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The Problem of Non-Shared Environment in Behavioral Genetics

Abstract

The role of non-shared environment (NSE) in the development of psychological traits is usually comparable with that of the genotype. However, no specific factors of NSE with significant impact on such traits have been discovered so far. We propose that the current failures in understanding the origin of NSE are at least partly due to the fact that behavioral genetics has left out one of the key sources of phenotypic variation. This source is the intrinsic stochasticity of molecular processes underlying individual development. At the critical stages of ontogeny, even minor fluctuations in gene expression or gene-product functioning can remarkably affect the phenotype; this role is experimentally proved in multiple model organisms. In the present paper, several mechanisms of molecular stochasticity, which could affect the development of psychological traits, are discussed. We propose to distinguish external NSE (any external differences) and internal NSE (intrinsic molecular stochasticity). Available data indicate that the impact of external NSE is likely to be low, which makes the presumptive role of internal NSE rather decisive. If our assumption is true, the paradigm of behavioral genetics should be revised, and comprehensive analysis of molecular stochasticity during individual development is strongly required.

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References

  1. Adegbola AA, Cox GF, Bradshaw EM, Hafler DA, Gimelbrant A, Chess A (2015) Monoallelic expression of the human FOXP2 speech gene. PNAS 112:6848–6854. https://doi.org/10.1073/pnas.1411270111

  2. Akay T, Acharya HJ, Fouad K, Pearson KG (2006) Behavioral and electromyographic characterization of mice lacking EphA4 receptors. J Neurophysiol 96:642–651. https://doi.org/10.1152/jn.00174.2006

  3. Allis CD, Jenuwein T, Reinberg D, Caparros M-L (2007) Epigenetics. Cold Spring Harbor Laboratory Press, New York

  4. Araten DJ, Krejci O, DiTata K, Wunderlich M, Sanders KJ, Zamechek L, Mulloy JC (2013) The rate of spontaneous mutations in human myeloid cells. Mutat Res 749:49–57. https://doi.org/10.1016/j.mrfmmm.2013.05.004

  5. Asbury K, Dunn JF, Pike A, Plomin R (2003) Nonshared environmental influences on individual differences in early behavioral development: a monozygotic twin differences study. Child Dev 74:933–943. https://doi.org/10.1111/1467-8624.00577

  6. Asbury K, Dunn JF, Plomin R (2006a) Birthweight discordance and differences in early parenting relate to monozygotic twin differences in behaviour problems and academic achievement at age 7. Dev Sci 9(2):F22–F31. https://doi.org/10.1111/j.1467-7687.2006.00469.x

  7. Asbury K, Dunn J, Plomin R (2006b) The use of discordant MZ twins to generate hypotheses regarding non-shared environmental influence on anxiety in middle childhood. Soc Dev 15:564–570. https://doi.org/10.1111/j.1467-9507.2006.00356.x

  8. Astauroff BL (1930) Analyse der erblichen Stoerungsfaelle der bilateralen symmetrie im Zusammenhang mit der selbstaendigen variabilitaet aenlicher Strukturen. Z indukt Abstamm Vererb 55(3):183–262

  9. Auerbach C (1976) Mutation research: problems, results and perspectives. Chapman and Hall, London

  10. Avner P, Heard E (2001) X-chromosome inactivation: counting, choice and initiation. Nat Rev Genet 2:59–67. https://doi.org/10.1038/35047580

  11. Bar-Yam Y (1997) Dynamics of complex systems. Addison-Wesley, Reading

  12. Bonnaud EM, Suberbielle E, Malnou CE (2016) Histone acetylation in neuronal (dys)function. Biomol Concepts 7:103–116. https://doi.org/10.1515/bmc-2016-0002

  13. Bouchard TJ, McGue M (2003) Genetic and environmental influences on human psychological differences. J Neurobiol 54:4–45. https://doi.org/10.1002/neu.10160

  14. Bourgeois P, Bolcato-Bellemin A-L, Danse J-M, Bloch-Zupan A, Yoshiba K, Stoetzel C, Perrin-Schmitt F (1998) The variable expressivity and incomplete penetrance of the twist-null heterozygous mouse phenotype resemble those of human Saethre–Chotzen syndrome. Hum Mol Genet 7:945–957. https://doi.org/10.1093/hmg/7.6.945

  15. Braitenberg V, Schüz A (1998) Cortex: statistics and geometry of neuronal connectivity. Springer, Berlin

  16. Bresler SE, Mosevitsky MI, Vyacheslavov LG (1973) Mutations as possible replication errors in bacteria growing under conditions of thymine deficiency. Mutat Res 19:281–293

