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Genetic and Environmental Architecture of Five Factor Model and Super-Factors: An Italian Twin Study

Published online by Cambridge University Press:  27 December 2021

Antonella Gigantesco Open the ORCID record for Antonella Gigantesco [Opens in a new window] ,
Corrado Fagnani Open the ORCID record for Corrado Fagnani [Opens in a new window] ,
Guido Alessandri Open the ORCID record for Guido Alessandri [Opens in a new window] ,
Enrica Carluccio Open the ORCID record for Enrica Carluccio [Opens in a new window] ,
Maria Antonietta Stazi Open the ORCID record for Maria Antonietta Stazi [Opens in a new window]  and
Emanuela Medda Open the ORCID record for Emanuela Medda [Opens in a new window]
Antonella Gigantesco*
Affiliation:
Istituto Superiore di Sanità (Italy)
Corrado Fagnani
Affiliation:
Istituto Superiore di Sanità (Italy)
Guido Alessandri
Affiliation:
Istituto Superiore di Sanità (Italy)
Enrica Carluccio
Affiliation:
Istituto Superiore di Sanità (Italy)
Maria Antonietta Stazi
Affiliation:
Istituto Superiore di Sanità (Italy)
Emanuela Medda
Affiliation:
Istituto Superiore di Sanità (Italy)
*
Correspondence concerning this article should be addressed to Antonella Gigantesco. Istituto Superiore di Sanità. 00161Roma (Italy). E-mail: [email protected]
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Abstract

No previous research explored the genetic and environmental structure of Big Five dimensions of personality and higher-order factors in a single twin study, except, in part, for just one study. We used the twin design to estimate the effects of genes and environment on both Five Factor model and related second- and third-order factors (i.e., Alpha [stability], Beta [plasticity], and GFP [general factor of personality]). We analyzed data from 314 adult twins (157 pairs: 83 monozygotic, 74 dizygotic; mean age: 52 years) enrolled in the Italian Twin Register. Participants underwent clinical and instrumental evaluations, and completed a 25-adjective list drawn from the Short Adjectives Checklist to Measure Big Five (SACBIF). We applied quantitative genetic models to unravel the sources of variation and covariation for the Big Five and higher-order factors. We found a similar etiological architecture across the different levels of analysis, with moderate to substantial non-additive genetic and unique environmental influences on all the personality traits, and no shared environmental contribution for any of them. We also detected significant genetic correlations for the Big Five dimensions and the Alpha and Beta super-factors. With some limitations, our results suggest that the etiological architecture of personality may be invariant to the factor level of analysis.

Keywords

Big Fiveenvironmentgenespersonality super-factorstwin study
Type
Research Article
Information
The Spanish Journal of Psychology , Volume 25 , 2022 , e2
Copyright
© Universidad Complutense de Madrid and Colegio Oficial de Psicólogos de Madrid 2022

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Footnotes

Funding Statement: This research received no specific grant from any funding agency, commercial or not-for-profit sectors.

Conflicts of Interest: None.

Author note: Antonella Gigantesco and Corrado Fagnani have contributed equally to this work.

