The role of attachment and personality traits in choosing opiate addiction replacement therapy

Contemporary medical approaches for opioid addiction often include medication-assisted therapy, utilizing methadone and buprenorphine. However, factors influencing patient preferences for starting buprenorphine or methadone therapy are poorly understood. This study aims to explore whether variances in personality traits and attachment styles are related to treatment preferences among individuals undergoing buprenorphine and methadone maintenance therapies. 300 participants completed the Big Five Questionnaire for personality traits and sub-dimensions and the Experiences in Close Relationship Scale for assessing attachment styles. The results indicated that patients with higher levels of Dynamism, Conscientiousness, and Perseverance personality traits were more likely to choose buprenorphine over methadone for achieving and maintaining abstinence. Although attachment styles showed a greater ability to differentiate between groups compared to personality traits, the differences were not significant. However, Conscientiousness stood out for its high discriminant validity, suggesting that scores in this personality dimension could significantly distinguish between groups, with individuals in the buprenorphine group showing higher levels of Conscientiousness compared to the methadone group. The study suggests a partial association between individuals' preference for abstinence therapy and their personality traits. These findings could be considered useful indicators when choosing maintenance therapy to help opiate-addicted patients achieve and maintain abstinence.


The present study
Research addressing the distinct personality traits and attachment styles of individuals undergoing medicationbased therapy for opioid addiction, particularly those receiving methadone and buprenorphine therapy, is currently lacking.Therefore, our study seeks to: (a) elucidate variations in personality traits and attachment styles within the subset of individuals undergoing buprenorphine and methadone maintenance therapy, and (b) investigate whether these individuals differ in personality traits and attachment styles depending on their choice of the maintenance therapy.Given the empirical evidence on personality traits and insecure attachment style within the context of addiction, we expect that the choice of methadone or buprenorphine therapy by individuals with opioid addiction will be influenced, in part, by their personality traits and attachment patterns.We also expect that individuals opting for buprenorphine maintenance therapy (considered more useful and effective in treating opioid dependence) will exhibit a less pronounced insecure attachment style and more favorable personality traits, reflected by higher scores on five major dimensions of personality, in comparison to their counterparts receiving methadone maintenance therapy.

Participants and procedures
The research was initiated by a qualified psychiatrist at the Service for Mental Health, Addiction Prevention, and Outpatient Treatment in Split, Croatia.The data were collected by a trained researcher during regular outpatient consultation times.Before starting the survey, participants were informed about the objectives and procedure of the research study, and they acknowledged that their participation was voluntary and confidential.All participants were provided with informed consent to take part in the study, agreeing to have their data used for analysis.To prevent coercion or undue influence, regular monitoring of psychiatrist-patient dynamics was maintained throughout the study.The study included 300 individuals with heroin addiction, divided evenly into two distinct groups.Group 1 consisted of 150 individuals receiving methadone maintenance therapy for heroin addiction, while Group 2 comprised of 150 individuals undergoing buprenorphine maintenance therapy.Inclusion criteria were defined as follows: a diagnosis of opioid dependence (ICD-10 Code F11.2) 35 , a documented 12-month abstinence from heroin as indicated in medical records maintained by the mental health support service, a negative result in the urine drug test taken prior the study assessment, and a positive test for the prescribed maintenance therapy on the day of administering the measurement instruments.This positive result was determined through the use of the panel drug test for detecting consumption of opioids such as heroin, morphine, and codeine present in a urine sample at a concentration of at least 300 ng/ml (MOP), for detecting buprenorphine at a concentration of 10 ng/ml (BUP) and for detecting methadone (Heptanone, substitution therapy) at a concentration of 300 ng/ml (MTD).Exclusion criteria included failure to register with the Croatian

Data analysis
The characteristics of the studied groups were described using descriptive parameters.Pearson's correlation coefficient was used to explore associations between personality traits and attachment styles, providing insights into the relationships within the buprenorphine and methadone groups.To examine significant differences between the two groups including demographic characteristics as well as group means pertaining to personality traits and attachment styles, T-test and χ 2 test scores were employed.Finally, to examine whether two groups of participants differ on a set of variables and determine which variables contribute most to group separation, discriminant analyses were employed.Initially, the potential differentiation of the two groups was investigated based on their scores on the BFQ questionnaire and subsequently on the ECR questionnaire.Three discriminant analyses were conducted, one for each of the three groups of variables: traits of the five-factor personality model (5 variables) and individual sub-dimensions of the traits of the five-factor personality model (10 variables), followed by dimensions of attachment (2 variables).