  17. Briggs SF, Reijo Pera RA (2014) X chromosome inactivation: recent advances and a look forward. Curr Opin Gen Dev 28:78–82. https://doi.org/10.1016/j.gde.2014.09.010

  18. Brunswik E (1939) The conceptual focus of some psychological systems. Erkenntnis 8(1):36–49. https://doi.org/10.1007/BF00176018

  19. Burgess HA, Johnson SL, Granato M (2009) Unidirectional startle responses and disrupted left-right coordination of motor behaviors in robo3 mutant zebrafish. Gen Brain Behav 8(5):500–511. https://doi.org/10.1111/j.1601-183X.2009.00499.x

  20. Burt SA (2009) Rethinking environmental contributions to child and adolescent psychopathology: a meta-analysis of shared environmental influences. Psychol Bull 135:608–637. https://doi.org/10.1037/a0015702

  21. Chang HH, Hemberg M, Barahona M, Ingber DE, Huang S (2008) Transcriptome-wide noise controls lineage choice in mammalian progenitor cells. Nature 453:544–547. https://doi.org/10.1038/nature06965

  22. Changeux J-P, Garey L (1997) Neuronal man: the biology of mind. Princeton University Press, New Jersey

  23. Chess A (2013) Random and non-random monoallelic expression. Neuropsychopharmacology 38:55–61. https://doi.org/10.1038/npp.2012.85

  24. Chown SL, Gaston KJ (2009) Body size variation in insects: a macroecological perspective. Biol Rev 85:139–169. https://doi.org/10.1111/j.1469-185X.2009.00097.x

  25. Clerc P, Avner P (2011) New lessons from random X-chromosome inactivation in the mouse. J Mol Biol 409:62–69. https://doi.org/10.1016/j.jmb.2011.02.022

  26. Cochella L, Green R (2005) Fidelity in protein synthesis. Curr Biol 15(14):536–540. https://doi.org/10.1016/j.cub.2005.07.018

  27. Connell-Crowley L, Vo D, Luke L, Giniger E (2007) Drosophila lacking the Cdk5 activator, p35, display defective axon guidance, age-dependent behavioral deficits and reduced lifespan. Mech Dev 124:341–349. https://doi.org/10.1016/j.mod.2007.02.002

  28. Davis OSP, Haworth CMA, Plomin R (2009) Learning abilities and disabilities: generalist genes in early adolescence. Cogn Neuropsychiatry 14:312–331

  29. De S (2011) Somatic mosaicism in healthy human tissues. Trends Genet 27(6):217–223. https://doi.org/10.1016/j.tig.2011.03.002

  30. Deater-Deckard K, Pike A, Petrill SA, Cutting AL, Hughes C, O’Connor TG (2001) Nonshared environmental processes in social-emotional development: an observational study of identical twin differences in the preschool period. Dev Sci 4:F1–F6. https://doi.org/10.1111/1467-7687.00157

  31. Devlin B, Daniels M, Roeder K (1997) The heritability of IQ. Nature 388:468–471. https://doi.org/10.1038/41319

  32. Dirac PAM (1935) The principles of quantum mechanics, 2nd edn. The Clarendon Press, Oxford

  33. Drake JW, Charlesworth B, Charlesworth D, Crow JF (1998) Rates of spontaneous mutation. Genetics 148:1667–1686

  34. Elowitz MB, Levine AJ, Siggia ED, Swain PS (2002) Stochastic gene expression in a single cell. Science 297:1183–1186. https://doi.org/10.1126/science.1070919

  35. Estes R, Williams EE (1984) Ontogenetic variation in the molariform teeth of lizards. J Vertebr Paleontol 4:96–107. https://doi.org/10.1080/02724634.1984.10011989

  36. Falconer DS, Mackay TF (1996) Introduction to quantitative genetics, 4th edn. Longman, Essex

  37. Falmagne JC (1965) Stochastic models for choice reaction time with applications to experimental results. J Math Psychol 2:77–124. https://doi.org/10.1016/0022-2496(65)90018-0

  38. Feldmeyer D, Lübke JHR (eds) (2010) New aspects of axonal structure and function. Springer, Berlin

  39. Frank-Kamenetskii DA (1967) Diffusion and heat transfer in chemical kinetics. Nauka, Moscow [in Russian]

  40. Galaktionov KV, Dobrovolskij AA (2003) The biology and evolution of trematodes: an essay on the biology, morphology, life cycles, transmissions, and evolution of digenetic trematodes. Kluwer Academic Publishers, Dordrecht

