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Zwir I, Arnedo J, Del-Val C, Pulkki-Råback L, Konte B, Yang SS, Romero-Zaliz R, Hintsanen M, Cloninger KM, Garcia D, Svrakic DM, Rozsa S, Martinez M, Lyytikäinen LP, Giegling I, Kähönen M, Hernandez-Cuervo H, Seppälä I, Raitoharju E, de Erausquin GA, Raitakari O, Rujescu D, Postolache TT, Sung J, Keltikangas-Järvinen L, Lehtimäki T, Cloninger CR. Uncovering the complex genetics of human temperament. Mol Psychiatry 2020; 25:2275-2294. [PMID: 30279457 PMCID: PMC7515831 DOI: 10.1038/s41380-018-0264-5] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2018] [Revised: 07/21/2018] [Accepted: 08/15/2018] [Indexed: 11/11/2022]
Abstract
Experimental studies of learning suggest that human temperament may depend on the molecular mechanisms for associative conditioning, which are highly conserved in animals. The main genetic pathways for associative conditioning are known in experimental animals, but have not been identified in prior genome-wide association studies (GWAS) of human temperament. We used a data-driven machine learning method for GWAS to uncover the complex genotypic-phenotypic networks and environmental interactions related to human temperament. In a discovery sample of 2149 healthy Finns, we identified sets of single-nucleotide polymorphisms (SNPs) that cluster within particular individuals (i.e., SNP sets) regardless of phenotype. Second, we identified 3 clusters of people with distinct temperament profiles measured by the Temperament and Character Inventory regardless of genotype. Third, we found 51 SNP sets that identified 736 gene loci and were significantly associated with temperament. The identified genes were enriched in pathways activated by associative conditioning in animals, including the ERK, PI3K, and PKC pathways. 74% of the identified genes were unique to a specific temperament profile. Environmental influences measured in childhood and adulthood had small but significant effects. We confirmed the replicability of the 51 Finnish SNP sets in healthy Korean (90%) and German samples (89%), as well as their associations with temperament. The identified SNPs explained nearly all the heritability expected in each sample (37-53%) despite variable cultures and environments. We conclude that human temperament is strongly influenced by more than 700 genes that modulate associative conditioning by molecular processes for synaptic plasticity and long-term memory.
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Affiliation(s)
- Igor Zwir
- grid.4367.60000 0001 2355 7002Department of Psychiatry, Washington University School of Medicine, St. Louis, MO USA ,grid.4489.10000000121678994Department of Computer Science, University of Granada, Granada, Spain
| | - Javier Arnedo
- grid.4367.60000 0001 2355 7002Department of Psychiatry, Washington University School of Medicine, St. Louis, MO USA ,grid.4489.10000000121678994Department of Computer Science, University of Granada, Granada, Spain
| | - Coral Del-Val
- grid.4489.10000000121678994Department of Computer Science, University of Granada, Granada, Spain
| | - Laura Pulkki-Råback
- grid.7737.40000 0004 0410 2071Department of Psychology and Logopedics, University of Helsinki, Helsinki, Finland
| | - Bettina Konte
- grid.9018.00000 0001 0679 2801Department of Psychiatry, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Sarah S. Yang
- grid.31501.360000 0004 0470 5905Department of Epidemiology, School of Public Health, Institute of Health and Environment, Seoul National University, Seoul, Korea
| | - Rocio Romero-Zaliz
- grid.4489.10000000121678994Department of Computer Science, University of Granada, Granada, Spain
| | - Mirka Hintsanen
- grid.10858.340000 0001 0941 4873Unit of Psychology, Faculty of Education, University of Oulu, Oulu, Finland
| | | | - Danilo Garcia
