Chains of risk for alcohol use disorder: Mediators of exposure to neighborhood deprivation in early and middle childhood
Introduction
Excessive alcohol use is one of the leading causes of preventable death in the United States (US) (Mokdad et al., 2004). Alcohol use disorders (AUD) are debilitating, multi-faceted, recurrent conditions that impose a significant burden on the global population every year (Odlaug et al., 2016, Rehm and Imtiaz, 2016, Rehm et al., 2006, Whiteford et al., 2013). Alcohol-attributed productivity losses, disability and premature death are profound, especially among younger adults with AUD (Rehm et al., 2014). Although AUD is serious and prevalent, it also is preventable. Even in countries with strong social welfare systems, such as Sweden, supportive early neighborhood and family contexts can have a positive influence on later health outcomes, including AUD and other substance use disorders (Gauffin et al., 2013, Johansson et al., 2015, Kendler et al., 2014a, Sellstrom et al., 2011). There are many processes through which the neighborhood context may impact AUD, and understanding the longitudinal pathways from early exposure to adverse environments to later AUD can inform prevention and intervention. Given the intensive nature of the data required, this type of longitudinal study is relatively rare, however.
Developmental cascade theories suggest that successful completion of salient developmental tasks, or important accomplishments specific to a given developmental period, are interrelated over long periods, with earlier success (or difficulty) affecting later development through various pathways (Obradović et al., 2010, Roisman et al., 2004). Thus, disruptions in salient domains at each stage of development prospectively predict adverse outcomes at the next developmental stage (Eiden et al., 2016), thereby mediating the impact of the immediately preceding domain on later outcomes (Dodge et al., 2009). These cascading influences may then extend into adulthood, with early antisocial and high-risk behaviors being associated with adverse adult outcomes (Dodge et al., 2009).
Cascade models of adolescent substance use, more specifically, have explored how exposure to early-childhood risk factors leads to other risk factors later in childhood such as academic problems, with both early and later childhood risk factors linked in turn to adolescent (and later) substance use and associated problems (Sitnick et al., 2014). These “chains of risk” are important to identify as they offer insight into possible time points and strategies for intervention. By identifying early developmental correlates of AUD, targeted interventions may be directed at individuals when alcohol use is less entrenched and more malleable (Sitnick et al., 2014). Environmental interventions also can help prevent onset of alcohol use, as well as reducing heavy use and stopping progression to AUD (Ahern et al., 2015). In the current paper, we use population registry data from Sweden to examine pathways from exposure to neighborhood deprivation during early and middle childhood, focusing on school achievement during adolescence and social functioning during emerging adulthood as mediators of neighborhood effects on AUD.
Neighborhood deprivation poses many risks for child and adolescent development (Drukker et al., 2003, Kalff et al., 2001, Kohen et al., 2008, Leventhal and Brooks-Gunn, 2000, Schneiders et al., 2003). Deprived neighborhoods have fewer educational and employment opportunities (Williams and Collins, 2001), poor-quality physical, social and service environments (Macintyre et al., 1993), and weaker informal social control over deviant health-related behaviors, including substance use (Drukker et al., 2003, Karriker-Jaffe, 2011, Sampson et al., 1997). Although all of these represent possible pathways from neighborhood deprivation to adverse health outcomes, the ways in which neighborhood deprivation influences AUD through these chains of risk remains relatively understudied.
