Personality traits such as novelty seeking (NS) are associated with substance dependence but the mechanism underlying this association remains uncertain. Previous studies have focused on the role of the dopamine pathway.
Examine the relationships between allelic variants of the catechol-O- methlytransferase (COMT) gene, NS personality traits, and age of onset of drug use in heroin-dependent subjects in China.
The 478 heroin dependent subjects from four drug rehabilitation centers in Shanghai who were genotyped for eight tagging single nucleotide polymorphisms (SNP) on the COMT gene completed the NS subscale from the Temperament and Character Inventory. Multivaritate analyses were used to assess the potential mediating role of NS personality traits in the association between COMT gene variants and the age of onset of heroin use.
Principal Findings and Conclusions
In the univariate analysis the COMT rs737866 gene variants were independently associated with both NS and age of onset of drug use: those with the TT genotype had higher NS subscale scores and an earlier onset age of heroin use than individuals with CT or CC genotypes. In the multivariate analysis the inclusion of the NS subscore variable weakened the relationship between the COMT rs737866 TT genotype and an earlier age of onset of drug use. Our findings that COMT is associated with both NS personality traits and with the age of onset of heroin use helps to clarify the complex relationship between genetic and psychological factors in the development of substance abuse.
Citation: Li T, Yu S, Du J, Chen H, Jiang H, Xu K, et al. (2011) Role of Novelty Seeking Personality Traits as Mediator of the Association between COMT and Onset Age of Drug Use in Chinese Heroin Dependent Patients. PLoS ONE 6(8): e22923. https://doi.org/10.1371/journal.pone.0022923
Editor: Kim D. Janda, The Scripps Research Institute, United States of America
Received: February 16, 2011; Accepted: July 4, 2011; Published: August 17, 2011
Copyright: © 2011 Li et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This study was supported by a grant from the National Nature Science Foundation (30971048), National Institutes of Health/Fogarty International Center (R01TW007279) and Science and Technology Commission of Shanghai Municipality (09410707000). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Drug dependence is a chronic disease characterized by a compulsion to seek and use drugs that typically leads to severe negative consequences. Among the various types of drug dependence, heroin dependence causes the most serious health, social and legal consequences , . The 2010 World Drug Report (UNODC) estimates 12.8–21.8 million opiate users in the world, more than half of whom are from Asia. According to the 2010 Annual Report on Drug Control in China, there were 1.33 million registered drug users in China at the end of 2009, 70% of whom were opiates users. Notably, there are common vulnerability factors for individual to develop heroin dependence, such as early onset of drug use. Previous studies demonstrated that early onset of drug use is associated with severe consequences of substance use, e.g. these who is easy to develop into poly-substance users and difficult to quitr substance. Several studies have shown that drug dependence is the end result of an interaction between genetic and environmental risk factors , . Based on twin studies and family studies genetic factors account for 50%–70% of the risk for drug dependence . The dopamine pathway plays a crucial role in the reinforcement mechanism that leads to drug dependence  so genes involved in the dopamine pathway are excellent candidate genes to study the genetic precursors of drug use. Several polymorphisms of the dopamine receptor genes (DRD2, DRD4) and the dopamine transporter gene (DAT1) have been linked with addictive behavior , , . Polymorphisms on the DRD2, DRD4, and DAT genes regulate dopamine system function by reducing dopamine receptor density or enhancing dopamine clearance, so they may increase the risk of addictive behavior via their influence on reward mechanisms , , .
Catechol-O-methyltransferase (COMT) catalyzes the breakdown of catechol neurotransmitters and, thus, plays an essential role in dopamine inactivation. The rs4860 (val158met) functional SNP on COMT, which results in a three- to four-fold increase in enzyme activity , has been extensively studied in psychiatric disorders including drug dependence. But the findings about its relationship with drug dependence have been inconsistent: a case-control study among Caucasian subjects found an association between the Val allele and increased risk for polysubstance abuse  and a family study in Israeli ethnic groups reported an association with heroin dependence , but a study in China did not identify an association with opiate dependence .
Other studies have shown that a variety of factors—gender, personality traits, childhood psychopathology—are associated with the age of starting drug use , , . How an individual responds to events is determined by personality, which in some extent reflect psychobiological predispositions , so it is not surprising that different personality traits have been associated with drug use , , , . Novelty seeking (NS), impulsivity, and harm avoidance (HA) have been identified as personality traits that are related both to the proneness to drug dependence and to the onset age of drug use , ; Wills and colleagues found that high NS and low HA personality traits increase the risk of using drugs , . Our previous work also found that heroin dependent patients had high NS compared with controls .
According to Cloninger's model of personality, NS involves exploratory behaviors and activation in response to novel stimuli that is reinforced by specific constellations of genetically-determined neurotransmitters, particularly those in the dopamine system , . Different studies have documented a robust relationship between NS and dopamine system genes in drug abuse: women with the COMT Met/Met genotype had higher NS than those with the Val/Val or Val/Met genotypes ; methamphetamine dependent patients with the COMT Met and DRD2-TaqI A1 alleles have higher NS scores , ; and NS personality traits mediate the association between the dopamine D4 receptor gene exon III polymorphism and drinking and smoking behaviors in male adolescents , , .