  41. Gallea C, Popa T, Billot S, Méneret A, Depienne C, Roze E (2011) Congenital mirror movements: a clue to understanding bimanual motor control. J Neurol 258:1911–1919. https://doi.org/10.1007/s00415-011-6107-9

  42. Galton F (1875) The history of twins as a criterion of the relative powers of nature and nurture. Fraser’s Mag 12:566–576. https://doi.org/10.1093/ije/dys097 Republished as: Galton F (2012) The history of twins as a criterion of the relative powers of nature and nurture. Int J Epidemiol 41:905–911

  43. Gärtner K (1990) A third component causing random variability beside environment and genotype. A reason for the limited success of a 30-year long effort to standardize laboratory animals? Lab Anim 24:71–77. https://doi.org/10.1093/ije/dyr219

  44. Gimelbrant A, Hutchinson JN, Thompson BR, Chess A (2007) Widespread monoallelic expression on human autosomes. Science 318:1136–1140. https://doi.org/10.1126/science.1148910

  45. Gordon AJE, Halliday JA, Blankschien MD, Burns PA, Yatagai F, Herman C (2009) Transcriptional infidelity promotes heritable phenotypic change in a bistable gene network. PLoS Biol 7:e1000044. https://doi.org/10.1371/journal.pbio.1000044

  46. Goswami A (2012) The physicists’ view of nature part 2: the quantum revolution. Springer Science & Business Media, Berlin

  47. Griffiths AJF, Wessler SR, Carroll SB, Doebley J (2010) An introduction to genetic analysis, 10th edn. WH Freeman

  48. Grigorenko EL, Kornilov SA, Naumova OY (2016) Epigenetic regulation of cognition: a circumscribed review of the field. Dev Psychopathol 4:1285–1304. https://doi.org/10.1017/S0954579416000857

  49. Hayes RA, Crossland MR, Hagman M, Capon RJ, Shine R (2009) Ontogenetic variation in the chemical defenses of cane toads (Bufo marinus): toxin profiles and effects on predators. J Chem Ecol 35:391–399. https://doi.org/10.1007/s10886-009-9608-6

  50. Jablonka E, Lamb M (2005) Evolution in four dimensions: genetic, epigenetic, behavioral, and symbolic variation in the history of life. MIT Press, Cambridge

  51. Kaeppler SM, Kaeppler HF, Rhee Y (2000) Epigenetic aspects of somaclonal variation in plants. Plant Mol Biol 43:179–188. https://doi.org/10.1023/A:1006423110134

  52. Kaiser M, Hilgetag CC, Van Ooyen A (2009) A simple rule for axon outgrowth and synaptic competition generates realistic connection lengths and filling fractions. Cereb Cortex 19:3001–3010. https://doi.org/10.1093/cercor/bhp071

  53. Keller MC, Coventry WL, Heath AC, Martin NG (2005) Widespread evidence for non-additive genetic variation in Cloninger’s and Eysenck’s personality dimensions using a twin plus sibling design. Behav Genet 35:707–721. https://doi.org/10.1007/s10519-005-6041-7

  54. Kim S, Kaang BK (2017) Epigenetic regulation and chromatin remodeling in learning and memory. Exp Mol Med 49:e281. https://doi.org/10.1038/emm.2016.140

  55. Kitazawa MS, Fujimoto K (2014) A developmental basis for stochasticity in floral organ numbers. Fron Plant Sci 5:545. https://doi.org/10.3389/fpls.2014.00545

  56. Koshland EE Jr (1984) Individuality in bacteria and its relationship to higher species. In: Fox SW (ed) Individuality and determinism: chemical and biological bases. Plenum, New York, pp 1–31

  57. Kozlenkov A, Wang M, Roussos P, Rudchenko S, Barbu M, Bibikova M, Klotzle B, Dwork AJ, Zhang B, Hurd YL, Koonin EV, Wegner M, Dracheva S (2016) Substantial DNA methylation differences between two major neuronal subtypes in human brain. Nucleic Acids Res 44:2593–2612. https://doi.org/10.1093/nar/gkv1304

  58. Krapohl E, Rimfeld K, Shakeshaft NG et al (2014) The high heritability of educational achievement reflects many genetically influenced traits, not just intelligence. PNAS 111:15273–15278. https://doi.org/10.1073/pnas.1408777111

