Item response theory analysis of binge drinking and its relationship to lifetime alcohol use disorder symptom severity in an American Indian community sample

The Brief Alcohol Use Disorder Severity Scale: An Initial Validation Evaluation

AIMS

The goal of this study was to develop a standard measure of AUD severity that includes multiple dimensions and can be used in clinical settings to inform treatment selection.

METHODS

A large sample (n = 1939) of moderate to heavy drinkers was amassed from six psychopharmacology studies. The severity factor was comprised of four dimensions: withdrawal, craving, AUD symptoms and alcohol-related consequences. First, a confirmatory factor analysis (CFA) was conducted to examine model fit. Next, a comprehensive item list from the four measures (i.e. CIWA, DrinC, PACs and SCID-5 AUD criteria) was reduced through exploratory factor analysis (EFA). Once the final items were merged into a preliminary assessment, an EFA was run to observe the factor structure. Initial validation of the measure was obtained via associations with clinical endpoints.

RESULTS

The chi-square test statistic (${\chi}^2(2)=2.432\ P=0.297$) for a single-factor model of severity demonstrated good fit. Additional goodness-of-fit indices from the CFA revealed similar support for the single-factor model of severity (i.e. SRMSR = 0.011; RMSEA = 0.011; CFI = 0.999). Next, nine items from the individual EFAs were selected based on factor loading. The final EFA conducted on the 9-item scale demonstrated that a single factor model of severity best fit the data. Analysis of the psychometric properties revealed good internal consistency ($\alpha$= 0.79).

CONCLUSIONS

The current study extends upon the measurement of severity and supports a brief severity measure. This brief 9-item scale can be leveraged in future studies as a screening instrument and as a tool for personalized medicine.

Childhood Experiences and High-Intensity Drinking Among American Indian and Alaska Native Adults: Findings From the 2000-2015 National Alcohol Surveys

OBJECTIVE

The purpose of this study was to examine associations with high-intensity drinking (HID) in American Indian/Alaska Native (AI/AN) populations and compare them to White and other minority groups using four National Alcohol Surveys, 2000 to 2015 (total N = 29,571; AI/ANs = 434).

METHOD

Current drinking and HID (8+ and 12+ drinks on any day) from maximum drinks in the prior 12 months were analyzed with independent variables and race/ethnicity (AI/AN, non-Hispanic White, and other racial/ethnic groups combined). Adjusted logistic regression models comprised gender, age, marital status, employment, education, survey year, rurality, and especially, childhood trauma (physical/sexual abuse), and biological family alcohol problem history (each dichotomous).

RESULTS

In adjusted population models, Whites had twice the odds of current drinking as AI/ANs, with no difference between other racial/ethnic groups and AI/ANs. Descriptively, AI/AN drinkers consumed at higher intensity levels than other groups, with higher prevalence of childhood trauma and family problem drinking than others. However, on a population basis, adjusting for all factors, apparent differences between AI/AN and White HID were eliminated; other minority groups together, compared with AI/ANs, showed lower odds of consuming 8+ drinks.

CONCLUSIONS

AI/ANs had a higher prevalence of childhood trauma and family alcohol problems as well as lower current drinking likelihood compared with Whites. In adjusted population models, the combined other minorities group was less likely to ever consume 8+ drinks than AI/ANs. In all populations, childhood trauma and family alcohol problems increased the risk of HID, strongly so in AI/ANs. Addressing childhood trauma and family problems is important among AI/ANs to break generational cycles of drinking extreme amounts per occasion.

Childhood Experiences and High-Intensity Drinking Among American Indian and Alaska Native Adults: Findings From the 2000-2015 National Alcohol Surveys

OBJECTIVE

The purpose of this study was to examine associations with high-intensity drinking (HID) in American Indian/Alaska Native (AI/AN) populations and compare them to White and other minority groups using four National Alcohol Surveys, 2000 to 2015 (total N = 29,571; AI/ANs = 434).