The relationship of the COMT gene with NS personality traits in heroin dependent subjects has not, as yet, been investigated. To help clarify this relationship the current study assesses the association of eight tagging SNPs on COMT gene with NS in a large sample of heroin dependent subjects from China. Given that early initiation of drug use predicts the development of dependence ,  and our previous finding about the relationship of NS personality traits with heroin dependence , we hypothesize that NS personality traits may affect an individual's predisposition to heroin dependence via their effect on reducing the onset age of drug use. The study aims (1) to assess whether the COMT gene SNP variants are associated with NS (as measured by the Temperament and Character Inventory) and onset age of drug use in heroin dependent patients; and, if an association is found, (2) to examine whether NS personality traits mediate the association between COMT gene variants and onset age of drug use in heroin dependent patients.
Methods and Materials
The research protocol was approved by the Ethic Committee of the Shanghai Mental Health Center and each subject signed the informed consent form approved by IRB at the Shanghai Mental Health Center.
A total of 478 heroin dependent patients from four drug rehabilitation centers in Shanghai were recruited. They included 234 men and 244 women and had a mean (SD) age of 33.8 (7.8) years. All subjects were interviewed with SCID-I by trained psychiatrists and met the criteria for heroin dependence according to the fourth edition of the Diagnostic and Statistical Manual of Mental Disorders (DSM-IV). Subjects with other axis I psychiatric diagnoses were excluded from the study. Urine and blood samples were obtained and screened for illicit drugs and genotype. Eligible subjects completed a self-completion form developed for the study that included basic demographic information (age, years of education, marital status, etc.) and information on the history of drug use (onset age of drug use, frequency and amount of current daily use, times of previous drug treatment, etc.).
The NS personality trait was assessed by the corresponding subscale of the Temperament and Character Inventory (TCI). The TCI was developed by Cloninger and colleagues that has been translated and validated in Chinese , ; the Chronbach alpha of the Chinese version are 0.56–0.81; and the Cronbach alpha of NSscale is 0.69 . TCI includes seven subscales including Novelty Seeking (NS), Harm Avoidance (HA), Reward Dependence (RD), Persistence (PS), Self-Directedness (SD), Cooperativeness (CO), and Self-Transcendence (ST). The NS subscale includes 20 items with scores from 1 to 4, thus the total score ranges from 20 to 80; higher scores representing more prominent NS personality traits.
SNP selection and genotyping for COMT gene
Genomic DNA for each subject was extracted from venous blood using a modified phenol/chloroform method. Tagging SNPs for COMT were selected from the region of chr22:18309309..18336528 in the HapMap database for Han Chinese population (http://hapmap.ncbi.nlm.nih.gov). In this study, tagging SNP was defined as having an r2 threshold of greater than 0.6. Eight tagging SNPs with minor allele frequency greater than 0.1 (rs4818,rs4680,rs174696,rs174699,rs737866,rs933271,rs1544325, rs5992500) were indentified (Fig. 1). Genotyping for the eight SNPs were performed by using the TaqMan Genotyping Assay (Applied Biosystems, Foster City, California) on the ABI Prism 7900 sequence detection system for all subjects. For quality control, 5% random DNA samples were genotyped twice for each SNP to calculate genotyping error. The genotyping accuracy was 100%.
ANCOVA and independent t- tests were used to compare the mean NS subscale scores and the mean onset age of heroin use among groups defined according to different COMT gene SNPs genotypes. Estimates of pair-wise LD based on the r-squared statistic were obtained using Haploview software, version 3.32 . haplotype-based quantitative trait association analysis was performed for the haplotype linear regression analysis using PLINK version 1.06 software (www.pngu.mgh.harvard.edu/~purcell/plink) , We also performed permutation test (calculated by PLINK) based on 10 000 permutations for multiple test adjustment. Significance was considered at P-value 0.05.
The mediation analysis model  was used to test whether NS mediates the effect of COMT genotypes on heroin dependence. Briefly, a mediation hypothesis can be accepted if three conditions are satisfied based on the results from three regression analyses: (1) the independent variable (COMT genotype) must affect the mediator (NS); (2) the independent variable must affect the dependent variable (onset age of drug use); and (3) when the independent variable (COMT genotype), dependent variable (onset age of drug use) and mediator variable (NS) are all in the regression model, the effect of the independent variable on the dependent variable must be less than when the mediator variable is not in the model (model 2). Perfect mediation occurs if the independent variable has no effect on the dependent variable in the third regression model (i.e., the mediator fully controls the relationship between the independent and dependent variables). Mediation was tested by Pearson correlations, liner regression and logistic regression analyses.
Demographic and drug use data
Demographic and drug use history of the subjects is summarized in Table 1.
Associations of COMT SNPs with NS and age of onset for drug use in the heroin dependence subjects
As reported in previous studies ,  we found a significantly higher mean (SD) NS subscale scores in males than in females (55.2 [6.7] vs. 57.1[7.5], df = 476; t = −3.04, p<0.019) so ANCOVA was used to compare the mean NS subscale scores and mean onset age of heroin use between participants with different COMT genotypes after adjusting for gender (Table 2). Three COMT gene SNPs variants (rs4818, rs174696 and rs737866) were significantly associated with NS subscale scores in these heroin dependent subjects. No association was found between rs4680, rs174699, rs933271, rs599250 and NS personality traits in heroin dependent subjects.
