Abstract
A method is proposed for fitting heredity-environment models simultaneously to data from several groups on multiple measures. The procedure is shown to be computationally practicable by applying it to the 18-scale California Psychological Inventory (CPI), using data from 17 subgroups from two twin studies and an adoption study. A number of models involving different assumptions about heredity and environment were tested. Overall, the genes appeared to contribute about 40% of the personality test variance; shared family environment, 5% or less; and other factors, presumably including idiosyncratic experiences, gene-environment interaction, and measurement error, the remaining 55%. On the whole, making distinctions among genetic parameters improved the fits of models more often than did making distinctions among environmental parameters, and models that allowed for differences across traits fit significantly better than models that did not.
Similar content being viewed by others
References
Ahern, F. M., Johnson, R. C., Wilson, J. R., McClearn, G. E., and Vandenberg, S. G. (1982). Family resemblances in personality.Behav. Genet. 12:261–280.
Behrman, J., Taubman, P., and Wales, T. (1977). Controlling for and measuring the effects of genetics and family environment in equations for schooling and labor market success. In Taubman, P. (ed.),Kinometrics, North-Holland, Amsterdam, pp. 35–96.
Bentler, P. M., and Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures.Psychol. Bull. 85:588–606.
Carey, G., and Rice, J. (1983). Genetics and personality temperament: Simplicity or complexity?Behav. Genet. 13:43–63.
Carey, G., Goldsmith, H. H., Tellegen, A., and Gottesman, I. I. (1978). Genetics and personality inventories.Behav. Genet. 8:299–313.
Cattell, R. B. (1953). Research designs in psychological genetics with special reference to the multiple variance method.Am. J. Hum. Genet. 5:76–93.
Cattell, R. B. (1960). The multiple abstract variance analysis equations and solutions.Psychol. Rev. 67:353–372.
Cattell, R. B. (1982).The Inheritance of Personality and Ability, Academic Press, New York.
Claridge, G., Canter, S., and Hume, W. I. (1973).Personality Differences and Biological Variations: A Study of Twins, Pergamon, New York.
Cloninger, C. R., Rice, J., and Reich, T. (1979). Multifactorial inheritance with cultural transmission and assortative mating. III. Family structure and analysis of separation experiments.Am. J. Hum. Genet. 31:366–388.
Cudeck, R., and Browne, M. W. (1983). Cross-validation of covariance structures.Multivar. Behav. Res. 18:147–167.
Davidon, W. C. (1975). Optimally conditioned optimization algorithms without line searches.Math. Program. 9:1–30.
Eaves, L. J., and Eysenck, H. J. (1977). A genotype-environmental model for psychoticism.Adv. Behav. Res. Ther. 1:5–26.
Eaves, L. J., and Gale, J. S. (1974). A method for analyzing the genetic basis of covariation.Behav. Genet. 4:253–267.
Eaves, L. J., Last, K. A., Young, P. A., and Martin, N. G. (1978). Model-fitting approaches to the analysis of human behaviour.Heredity 41:249–320.
Elston, R. C., and Gottesman, I. I. (1968). The analysis of quantitative inheritance simultaneously from twin and family data.Am. J. Hum. Genet. 20:512–521.
Floderus-Myrhed, B., Pedersen, N., and Rasmuson, I. (1980). Assessment of heritability for personality, based on a short-form of the Eysenck Personality Inventory.Behav. Genet. 10:153–162.
Fulker, D. W., and DeFries, J. C. (1983). Genetic and environmental transmission in the Colorado Adoption Project: Path analysis.Brit. J. Math. Stat. Psychol. 36:175–188.
Fulker, D. W., Eysenck, S. B. G., and Zuckerman, M. (1980). A genetic and environmental analysis of sensation seeking.J. Res. Personal. 14:261–281.
Gottesman, I. I. (1963). Heritability of personality: A demonstration.Psychol. Monogr. 77:Whole No. 572.
Gough, H. G. (1948). A new dimension of status. I. Development of a personality scale.Am. Sociol. Rev. 13:401–409.
Gough, H. G. (1957).Manual for the California Psychological Inventory (revised 1964), Consulting Psychologists Press, Palo Alto, Calif.
Horn, J. M., Plomin, R., and Rosenman, R. (1976). Heritability of personality traits in adult male twins.Behav. Genet. 6:17–30.
Jencks, C., Smith, M., Acland, H., Bane, M. J., Cohen, D., Gintis, H., Heyns, B., and Michelson, S. (1972).Inequality, Basic Books, New York.