METHOD

Current drinking and HID (8+ and 12+ drinks on any day) from maximum drinks in the prior 12 months were analyzed with independent variables and race/ethnicity (AI/AN, non-Hispanic White, and other racial/ethnic groups combined). Adjusted logistic regression models comprised gender, age, marital status, employment, education, survey year, rurality, and especially, childhood trauma (physical/sexual abuse), and biological family alcohol problem history (each dichotomous).

RESULTS

In adjusted population models, Whites had twice the odds of current drinking as AI/ANs, with no difference between other racial/ethnic groups and AI/ANs. Descriptively, AI/AN drinkers consumed at higher intensity levels than other groups, with higher prevalence of childhood trauma and family problem drinking than others. However, on a population basis, adjusting for all factors, apparent differences between AI/AN and White HID were eliminated; other minority groups together, compared with AI/ANs, showed lower odds of consuming 8+ drinks.

CONCLUSIONS

AI/ANs had a higher prevalence of childhood trauma and family alcohol problems as well as lower current drinking likelihood compared with Whites. In adjusted population models, the combined other minorities group was less likely to ever consume 8+ drinks than AI/ANs. In all populations, childhood trauma and family alcohol problems increased the risk of HID, strongly so in AI/ANs. Addressing childhood trauma and family problems is important among AI/ANs to break generational cycles of drinking extreme amounts per occasion.

Culturally tailored evidence-based substance use disorder treatments are efficacious with an American Indian Southwest tribe: an open-label pilot-feasibility randomized controlled trial

BACKGROUND AND AIMS

Many evidence-based treatments (EBTs) for substance use disorder (SUD) exist, yet few are tailored to Indigenous patients. This trial tested the efficacy of a culturally tailored EBT that combined Motivational Interviewing and the Community Reinforcement Approach (MICRA) versus treatment as usual (TAU).

DESIGN

A mixed efficacy/effectiveness randomized controlled trial of MICRA (n = 38) and TAU (n = 41) using a parallel design with follow-up assessments at 4-, 8-, and 12- months post baseline.

SETTING

United States, reservation-based outpatient, addiction specialty care treatment program.

PARTICIPANTS

79 (68% male) American Indian and Alaska Native (AI/AN) Tribal members meeting criteria for SUD and seeking SUD treatment.

INTERVENTIONS

MICRA (individual therapy sessions beginning with MI for 2-3 sessions) compared with TAU (individual and group counseling sessions in a didactic style with Twelve-Step philosophy and elements of relapse prevention).

MEASURES

Demographics, percent days abstinent (PDA; the primary outcome at 12months assessed by Form 90D), Inventory of Drug Use Consequences, Alcohol and Drug Use Self-Efficacy Scale, Native American Spirituality Scale, and SCID-DSM-IV-TR.

FINDINGS

There was no evidence for the benefit of MICRA over TAU (MICRA PDA = 72.63%, TAU = 73.62%, treatment effect: B = -4.04 (SE = 5.47); 95% CI = -14.941, 6.866; BF = 3.44) in the primary outcome. Both groups showed improvements in PDA, SUD severity, and negative consequences from baseline to the 12-month follow-up. Neither self-efficacy nor spirituality were significant mediators of MICRA.

CONCLUSIONS

There were no treatment group differences between culturally tailored evidence-based treatments for substance use disorder and treatment as usual in this randomized controlled trial with American Indian and Alaska Native participants. Nonetheless, participants improved over time on several substance-related outcomes.

Reliability of Differential Item Functioning in Alcohol Use Disorder: Bayesian Meta-Analysis of Criteria Discrimination Estimates

Numerous studies leverage item response theory (IRT) methods to examine measurement characteristics of alcohol use disorder (AUD) diagnostic criteria. Less work has examined the consistency of AUD IRT parameter estimates, an essential step for establishing measurement invariance, making statements about symptom diagnosticity, and validating the theoretical construct. A Bayesian meta-analysis of IRT discrimination values for AUD criteria across 33 independent samples (Total N = 321,998) revealed that overall consistency of AUD criteria discriminations was low (generalized intraclass correlation range = .105-.249). However, specific study characteristics accounted for substantial variability, suggesting that the unreliability is partially systematic. We replicated evidence of differential item functioning (DIF) via established factors (e.g., age, gender), but the magnitudes were small compared with DIF associated with assessment instrument. These results offer practical recommendations regarding which instruments to use when specific AUD criteria are of interest and which criteria are most sensitive when comparing demographic groups.