  59. Kulkarni G, Xu Z, Mohamed AM, Tang X, Limerick G, Wadsworth WG (2013) Experimental evidence for UNC-6 (netrin) axon guidance by stochastic fluctuations of intracellular UNC-40 (DCC) outgrowth activity. Biol Open 2:1300–1312. https://doi.org/10.1242/bio.20136346

  60. Landau LD, Lifshitz EM (1965) Quantum mechanics. Pergamon Press, Oxford

  61. Landry JR, Mager DL, Wilhelm BT (2003) Complex controls: the role of alternative promoters in mammalian genomes. Trends Genet 19:640–648. https://doi.org/10.1016/j.tig.2003.09.014

  62. Loehlin JC (1992) Genes and environment in personality development. Sage Publications, Newburg Park

  63. Luo C, Keown CL, Kurihara L, Zhou J, He Y, Li J, Castanon R, Lucero J, Nery JR, Sandoval JP, Bui B, Sejnowski TJ, Harkins TT, Mukamel EA, Behrens MM, Ecker JR (2017) Single-cell methylomes identify neuronal subtypes and regulatory elements in mammalian cortex. Science 357:600–604. https://doi.org/10.1126/science.aan3351

  64. Lynch M (2010) Rate, molecular spectrum, and consequences of human mutation. PNAS 107:961–968. https://doi.org/10.1073/pnas.0912629107

  65. Maamar H, Raj A, Dubnau D (2007) Noise in gene expression determines cell fate in Bacillus subtilis. Science 317:526–529. https://doi.org/10.1126/science.1140818

  66. Macagno ER, Lopresti V, Levinthal C (1973) Structure and development of neuronal connections in isogenic organisms: variations and similarities in the optic system of Daphnia magna. PNAS 70:57–61

  67. McCrae RR, Costa PT Jr, Ostendorf F, Angleitner A, Hrebícková M, Avia MD, Sanz J, Sánchez-Bernardos ML, Kusdil ME, Woodfield R, Saunders PR, Smith PB (2000) Nature over nurture: temperament, personality, and life span development. J Person Soc Psychol 78:173–186. https://doi.org/10.1037/0022-3514.78.1.173

  68. Merchán-Pérez A, Rodríguez J-R, González S, Robles V, Defelipe J, Larrañaga P, Bielza C (2014) Three-dimensional spatial distribution of synapses in the neocortex: a dual-beam electron microscopy study. Cereb Cortex 24:1579–1588. https://doi.org/10.1093/cercor/bht018

  69. Mo A, Mukamel EA, Davis FP et al (2015) Epigenomic signatures of neuronal diversity in the mammalian brain. Neuron 86:1369–1384. https://doi.org/10.1016/j.neuron.2015.05.018

  70. Molenaar PCM, Boomsma DI, Dolan CV (1993) A third source of developmental differences. Behav Genet 23:519–524

  71. Mullineaux PY, Deater-Deckard K, Petrill SA, Thompson LA (2009) Parenting and child behaviour problems: a longitudinal analysis of non-shared environment. Infant Child Dev 18:133–148. https://doi.org/10.1002/ICD.593

  72. Nachman I, Regev A, Ramanathan S (2007) Dissecting timing variability in yeast meiosis. Cell 131:544–556. https://doi.org/10.1016/j.cell.2007.09.044

  73. Neimark YuI, Landa PS (1992) Stochastic and chaotic oscillations. Kluwer Acad Publ, Dordrecht

  74. Nicolis G, Nicolis C (2007) Foundations of complex systems. nonlinear dynamics, statistical physics, information and prediction. World Scientific, Singapore

  75. Ochsenreiter T, Anderson S, Wood ZA, Hajduk SL (2008) Alternative RNA editing produces a novel protein involved in mitochondrial DNA maintenance in trypanosomes. Mol Cell Biol 28:5595–5604. https://doi.org/10.1128/MCB.00637-08

  76. Olsen LF, Degn H (1985) Chaos in biological systems. Quart Rev Biophys 18:165–225. https://doi.org/10.1017/S0033583500005175

  77. Phan ML, Bieszczad KM (2016) Sensory cortical plasticity participates in the epigenetic regulation of robust memory formation. Neural Plast 2016:7254297. https://doi.org/10.1155/2016/7254297

  78. Plomin R (1994) Genetics and experience: the interplay between nature and nurture. Sage Publications Inc, Thousand Oaks

  79. Plomin R (2004) Genetics and developmental psychology. Merrill-Palmer Quart 50(3):11

  80. Plomin R (2011) Commentary: why are children in the same family so different? Non-shared environment three decades later. Int J Epidemiol 40:582–592. https://doi.org/10.1093/ije/dyq144