- grid.8761.80000 0000 9919 9582Department of Psychology, University of Gothenburg, Gothenburg, Sweden ,grid.435885.70000 0001 0597 1381Blekinge Centre of Competence, Blekinge County Council, Karlskrona, Sweden
| | - Dragan M. Svrakic
- grid.4367.60000 0001 2355 7002Department of Psychiatry, Washington University School of Medicine, St. Louis, MO USA
| | - Sandor Rozsa
- grid.4367.60000 0001 2355 7002Department of Psychiatry, Washington University School of Medicine, St. Louis, MO USA
| | - Maribel Martinez
- grid.4367.60000 0001 2355 7002Department of Psychiatry, Washington University School of Medicine, St. Louis, MO USA
| | - Leo-Pekka Lyytikäinen
- grid.502801.e0000 0001 2314 6254Fimlab Laboratories, Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, Finnish Cardiovascular Research Center-Tampere, University of Tampere, Tampere, Finland
| | - Ina Giegling
- grid.9018.00000 0001 0679 2801Department of Psychiatry, Martin-Luther-University Halle-Wittenberg, Halle, Germany ,grid.5252.00000 0004 1936 973XUniversity Clinic, Ludwig-Maximilian University, Munich, Germany
| | - Mika Kähönen
- grid.502801.e0000 0001 2314 6254Department of Clinical Physiology, Faculty of Medicine and Life Sciences, Tampere University Hospital, University of Tampere, Tampere, Finland
| | - Helena Hernandez-Cuervo
- grid.170693.a0000 0001 2353 285XDepartment of Psychiatry and Neurosurgery, University of South Florida, Tampa, FL USA
| | - Ilkka Seppälä
- grid.502801.e0000 0001 2314 6254Fimlab Laboratories, Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, Finnish Cardiovascular Research Center-Tampere, University of Tampere, Tampere, Finland
| | - Emma Raitoharju
- grid.502801.e0000 0001 2314 6254Fimlab Laboratories, Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, Finnish Cardiovascular Research Center-Tampere, University of Tampere, Tampere, Finland
| | - Gabriel A. de Erausquin
- grid.449717.80000 0004 5374 269XDepartment of Psychiatry and Neurology, Institute of Neurosciences, University of Texas Rio-Grande Valley School of Medicine, Harlingen, TX USA
| | - Olli Raitakari
- grid.410552.70000 0004 0628 215XDepartment of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland
| | - Dan Rujescu
- grid.9018.00000 0001 0679 2801Department of Psychiatry, Martin-Luther-University Halle-Wittenberg, Halle, Germany
| | - Teodor T. Postolache
- grid.411024.20000 0001 2175 4264Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD USA ,Rocky Mountain Mental Illness, Research, Education and Clinical Center for Veteran Suicide Prevention, Denver, CO USA
| | - Joohon Sung
- grid.31501.360000 0004 0470 5905Department of Epidemiology, School of Public Health, Institute of Health and Environment, Seoul National University, Seoul, Korea
| | - Liisa Keltikangas-Järvinen
- grid.7737.40000 0004 0410 2071Department of Psychology and Logopedics, University of Helsinki, Helsinki, Finland
| | - Terho Lehtimäki
- grid.502801.e0000 0001 2314 6254Fimlab Laboratories, Department of Clinical Chemistry, Faculty of Medicine and Life Sciences, Finnish Cardiovascular Research Center-Tampere, University of Tampere, Tampere, Finland
| | - C. Robert Cloninger
- grid.4367.60000 0001 2355 7002Department of Psychiatry, Washington University School of Medicine, St. Louis, MO USA ,grid.4367.60000 0001 2355 7002Department of Psychological and Brain Sciences, School of Arts and Sciences, and Department of Genetics, School of Medicine, Washington University School of Medicine, St. Louis, MO USA
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Jiménez-Murcia S, Granero R, Moragas L, Steiger H, Israel M, Aymamí N, Gómez-Peña M, Sauchelli S, Agüera Z, Sánchez I, Riesco N, Penelo E, Menchón JM, Fernández-Aranda F. Differences and Similarities Between Bulimia Nervosa, Compulsive Buying and Gambling Disorder. EUROPEAN EATING DISORDERS REVIEW 2014; 23:111-8. [DOI: 10.1002/erv.2340] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2014] [Revised: 11/21/2014] [Accepted: 11/24/2014] [Indexed: 12/22/2022]
