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Salazar-Fernández C, Mawditt C, Palet D, Haeger PA, Román Mella F. Changes in the clustering of health-related behaviors during the COVID-19 pandemic: examining predictors using latent transition analysis. BMC Public Health 2022; 22:1446. [PMID: 35906590 PMCID: PMC9338510 DOI: 10.1186/s12889-022-13854-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 07/14/2022] [Indexed: 12/02/2022] Open
Abstract
The COVID-19 pandemic has had a significant impact on daily life, affecting both physical and mental health. Changes arising from the pandemic may longitudinally impact health-related behaviors (HRB). As different HRBs co-occur, in this study, we explore how six HRBs - alcohol (past-week and binge-drinking), tobacco, marijuana, benzodiazepine use, and unhealthy food consumption - were grouped and changed over time during the COVID-19 pandemic. A sample of 1038 university students and staff (18 to 73 years old) of two universities completed an online psychometrically adequate survey regarding their recalled HRB (T0, pre-COVID-19 pandemic) and the impact of COVID-19 on their behaviors during July (T1) and November (T2). Latent Transition Analysis (LTA) was used to identify HRB cluster membership and how clusters changed across T0, T1, and T2. Four clusters emerged, but remained mainly stable over time: ‘Lower risk’ (65.2–80%), ‘Smokers and drinkers’ (1.5–0.01%), ‘Binge-drinkers and marijuana users’ (27.6–13.9%), and ‘Smokers and binge-drinkers’ (5.6–5.8%). Participants who moved from one cluster to another lowered their HRB across time, migrating from the ‘Binge-drinkers and marijuana users’ cluster to ‘Lower risk’. Participants in this cluster were characterized as less affected economically by the COVID-19 pandemic, with lower reported stress levels, anxiety, depression, and loneliness than the other clusters. Our results provide evidence of how HRBs clustered together and transitioned longitudinally during the COVID-19 pandemic. HRB clustering across time offers a valuable piece of information for the tailoring of interventions to improve HRB.
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Affiliation(s)
- Camila Salazar-Fernández
- Departamento de Psicología, Universidad de La Frontera, Casilla 54D, 4811230, Temuco, Chile.,Departamento de Análisis de Datos, Universidad Autónoma de Chile, Temuco, Chile
| | | | - Daniela Palet
- Departamento de Psicología, Universidad de La Frontera, Casilla 54D, 4811230, Temuco, Chile
| | - Paola A Haeger
- Departamento de Ciencias Biomédicas, Facultad de Medicina, Universidad Católica del Norte, Coquimbo, Chile
| | - Francisca Román Mella
- Departamento de Psicología, Universidad de La Frontera, Casilla 54D, 4811230, Temuco, Chile.
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Alcohol intake and brain white matter in middle aged men: Microscopic and macroscopic differences. NEUROIMAGE-CLINICAL 2018; 18:390-398. [PMID: 29487796 PMCID: PMC5816025 DOI: 10.1016/j.nicl.2018.02.006] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Revised: 01/29/2018] [Accepted: 02/05/2018] [Indexed: 11/22/2022]
Abstract
Heavy alcohol consumption is associated with deleterious changes in the brain but associations of moderate alcohol intake are not well understood. We examined the association of alcohol consumption with brain white matter health in 377 middle-aged men (56-66 years old; mean 61.8 ± 2.6 years) who were participants in the Vietnam Era Twin Study of Aging (VETSA). T1-, T2-, proton density-, and diffusion-weighted magnetic resonance images were obtained. Diffusion measures were quantified from 12 major white matter tracts. Global white matter lesion (WML) burden was also quantified. Mixed effects linear models examined differences in diffusivity and WMLs by amount of alcohol intake. Analyses adjusted for numerous demographic, health, and lifestyle variables. An inverted-U association was found between alcohol intake and fractional anisotropy (FA) in several tracts, including the inferior-frontal-occipital fasciculus, uncinate fasciculus, superior longitudinal fasciculus, the forceps minor and the anterior thalamic radiations. In these tracts, FA increased with increasing alcohol intake, peaking with moderate alcohol intake (9-28 drinks in 14 days), and declining with heavier intake. Associations remained significant after exclusion of individuals with diabetes or hypertension. There was a U-shaped association in WML burden with highest burden among never drinkers and heavy drinkers (>28 drinks in 14 days). This association was no longer significant after exclusion of individuals with hypertension, since WML burden among heavy drinkers no longer differed from that of other drinkers. This suggests that hypertension related to heavy alcohol intake may contribute to WML burden observed among heavy drinkers. Together, these correlational results suggest that among middle-aged men, moderate drinking may be associated with metrics of better white matter health, particularly microstructural measures, whereas drinking beyond recommended guidelines may be associated with both microstructural and macrostructural white matter damage.