References

Allik, J., & McCrae, R. R. (2002). A five-factor theory perspective. In McCrae, R. R. & Allik, J. (Eds), The Five-Factor Model of Personality across cultures. Springer.Google Scholar
Anusic, I., Schimmack, U., Pinkus, R. T., & Lockwood, P. (2009). The nature and structure of correlations among Big Five ratings: The halo-alpha-beta model. Journal of Personality and Social Psychology, 97, 1142–1156. http://doi.org/10.1037/a0017159CrossRefGoogle ScholarPubMed
Ashton, M. C., Lee, K., Goldberg, L. R., & de Vries, R. E. (2009). Higher-order factors of personality: Do they exist? Personality and Social Psychology Review, 13, 79–91. http://doi.org/10.1177/1088868309338467CrossRefGoogle ScholarPubMed
Aston, K. I., Peterson, C. M., & Carrell, D. T. (2008). Monozygotic twinning associated with assisted reproductive technologies: A review. Reproduction, 136(4), 377–386. https://doi.org/10.1530/REP-08-0206CrossRefGoogle ScholarPubMed
Bäckström, M., Björklund, F., & Larsson, M. R. (2009). Five-factor inventories have a major general factor related to social desirability which can be reduced by framing items neutrally. Journal of Research in Personality, 43, 335–344. http://doi.org/10.1016/j.jrp.2008.12.013CrossRefGoogle Scholar
Bouchard, T. J. Jr., & Loehlin, J. C. (2001). Genes, evolution, and personality. Behavior Genetics, 31(3), 243–273. https://doi.org/10.1023/a:1012294324713CrossRefGoogle Scholar
Bouchard, T. J. Jr., & McGue, M. (2003). Genetic and environmental influences on human psychological differences. Journal of Neurobiology, 54, 4–45. http://doi.org/10.1002/neu.10160CrossRefGoogle ScholarPubMed
Briley, D. A., & Tucker-Drob, E. M. (2012). Broad bandwidth or high fidelity? Evidence from the structure of genetic and environmental effects on the facets of the five factor model. Behavior Genetics, 42(5), 743–763. https://doi.org/10.1007/s10519-012-9548-8CrossRefGoogle ScholarPubMed
Briley, D. A., & Tucker-Drob, E. M. (2014). Genetic and environmental continuity in personality development: A meta-analysis. Psychological Bulletin, 140(5), 1303–1331. https://doi.org/10.1037/a0037091CrossRefGoogle ScholarPubMed
Darwin, C. (1871). The descent of man. Murray.Google Scholar
DeYoung, C. G., Peterson, J. B., & Higgins, D. M. (2002). Higher-order factors of the Big Five predict conformity: Are there neuroses of health? Personality and Individual Differences, 33(4), 533–552. http://doi.org/10.1016/S0191-8869(01)00171-4CrossRefGoogle Scholar
Digman, J. M. (1997). Higher-order factors of the Big Five. Journal of Personality and Social Psychology, 73(6), 1246–1256. https://doi.org/10.1037/0022-3514.73.6.1246CrossRefGoogle ScholarPubMed
Figueredo, A. J., Vásquez, G., Brumbach, B. H., & Schneider, S. M. R. (2004). The heritability of life history strategy: The K-factor, covitality, and personality. Social Biology, 51(3–4), 121–143. https://doi.org/10.1080/19485565.2004.9989090Google Scholar
Figueredo, A. J., & Rushton, J. P. (2009). Evidence for shared genetic dominance between the general factor of personality, mental and physical health, and life history traits. Twin Research and Human Genetics, 12(6), 555–563. https://doi.org/10.1375/twin.12.6.555CrossRefGoogle ScholarPubMed
Fisher, R. A. (1954). The genetical theory of natural selection (2nd Ed.). Dover Publications.Google Scholar
Fleming, P. (2012). Social desirability, not what it seems: A review of the implications for self- reports. The International Journal of Educational and Psychological Assessment, 11, 3–22.Google Scholar
Goldberg, L. S., Goldberg, L. H., & Goldberg, L. R. (1981). Language and individual differences: The search for universals in personality lexicons. Reviews of Personality and Social Psychology, 2(1), 141–165.Google Scholar