Affiliation(s)
- Susana Jiménez-Murcia
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
- Ciber Fisiopatología de la Obesidad y Nutrición (CIBEROBN); Instituto de Salud Carlos III; Madrid Spain
| | - Roser Granero
- Ciber Fisiopatología de la Obesidad y Nutrición (CIBEROBN); Instituto de Salud Carlos III; Madrid Spain
- Departament de Psicobiologia i Metodologia de les Ciències de la Salut; Universitat Autònoma de Barcelona; Barcelona Spain
| | - Laura Moragas
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Howard Steiger
- Douglas Mental Health University Institute; Montreal Canada
| | - Mimi Israel
- Douglas Mental Health University Institute; Montreal Canada
| | - Neus Aymamí
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Mónica Gómez-Peña
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Sarah Sauchelli
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Zaida Agüera
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Isabel Sánchez
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Nadine Riesco
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
| | - Eva Penelo
- Departament de Psicobiologia i Metodologia de les Ciències de la Salut; Universitat Autònoma de Barcelona; Barcelona Spain
| | - José M. Menchón
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
- Ciber de Salud Mental (CIBERSAM); Instituto Salud Carlos III; Madrid Spain
| | - Fernando Fernández-Aranda
- Department of Psychiatry; Bellvitge University Hospital-IDIBELL; Barcelona Spain
- Ciber Fisiopatología de la Obesidad y Nutrición (CIBEROBN); Instituto de Salud Carlos III; Madrid Spain
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Brunberg E, Jensen P, Isaksson A, Keeling LJ. Behavioural and Brain Gene Expression Profiling in Pigs during Tail Biting Outbreaks - Evidence of a Tail Biting Resistant Phenotype. PLoS One 2013; 8:e66513. [PMID: 23824700 PMCID: PMC3688911 DOI: 10.1371/journal.pone.0066513] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2012] [Accepted: 05/10/2013] [Indexed: 11/19/2022] Open
Abstract
Abnormal tail biting behaviour is a major welfare problem for pigs receiving the behaviour, as well as an indication of decreased welfare in the pigs performing it. However, not all pigs in a pen perform or receive tail biting behaviour and it has recently been shown that these 'neutral' pigs not only differ in their behaviour, but also in their gene expression compared to performers and receivers of tail biting in the same pen. To investigate whether this difference was linked to the cause or a consequence of them not being involved in the outbreak of tail biting, behaviour and brain gene expression was compared with 'control' pigs housed in pens with no tail biting. It was shown that the pigs housed in control pens performed a wider variety of pig-directed abnormal behaviour (belly nosing 0.95±1.59, tail in mouth 0.31±0.60 and 'other' abnormal 1.53±4.26; mean±S.D) compared to the neutral pigs (belly nosing 0.30±0.62, tail in mouth 0.13±0.50 and "other" abnormal 0.42±1.06). With Affymetrix gene expression arrays, 107 transcripts were identified as differently expressed (p<0.05) between these two categories of pigs. Several of these transcripts had already been shown to be differently expressed in the neutral pigs when they were compared to performers and receivers of tail biting in the same pen in an earlier study. Hence, the different expression of these genes cannot be a consequence of the neutral pigs not being involved in tail biting behaviour, but rather linked to the cause contributing to why they were not involved in tail biting interactions. These neutral pigs seem to have a genetic and behavioural profile that somehow contributes to them being resistant to performing or receiving pig-directed abnormal behaviour, such as tail biting, even when housed in an environment that elicits that behaviour in other pigs.