Two possible mediators are school achievement during adolescence and social functioning during emerging adulthood, including attainment of higher education and employment (Masten et al., 2008). Neighborhood deprivation in childhood may result in lower school achievement due to exposure to poorer quality schools and fewer other educational resources, as well as due to exposure to stressors including crime and violence. Repeated or continual environmental stress can impair cognitive and social development (Shonkoff et al., 2009, Shonkoff and Garner, 2012) and reduce the likelihood of educational success. The influence of neighborhood deprivation on educational outcomes has been heavily investigated, with established links to lower scholastic performance (Ainsworth, 2002), increased school dropout (Harding, 2003, Rendón, 2014), and decreased likelihood of high school graduation (Crowder and South, 2011, Wodtke et al., 2016) and of obtaining a college degree (Owens, 2010). Adolescents who do poorly in school are at higher risk for substance use, and school performance and academic achievement are predictors of AUD and alcohol-related mortality in adulthood (Budhiraja and Landberg, 2016, Crum et al., 2006, Gauffin et al., 2015). However, little research has reported on school achievement as a mediator of the relationship between neighborhood deprivation and AUD in young adulthood. Research on social functioning that includes successful accomplishment of other developmentally-appropriate tasks during emerging adulthood—such as being gainfully employed or otherwise integrated as a productive and functioning member of society—as a mediator of this relationship is even rarer. A Danish study used population registry data to compare employment in early adulthood (ages 21–27) for people who had lived in deprived neighborhoods in childhood (ages 8–9) with a control group matched on gender and age but who had lived in a relatively affluent neighboring area (Lander et al., 2012); rates of unemployment were significantly higher for the people who had lived in the deprived area as children. Our study aims to build on this research by explicitly emphasizing educational attainment and employment as intermediate outcomes on the pathway from early neighborhood deprivation to young adult AUD.
In addition to identifying pathways from early risk factors to later outcomes, developmental theories suggest that timing and chronicity of exposure to adversity differentially influence many long-term health outcomes (Slopen et al., 2014). In terms of timing, exposure to risk factors and stressors during sensitive developmental periods may be particularly damaging (McCutcheon et al., 2010, Olff et al., 2007). Sensitive developmental periods refer to life phases such as childhood and adolescence during which exposures to risk factors such as neighborhood deprivation may be more strongly associated with long-term AUD risk. When considering school achievement, exposure to neighborhood deprivation during early childhood may be markedly detrimental from a basic developmental perspective (Heckman, 2006, Knudsen et al., 2006), however school quality during middle childhood may be essential during this early period of mastery of fundamental skills necessary for academic success later in adolescence.
In terms of chronicity, sustained exposure to neighborhood deprivation over time and across developmental periods may be more damaging than exposure of a shorter duration (Crowder and South, 2011, Wodtke et al., 2016, Wodtke et al., 2011). Despite recommendations that neighborhood effects should be studied within a longitudinal and developmental framework (Ferraro and Shippee, 2009, Wodtke et al., 2011), few prior studies have examined how the effects of neighborhood deprivation vary across different developmental periods (but see, for example, Wodtke et al., 2016), or how neighborhood effects may be strengthened with longer duration of exposure (as exceptions, see Cerdá et al., 2010; Clarke et al., 2014), particularly on AUD.
The goal of this study is to test a cascade model to identify developmental pathways, or chains of risk, from neighborhood deprivation in early childhood to AUD in young adulthood. We use data from the Swedish general population to examine whether exposure to neighborhood deprivation during two key developmental periods (early and middle childhood) is associated with school achievement in adolescence and later difficulties with social functioning in emerging adulthood, and whether these, in turn, are predictive of onset of AUD in adolescence and emerging adulthood. Our hypothesis is that, after accounting for parental SES and parent externalizing behavior, another key predictor of child academic problems (Berg et al., 2016, Gifford et al., 2015) and substance use (Chassin et al., 1999, Kendler et al., 2013, Kendler et al., 2016c), exposure to neighborhood deprivation during early and middle childhood will be associated with lower school achievement in adolescence, as well as reduced social functioning in young adulthood, leading to subsequent development of AUD. We use stratified models to assess these pathways separately for men and women, as some research suggests sex differences in the effects of early adversity on later outcomes (Johansson et al., 2015, Kroneman et al., 2004).
Section snippets
Data sources
We linked Swedish National Registers by the unique identification number assigned at birth or upon immigration to all Swedish inhabitants. The identification number was replaced by a serial number to assure anonymity. Ethical approval for this study was secured from the Regional Ethical Review Board of Lund University.
The following national data sources were used to construct our analysis dataset: The Multi-Generation Register, linking individuals born after 1932 to their parents (Ekbom, 2011);
Descriptive statistics
A small proportion (1.5%) of males had developed AUD by the end of adolescence; this increased to 2.5% who had developed AUD during emerging adulthood. Proportions were similar for females, with 1.5% who had developed AUD by the end of adolescence and 1.9% during emerging adulthood. About a quarter of the sample lived in a deprived neighborhood at some point from birth to age 6 (28.1% males, 28.3% females), with similar proportions who lived in a deprived neighborhood at some point between ages
Discussion
Using population registry data from Sweden, we examined direct and indirect pathways linking early residence in deprived neighborhoods with the development of alcohol use disorders by age 24. Our results suggest there are important chains of risk from early exposure to neighborhood deprivation in childhood to AUD in emerging adulthood that operate indirectly through school achievement in adolescence and later indicators of social functioning, including educational attainment and gainful
Conflicts of interest
None.