  81. Plomin R, Bergeman CS (1991) The nature of nurture: genetic influences on “environmental” measures. Behav Brain Sci 14:373–427. https://doi.org/10.1017/S0140525X00070278

  82. Plomin R, Daniels D (1987) Why are children in the same family so different from one another? Behav Brain Sci 10:1–16. https://doi.org/10.1017/S0140525X00055941

  83. Plomin R, Asbury K, Dunn J (2001) Why are children in the same family so different? nonshared environment a decade later. Can J Psychiatry 46:225–233. https://doi.org/10.1177/070674370104600302

  84. Plomin R, DeFries JC, Knopik VS, Neiderheiser J (2013) Behavioral genetics. Macmillan, Palgrave

  85. Polderman TJC, Benyamin B, de Leeuw CA et al (2015) Meta-analysis of the heritability of human traits based on fifty years of twin studies. Nat Genet 47:702–709. https://doi.org/10.1038/ng.3285

  86. Price B (1950) Primary biases in twin studies, a review of prenatal and natal difference-producing factors in monozygotic pairs. Am J Hum Genet 2:293–352

  87. Price B (1978) Bibliography on prenatal and natal influences in twins. Acta Genet Med Gemellol 27:97–113

  88. Raj A, Van Oudenaarden A (2008) Nature, nurture, or chance: stochastic gene expression and its consequences. Cell 135:216–226. https://doi.org/10.1016/j.cell.2008.09.050

  89. Raj A, Peskin CS, Tranchina D, Vargas DY, Tyagy S (2006) Stochastic mRNA synthesis in mammalian cells. PLoS Biol 4:e309. https://doi.org/10.1371/journal.pbio.0040309

  90. Raj A, Rifkin SA, Andersen E, van Oudenaarden A (2010) Variability in gene expression underlies incomplete penetrance. Nature 463:913–918. https://doi.org/10.1038/nature08781

  91. Raser JM, O’Shea EK (2004) Control of stochasticity in eukaryotic gene expression. Science 304:1811–1814. https://doi.org/10.1126/science.1098641

  92. Rhee SH, Waldman ID (2002) Genetic and environmental influences on antisocial behavior: a meta-analysis of twin and adoption studies. Psychol Bull 128:490–529. https://doi.org/10.1037/0033-2909.128.3.490

  93. Ridley M (2003) Nature via nurture: genes, experience, and what makes us human. Harper Collins Publishers, New York

  94. Rosenberger RF, Hilton J (1983) The frequency of transcriptional and translational errors at nonsense codons in the lacZ gene of Escherichia coli. Mol Gen Genet 191:207–212

  95. Ross MT, Grafham DV, Coffey AJ et al (2005) The DNA sequence of the human X chromosome. Nature 434:325–337. https://doi.org/10.1038/nature03440

  96. Ruvinsky A (2016) Genetics and Randomness. CRC Press, Boca Raton

  97. Sachs AB, Sarnow P, Hentze MW (1997) Starting at the beginning, middle, and end: translation initiation in eukaryotes. Cell 89:831–838. https://doi.org/10.1016/S0092-8674(00)80268-8

  98. Schroeder M (1991) Fractals, chaos, power laws: minutes from an infinite paradise. WH Freeman, New York

  99. Smith GD (2011) Epidemiology, epigenetics and the ‘Gloomy Prospect’: embracing randomness in population health research and practice. Int J Epidemiol 40:537–562. https://doi.org/10.1093/ije/dyr117

  100. Staiger D, Brown JW (2013) Alternative splicing at the intersection of biological timing, development, and stress responses. Plant Cell 25:3640–3656. https://doi.org/10.1105/tpc.113.113803

  101. Stansfield I, Jones KM, Herbert P, Lewendon A, Shaw WV, Tuite MF (1998) Missense translation errors in Saccharomyces cerevisiae. J Mol Biol 282:13–24. https://doi.org/10.1006/jmbi.1998.1976

  102. Strunnikov VA, Vyshinskiy IM (1991) Realisational variation in silk vorm. In: Shumny VK, Ruvinsky AO (eds) Problems in genetics and the theory of evolution. novosibirsk. pp 98–114 [in Russian]

  103. Sun BK, Tsao H (2008) X-chromosome inactivation and skin disease. J Invest Dermatol 128:2753–2759. https://doi.org/10.1038/jid.2008.145