The performance of DSM-5 alcohol use disorder and quantity-frequency of alcohol consumption criteria: An item response theory analysis

BACKGROUND

Maladaptive patterns of drinking are central to the development of AUD. However, no DSM-5 criteria ask about patterns of alcohol use, such as 5+/4+ binge drinking. It is important to examine whether such an item would improve the diagnostic utility of the DSM-5 instrument.

METHOD

Using a large representative sample of the US population, we used item response theory (IRT) methodology to examine the threshold, discrimination, and information value and differential criterion functioning of DSM-5 AUD criteria, along with a 5+/4+ drinking pattern criterion assessed at various levels of frequency.

RESULTS

The best fit drinking pattern criterion (defined at 5+/4+ drinking at least once a week in the past year) tapped the milder end of that continuum, which was similar to the criterion of drinking in larger amounts or for longer than intended. The new DSM-5 craving criterion was associated with mid-level values of threshold and discrimination. The AUD criteria with the addition of the 5+/4+ drinking pattern criterion demonstrated invariance across important subgroups of the population.

CONCLUSIONS

Among the criteria with the lowest level of threshold, the drinking pattern criterion has demonstrated its utility of the DSM-5 classification by identifying clinically significant but milder AUD cases. Along with its relationship to AUD relapse, the new craving criterion tapped the moderate levels of threshold and discrimination and thus, argues for its continued inclusion in the DSM-5 AUD formulation. Study results showed that DSM-5 AUD criteria and the 5+/4+ drinking pattern criterion formed a unidimensional continuum of AUD severity.

Self-Induced Vomiting and Other Impulsive Behaviors in Alcohol Use Disorder: A Cross-sectional Descriptive Study

To determine the prevalence of self-induced vomiting (SIV) in a sample of patients with Alcohol Use Disorder (AUD), and to explore whether such behavior is associated with a comorbid eating disorder psychopathology and other clinical symptomatology, such as impulsivity. Methods: This cross-sectional descriptive study was carried out at the Alcohol Rehabilitation Unit at Stikland Psychiatric Hospital, South Africa. All consecutive inpatient admissions between April and June 2017 were invited to participate in an hour-long data interview. The Alcohol Use Disorders Identification Test (AUDIT), Bulimic Investigatory Test, Edinburgh (BITE), and the Barratt Impulsiveness Scale (BIS-11) were used to collect data from 104 adults. Results: A total of 29% of patients with AUD reported SIV. The main reason stated for SIV was to prevent hangover (66%). There were no significant differences in BITE and BIS110 scores between participants who reported SIV and those who did not. Conclusions: Almost a third of patients with AUD reported SIV. BITE scores indicated no relationship between eating disorders and alcohol-related SIV in this sample. Our findings also did not support an etiological role for impulsivity in alcohol-related SIV.

Evaluating the Validity of the DSM-5 Alcohol Use Disorder Diagnostic Criteria in a Sample of Treatment-seeking Native Americans

OBJECTIVE

Despite high rates of alcohol use disorder (AUD) and alcohol-induced deaths among Native Americans, there has been limited study of the construct validity of the AUD diagnostic criteria. The purpose of the current study was to examine the validity of the Diagnostic and Statistical Manual of Mental Disorders (DSM-5) AUD criteria in a treatment-seeking group of Native Americans.