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Wall M, Casswell S. Drinker Types, Harm, and Policy-Related Variables: Results from the 2011 International Alcohol Control Study in New Zealand. Alcohol Clin Exp Res 2017; 41:1044-1053. [PMID: 28372021 DOI: 10.1111/acer.13372] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Accepted: 03/06/2017] [Indexed: 12/29/2022]
Abstract
BACKGROUND The aim was to identify a typology of drinkers in New Zealand based on alcohol consumption, beverage choice, and public versus private drinking locations and investigate the relationship between drinker types, harms experienced, and policy-related variables. METHODS Model-based cluster analysis of male and female drinkers including volumes of alcohol consumed in the form of beer, wine, spirits, and ready-to-drinks (RTDs) in off- and on-premise settings. Cluster membership was then related to harm measures: alcohol dependence, self-rated health; and to 3 policy-relevant variables: liking for alcohol adverts, price paid for alcohol, and time of purchase. RESULTS Males and females were analyzed separately. Men fell into 4 and women into 14 clearly discriminated clusters. The male clusters consumed a relatively high proportion of alcohol in the form of beer. Women had a number of small extreme clusters and some consumed mainly spirits-based RTDs, while others drank mainly wine. Those in the higher consuming clusters were more likely to have signs of alcohol dependency, to report lower satisfaction with their health, to like alcohol ads, and to have purchased late at night. CONCLUSIONS Consumption patterns are sufficiently distinctive to identify typologies of male and female alcohol consumers. Women drinkers are more heterogeneous than men. The clusters relate differently to policy-related variables.
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Affiliation(s)
- Martin Wall
- SHORE & Whariki Research Centre, College of Health, Massey University, Auckland, New Zealand
| | - Sally Casswell
- SHORE & Whariki Research Centre, College of Health, Massey University, Auckland, New Zealand
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Wennberg P, Bohman M, Andersson T. Variations and stability in drinking patterns in a cohort of Swedish males. Scand J Public Health 2016. [DOI: 10.1177/14034948000280040301] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objective: Information on drinking patterns may make an important contribution to our understanding of the risks and consequences of alcohol consumption. The objective of the present study is to describe variations and stability of patterns of alcohol use at both the aggregate and the individual levels. Methods: The reported alcohol consumption was recorded of a normal, representative birth cohort of Swedish male (n=122) subjects followed from the age of 18 years to early middle age and more extensively scrutinized at the age of 36, using a 28 day time-line follow-back technique. Results: In young middle age a high proportion of total consumption occurred on Fridays and Saturdays (about 60%). In addition, it was possible to classify ``standard drinkers'', ``sporadic binge drinkers'', and ``frequent drinkers'' as separate clusters. Conclusion: While binge drinking was more stable than frequency of drinking from the age of 18 to the age of 36, frequent drinking showed the highest short-term stability at the age of 36 years.