Previous studies reported that gender differences are present in different age groups of substance abusers  so we used ANCOVA to adjust for gender (as a covariate) when comparing the mean onset age of heroin use across the different COMT genotypes. Table 2 shows that three COMT gene SNPs variants (rs4818, rs737866, rs599250 variants) had significant effects on onset age of heroin use. No association was found between onset age of heroin use and the COMT rs4680, rs174696, rs933271 or rs154432 genes.
Associations of COMT haplotypes with NS and age of onset for drug use in the heroin dependence subjects
To perform haplotype-based association analyses, we examined LD structures within all genotype data and identified for two haplotype-blocks (Figure 2). Block 1 was 1 kb long, consisted of two SNPs (rs737866 and rs933271), and included three common haplotypes TC, CT, and TT. Block 2 was 3 kb long, consisted of three SNPs (rs174696, rs174699 and rs4680), and included six haplotypes with frequencies greater than 0.05 (Table 3). Haplotype linear regression analysis showed that the haplotype CT in block 1 was significantly associated NS and onset age for drug use, haplotype TTG and CTG in block2 was significantly associated NS, and haplotype TTG in block2 was slightly associated onset age for drug use.
NSas a potential mediator of the association between COMT and onset age of heroin use
Pearson correlation analyses showed that the NS subscale scores were correlated with onset age of drug use (r = −0.191, p<0.001). Individuals with higher NS score had earlier onset age of drug age. In addition, the results showed that COMT genotype at rs737866 variants were associated with both NS subscale scores and the onset age of drug use. Given the existence of these associations, we proceeded to use linear and logistic regression models to assess whether or not the NS subscale scores met the criteria of being a ‘mediator’ of the association between COMT gene variants and onset age of heroin use. In order to examine factors affect an earlier onset drug use, based on our results (the median age of onset drug use is 22 years old) and other studies , 22 years old was used as cut-off to define earlier drug use, the onset age of heroin use was re-coded as a dichotomous variable (1≤22 years old, 2>22 years old). The COMT rs737866 SNP genotype was re-coded as dichotomous variable (1 = “TT”, 2 = “”CT” or “CC”). Table 4 presents the results of the liner regression and the two binary logistic regression models and shows that the three conditions for mediation were met. First, COMT genotype was a significant related to the NS subscale scores (r = −0.125, p = 0.006), individuals with TT genotype would have higher NS score than who with CT or CC genotype; second, the COMT genotype was significantly related to the onset age of drug use (odds ratio [OR] = 0.63, 95% confidence interval [CI]:0.44–0.91; p = 0.013); and third, the association between the COMT genotype and onset age of drug use became weaker (p value increased from 0.013 to 0.038) when NS was taken into account in the regression model (OR = 0.67, 95% CI: 0.46–0.98; p = 0.038). Finally, 3.5% of the overall variance in age of onset was due to the combined effect of the COMT gene variants and NS personality traits in the regression model.
We assessed the associations of COMT gene variants with NS personality trait in Chinese heroin dependent subjects and found that the TT genotype of rs737866 was associated with higher NS and earlier onset age of heroin use. Additional regression analyses suggested that the association between COMT genotype onset age of drug use was partially mediated by the NS personality trait, in addition the direct effect of the genotype on the onset age of drug use.
Previous studies of the relationship between COMT gene and NS personality traits have had mixed results , , , . Most of these previous studies have focused on the rs4680 functional polymorphism of COMT gene . Golimbet and colleagues found that the Met allele of COMT gene (which decreases the enzyme activity and, thus, leads to higher dopamine levels), was associated with stronger NS personality traits in women ; this finding was replicated by Tsai and colleagues in young Chinese females . However, the association of the COMT rs4680 gene with NS was not confirmed in another Caucasian population  or in a Japanese population . The results did not showed rs4680 alone associated with NS, but the haplotype analysis indicates rs4680 together with other two adjacent SNPs (rs174696, rs174699) were significantly associated with NS, it suggested that rs4680 may not play a major effect but have slight contribution on NS in Chinese heroin addiction population between the rs737866 SNP and NS. Many potential factors could generate these inconsistent results across studies: heterogeneity of the phenotype; heterogeneity of the genetic background of subjects; insufficient sample sizes, and so forth.
The rs737866 SNP is located at the first intronic region of COMT gene and the promoter region of thioredoxin reductase 2 gene (TXNRD2)—a member of a family of pyridine nucleotide-disulfide oxidoreductases and a key enzyme in regulating the intracellular redox environment. COMT gene is located on the forward strand and TXNRD2 is on the reverse strand; there is a 8 kb overlap of the 5′ end of TXNRD2 and the un-coding region of MB-COMT. Some reports find that over-expression of the chromosome 22q11.2 segment (including TXNRD2, COMT and ARVCF) affects incentive learning and working memory in mice during development . Even though rs737866 is an intronic variant, its possible affect the transcription of COMT or TXNRD2 gene, and it could be in linkage disequilibrium with nearby functional SNP.