METHODS

As part of a larger study, 79 Native Americans concerned about their alcohol or drug use were recruited from a substance use treatment agency located on a reservation in the southwestern United States. Participants were administered the Structured Clinical Interview for the Diagnostic and Statistical Manual of Mental Disorders (SCID for DSM-IV-TR) reworded to assess 11 DSM-5 criteria for AUD. Confirmatory factor analysis (CFA) was used to test the validity of the AUD diagnostic criteria, and item response theory (IRT) was used to examine the item characteristics of the AUD diagnostic criteria in this Native American sample.

RESULTS

CFA indicated that a 1-factor model of the 11 items provided a good fit of the data. IRT parameter estimates suggested that "withdrawal," "social/interpersonal problems," and "activities given up to use" had the highest magnitude of discrimination. "Much time spent using" and "activities given up to use" were associated with the greatest severity.

CONCLUSIONS

The current study provided support for the validity of the AUD DSM-5 criteria and a unidimensional latent construct of AUD in this sample of treatment-seeking Native Americans. IRT analyses replicate findings from previous studies. To our knowledge, this is the first study to examine the validity of the DSM-5 AUD criteria in a treatment-seeking sample of Native Americans. Continued research in other Native American samples is needed.

Meta-analysis of DSM alcohol use disorder criteria severities: structural consistency is only 'skin deep'

BACKGROUND

Item response theory (IRT) analyses of alcohol use disorder (AUD) and other psychological disorders are a predominant method for assessing overall and individual criterion severity for psychiatric diagnosis. However, no investigation has established the consistency of the relative criteria severities across different samples.

METHOD

PubMed/Medline, PsycINFO, Web of Science and ProQuest databases were queried for entries relating to alcohol use and IRT. Study data were extracted using a standardized data entry sheet. Consistency of reported criteria severities across studies was analysed using generalizability theory to estimate generalized intraclass correlations (ICCs).

RESULTS

A total of 451 citations were screened and 34 papers (30 unique samples) included in the research synthesis. The AUD criteria set exhibited low consistency in the ordering of criteria using both traditional [ICC = 0.16, 95% confidence interval (CI) 0.06-0.56] and generalized (ICC = 0.18, 95% CI 0.15-0.21) approaches. These results were partially accounted for by previously studied factors such as age and type of sample (e.g. clinical v. community), but the largest source of unreliability was the diagnostic instrument employed.

CONCLUSIONS

Despite the robust finding of unidimensional structure of AUDs, inconsistency in the relative severities across studies suggests low replicability, challenging the generalizability of findings from any given study. Explicit modeling of well-studied factors like age and sample type is essential and increases the generalizability of findings. Moreover, while the development of structured diagnostic interviews is considered a landmark contribution toward improving psychiatric research, variability across instruments has not been fully appreciated and is substantial.

Commonalities and Differences Across Substance Use Disorders: Phenomenological and Epidemiological Aspects

BACKGROUND

Although psychoactive substances vary in many ways, they have important commonalties, particularly in their ability to lead to an addiction syndrome. The field lacks an updated review of the commonalities and differences in the phenomenology of alcohol, cannabis, tobacco, stimulants, opioids, hallucinogens, sedatives/tranquilizers, and inhalants and their related substance use disorders (SUDs).

METHODS

DSM-IV and DSM-5 SUD diagnostic criteria were reviewed, as was evidence from recent epidemiological and clinical research: psychometric studies (test-retest reliability, latent trait analysis); physiological indicators (tolerance, withdrawal); prevalence and age of onset. Information was incorporated from previous reviews, PubMed and Scopus literature searches, and data from large U.S. national surveys.

RESULTS

Empirical evidence in the form of test-retest reliability and unidimensionality supports use of the same DSM-IV dependence or DSM-5 SUD diagnostic criteria across substances. For most substances, the criteria sets were generally most informative in general population samples at moderate-to-severe levels of SUD. Across substances, 2 criteria (tolerance and use in hazardous situations) were identified as functioning differently in population subgroups. Since substances have different pharmacological effects, withdrawal is assessed using substance-specific symptoms, while tolerance is not; issues remain with the assessment of tolerance. Alcohol, tobacco, and cannabis were consistently identified as the substances with earliest onset of use, highest prevalence of lifetime use, and highest prevalence of lifetime disorder.