Funding
Funding for this study was provided by the U.S. National Institute on Alcohol Abuse and Alcoholism (R01AA023534, M-PIs K.S. Kendler&K. Sundquist), ALF Skåne (K. Sundquist) and Forte, the Swedish Research Council for Health, Working Life&Welfare (Reg. no. 2013-1836 to K. Sundquist). The funders had no role in the study design, collection, analysis or interpretation of the data, writing of the manuscript, or the decision to submit the article for publication to disseminate the findings.
References (86)
- et al.
The roles of outlet density and norms in alcohol use disorder
Drug Alcohol Depend.
(2015) - et al.
Spatial and temporal dimensions of neighborhood effects on high school graduation
Soc. Sci. Res.
(2011) - et al.
Understanding differences in health behaviors by education
J. Health Econ.
(2010) - et al.
Children's health-related quality of life, neighbourhood socio-economic deprivation and social capital. A contextual analysis
Soc. Sci. Med.
(2003) - et al.
Time-specific and cumulative effects of exposure to parental externalizing behavior on risk for young adult alcohol use disorder
Addict. Behav.
(2017) - et al.
Neighbourhood disadvantage and individual adversities in adolescence and total alcohol consumption up to mid-life-Results from the Northern Swedish Cohort
Health Place
(2015) A discrete-time analysis of the effects of more prolonged exposure to neighborhood poverty on the risk of smoking initiation by age 25
Soc. Sci. Med.
(2016)Temporal effects of child and adolescent exposure to neighborhood disadvantage on Black/White disparities in young adult obesity
J. Adolesc. Health.
(2016)- et al.
Are point-in-time measures of neighborhood characteristics useful proxies for children's long-run neighborhood environment?
Econ. Lett.
(2003) - et al.
Moving to Opportunity: does long-term exposure to 'low-poverty' neighborhoods make a difference for adolescents?
Soc. Sci. Med.
(2011)
Hospital admissions of young persons for illicit drug use or abuse: does neighborhood of residence matter?
Health Place
Global burden of disease attributable to mental and substance use disorders: findings from the Global Burden of Disease Study 2010
Lancet
Inequities in CHD incidence and case fatality by neighborhood deprivation
Am. J. Prev. Med.
Why does it take a village? The mediation of neighborhood effects on educational achievement
Social Forces
Long-term cognitive and academic effects of early childhood education on children in poverty
Prev. Med.
Parental alcohol-related disorders and school performance in 16-year-olds-a Swedish national cohort study
Addiction
Socioeconomic disparities in alcohol-related mortality in Sweden, 1991–2006: a register-based follow-up study
Alcohol Alcohol
The relationship between neighborhood poverty and alcohol use: estimation by marginal structural models
Epidemiology
A longitudinal study of children of alcoholics: predicting young adult substance use disorders, anxiety, and depression
J. Abnorm. Psychol.
The effects of exposure to better neighborhoods on children: new evidence from the Moving to Opportunity experiment
Am. Econ. Rev.
Cumulative exposure to neighborhood context: consequences for health transitions over the adult life course
Res. Aging
Educational achievement and early school behavior as predictors of alcohol-use disorders: 35-year follow-up of the Woodlawn Study
J. Stud. Alcohol
A dynamic cascade model of the development of substance-use onset
Monogr. Soc. Res. Child Dev.
Developmental cascade model for adolescent substance use from infancy to late adolescence
Dev. Psychol.
The Swedish Multi‐generation Register
Methods Mol. Biol.
Aging and cumulative inequality: how does inequality get under the skin?
Gerontologist
The effect of childhood socioeconomic position on alcohol-related disorders later in life: a Swedish national cohort study
J. Epidemiol. Community Health
School performance and alcohol-related disorders in early adulthood: a Swedish national cohort study
Int. J. Epidemiol.