Ethics approval
All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (institutional and national) and with the Helsinki Declaration of 1975, as revised in 2000 (5).Ethical clearance for the study was obtained from the Ethics Committee of the School of Medicine, University of Zagreb.

Results
The total sample included 300 participants.150 participants belonged to the buprenorphine group (mean age = 38.6;SD = 5.9; 86% male) and 150 participants belonged to the methadone group (mean age = 41.5;SD = 7.4; 79% male).There was a significant difference in age between the two groups (χ 2 = 3.681, p < 0.001).The methadone group had a higher average age compared to the buprenorphine group.Additionally, there was a significant difference in marital status between the two groups (χ 2 = 10.587,p = 0.032).Specifically, the buprenorphine group had a lower percentage of patients who are not married compared to the methadone group.(See descriptive statistics in Table 1).
The bivariate correlations between personality traits and dimensions of attachment in both groups are presented in Supplemental Table 1.According to Cohen 39 , effect size of 0.10 is small, 0.30 is medium, and 0.50 is a large effect size.

Differences in personality traits and attachment styles
While the majority of sub-dimensions of the BFQ exhibited a tendency towards higher mean values in the buprenorphine maintenance therapy group, statistically significant distinctions were observed between the two groups in Dynamism (t = 2.020; p = 0.044), Conscientiousness (t = 2.759; p = 0.006), and Perseverance (t = 3.589; p < 0.001).The difference in Agreeableness approached statistical significance (t = 1.943; p = 0.053).In all instances, the average score was notably higher in the buprenorphine maintenance therapy group (Table 2).No statistically significant differences were identified between the groups concerning scores on either dimension of attachment-related anxiety or avoidance (Table 2).

Discriminant analysis of group differentiation in the five-factor model of personality and attachment styles
The discriminant function initially classifying participants as treated with buprenorphine or methadone based on the five major personality traits of the five-factor personality model was not significant (χ 2 = 10.453;p = 0.063).However, a canonical correlation between group membership and the obtained discriminant function was 0.186, with the Conscientiousness trait loading most strongly on the discriminant function.The data revealed that 56% of participants were correctly classified by the discriminant function (i.e., if groups were not known a priori, 56% of participants would have been correctly classified based on their scores on the five-factor model).The accuracy www.nature.com/scientificreports/ was 6% better than the maximum using random guessing (which yielded a 50% overall classification accuracy).
The accuracy was slightly better for the methadone maintenance therapy group than for the buprenorphine group.The values and coefficients of the test and the results of the discriminant analysis are displayed in Table 3.
Additionally, when classifying participants as treated with buprenorphine or methadone based on the sub-dimensions of the five-factor personality model, the discriminant analysis approached significance levels (χ 2 = 18.06; p = 0.054).A canonical correlation between group membership and the obtained discriminant function was 0.244, with the Perseverance sub-dimension (corresponding to the major Conscientiousness personality trait) loading most strongly on the discriminant function.The data revealed that 59.3% of participants were correctly classified by the discriminant function, indicating 9.3% better accuracy than the maximum using random guessing.Thus, the accuracy was again slightly better for the methadone maintenance therapy group than for the buprenorphine group.The values and coefficients of the test and the results of the discriminant analysis are displayed in Table 4.
Lastly, the discriminant function classifying participants as treated with buprenorphine or methadone based on the anxiety and avoidant attachment style significantly distinguishes the group on buprenorphine from the group on methadone, with a canonical correlation of 0.352.The obtained discriminant function allows us to correctly classify 67.0% of the participants based on the results of anxiety and attachment dimensions.This is 17% better than random guessing, which, when distinguishing between two groups, is 50% overall classification accuracy.The values and coefficients of the test and the results of the discriminant analysis are displayed in Table 5.