Our results confirmed our first hypotheses about the relationship of COMT gene variants with NS personality traits and with the onset age of drug use. These findings support the proposition of several authors that the dopamine genes that affect heroin use operate through an association with some aspect of personality (like NS) that is also modulated by dopamine transmission . Dopamine pathways that arise in the ventral tegmental area and project to the nucleus accumbens and the frontal cortex are fundamental components of reward processes . The COMT enzyme accounts for the degradation of dopamine and plays a key role in prefrontal cortical functioning, so it probably affects the cognitive processes involved in substance dependence. Decreased prefrontal dopaminergic activity and low prefrontal cortical control associated with specific COMT genotypes could increase impulsivity, and the resulting NS behaviors could result in a compensatory increase in dopaminergic neurotransmission in the nucleus accumbens .
Individuals with high NS would have higher levels of exploratory activity and, thus, be more likely to start drugs earlier and to use them more extensively. Similarly, individuals with COMT gene variants that increase the enzymatic activity may experience a longer lasting and more effective dopamine release in the brain that lowers the threshold of pleasure-seeking behavior and increases the intensity of the activation of the reward network; this would also be likely decrease the age of onset and increase the severity of drug abuse. Our results also indicated NS had a strong direct effect to earlier age of onset, which supported the findings of previous studies that an association between NS and age of onset of drug use , , . Higher NS subscale scores is linked with higher impulsiveness, exploratory excitability, extravagance and some personality disorders (e.g., antisocial, borderline) , . NS scores tend to be stable over time so it is likely that these traits precede the onset of heroin use.
Since COMT gene variants (rs737866) and NS subscale scores were both associated with onset age of heroin use, we examined our second hypotheses and it was also supported. The association between COMT genotype and onset age of drug use became weaker (p value increased from 0.013 to 0.038) when the intensity of NS personality traits was taken into account. But the odds ratio for the effect of the genotype on the age of onset of drug use only increased marginally (from 0.63 to 0.67) after adjustment for the NS variable, so the results didn't meet the perfect mediation hypothesis; NS personality traits only partially mediate the association between COMT gene and heroin use. These findings are in line with previous studies about the relationship among dopamine system genes, NS personality traits, and alcohol or tobacco use. For example, studies have showed that the D4 dopamine receptor (DRD4) 7 repeat (7R) VNTR is associated with higher levels of NS and higher risk for smoking and alcohol intake in adolescence , , . Another study found that the dopamine transporter (DAT) gene is associated with early, heavy or regular tobacco and alcohol use in young adulthood .
We suggest the following mechanism as a possible explanation for the complex relationship between the COMT gene (rs737866), NS personality traits, and heroin use: the COMT gene rs737866 variants located at promoter areas affect the COMT gene function and heroin use directly or through the mediating effect of NS personality traits. Our results indicate that the COMT rs737866 TT genotype is related to higher NS scores and that individuals with higher NS scores have an earlier onset age of drug use-which would increase the likelihood and severity of subsequent heroin dependence.
There are several limitations that need to be considered when interpreting our results. A previous study suggested possible population admixture in Chinese samples , it also a potential confounder that we were unable to address in our study. For lacking non-addicted controls, we were unable to determine whether or not the association between COMT variants and NS personality trait were specific to the substance abuse population or, alternatively, also true in the general population. Thirdly, in this study we did not administer the full TCI; for some research stressed NS would more likely to only represent the personality of pursuit new stimulant and impulsive. Several studies found an association of COMT with other subscales, such as harm avoidance.
Despite these limitations the study provides some new insights into the complex mechanisms operating at the interface between biology, personality and behavior. The biological effect of the COMT gene rs737866 variants highlighted in our results need to be assessed in more detail and their role in the addiction pathway must be clarified. It should, however, be emphasized that despite being independently associated with age of onset of heroin use, the combined effect of the COMT gene variants and NS personality traits only accounted for 3.5% of the overall variance in age of onset, so there are many other factors that need to be incorporated into our models before we can understand the onset and course of these disabling conditions.
Conceived and designed the experiments: MZ SY. Performed the experiments: JD HC HJ YF DW. Analyzed the data: TL MZ. Wrote the paper: TL MZ SY KX.