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Affiliation(s)
- Peter Wennberg
- Department of Psychology, University of Stockholm, , National Council for Crime Prevention, Stockholm, Sweden
| | - Michael Bohman
- Department of Psychology, University of Stockholm, National Council for Crime Prevention, Stockholm, Sweden
| | - Tommy Andersson
- Department of Psychology, University of Stockholm, National Council for Crime Prevention, Stockholm, Sweden
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Affiliation(s)
- J Mørland
- Department of Drug Abuse Research and Method Development, Division of Forensic Sciences, Norwegian Institute of Public Health, and the Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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Noble N, Paul C, Turon H, Oldmeadow C. Which modifiable health risk behaviours are related? A systematic review of the clustering of Smoking, Nutrition, Alcohol and Physical activity ('SNAP') health risk factors. Prev Med 2015; 81:16-41. [PMID: 26190368 DOI: 10.1016/j.ypmed.2015.07.003] [Citation(s) in RCA: 293] [Impact Index Per Article: 32.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2014] [Revised: 07/01/2015] [Accepted: 07/10/2015] [Indexed: 11/16/2022]
Abstract
OBJECTIVE There is a growing body of literature examining the clustering of health risk behaviours, but little consensus about which risk factors can be expected to cluster for which sub groups of people. This systematic review aimed to examine the international literature on the clustering of smoking, poor nutrition, excess alcohol and physical inactivity (SNAP) health behaviours among adults, including associated socio-demographic variables. METHOD A literature search was conducted in May 2014. Studies examining at least two SNAP risk factors, and using a cluster or factor analysis technique, or comparing observed to expected prevalence of risk factor combinations, were included. RESULTS Fifty-six relevant studies were identified. A majority of studies (81%) reported a 'healthy' cluster characterised by the absence of any SNAP risk factors. More than half of the studies reported a clustering of alcohol with smoking, and half reported clustering of all four SNAP risk factors. The methodological quality of included studies was generally weak to moderate. Males and those with greater social disadvantage showed riskier patterns of behaviours; younger age was less clearly associated with riskier behaviours. CONCLUSION Clustering patterns reported here reinforce the need for health promotion interventions to target multiple behaviours, and for such efforts to be specifically designed and accessible for males and those who are socially disadvantaged.
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Affiliation(s)
- Natasha Noble
- Priority Research Centre for Health Behaviour, University of Newcastle, Newcastle, NSW, Australia.
| | - Christine Paul
- Priority Research Centre for Health Behaviour, University of Newcastle, Newcastle, NSW, Australia
| | - Heidi Turon
- Priority Research Centre for Health Behaviour, University of Newcastle, Newcastle, NSW, Australia
| | - Christopher Oldmeadow
- Hunter Medical Research Institute and Faculty of Health, University of Newcastle, Newcastle, NSW, Australia
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Affiliation(s)
- Jurgen Rehm
- Social and Epidemiological Research (SER) Department, Centre for Addiction and Mental Health (CAMH), 33 Russel Street, Toronto, ON, M5S 2S1, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada; Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON, Canada; PAHO/WHO Collaborating Centre for Mental Health & Addiction, Toronto, ON, Canada; Epidemiological Research Unit, Klinische Psychologie & Psychotherapie, Technische Universität Dresden, Dresden, Germany.
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Abstract
AIMS This study investigated associations between self-reported illness, social factors and health behaviours and non-drinking among young people aged 18-34 years. DESIGN Logistic regression analysis of cross-sectional national survey data, collected from the Health Survey for England 2006 and 2008. Data were collected through face-to-face interviews and are self-reported. PARTICIPANTS AND SETTINGS A total of 2826 male and 3618 females aged 18-34 years drawn from a nationally representative multi-stage stratified probability sampling design across England. MEASUREMENTS Non-drinkers were based on those who reported 'no' to drinking alcohol currently. Exposure measures included self-reports of having a limiting long-standing illness, long-standing illness or self-reported poor health. We adjusted for ethnicity, income, education, general physical activity and other factors. FINDINGS Having a limiting long-standing illness during early adulthood increased the odds of being a non-drinker 1.74 times for men (P < 0.01) and 1.45 times for women (P < 0.01). In both men and women belonging to the lowest income quintile or having no qualifications was associated with increased odds of being a non-drinker (P < 0.001), indicating that the social gradient in non-drinking begins at an early age. Men and women aged 18-34 years with the lowest activity levels were also more likely to be non-drinkers (P < 0.01). CONCLUSION Young adults who have a limiting long-standing illness are more likely not to drink alcohol even after adjusting for a range of social and demographic measures. Studies on the putative health benefits of moderate alcohol consumption later in life need to take account of early life history.
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Affiliation(s)
- Linda Ng Fat
- Department of Epidemiology and Public Health, UCL, London, UK.