Discussion
This study investigated personality traits and attachment styles in individuals undergoing buprenorphine and methadone maintenance therapy.It aimed to explore differences in these traits based on the selected maintenance therapy, considering the influence of personality and attachment patterns on therapy choices in substance   www.nature.com/scientificreports/addiction.The findings revealed that individuals on buprenorphine maintenance therapy showed higher levels of Conscientiousness and slightly elevated Agreeableness compared to those on methadone therapy.Additionally, buprenorphine recipients exhibited significantly increased levels of Dynamism and Perseverance.Concerning the attachment dimension, no statistically significant distinction was found between the two groups.
The Conscientiousness dimension within the Big Five Questionnaire (BFQ) stands out for its high discriminant validity, indicating that scores in this personality dimension can reveal significant differences between groups.Conscientiousness, reflecting self-regulation and self-control, includes traits such as reflexivity, orderliness, precision, and persistence 36 .Notably, individuals opting for buprenorphine therapy showed elevated Conscientiousness levels, suggesting a preference for this treatment, while those with lower Conscientiousness tended to select methadone.
Despite the statistical approach of the discriminant function based on the five-factor model of personality, the classification accuracy marginally favored the methadone maintenance group.The discriminant analysis results indicated that just over half of individuals undergoing buprenorphine therapy were correctly classified, with a corresponding classification accuracy of 57.3% for the methadone group.The group prediction classifier relying on BFQ scores demonstrated slightly superior performance compared to random guessing, achieving an accuracy of 56%.While the BFQ exhibited some predictive validity, the modest improvement over random guessing emphasizes the ongoing need for research and refinement in comprehending the intricate relationship between personality traits and treatment choices.
Previous studies have depicted individuals with opioid addiction as commonly exhibiting traits such as anxiety, vulnerability, sensitivity, impulsivity, impatience, and irritability, often coupled with tendencies towards passivity, uncooperativeness, lack of empathy, and low levels of conscientiousness and perseverance 40,41 .Interestingly, those on buprenorphine therapy for opioid addiction diverge from these typical addiction profiles as the mentioned personality traits expressed in this group describe them as being active, energetic, and talkative, as well as demonstrating higher levels of conscientiousness, orderliness, precision, and perseverance compared to their counterparts on methadone, aligning with our initial hypothesis.Furthermore, these traits have been noted in non-drug users when compared to users 42 , which further aligns with the personality traits exhibited by participants undergoing buprenorphine therapy.Conversely, in a study of different groups of psychoactive substance users, the results showed that the profiles of cocaine/heroin users achieve very high vulnerability in the dimension of neuroticism (emotional instability), and very low competence and success as well as achievement orientation in the dimension of conscientiousness of the five-factor model of personality 43 .These personality traits better correspond to the characteristics of our participants on methadone therapy.It is thus possible that precisely individuals with opioid addiction exhibiting high Conscientiousness and Perseverance, coupled with proactive behavior, may be inclined to choose buprenorphine-a partial opioid receptor antagonist-in their pursuit of abstinence.
Conscientiousness as a personality trait appears to play a pivotal role in guiding individuals towards buprenorphine.Its partial opioid receptor antagonism potentially serves as a motivating factor for individuals to stabilize in abstinence quickly-aiming not just to avoid withdrawal crises, but to achieve absolute chemical control of addiction, thereby accepting the absence of relapse readily.Similarly, the heightened Dynamism and Perseverance observed in these individuals further influence their preference for buprenorphine therapy, as they may take responsibility for independent daily medication.These traits are integral to their everyday functioning and may influence their choice towards buprenorphine.Importantly, it is emphasized that their motivation is not driven by seeking the 'high' associated with methadone, as noted in previous studies 44 .Instead, these individuals seek a ' clear-headed' state, as highlighted in the work of Whelan and Remski 45 .Conversely, the fact that no significant difference in Emotional Stability and Mental Openness between the two groups of participants was found may indicate that they are equally sensitive and open to new experiences.It is possible that these characteristics may lead them into risky behavior and subsequently into addiction.
In terms of attachment dimensions and personality traits predicting the choice between buprenorphine and methadone therapy for opioid addiction, discriminant analysis results indicated that attachment styles exhibited superior discriminatory efficacy compared to personality traits.The predictive validity was notably elevated, particularly for the methadone group, where 70% of individuals were accurately classified.The classifier relying on attachment dimensions questionnaire scores demonstrated a predictive validity of 67%, marking a significant 17% improvement over random guessing.