- 1. Gruber SA, Silveri MM, Yurgelun-Todd DA (2007) Neuropsychological consequences of opiate use. Neuropsychol Rev 17: 299–315.SA GruberMM SilveriDA Yurgelun-Todd2007Neuropsychological consequences of opiate use.Neuropsychol Rev17299315
- 2. Whitty M, O'Connor J (2007) Opiate dependence and pregnancy: 20-year follow-up study. Psychiatri Bulletion 31: 450–453.M. WhittyJ. O'Connor2007Opiate dependence and pregnancy: 20-year follow-up study.Psychiatri Bulletion31450453
- 3. Kendler KS, Jacobson KC, Prescott CA, Neale MC (2003) Specificity of genetic and environmental risk factors for use and abuse/dependence of cannabis, cocaine, hallucinogens, sedatives, stimulants, and opiates in male twins. Am J Psychiatry 160: 687–695.KS KendlerKC JacobsonCA PrescottMC Neale2003Specificity of genetic and environmental risk factors for use and abuse/dependence of cannabis, cocaine, hallucinogens, sedatives, stimulants, and opiates in male twins.Am J Psychiatry160687695
- 4. Silberg J, Rutter M, D'Onofrio B, Eaves L (2003) Genetic and environmental risk factors in adolescent substance use. J Child Psychol Psychiatry 44(5): 664–676.J. SilbergM. RutterB. D'OnofrioL. Eaves2003Genetic and environmental risk factors in adolescent substance use.J Child Psychol Psychiatry445664676
- 5. Saxon AJ, Oreskovich MR, Brkanac Z (2005) Genetic determinants of addiction to opioids and cocaine. Harv Rev Psychiatry 13: 218–232.AJ SaxonMR OreskovichZ. Brkanac2005Genetic determinants of addiction to opioids and cocaine.Harv Rev Psychiatry13218232
- 6. Thomas MJ, Kalivas PW, Shaham Y (2008) Neuroplasticity in the mesolimbic dopamine system and cocaine addiction. Br J Pharmoacol 154(2): 327–342.MJ ThomasPW KalivasY. Shaham2008Neuroplasticity in the mesolimbic dopamine system and cocaine addiction.Br J Pharmoacol1542327342
- 7. Guindalin C, Howard M, Haddley K, Laranjeira R, Collier D, et al. (2006) A dopamine transporter gene functional variant associated with cocaine abuse in a Brazilian sample. Proceedings of the National Academy of Sciences of the United States of America 103: 4552–4557.C. GuindalinM. HowardK. HaddleyR. LaranjeiraD. Collier2006A dopamine transporter gene functional variant associated with cocaine abuse in a Brazilian sample.Proceedings of the National Academy of Sciences of the United States of America10345524557
- 8. Castroman JL, Lorenzo CV, Rodriguez MP, Hernandez MD, Piqueras JF, et al. (2009) Gender effect on association between DRD2 polymorphism and substance dependence in a Spanish sample. Drug and Alcohol Dependence 101: 210–212.JL CastromanCV LorenzoMP RodriguezMD HernandezJF Piqueras2009Gender effect on association between DRD2 polymorphism and substance dependence in a Spanish sample.Drug and Alcohol Dependence101210212
- 9. Lai JH, Zhu YS, Huo ZH, Sun RF, Yu B, et al. (2010) Association study of polymorphisms in the promoter region of DRD4 with schizophrenia, depression, and heroin addiction. Brain Research 1359: 227–232.JH LaiYS ZhuZH HuoRF SunB. Yu2010Association study of polymorphisms in the promoter region of DRD4 with schizophrenia, depression, and heroin addiction.Brain Research1359227232
- 10. Najafabadi MS, Ohadi M, Joghatatie MT, Valaie F, Riazalhosseini Y, et al. (2005) Association between the DRD2 and opium addiction in the Iranian population. Am J Med Genet B Neuropsychiatr Genet 134: 39–41.MS NajafabadiM. OhadiMT JoghatatieF. ValaieY. Riazalhosseini2005Association between the DRD2 and opium addiction in the Iranian population.Am J Med Genet B Neuropsychiatr Genet1343941
- 11. Hill SY, Hoffman EK, Zezza N, Thalamuthu A, Weeks DE, et al. (2008) Dopaminerigic mutations: Within-family association and linkage multiplex alcohol dependence families. American Journal of Medical Genetics Part B, Neuropsychiatric Genetics 147B: 517–526.SY HillEK HoffmanN. ZezzaA. ThalamuthuDE Weeks2008Dopaminerigic mutations: Within-family association and linkage multiplex alcohol dependence families.American Journal of Medical Genetics Part B, Neuropsychiatric Genetics147B517526
- 12. Chen J, Lipska BK, Halim N, Ma QD, Matsumoto M, et al. (2004) Functional analysis of genetic variation in catechol-O-methyltransferase (COMT): effects of mRNA, protein and enzyme activity in postmortem human brain. Am J Hum Genet 75: 807–821.J. ChenBK LipskaN. HalimQD MaM. Matsumoto2004Functional analysis of genetic variation in catechol-O-methyltransferase (COMT): effects of mRNA, protein and enzyme activity in postmortem human brain.Am J Hum Genet75807821
- 13. Vandenbergh DJ, Rodriguez LA, Miller IT, Uhl GR, Lachman HM (1997) High-activity catechol-O-methyltransferase allele is more prevalent in polysubstance abusers. Am J Med Genet 74: 439–442.DJ VandenberghLA RodriguezIT MillerGR UhlHM Lachman1997High-activity catechol-O-methyltransferase allele is more prevalent in polysubstance abusers.Am J Med Genet74439442