Goldsmith, H. H., & Rothbart, M. K. (1991). Contemporary instruments for assessing early temperament by questionnaire and in the laboratory. In Strelau, J. & Angleitner, A. (Eds.), Explorations in temperament. Perspectives on individual differences (pp. 249–272). Springer. https://doi.org/10.1007/978-1-4899-0643-4_16CrossRefGoogle Scholar
Hur, Y.-M. (2007). Evidence for nonadditive genetic effects on Eysenck Personality scales in South Korean twins. Twin Research and Human Genetics, 10, 373–378. http://doi.org/10.1375/twin.10.2.373CrossRefGoogle ScholarPubMed
Jang, K. L., Livesley, W. J., Riemann, R., Vernon, P. A., Hu, S., Angleitner, A., Ando, J., Ono, Y., & Hamer, D. H. (2001). Covariance structure of neuroticism and agreeableness: A twin and molecular genetic analysis of the role of the serotonin transporter gene. Journal of Personality and Social Psychology, 81(2), 295–304. https://doi.org/10.1037//0022-3514.81.2.295CrossRefGoogle ScholarPubMed
Jang, K. L., Livesley, W. J., Ando, J., Yamagata, S., Suzuki, A., Angleitner, A., Ostendorf, F., Riemann, R., & Spinath, F. (2006). Behavioral genetics of the higher-order factors of the Big Five. Personality and Individual Differences, 41(2), 261–272. https://doi.org/10.1016/j.paid.2005.11.033CrossRefGoogle Scholar
Johnson, A. M., Vernon, P. A., & Feiler, A. R. (2008). Behavioral genetic studies of personality: An introduction and review of the results of 50+ years of research. In Boyle, J. G., Matthews, G., & Saklofske, D. H. (Eds.), The SAGE handbook of personality theory and assessment: Volume 1, Personality theories and models (pp. 145–173). Sage. https://www.doi.org/10.4135/9781849200462.n7Google Scholar
Kanazawa, S., Segal, N. L., & de Meza, D. (2018). Why are there more same-sex than opposite-sex dizygotic twins? Human Reproduction, 33(5), 930–934. https://doi.org/10.1093/humrep/dey046CrossRefGoogle ScholarPubMed
Keller, M. C., Coventry, W. L., Heath, A. C., & Martin, N. G. (2005). Widespread evidence for non-additive genetic variation in Cloninger’s and Eysenck’s personality dimensions using a twin plus sibling design. Behavior Genetics, 35(6), 707–721. https://doi.org/10.1007/s10519-005-6041-7CrossRefGoogle ScholarPubMed
Krueger, R. F., South, S., Johnson, W., & Iacono, W. (2008). The heritability of personality is not always 50%: Gene-environment interactions and correlations between personality and parenting. Journal of Personality, 76(6), 1485–1522. https://doi.org/10.1111/j.1467-6494.2008.00529.xCrossRefGoogle Scholar
Lo, M.-T., Hinds, D. A., Tung, J. Y., Franz, C., Fan, C.-C., Wang, Y., Smeland, O. B., Schork, A., Holland, D., Kauppi, K., Sanyal, N., Escott-Price, V., Smith, D. J., O’Donovan, M., Stefansson, H., Bjornsdottir, G., Thorgeirsson, T. E., Stefansson, K., McEvoy, L. K., Dale, A. M., … Chen, C. H. (2017). Genome-wide analyses for personality traits identify six genomic loci and show correlations with psychiatric disorders. Nature Genetics, 49(1), 152–156. https://doi.org/10.1038/ng.3736CrossRefGoogle ScholarPubMed
Loehlin, J. C., & Martin, N. G. (2011). The general factor of personality: Questions and elaborations. Journal of Research in Personality, 45(1), 44–49. http://doi.org/10.1016/j.jrp.2010.11.008CrossRefGoogle Scholar
McCrae, R. R., & Costa, P. T. Jr. (1997). Personality trait structure as a human universal. American Psychologist, 52(5), 509–516. https://doi.org/10.1037/0003-066X.52.5.509CrossRefGoogle ScholarPubMed
McCrae, R. R., & Costa, P. T. Jr. (2008). The five-factor theory of personality. In John, O. P., Robins, R. W., & Pervin, L. A. (Eds.), Handbook of personality: Theory and research (pp. 159–181). The Guilford Press.Google Scholar
McCrae, R. R., Yamagata, S., Jang, K. L., Riemann, R., Ando, J., Ono, Y., Angleitner, A., & Spinath, F. M. (2008). "Substance and artefact in the higher-order factors of the Big Five": Correction to McCrae et al. (2008). Journal of Personality and Social Psychology, 95(3), 592. https://doi.org/10.1037/a0013545CrossRefGoogle Scholar