Existing research consistently highlights attachment insecurity among individuals with diverse mental disorders, including addiction 24,46,47 .Notably, individuals with heroin addiction often display a general inclination toward insecure attachment, predominantly characterized by a fearful-avoidant attachment style 48,49 .Based on the aforementioned results, we assumed differences between groups of individuals with heroin addiction undergoing different types of substitution therapy in a way that individuals on buprenorphine have a more secure attachment style and are less insecurely attached compared to individuals on methadone maintenance therapy.However, despite this general inclination, the specific choice between buprenorphine and methadone treatment did not emerge as a distinctive factor depending on attachment styles in this particular cohort.The decision-making process for choosing opioid addiction therapy is complex, with attachment style representing just one facet within a broader context.While attachment style can influence interpersonal dynamics and mental health, its predictive power in determining the specific choice of therapy may be limited due to the multitude of factors considered by individuals and healthcare professionals in the treatment decision-making process 50 .
The strength of our current study underscores distinctions between individuals undergoing buprenorphine and methadone maintenance therapy concerning personality traits and attachment styles-a novel investigation, particularly in the context of Croatia.The research involved a substantial patient population receiving treatment from specialized physicians authorized to prescribe opioid substitution therapy, including psychiatrists, epidemiologists, and school and adolescent medicine doctors.These specialists underwent standardized training, www.nature.com/scientificreports/mitigating potential biases in physician attitudes that might impact patients' choices between methadone and buprenorphine substitution therapy.However, the study has limitations, primarily its cross-sectional nature, which restricts inferences about the causal effects of therapy selection.Furthermore, while the observed differences in age and marital status between the buprenorphine and methadone treatment groups may offer valuable insights into the characteristics of the study population, understanding the complex relationships between demographic factors, treatment choice, and outcomes requires further investigation.Exploring potential confounding variables, such as socioeconomic status, comorbidities, or prior treatment history, in future studies can enhance our understanding of the nuanced factors influencing treatment decisions and outcomes.Additionally, the inability to ascertain whether disparities in personality traits predated substance use initiation or were instead associated with the therapy provided poses a common methodological challenge in studies on personality traits in individuals with opioid addiction.Nevertheless, this study marks the initiation of a quest for psychological tests and measurements aiming to expedite and enhance specialists' precision in selecting appropriate substitution therapies.The study's effort seeks to streamline the therapeutic process, fostering intervention, stabilization, and optimal functional outcomes for individuals grappling with addiction.
In sum, this study is the first to investigate the differences in personality traits and attachment styles between recipients of buprenorphine and methadone maintenance therapy among individuals with heroin addiction.The findings suggest that personality traits and attachment styles may serve as viable, objective, and quantifiable criteria for the judicious selection between methadone and buprenorphine therapy.If subsequent research substantiates the outcomes of this study, psychometric tests may emerge as valuable tools for formulating more precise guidelines in prescribing substitution therapy.Future research should explore additional psychological attributes, and investigate potential factors influencing the choices of substitution therapies among individuals with heroin addiction.This expanded focus would contribute to a more comprehensive understanding of the interplay of psychological elements in therapy selection, thus advancing the refinement of therapeutic interventions and informing evidence-based policies. https://doi.org/10.1038/s41598-024-65695-wwww.nature.com/scientificreports/ https://doi.org/10.1038/s41598-024-65695-w

Table 3 .
Discriminant analysis of five major BFQ personality traits in buprenorphine and methadone group.Canonical correlation coefficient and eigenvalue; χ 2 -chi-square test; p-level of significance (5%).Number and percentage of correctly identified participants based on the five major personality traits of the Big Five Questionnaire (BFQ) results-56.0%correctly classified.

Table 4 .
Discriminant analysis of sub-dimensions of BFQ personality traits in buprenorphine and methadone group.Canonical correlation coefficient and eigenvalue; χ 2 -chi-square test; p-level of significance (5%).Number and percentage of correctly identified participants based on the personality sub-dimensions of Big Five Questionnaire (BFQ) results-59.3%correctly classified.