  104. Sverdlov ED (2009) Fundamental taboos of biology. Biochemistry. Moscow 74:939–944. https://doi.org/10.1134/S0006297909090016

  105. Sverdlov ED, Mineev K (2013) Mutation rate in stem cells: an underestimated barrier on the way to therapy. Trends Mol Med 19(5):273–280. https://doi.org/10.1016/j.molmed.2013.01.004

  106. Tchuraev RN (2006) Epigenetics: gene and epigene networks in ontogeny and phylogeny. Rus J Genet 42:1066–1083. https://doi.org/10.1134/S1022795406090122

  107. Tikhodeyev ON (2013) Classification of variability forms by key factors determining the phenotype: traditional views and their modern revision. Ekologicheskaya Genetika 11(3):79–92. [in Russian]

  108. Tikhodeyev ON (2016) Epigenetic and eugenetic processes. Biol Bull Rev 6:333–343. https://doi.org/10.1134/S2079086416040071

  109. Tikhodeyev ON (2018) The mechanisms of epigenetic inheritance: how diverse are they? Biol Rev Camb Philos Soc 93:1987–2005. https://doi.org/10.1111/brv.12429

  110. Timofeeff-Ressovsky NW (1927) Studies on the phenotypic manifestation of hereditary factors. I. on the phenotypic manifestation of the genovariation radius incompletus in Drosophila funebris. Genetics 12(1):128–198

  111. Turkheimer E, Waldron M (2000) Nonshared environment: a theoretical, methodological, and quantitative review. Psychol Bull 126(1):78–108. https://doi.org/10.1037/0033-2909.126.1.78

  112. Tvorogova VE, Gurina AA, Tkachenko AA, Lebedeva MA, Tikhodeyeva MY, Tikhodeyev ON (2017) Stochastic variation of flower structure in Trientalis europaea L. Wulfenia 24:61–74

  113. Van Kampen NG (2007) Stochastic Processes in Physics and Chemistry. 3 rd ed. Elsevier, Amsterdam

  114. Vogt O (1926) Psychiatrisch wichtige Tatsachen der zoologisch-botanischen Systematik. Zeitschrift für die gesamte Neurologie Psychiatrie 101:805–832

  115. Vogt G (2015) Stochastic developmental variation, an epigenetic source of phenotypic diversity with far-reaching biological consequences. J Biosci 401–446. https://doi.org/10.1007/s12038-015-9506-8

  116. Von Wrigh GH (1974) Causality and determinism. Columbia University Press, New York

  117. Waddington CH (1962) New patterns in genetics and development. Columbia University Press, New York

  118. Wernet MF, Mazzoni EO, Çelik A, Duncan DM, Duncan I, Desplan C (2006) Stochastic spineless expression creates the retinal mosaic for color vision. Nature 440:174–180. https://doi.org/10.1038/nature04615

  119. Wright S (1920) The relative importance of heredity and environment in determining the piebald pattern of guinea pigs. PNAS 6:320–332

  120. Zakharova IS, Shevchenko AI, Zakian SM (2009) Monoallelic gene expression in mammals. Chromosoma 118:279–290. https://doi.org/10.1007/s00412-009-0206-8

  121. Zeremski M, Hil JE, Kwek SS et al (1999) Structure and regulation of the mouse ing1 gene: Three alternative transcripts encode two phd finger proteins that have opposite effects on p35 function. J Biol Chem 274:45:32172–32181. https://doi.org/10.1074/jbc.274.45.32172

  122. Zhabotinsky AM, Zaikin AN (1973) Autowave processes in a distributed chemical system. J Theor Biol 40:45–56

  123. Zuk O, Hechter E, Sunyaev SR, Lander ES (2012) The mystery of missing heritability: genetic interactions create phantom heritability. PNAS 109:1193–1198. https://doi.org/10.1073/pnas.1119675109

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Acknowledgements

The authors are grateful to anonymous reviewers for their very helpful commentaries and to Maria Lebedeva for her kind assistance in preparation of the text.

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This study was funded by Russian Foundation for Basic Research (Grant 15-04-05579).

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Correspondence to Oleg N. Tikhodeyev.

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Tikhodeyev, O.N., Shcherbakova, О.V. The Problem of Non-Shared Environment in Behavioral Genetics. Behav Genet 49, 259–269 (2019). https://doi.org/10.1007/s10519-019-09950-1

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Keywords

  • Behavioral genetics
  • Psychological traits
  • Non-shared environment
  • Molecular stochasticity
  • Phenotype formation