CONCLUSIONS

Despite differences between psychoactive substances, the generic DSM criteria set appears equally applicable across substances. Additional studies of tolerance and hazardous use will be useful for future nosologies. Alcohol, cannabis, and tobacco are the substances with the greatest public health impact due to the high prevalence and early onset of their use, and the potential all 3 substances have to lead to addiction.

Alcohol use among reserve-dwelling adult First Nation members: use, problems, and intention to change drinking behavior

INTRODUCTION

Although alcohol use was not part of traditional First Nation (FN) life, alcohol misuse currently poses a significant public health problem. There is a dearth of research efforts to understand both alcohol misuse and efforts to resolve these problems. The primary aims of this study were to 1) present descriptive data on alcohol use in FN adults living on one reserve in Eastern Canada; and 2) explore correlates of help seeking intentions and past behaviors.

METHODS

We administered questionnaires to 211 FN people (96 men; 113 women; 2 unknown).

RESULTS

Nearly two-thirds of our sample were current drinkers (N=150). Of those, 29% endorsed they needed help with their drinking, and half reported that they would probably try to cut down or stop drinking in the next year. Multiple regression analyses suggested that drinking was positively associated with a greater perceived need for help with drinking (β=.40, p=<.001). Lower scores on a measure of cultural identity (i.e., stronger FN identity) was associated with a greater perceived need for help with drinking (β=-.18, p=.04). Greater endorsement of past year attempts to stop drinking (β=.33, p<.001) and higher alcohol reduction expectancies (β=.43, p<.00) were positively associated and lower scores on cultural identity (i.e., stronger FN identity) (β=-.19, p=.03) was associated with trying to cut down or stop drinking in the next year.

CONCLUSIONS

Future research should explore the nature of cultural identity as a protective factor.

Limits of Current Approaches to Diagnosis Severity Based on Criterion Counts: An Example with DSM-5 Alcohol Use Disorder

Within DSM-5, some diagnoses are now associated with a severity gradient based on the number of diagnostic criteria satisfied. Reasons for questioning the validity of this approach include the implicit assumptions of equal criterion severity and strict additivity of criteria combinations. To assess the implications of heterogeneity of criterion configurations on severity grading, we examined the association between all observed combinations of DSM-5 alcohol use disorder criteria endorsement, at each level of number of criteria endorsed, and multiple validity measures among 22,177 past-year drinkers from Wave 2 of the NESARC. Substantial variability of implied severity across criteria combinations was observed at each level of endorsement, with nontrivial overlap in implied severity across criterion counts. Findings suggest severity indices are at best imprecise and, potentially, misleading. These problems are likely inherent in traditional polythetic approaches to diagnosis and almost certainly applicable to other disorders. Approaches for improving severity grading are proposed.

A GPU-Based Gibbs Sampler for a Unidimensional IRT Model

Item response theory (IRT) is a popular approach used for addressing large-scale statistical problems in psychometrics as well as in other fields. The fully Bayesian approach for estimating IRT models is usually memory and computationally expensive due to the large number of iterations. This limits the use of the procedure in many applications. In an effort to overcome such restraint, previous studies focused on utilizing the message passing interface (MPI) in a distributed memory-based Linux cluster to achieve certain speedups. However, given the high data dependencies in a single Markov chain for IRT models, the communication overhead rapidly grows as the number of cluster nodes increases. This makes it difficult to further improve the performance under such a parallel framework. This study aims to tackle the problem using massive core-based graphic processing units (GPU), which is practical, cost-effective, and convenient in actual applications. The performance comparisons among serial CPU, MPI, and compute unified device architecture (CUDA) programs demonstrate that the CUDA GPU approach has many advantages over the CPU-based approach and therefore is preferred.