Intergenerational effects of parental substance-related convictions and adult drug treatment court participation on children's school performance
Am. J. Orthopsychiatry
Counterfactual models of neighborhood effects: the effect of neighborhood poverty on dropping out and teenage pregnancy
Am. J. Sociol.
Understanding the mechanisms through which an influential early childhood program boosted adult outcomes
Am. Econ. Rev.
Skill formation and the economics of investing in disadvantaged children
Science
Can We Improve Job Retention and Advancement among Low-income Working Parents?
Does moving from a high-poverty to lower-poverty neighborhood improve mental health? A realist review of 'Moving to Opportunity'
Health Place
Neighbourhood level and individual level SES effects on child problem behaviour: a multilevel analysis
J. Epidemiol. Community Health
The community college: educating students at the margin between college and work
J. Econ. Perspect.
Areas of disadvantage: a systematic review of effects of area-level socioeconomic status on substance use outcomes
Drug Alcohol Rev.
Dimensions of parental alcohol use/problems and offspring temperament, externalizing behaviors, and alcohol use/problems
Alcohol. Clin. Exp. Res.
An extended Swedish national adoption study of alcohol use disorder
JAMA Psychiatry
A Swedish population-based multivariate twin study of externalizing disorders
Behav. Genet.
Genetic and family and community environmental effects on drug abuse in adolescence: a Swedish national twin and sibling study
Am. J. Psychiatry
A Swedish national prospective and co-relative study of school achievement at age 16, and risk for schizophrenia, other nonaffective psychosis, and bipolar illness
Schizophr. Bull.
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2022, Academic PediatricsCitation Excerpt :Chains of Risk. Particularly, impactful exposures may serve as a turning point, setting off a chain reaction affecting future health, and increasing the risk of a sequence of subsequent exposures occurring.6 Exposures that may set off chains of risk include neighborhood deprivation, premature birth, and tobacco exposure.9,10 These chains are often intertwined with sensitive periods, for example homelessness at the time of a teen pregnancy has prolonged detrimental consequences.11
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2021, Drug and Alcohol DependenceCitation Excerpt :Prior studies also reported associations between neighborhood deprivation and drug use, likely mediated through increased stress and distress (Boardman et al., 2001) and greater exposure to drugs (Crum et al., 1996; Storr et al., 2004). Our findings are also consistent with our prior studies that show higher alcohol use disorder risks associated with low SES in the general Swedish population (Karriker-Jaffe et al., 2018a, b; Kendler et al., 2014), suggesting such risks are not specific to immigrants. The lower risks for alcohol and drug use disorders we found for first-generation immigrants are largely consistent with the immigrant paradox, whereby foreign nativity is protective against psychiatric disorders and premature mortality despite the stressful experiences and poverty often associated with immigration (Alegria et al., 2008; Burnam et al., 1987; Rubalcava et al., 2008).
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2021, Addictive BehaviorsCitation Excerpt :Because religious denominations play a role in both promoting abstinence and reducing heavy drinking among those who choose to drink (Michalak, Trocki, & Bond, 2007), we extend prior studies by examining area-level religious adherence and FH in relation to both high-risk drinking and dependence among current drinkers, while controlling for individual-level religious affiliation. Some studies have shown area-level effects on alcohol outcomes vary by sex (Orozco et al., 2017; Karriker-Jaffe et al., 2018, 2012; Brown et al., 2016). Other work suggests neighborhood areas may have stronger effects for Blacks/African Americans1 and Hispanics/Latinos/Latinas2 than Whites (Karriker-Jaffe et al., 2012; Jones-Webb et al., 1997; Glass et al., 2017; Zemore et al., 2016).
Substance use: Interplay between polygenic risk and neighborhood environment
2020, Drug and Alcohol DependenceCitation Excerpt :In a similar vein, we only considered alcohol consumption levels ≤70 glasses per week, with most participants showing moderate alcohol use (M = 6.0 glasses per week). Association patterns for measures of more extreme forms of alcohol use might be quite different (Karriker-Jaffe et al., 2018). For lifetime cannabis use, there was a significant positive effect of the SES factor, which is in line with some previous findings (Galea et al., 2007) but in contrast with a study in cannabis use disorder (Buu et al., 2009).