Medda, E., Toccaceli, V., Fagnani, C., Nisticò, L., Brescianini, S., Salemi, M., Ferri, M., D’Ippolito, C., Alviti, S., Arnofi, A., & Stazi, M. A. (2019). The Italian Twin Registry: An update at 18 years from its inception. Twin Research and Human Genetics, 22(6), 572–578. https://doi.org/10.1017/thg.2019.75CrossRefGoogle ScholarPubMed
Musek, J. (2007). A general factor of personality: Evidence for the Big One in the five-factor model. Journal of Research in Personality, 41(6), 1213–1233.CrossRefGoogle Scholar
Muthén, L. K., & Muthén, B. O. (1998–2017). Mplus user’s guide (8th Ed.). Muthén & Muthén. https://www.statmodel.com/download/usersguide/MplusUserGuideVer_8.pdfGoogle Scholar
Neale, M. C., & Cardon, L. R. (1992). Methodology for genetic studies of twins and families. Springer. http://doi.org/10.1007/978-94-015-8018-2CrossRefGoogle Scholar
Neale, M. C., Boker, S. M., Xie, G., & Maes, H. (2006). Mx: Statistical modeling (7th Ed.). Virginia Commonwealth University.Google Scholar
Neale, M., & Cardon, L. (2013). Methodology for genetic studies of twins and families. Springer Science & Business Media.Google Scholar
Penke, L., Denissen, J. J. A., & Miller, G. F. (2007). The evolutionary genetics of personality. European Journal of Personality, 21, 549–587. http://doi.org/10.1002/per.629CrossRefGoogle Scholar
Perugini, M., & Leone, L. (1996). Construction and validation of a Short Adjectives Checklist to measure Big Five (SACBIF). European Journal of Psychological Assessment, 12(1), 33–42. http://doi.org/10.1027/1015-5759.12.1.33CrossRefGoogle Scholar
Power, R. A., & Pluess, M. (2015). Heritability estimates of the Big Five personality traits based on common genetic variants. Translational Psychiatry, 5(7), Article e604. https://doi.org/10.1038/tp.2015.96CrossRefGoogle ScholarPubMed
Revelle, W., & Wilt, J. (2013). The general factor of personality: A general critique. Journal of Research in Personality, 47(5), 493–504. http://doi.org/10.1016/j.jrp.2013.04.012CrossRefGoogle ScholarPubMed
Riemann, R., & Kandler, C. (2010). Construct validation using multitrait-multimethod-twin data: The case of a General Factor of Personality. European Journal of Personality, 24(3), 258–277. https://doi.org/10.1002/per.760CrossRefGoogle Scholar
Risch, N. (2000). Searching for genetic determinants in the new millennium. Nature, 405, 847–856. http://doi.org/10.1038/35015718CrossRefGoogle ScholarPubMed
Risch, N., Herrell, R., Lehner, T., Liang, K.-Y., Eaves, L., Hoh, J., Griem, A., Kovacs, M., Ott, J., & Merikangas, K. R. (2009). Interaction between the serotonin transporter gene (5–HTTLPR), stressful life events, and risk of depression: A meta-analysis. JAMA, 301(23), 2462–2471. https://doi.org/10.1001/jama.2009.878CrossRefGoogle ScholarPubMed
Rushton, J. P., Bons, T. A., & Hur, Y.-M. (2008). The genetics and evolution of a General Factor of Personality. Journal of Research in Personality, 42, 1173–1185. http://doi.org/10.1016/j.jrp.2008.03.002CrossRefGoogle Scholar
Rushton, J. P., & Irwing, P. (2009). A General Factor of Personality (GFP) from the Multidimensional Personality Questionnaire. Personality and Individual Differences, 47, 571–576. https://doi.org/10.1016/j.paid.2009.05.011CrossRefGoogle Scholar
Rushton, J. P., Bons, T. A., Ando, J., Hur, Y-M., Irwing, P., Vernon, P. A., Petrides, K. V., & Barbaranelli, C. (2009). A general factor of personality from multi- trait-multimethod data and cross-national twins. Twin Research and Human Genetics, 12, 356–365. http://doi.org/10.1375/twin.12.4.356CrossRefGoogle Scholar