Jöreskog, K. G., and Sörbom, D. (1979).Advances in Factor Analysis and Structural Equation Models, Abt Books, Cambridge, Mass.
Loehlin, J. C. (1979). Combining data from different groups in human behavior genetics. In Royce, J. R., and Mos, L. P. (eds.),Theoretical Advances in Behavior Genetics, Sijthoff and Noordhoff, Alpen aan den Rijn, The Netherlands, pp. 303–334.
Loehlin, J. C. (1982). Are personality traits differentially heritable?Behav. Genet. 12:417–428.
Loehlin, J. C., and Nichols, R. C. (1976).Heredity, Environment, and Personality, University of Texas Press, Austin, 1976.
Loehlin, J. C., Willerman, L., and Horn, J. M. (1985). Personality resemblances in adoptive families when the children are late-adolescent or adult.J. Personal. Soc. Psychol. 48:376–392.
Martin, N. G., Eaves, L. J., and Fulker, D. W. (1979). The genetical relationship of impulsiveness and sensation seeking to Eysenck's personality dimensions.Acta Genet. Med. Gemellol. 28:197–210.
McGue, M., Wette, R., and Rao, D. C. (1984). Evaluation of statistical methods of path analysis through computer simulation.Behav. Genet. 14:609 (abstr.).
Megargee, E. I. (1972).The California Psychological Inventory Handbook, Jossey-Bass, San Francisco.
Mulaik, S. A. (1982). How should we overidentify structural equation models? Paper read at annual meeting of Soc. Multivar. Exp. Psychol.
Neale, M. C., and Fulker, D. W. (1984). A bivariate path analysis of fear data on twins and their parents.Acta Genet. Med. Gemellol. 33:273–286.
Pearson, K., and Filon, L. N. G. (1898). Mathematical contributions to the theory of evolution. IV.Philos. Trans. R. Soc. (Lond.) Ser. A 191:229–311.
Plomin, R., and DeFries, J. C. (1979). Multivariate behavioral genetic analysis of twin data on scholastic abilities.Behav. Genet. 9:505–517.
Rao, D. C., Morton, N. E., and Yee, S. (1976). Resolution of cultural and biological inheritance by path analysis.Am. J. Hum. Genet. 28:228–242.
Rao, D. C., Morton, N. E., Elston, R. C., and Yee, S. (1977). Causal analysis of academic performance.Behav. Genet. 7:147–159.
Rowe, D. C., and Plomin, R. (1981). The importance of nonshared (E1) environmental influences in behavioral development.Dev. Psychol. 17:517–531.
Scarr, S., Webber, P. L., Weinberg, R. A., and Wittig, M. A. (1981). Personality resemblance among adolescents and their parents in biologically-related and adoptive families.J. Personal. Soc. Psychol. 40:885–898.
Steiger, J. H. (1980). Tests for comparing elements of a correlation matrix.Psychol. Bull. 87:245–251.
Vandenberg, S. G. (1962). The hereditary abilities study: Hereditary components in a psychological test battery.Am. J. Hum. Genet. 14:220–237.
Vandenberg, S. G. (1965). Innate abilities, one or many?Acta Genet. Med. Gemellol. 14:41–47.
Vandenberg, S. G., Stafford, R. E., and Brown, A. M. (1968). The Louisville Twin Study. In Vandenberg, S. G. (ed.),Progress in Human Behavior Genetics, Johns Hopkins Press, Baltimore, pp. 153–204.
Vogler, G. P., and DeFries, J. C. (1984). Application of multivariate path analysis to data from the Colorado Family Reading Study.Behav. Genet. 14:618 (abstr.).
Young, P. A., Eaves, L. J., and Eysenck, H. J. (1980). Intergenerational stability and change in the causes of variation in personality.Personal. Ind. Diff. 1:35–55.
Zonderman, A. B. (1982). Differential heritability and consistency.Behav. Genet. 12:193–208.
Author information
Authors and Affiliations
Additional information
This work was supported in part by Grant BNS-7902918 from the National Science Foundation.
Rights and permissions
About this article
Cite this article
Loehlin, J.C. Fitting heredity-environment models jointly to twin and adoption data from the California Psychological Inventory. Behav Genet 15, 199–221 (1985). https://doi.org/10.1007/BF01065978
Received:
Accepted:
Issue Date:
DOI: https://doi.org/10.1007/BF01065978