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Rehm J, Irving H, Ye Y, Kerr WC, Bond J, Greenfield TK. Are lifetime abstainers the best control group in alcohol epidemiology? On the stability and validity of reported lifetime abstention. Am J Epidemiol 2008; 168:866-71. [PMID: 18701442 PMCID: PMC2565735 DOI: 10.1093/aje/kwn093] [Citation(s) in RCA: 166] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2008] [Accepted: 03/18/2008] [Indexed: 01/18/2023] Open
Abstract
Lifetime abstainers have often been recommended as the comparison group in alcohol epidemiology. The objective of this study was to provide insight into the validity and stability of lifetime abstention by using data derived from the National Alcohol Survey, a national probability survey of US households conducted in 1984, and its 2 follow-up surveys conducted in 1990 and 1992. Results indicated that more than half (52.9%; all proportions were weighted to represent the US population) of those who reported never having a drink of any alcoholic beverage in the 1992 survey reported drinking in previous surveys. Depending on assumptions, this difference may result in an underestimation of alcohol-attributable mortality of 2%-15% in men and 2%-22% in women. Sociodemographic factors differentiated those who consistently reported lifetime abstention across surveys from the rest of the study population. Results suggest that using reported lifetime abstainers as a sole comparison group is problematic, especially if reporting is based on 1 measurement only. Establishing multiple measurement points and including irregular lifetime light drinkers with lifetime abstainers as the comparison group are recommended for future epidemiologic studies.
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Affiliation(s)
- J Rehm
- Centre for Addiction and Mental Health, 33 Russell Street, Room 2035, Toronto, Ontario M5S2S1, Canada.
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Giesbrecht N. Community-based prevention of alcohol problems: addressing the challenges of increasing deregulation of alcohol. Subst Use Misuse 2007; 42:1813-34. [PMID: 18075911 DOI: 10.1080/10826080701530688] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
This article focuses on the erosion of alcohol management policies and the implications for local prevention efforts. It draws lessons from three large-scale multi-year multi-site programs in Canada, e.g., local addiction prevention projects, heart health programs, and tobacco control experiences. It explores five themes: getting alcohol on the agenda and implementing effective local responses to alcohol problems; assessing conceptual frameworks in order to identify the essential components of an effective prevention strategy; developing a system of local prevention initiatives that give priority to long-lasting structural changes; generating accurate information on alcohol-related damage in order to set priorities; and developing a prevention action plan in order to support local initiatives.
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Affiliation(s)
- Norman Giesbrecht
- Social, Prevention and Health Policy Research Department, Centre for Addiction & Mental Health, Toronto, Ontario, Canada.
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Stranges S, Notaro J, Freudenheim JL, Calogero RM, Muti P, Farinaro E, Russell M, Nochajski TH, Trevisan M. Alcohol drinking pattern and subjective health in a population-based study. Addiction 2006; 101:1265-76. [PMID: 16911725 DOI: 10.1111/j.1360-0443.2006.01517.x] [Citation(s) in RCA: 104] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
AIMS Some patterns of alcohol consumption (e.g. binge drinking, drinking outside of meals) have been associated with detrimental effects on health outcomes. Subjective health provides a global assessment of health status and is a strong predictor of total mortality; however, little is known about its relationship with alcohol drinking pattern. The association between several drinking patterns (i.e. drinking intensity and frequency, frequency of intoxication, drinking outside of meals, and beverage type) and subjective health was examined in a random sample of 3586 women and men. DESIGN A population-based cross-sectional study. METHODS Subjective health was assessed using the physical and mental health component summaries of the Short Form-36 health survey questionnaire. Alcohol consumption refers to the 30 days before the interview. Analysis of covariance compared gender-specific mean scores across alcohol drinking patterns. FINDINGS Overall, non-current drinkers reported poorer physical and mental health than life-time abstainers and current drinkers, while no consistent differences were found between life-time abstainers and current drinkers. In female current drinkers, daily drinking, beer and mixed beverage consumption were associated with better mental health. In male current drinkers, moderate alcohol consumption (2-2.9 drinks per day), wine and mixed beverage consumption were associated with better physical health. Intoxication and liquor consumption were associated with poorer mental health in women and poorer physical health in men. No consistent associations were found for drinking outside meals. CONCLUSIONS Aspects of drinking pattern may affect subjective health differentially in women and men. Overall, intoxication and liquor drinking are associated with poorer self-perceived health status than regular, moderate consumption of other alcoholic beverages.
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Affiliation(s)
- Saverio Stranges
- Department of Social and Preventive Medicine, School of Public Health and Health Professions, State University of New York at Buffalo, 3435 Main Street, Buffalo, NY 14214, USA.