Smederevac, S., Mitrović, D., Sadiković, S., Riemann, R., Bratko, D., Prinz, M., & Budimlija, Z. (2020). Hereditary and environmental factors of the five-factor model traits: A cross-cultural study. Personality and Individual Differences, 162, Article 109995. https://doi.org/10.1016/j.paid.2020.109995CrossRefGoogle Scholar
StataCorp. (2019). Stata Statistical Software (Release 16) [Computer software]. StataCorp LLC. https://www.stata.comGoogle Scholar
Schweizer, K. (2010). Some guidelines concerning the modeling of traits and abilities in test construction. European Journal of Psychological Assessment, 26(1), 1–2. https://doi.org/10.1027/1015-5759/a000001CrossRefGoogle Scholar
Tarnoki, A. D., Baracchini, C., Tarnoki, D. L., Lucatelli, P., Boatta, E., Zini, C., Fanelli, F., Molnar, A. A., Meneghetti, G., Stazi, M. A., Medda, E., Cotichini, R., Nisticò, L., Fagnani, C., Osztovits, J., Jermendy, G., Preda, I., Gabor, R. G., Metneki, J., … Schillaci, G. (2012). Evidence for a strong genetic influence on carotid plaque characteristics: An International twin study. Stroke, 43(12), 3168–3172. https://doi.org/10.1161/STROKEAHA.112.666016CrossRefGoogle Scholar
Tucker-Drob, E. M., Briley, D. A., Engelhardt, L. E., Mann, F. D., & Harden, K. P. (2016). Genetically-mediated associations between measures of childhood character and academic achievement. Journal of Personality and Social Psychology, 111(5), 790–815. https://doi.org/10.1037/pspp0000098CrossRefGoogle ScholarPubMed
van der Linden, D., te Nijenhuis, J., & Bakker, A. B. (2010). The General Factor of Personality: A meta-analysis of Big Five intercorrelations and a criterion-related validity study. Journal of Research in Personality, 44(3), 315–327. https://doi.org/10.1016/j.jrp.2010.03.003CrossRefGoogle Scholar
van der Linden, D., Dunkel, C. S., Beaver, K. M., & Louwen, M. (2015). The unusual suspect: The General Factor of Personality (GFP), life history theory, and delinquent behavior. Evolutionary Behavioral Sciences, 9(3), 145–160. https://doi.org/10.1037/ebs0000027CrossRefGoogle Scholar
van der Linden, D., Schermer, J. A., de Zeeuw, E., Dunkel, C. S., Pekaar, K. A., Bakker, A. B., Vernon, P. A., & Petrides, K. V. (2018). Overlap between the General Factor of Personality and trait emotional intelligence: A genetic correlation study. Behavior Genetics, 48(2), 147–154. https://doi.org/10.1007/s10519-017-9885-8CrossRefGoogle ScholarPubMed
Verweij, K. J. H., Mosing, M. A., Ullén, F., & Madison, G. (2016). Individual differences in personality masculinity-femininity: Examining the effects of genes, environment, and prenatal hormone transfer. Twin Research and Human Genetics, 19(2), 87–96. http://doi.org/10.1017/thg.2016.8CrossRefGoogle ScholarPubMed
Veselka, L., Schermer, J. A., Petrides, K. V., Cherkas, L. F., Spector, T. D., & Vernon, P. A. (2009). A general factor of personality: Evidence from the HEXACO Model and a measure of trait emotional intelligence. Twin Research and Human Genetics, 12, 420–424. http://doi.org/10.1375/twin.12.5.420CrossRefGoogle Scholar
Veselka, L., Schermer, J. A., Petrides, K. V., & Vernon, P. A. (2009). Evidence for a heritable general factor of personality in two studies. Twin Research and Human Genetics, 12, 254–260. http://doi.org/10.1375/twin.12.3.254CrossRefGoogle ScholarPubMed
Visscher, P. M. (2004). Power of the classical twin design revisited. Twin Research and Human Genetics, 7(5), 505–512. https://doi.org/10.1375/twin.7.5.505CrossRefGoogle ScholarPubMed
Vukasović, T., & Bratko, D. (2015). Heritability of personality: A meta-analysis of behavior genetic studies. Psychological Bulletin, 141(4), 769–785. https://doi.org/10.1037/bul0000017CrossRefGoogle ScholarPubMed
Weiss, A., Bates, T., & Luciano, M. (2008). Happiness is a personal(ity) thing: The genetics of personality and well-being in a representative sample. Psychological Science, 19, 205–210. http://doi.org/10.1111/j.1467-9280.2008.02068.xCrossRefGoogle ScholarPubMed