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Affiliation(s)
- Emma Brunberg
- Department of Animal Environment and Health, Swedish University of Agricultural Sciences, Uppsala, Sweden
- * E-mail:
| | - Per Jensen
- IFM Biology, Linköping University, Linköping, Sweden
| | - Anders Isaksson
- Science for Life Laboratory, Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Linda J. Keeling
- Department of Animal Environment and Health, Swedish University of Agricultural Sciences, Uppsala, Sweden
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Brunberg E, Jensen P, Isaksson A, Keeling LJ. Brain gene expression differences are associated with abnormal tail biting behavior in pigs. GENES BRAIN AND BEHAVIOR 2012; 12:275-81. [PMID: 23146156 DOI: 10.1111/gbb.12002] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2012] [Revised: 09/28/2012] [Accepted: 11/05/2012] [Indexed: 12/25/2022]
Abstract
Knowledge about gene expression in animals involved in abnormal behaviors can contribute to the understanding of underlying biological mechanisms. This study aimed to explore the motivational background to tail biting, an abnormal injurious behavior and severe welfare problem in pig production. Affymetrix microarrays were used to investigate gene expression differences in the hypothalamus and prefrontal cortex of pigs performing tail biting, pigs receiving bites to the tail and neutral pigs who were not involved in the behavior. In the hypothalamus, 32 transcripts were differentially expressed (P < 0.05) when tail biters were compared with neutral pigs, 130 when comparing receiver pigs with neutrals, and two when tail biters were compared with receivers. In the prefrontal cortex, seven transcripts were differently expressed in tail biters when compared with neutrals, seven in receivers vs. neutrals and none in the tail biters vs. receivers. In total, 19 genes showed a different expression pattern in neutral pigs when compared with both performers and receivers. This implies that the functions of these may provide knowledge about why the neutral pigs are not involved in tail biting behavior as performers or receivers. Among these 19 transcripts were genes associated with production traits in pigs (PDK4), sociality in humans and mice (GTF2I) and novelty seeking in humans (EGF). These are in line with hypotheses linking tail biting with reduced back fat thickness and explorative behavior.
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Affiliation(s)
- E Brunberg
- Department of Animal Environment and Health, Swedish University of Agricultural Sciences, Uppsala, Sweden.
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Alvarez-Moya EM, Jiménez-Murcia S, Granero R, Vallejo J, Krug I, Bulik CM, Fernández-Aranda F. Comparison of personality risk factors in bulimia nervosa and pathological gambling. Compr Psychiatry 2007; 48:452-7. [PMID: 17707254 DOI: 10.1016/j.comppsych.2007.03.008] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE The objective of the study was to assess the predictive value of personality profiles to classify individuals with bulimia nervosa (BN), pathological gambling (PG), and a nonpsychiatric comparison group while controlling for sex. METHODS The sample comprised 270 BN (241 women, 29 men), 429 PG (42 women, 387 men), and 96 comparison (nonpsychiatric) subjects (35 women, 61 men). All patients were consecutively admitted to our Psychiatry Department and were diagnosed according to the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition, Text Revision criteria. We administered the Temperament and Character Inventory-Revised as well as other clinical indices. Multinomial and binary logistic regression models adjusted for age and stratified by sex were used to assess the predictive value of personality in relation to group status. RESULTS In comparison to controls, high Novelty Seeking (P < .001) was specifically associated with a diagnosis of PG. Independently of sex, low Self-Directedness was associated with both BN (P < .001) and PG (P < .001). Some sex-specific differences were also observed; namely, women with BN and PG displayed higher Harm Avoidance and Cooperativeness than control women, whereas men with PG reported higher Reward Dependence and Persistence than control men. CONCLUSIONS Our results suggested that, whereas there are some shared personality traits between BN and PG when compared with healthy controls, there are also some sex- and diagnostic-specific personality traits that weigh against the consideration of BN as an impulse control disorder.
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Affiliation(s)
- Eva M Alvarez-Moya
- Department of Psychiatry, University Hospital of Bellvitge, Barcelona, Spain
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