- 14. Horowitz R, Kotler M, Shufman E, Aharoni S, Kremer I, et al. (2000) Confirmation of an excess of the high enzyme activity COMT Val allele in heroin addicts in a family-based haplotype relative risk study. Am J Med Genet 96: 599–603.R. HorowitzM. KotlerE. ShufmanS. AharoniI. Kremer2000Confirmation of an excess of the high enzyme activity COMT Val allele in heroin addicts in a family-based haplotype relative risk study.Am J Med Genet96599603
- 15. Cao LP, Li T, Liu XH (2003) Association study of heroin dependence and catechol-O-methyltransferase gene. Chi J Med Genet 20: 127–130.LP CaoT. LiXH Liu2003Association study of heroin dependence and catechol-O-methyltransferase gene.Chi J Med Genet20127130
- 16. Hien D, Cohen LR, Caldeira NA, Flom P, Wasserman G (2010) Depression and anger as factors underlying the relationship between maternal substance involvement and child abuse potential. Child Abuse & Neglect 34: 105–113.D. HienLR CohenNA CaldeiraP. FlomG. Wasserman2010Depression and anger as factors underlying the relationship between maternal substance involvement and child abuse potential.Child Abuse & Neglect34105113
- 17. Gordon HW (2002) Early environmental stress and biological vulnerability to drug abuse. Psychoneuroendocrinology 27: 115–126.HW Gordon2002Early environmental stress and biological vulnerability to drug abuse.Psychoneuroendocrinology27115126
- 18. Conner BT, Hellemann GS, Ritchie TL, Noble EP (2010) Genetic, personality, and environmental predicators of drug use in adolescents. Journal of substance abuse treatment 38: 178–190.BT ConnerGS HellemannTL RitchieEP Noble2010Genetic, personality, and environmental predicators of drug use in adolescents.Journal of substance abuse treatment38178190
- 19. Cloninger CR, Svrakic DM, Przybeck TR (1993) A Psychobiological Model of Temperament and Character. Archives of General Psychiatry 50: 975–990.CR CloningerDM SvrakicTR Przybeck1993A Psychobiological Model of Temperament and Character.Archives of General Psychiatry50975990
- 20. Dawe S, Loxton NJ (2004) The role of impulsivity in the development of substance use and eating disorders. Neuroscience and Biobehavioral Reviews 28: 343–351.S. DaweNJ Loxton2004The role of impulsivity in the development of substance use and eating disorders.Neuroscience and Biobehavioral Reviews28343351
- 21. Ko CH, Yen JY, Chen CC, Chen SH, Wu K, et al. (2006) Tridimensional personality of adolescents with internet addiction and substance use experience. Can J Psychiatry 51: 887–894.CH KoJY YenCC ChenSH ChenK. Wu2006Tridimensional personality of adolescents with internet addiction and substance use experience.Can J Psychiatry51887894
- 22. Wills TA, Vaccaro D, McNamara (1994) Novelty seeking, risk taking, and related constructs as predictor of adolescent substance use: an application of Cloninger's theory. Journal of Substance Abuse 6(1): 1–20.TA WillsD. VaccaroMcNamara1994Novelty seeking, risk taking, and related constructs as predictor of adolescent substance use: an application of Cloninger's theory.Journal of Substance Abuse61120
- 23. Gunnarsdottir ED, Pingitore RA, Spring BJ, Konopka LM, Crayton JW, et al. (2000) Individual differences among cocaine users. Addict Behav 25(5): 641–652.ED GunnarsdottirRA PingitoreBJ SpringLM KonopkaJW Crayton2000Individual differences among cocaine users.Addict Behav255641652
- 24. Chen XX, Chen HH, Du J, Fan CL, Zhao M (2008) Analysis on personality characteristics of heroin addicts and relation to initial drug use age. Chinese Journal of Clinical Psychology 16(6): 662–664.XX ChenHH ChenJ. DuCL FanM. Zhao2008Analysis on personality characteristics of heroin addicts and relation to initial drug use age.Chinese Journal of Clinical Psychology166662664
- 25. Cloninger CR, Bayon C, Svrakic DM (1998) Measurement of temperament and character in mood disorders: A model of fundamental states as personality types. Journal of Affective Disorders 51: 21–32.CR CloningerC. BayonDM Svrakic1998Measurement of temperament and character in mood disorders: A model of fundamental states as personality types.Journal of Affective Disorders512132
- 26. Han DH, Yoon SJ, Sung YH, Lee YS, Kee BS, et al. (2008) A preliminary study: novelty seeking, frontal executive function, and dopamine receptor (D2) TaqI A gene polypmorphism in patients with methamphetamine dependence. Comprehensive Psychiatry 49: 387–392.DH HanSJ YoonYH SungYS LeeBS Kee2008A preliminary study: novelty seeking, frontal executive function, and dopamine receptor (D2) TaqI A gene polypmorphism in patients with methamphetamine dependence.Comprehensive Psychiatry49387392
- 27. Golimbet VE, Alfimova MV, Gritsenko IK, Ebstein RP (2007) Relationship between dopamine system genes and extraversion and novelty seeking. Neurosci Behav Physiol 37: 601–606.VE GolimbetMV AlfimovaIK GritsenkoRP Ebstein2007Relationship between dopamine system genes and extraversion and novelty seeking.Neurosci Behav Physiol37601606