The diagnostic utility of separation anxiety disorder symptoms: an item response theory analysis

At present, it is not clear whether the current definition of separation anxiety disorder (SAD) is the optimal classification of developmentally inappropriate, severe, and interfering separation anxiety in youth. Much remains to be learned about the relative contributions of individual SAD symptoms for informing diagnosis. Two-parameter logistic Item Response Theory analyses were conducted on the eight core SAD symptoms in an outpatient anxiety sample of treatment-seeking children (N = 359, 59.3 % female, M Age = 11.2) and their parents to determine the diagnostic utility of each of these symptoms. Analyses considered values of item threshold, which characterize the SAD severity level at which each symptom has a 50 % chance of being endorsed, and item discrimination, which characterize how well each symptom distinguishes individuals with higher and lower levels of SAD. Distress related to separation and fear of being alone without major attachment figures showed the strongest discrimination properties and the lowest thresholds for being endorsed. In contrast, worry about harm befalling attachment figures showed the poorest discrimination properties, and nightmares about separation showed the highest threshold for being endorsed. Distress related to separation demonstrated crossing differential item functioning associated with age-at lower separation anxiety levels excessive fear at separation was more likely to be endorsed for children ≥9 years, whereas at higher levels this symptom was more likely to be endorsed by children <9 years. Implications are discussed for optimizing the taxonomy of SAD in youth.

DSM-5 criteria for substance use disorders: recommendations and rationale

Since DSM-IV was published in 1994, its approach to substance use disorders has come under scrutiny. Strengths were identified (notably, reliability and validity of dependence), but concerns have also arisen. The DSM-5 Substance-Related Disorders Work Group considered these issues and recommended revisions for DSM-5. General concerns included whether to retain the division into two main disorders (dependence and abuse), whether substance use disorder criteria should be added or removed, and whether an appropriate substance use disorder severity indicator could be identified. Specific issues included possible addition of withdrawal syndromes for several substances, alignment of nicotine criteria with those for other substances, addition of biomarkers, and inclusion of nonsubstance, behavioral addictions.This article presents the major issues and evidence considered by the work group, which included literature reviews and extensive new data analyses. The work group recommendations for DSM-5 revisions included combining abuse and dependence criteria into a single substance use disorder based on consistent findings from over 200,000 study participants, dropping legal problems and adding craving as criteria, adding cannabis and caffeine withdrawal syndromes, aligning tobacco use disorder criteria with other substance use disorders, and moving gambling disorders to the chapter formerly reserved for substance-related disorders. The proposed changes overcome many problems, while further studies will be needed to address issues for which less data were available.

Association of alcohol dehydrogenase genes with alcohol-related phenotypes in a Native American community sample

BACKGROUND

Previous linkage studies, including a study of the Native American population described in the present report, have provided evidence for linkage of alcohol dependence and related traits to chromosome 4q near a cluster of alcohol dehydrogenase (ADH) genes, which encode enzymes of alcohol metabolism.

METHODS

The present study tested for associations between alcohol dependence and related traits and 22 single-nucleotide polymorphisms (SNPs) spanning the 7 ADH genes. Participants included 586 adult men and women recruited from 8 contiguous Native American reservations. A structured interview was used to assess DSM-III-R alcohol dependence criteria as well as a set of severe alcohol misuse symptoms and alcohol withdrawal symptoms.

RESULTS

No evidence for association with the alcohol dependence diagnosis was observed, but an SNP in exon 9 of ADH1B (rs2066702; ADH1B*3) and an SNP at the 5' end of ADH4 (rs3762894) showed significant evidence of association with the presence of withdrawal symptoms (p = 0.0018 and 0.0012, respectively). Further, a haplotype analysis of these 2 SNPs suggested that the haplotypes containing either of the minor alleles were protective against alcohol withdrawal relative to the ancestral haplotype (p = 0.000006).

CONCLUSIONS

These results suggest that variants in the ADH1B and ADH4 genes may be protective against the development of some symptoms associated with alcohol dependence.