity, and factor structure. J Pers Assess 66:20–40
Saklofske D, Yackulic R (1989) Personality predictors of loneliness. Pers Individ Dif 10:467–472
Schmeichel BJ, Demaree HA (2010) Working memory capacity and spontaneous emotion regulation: high capacity predicts self-enhancement in response to negative feedback. Emotion 10:739
Schmeichel BJ, Volokhov RN, Demaree HA (2008) Working memory capacity and the self-regulation of emotional expression and experience. J Pers Soc Psychol 95:1526
Schulte-Rüther M, Greimel E, Markowitsch HJ, Kamp-Becker I, Remschmidt H, Fink GR, Piefke M (2011) Dysfunctions in brain networks supporting empathy: an fMRI study in adults with autism spectrum disorders. Soc Neurosci 6:1–21
Sermat V, Hartog J (1980) Some situational and personality correlates of loneliness. In: Hartog J, Audy JR, Cohen YA (eds) The anatomy of loneliness. International Universities Press, New York, pp 305–318
Shrout PE, Bolger N (2002) Mediation in experimental and nonexperimental studies: new procedures and recommendations. Psychol Methods 7:422
Shute R, Howitt D (1990) Unravelling paradoxes in loneliness: research and elements of a social theory of loneliness. Soc Behav 5:169–184
Smith EE, Jonides J, Marshuetz C, Koeppe RA (1998) Components of verbal working memory: evidence from neuroimaging. Proc Natl Acad Sci 95:876–882
Somerville LH, Casey B (2010) Developmental neurobiology of cognitive control and motivational systems. Curr Opin Neurobiol 20:236–241
Sowell ER, Peterson BS, Thompson PM, Welcome SE, Henkenius AL, Toga AW (2003) Mapping cortical change across the human life span. Nat Neurosci 6:309–315
Stokes JP (1985) The relation of social network and individual difference variables to loneliness. J Pers Soc Psychol 48:981
Takeuchi H, Taki Y, Sassa Y, Hashizume H, Sekiguchi A, Fukushima A, Kawashima R (2011) Regional gray matter density associated with emotional intelligence: evidence from voxel-based morphometry. Hum Brain Mapp 32:1497–1510
Takeuchi H, Taki Y, Nouchi R et al (2014a) Regional gray matter density is associated with achievement motivation: evidence from voxel-based morphometry. Brain Struct Funct 219:71–83
Takeuchi H, Taki Y, Nouchi R et al (2014b) Anatomical correlates of quality of life: evidence from voxel‐based morphometry. Hum Brain Mapp 35:1834–1846
Turken AU, Dronkers NF (2011) The neural architecture of the language comprehension network: converging evidence from lesion and connectivity analyses. Front Syst Neurosci 5:1
Wagner AD, Maril A, Bjork RA, Schacter DL (2001) Prefrontal contributions to executive control: fMRI evidence for functional distinctions within lateral prefrontal cortex. Neuroimage 14:1337–1347
Williams D (1990) Effects of psychoticism, extraversion, and neuroticism in current mood: a statistical review of six studies. Pers Individ Dif 11:615–630
Wray NR, Birley AJ, Sullivan PF, Visscher PM, Martin NG (2007) Genetic and phenotypic stability of measures of neuroticism over 22 years. Twin Res Hum Genet 10:695–702
Zuckerman M (1989) Personality in the third dimension: a psychobiological approach. Pers Individ Dif 10:391–418
Acknowledgments

We thank Xi-Nian Zuo for his helpful comments on the data analysis. This work was supported by grants from the National Natural Science Foundation of China (31070900; 31271087), the Program for New Century Excellent Talents in University (2011) by the Ministry of Education, the Fundamental Research Funds for the Central Universities (SWU1209101) and the Key Discipline Fund of National 211 Project (TR201208-1).
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Kong, X., Wei, D., Li, W. et al. Neuroticism and extraversion mediate the association between loneliness and the dorsolateral prefrontal cortex. Exp Brain Res 233, 157–164 (2015). https://doi.org/10.1007/s00221-014-4097-4
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DOI: https://doi.org/10.1007/s00221-014-4097-4