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Rehm J. Selection and self-selection: how to determine the real impact of alcohol on health-care utilization and costs? Addiction 2005; 100:28-9; author reply 30-2. [PMID: 15598186 DOI: 10.1111/j.1360-0443.2005.00927.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Rehm J, Gmel G. Alcohol consumption and total mortality/morbidity-definitions and methodological implications. Best Pract Res Clin Gastroenterol 2003; 17:497-505. [PMID: 12828951 DOI: 10.1016/s1521-6918(03)00032-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Two main types of studies of alcohol consumption and total mortality/morbidity are distinguished, namely: individual level studies and aggregate level studies. Alcohol consumption is usually characterized in terms of volume or average volume of consumption. More recently, patterns of drinking, especially heavy drinking occasions, have been introduced. On the individual level, the definition of mortality is trivial (death) and morbidity is either defined by hospitalization or by subjective definitions. On the aggregate level, mortality is defined either in death rates or in years of life lost, and morbidity as hospitalization rates or years of life lost to disability. Disability Adjusted Life Years (DALYs) combine mortality and morbidity into a summary measure of health. Individual level studies clearly should be given preference in assessing the relationship between alcohol and outcomes, as long as the assessment of alcohol consumption is state-of-the-art and the sample includes all relevant drinking patterns, plus if there is adequate control for confounding and adequate statistical analysis.
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Affiliation(s)
- Jürgen Rehm
- Addiction Research Institute Zurich, Switzerland.
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Alcohol and cardiovascular disease--more than one paradox to consider. Average volume of alcohol consumption, patterns of drinking and risk of coronary heart disease--a review. ACTA ACUST UNITED AC 2003. [PMID: 12569232 DOI: 10.1097/00043798-200302000-00004] [Citation(s) in RCA: 73] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
The effect of average volume of alcohol on coronary heart disease (CHD) is J-shaped in established market economies. Light to moderate drinkers have less risk than abstainers, with heavy drinkers displaying the highest level of risk. This relationship between average volume of alcohol consumption and CHD is modified by different patterns of drinking. Heavy drinking occasions as well as drinking outside meals are related to increased CHD risk, independently of volume of drinking. Beverage type does not seem to have much impact, even though there are some indications that wine is more protective than other forms of alcohol. Physiological mechanisms have been identified to explain this complex relationship between alcohol and CHD. Since patterns of drinking are important in determining CHD risk, they should be included in future epidemiologic studies, together with biomarkers further to test hypotheses about pathways.
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Gossop M, Marsden J, Stewart D. Dual dependence: assessment of dependence upon alcohol and illicit drugs, and the relationship of alcohol dependence among drug misusers to patterns of drinking, illicit drug use and health problems. Addiction 2002; 97:169-78. [PMID: 11860388 DOI: 10.1046/j.1360-0443.2002.00028.x] [Citation(s) in RCA: 64] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
AIMS The study investigates severity of alcohol dependence among drug misusers. Specifically, it investigates the inter-relationship of alcohol and drug dependence and associations with alcohol consumption, drug consumption and substance-related problems. DESIGN, SETTING, PARTICIPANTS The sample comprised 735 people seeking treatment for drug misuse problems, who were current (last 90 days) drinkers. MEASUREMENTS Data were collected by structured face-to-face interviews. Dependence upon illicit drugs and upon alcohol was measured by the Severity of Dependence Scale (SDS). FINDINGS Three groups of drinkers were identified: non-alcohol-dependent drug misusers (63%); low-dependence (19%); and high-dependence (18%). Many drug misusers were drinking excessively and alcohol dependence was related to patterns of alcohol and drug consumption. High-dependence drinkers were more likely to drink extra-strength beer; they were less frequent users of heroin and crack cocaine but more frequent users of benzodiazepines, amphetamines and cocaine powder; they reported more psychological and physical health problems. The SDS was found to have good reliability and validity as a measure of alcohol dependence. SDS scores for alcohol and drug dependence were unrelated. CONCLUSIONS Alcohol use is an important and under-rated problem in the treatment of drug misusers. A comprehensive assessment of alcohol use among drug misusers should include separate assessments of alcohol consumption, alcohol-related problems and severity of alcohol dependence.
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