- 28. Hosak L, Libiger J, Cizek J, Beranek M, Cermakova E (2006) The COMT Val158Met polymorphism is associated with novelty seeking in Czech methamphetamine abusers: preliminary results. Neuro Endocrinol Lett 27: 799–802.L. HosakJ. LibigerJ. CizekM. BeranekE. Cermakova2006The COMT Val158Met polymorphism is associated with novelty seeking in Czech methamphetamine abusers: preliminary results.Neuro Endocrinol Lett27799802
- 29. Laucht M, Becker K, El-Faddagh M, Hohm E, Schmidt MH (2005) Association of the DRD4 exon III polymorphism with smoking in fifteen-year-olds: a mediating role for novelty seeking? J.AM. ACAD. Child Adolesc Psychiatry 44:5: 477–484.M. LauchtK. BeckerM. El-FaddaghE. HohmMH Schmidt2005Association of the DRD4 exon III polymorphism with smoking in fifteen-year-olds: a mediating role for novelty seeking? J.AM. ACAD.Child Adolesc Psychiatry44:5477484
- 30. Laucht M, Becker K, Blomeyer D, Schmidt MH (2007) Novelty seeking involved in mediating the association between the dopamine D4 receptor gene exon III polymorphism and heavy drinking in male adolescents: results from a high-risk community sample. Biol Psychiatry 61: 87–92.M. LauchtK. BeckerD. BlomeyerMH Schmidt2007Novelty seeking involved in mediating the association between the dopamine D4 receptor gene exon III polymorphism and heavy drinking in male adolescents: results from a high-risk community sample.Biol Psychiatry618792
- 31. Ray LA, Bryan A, Mackillop J, McGeary J, Hesterberg K, et al. (2009) The dopamine D4 receptor (DRD4) gene exon III polymorphism, problematic alcohol use and novelty seeking: direct and mediated genetic effects. Addict Biol 14(2): 238–244.LA RayA. BryanJ. MackillopJ. McGearyK. Hesterberg2009The dopamine D4 receptor (DRD4) gene exon III polymorphism, problematic alcohol use and novelty seeking: direct and mediated genetic effects.Addict Biol142238244
- 32. Anthony JC, Petronis KR (1995) Early-onset drug use and risk of later drug problems. Drug and Alcohol Dependence 40: 9–15.JC AnthonyKR Petronis1995Early-onset drug use and risk of later drug problems.Drug and Alcohol Dependence40915
- 33. Chuan YC, Storr CL, Anthony JC (2009) Early-onset drug use and risk for drug dependence problems. Addicitive Behaviors 34: 319–322.YC ChuanCL StorrJC Anthony2009Early-onset drug use and risk for drug dependence problems.Addicitive Behaviors34319322
- 34. Cloninger CR, Przybeck TR, Svrakic DM, Wetzel RD (1994) The temperament and character inventory: A guide to its development and use. CR CloningerTR PrzybeckDM SvrakicRD Wetzel1994The temperament and character inventory: A guide to its development and use.Centre for Psychobiology of Personality, Washington Univerisity, St Louis, Missouri. ISBN: 0-9642917-1-1. Centre for Psychobiology of Personality, Washington Univerisity, St Louis, Missouri. ISBN: 0-9642917-1-1.
- 35. Parker G, Cheah YC, Parker K (2003) Properties of the temperament and character inventory in a Chinese sample. Acta Psychiatr Scand 108(5): 367–373.G. ParkerYC CheahK. Parker2003Properties of the temperament and character inventory in a Chinese sample.Acta Psychiatr Scand1085367373
- 36. Barrett JC, Fry B, Maller J, Daly MJ (2005) Haploview: Analysis and visualization of LD and haplotype maps. Bionformatics 21: 263–265.JC BarrettB. FryJ. MallerMJ Daly2005Haploview: Analysis and visualization of LD and haplotype maps.Bionformatics21263265
- 37. Purcell S, Neale B, Todd-Brown K, Thomas L, Ferreira MAR, et al. (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81(3): 559–575.S. PurcellB. NealeK. Todd-BrownL. ThomasMAR Ferreira2007PLINK: a tool set for whole-genome association and population-based linkage analyses.Am J Hum Genet813559575
- 38. Shrout PE, Bolger N (2002) Mediation in experimental and nonexperimental studies: New procedures and recommendations. Psychological Methods 7(4): 422–445.PE ShroutN. Bolger2002Mediation in experimental and nonexperimental studies: New procedures and recommendations.Psychological Methods74422445
- 39. Cloninger CR, Prezybeck TR, Svrakic DM (1991) The tridimensional personality questionnaire: U.S Normative Data. Psychol Rep (69): 1047–1057.CR CloningerTR PrezybeckDM Svrakic1991The tridimensional personality questionnaire: U.S Normative Data.Psychol Rep6910471057
- 40. Ronai Z, Szekely A, Nemoda Z, Lakatos K, Gervai J, et al. (2001) Association between novelty seeking and the −521C/T polymorphism in the promoter region of the DRD4 gene. Molecular Psychiatry (6): 35–38.Z. RonaiA. SzekelyZ. NemodaK. LakatosJ. Gervai2001Association between novelty seeking and the −521C/T polymorphism in the promoter region of the DRD4 gene.Molecular Psychiatry63538
- 41. Becker JB, Hu M (2008) Sex differences in drug abuse. Frontiers in Neuroendocrinology (29): 36–47.JB BeckerM. Hu2008Sex differences in drug abuse.Frontiers in Neuroendocrinology293647
- 42. Tarter RE, Kirisci L, Feske U, Vanyukov M (2007) Modeling the pathways linking childhood hyperactivity and substance use disorder in young adulthood. Psychol Addict Behav 21: 266–271.RE TarterL. KirisciU. FeskeM. Vanyukov2007Modeling the pathways linking childhood hyperactivity and substance use disorder in young adulthood.Psychol Addict Behav21266271
- 43. Tsai SJ, Hong CJ, Yu YW, Chen TJ (2004) Association study of catechol-O-methyltransferase gene and dopamine D4 receptor gene polymorphisms and personality trait in healthy young Chinese female. Neuropsychobiology 50: 153–156.SJ TsaiCJ HongYW YuTJ Chen2004Association study of catechol-O-methyltransferase gene and dopamine D4 receptor gene polymorphisms and personality trait in healthy young Chinese female.Neuropsychobiology50153156
- 44. Hashimoto R, Noguchi H, Hori H, Ohi K, Yasuda Y, et al. (2007) A possible association between the Val158Met polymorphism of the catechol-O-methyl transferase gene and the personality trait of harm avoidance in Japanese healthy subjects. Neurosci Lett 428: 17–20.R. HashimotoH. NoguchiH. HoriK. OhiY. Yasuda2007A possible association between the Val158Met polymorphism of the catechol-O-methyl transferase gene and the personality trait of harm avoidance in Japanese healthy subjects.Neurosci Lett4281720
- 45. Heck A, Lieb R, Ellgas A, Pfister H, Lucae S, et al. (2009) Investigation of 17 candidate genes for personality traits confirms effects of the HTR2A gene on novelty seeking. Genes Brain Behavior 8(4): 464–472.A. HeckR. LiebA. EllgasH. PfisterS. Lucae2009Investigation of 17 candidate genes for personality traits confirms effects of the HTR2A gene on novelty seeking.Genes Brain Behavior84464472
- 46. Suzuki G, Harper KM, Hiramoto T, Funke B, Lee M, et al. (2009) Over-expression of a human chromosome 22q11.2 segment including TXNRD2, COMT and ARVCF developmentally affects incentive learning and working memory in mice. Hum Mol Genet 18(20): 3914–3925.G. SuzukiKM HarperT. HiramotoB. FunkeM. Lee2009Over-expression of a human chromosome 22q11.2 segment including TXNRD2, COMT and ARVCF developmentally affects incentive learning and working memory in mice.Hum Mol Genet182039143925
- 47. Kalivas PW (1993) Neurotrasmitter regulation of dopamine neurons in the ventral tegmental area. Brain Res Rev 18: 75–113.PW Kalivas1993Neurotrasmitter regulation of dopamine neurons in the ventral tegmental area.Brain Res Rev1875113
- 48. Lindenberg AM, Buchholtz JW, Kolachana B, Hariri AR, Pezawas L, et al. (2006) Neural mechanisms of genetic risk for impulsivity and violence in humans. Proc Natl Acad Sci USA 103: 6269–6274.AM LindenbergJW BuchholtzB. KolachanaAR HaririL. Pezawas2006Neural mechanisms of genetic risk for impulsivity and violence in humans.Proc Natl Acad Sci USA10362696274
- 49. Basiaux P, Ie Bon O, Dramaix M, Massat I, Souery D, et al. (2001) Temperament and character inventory (TCI) personality profile and sub-typing in alcoholic patients: a controlled study. Alcoho & Alcoholism 36(6): 584–587.P. BasiauxO. Ie BonM. DramaixI. MassatD. Souery2001Temperament and character inventory (TCI) personality profile and sub-typing in alcoholic patients: a controlled study.Alcoho & Alcoholism366584587
- 50. Griesler PC, Hu MC, Schaffran C, Kandel DB (2008) Comorbidity of psychiatric disorders and nicotine dependence among adolescents: findings from a prospective, longitudinal study. J Am Acad Child Adolesc Psychiatry 47(11): 1340–1350.PC GrieslerMC HuC. SchaffranDB Kandel2008Comorbidity of psychiatric disorders and nicotine dependence among adolescents: findings from a prospective, longitudinal study.J Am Acad Child Adolesc Psychiatry471113401350
- 51. Barnow S, Ruge J, Spitzer C, Freyberger HJ (2005) Temperament and character in persons with borderline personality disorder. Der Nervenarzt 76(7): 839–848.S. BarnowJ. RugeC. SpitzerHJ Freyberger2005Temperament and character in persons with borderline personality disorder.Der Nervenarzt767839848
- 52. Tikkanen R, Holi M, Lindberg N, Virkkunen M (2007) Tridemensional personality questionnaire data on alcoholic violent offenders: specific connections to severe impulsive cluster B personality disorders and violent criminality. BMC Psychiatry 7: 36.R. TikkanenM. HoliN. LindbergM. Virkkunen2007Tridemensional personality questionnaire data on alcoholic violent offenders: specific connections to severe impulsive cluster B personality disorders and violent criminality.BMC Psychiatry736
- 53. Schmid B, Blomeyer D, Becker K, Treutlein J, Zimmermann US, et al. (2009) The interaction between the dopamine transporter gene and age at onset in relation to tobacco and alcohol use among 19-year-olds. Addiction Biology 14: 4: 489–499.B. SchmidD. BlomeyerK. BeckerJ. TreutleinUS Zimmermann2009The interaction between the dopamine transporter gene and age at onset in relation to tobacco and alcohol use among 19-year-olds.Addiction Biology14: 4489499
- 54. Freedman ML, Reich D, Penney KL, McDonald GJ, Mignault AA, et al. (2004) Assessing the impact of population stratification on genetic association studies. Nat Genet 36(4): 388–393.ML FreedmanD. ReichKL PenneyGJ McDonaldAA Mignault2004Assessing the impact of population stratification on genetic association studies.Nat Genet364388393