Characterizing the intersection of Co-occurring risk factors for illicit drug abuse and dependence in a U.S. nationally representative sample
Few studies have attempted to characterize how co-occurring risk factors for substance use disorders intersect. A recent study examined this question regarding cigarette smoking and demonstrated that co-occurring risk factors generally act independently. The present study examines whether that same...
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Veröffentlicht in: | Preventive medicine 2016-11, Vol.92, p.118-125 |
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description | Few studies have attempted to characterize how co-occurring risk factors for substance use disorders intersect. A recent study examined this question regarding cigarette smoking and demonstrated that co-occurring risk factors generally act independently. The present study examines whether that same pattern of independent intersection of risk factors extends to illicit drug abuse/dependence using a U.S. nationally representative sample (National Survey on Drug Use and Health, 2011–2013). Logistic regression and classification and regression tree (CART) modeling were used to examine risk of past-year drug abuse/dependence associated with a well-established set of risk factors for substance use (age, gender, race/ethnicity, education, poverty, smoking status, alcohol abuse/dependence, mental illness). Each of these risk factors was associated with significant increases in the odds of drug abuse/dependence in univariate logistic regressions. Each remained significant in a multivariate model examining all eight risk factors simultaneously. CART modeling of these 8 risk factors identified subpopulation risk profiles wherein drug abuse/dependence prevalence varied from 80% corresponding to differing combinations of risk factors present. Alcohol abuse/dependence and cigarette smoking had the strongest associations with drug abuse/dependence risk. These results demonstrate that co-occurring risk factors for illicit drug/abuse dependence generally intersect in the same independent manner as risk factors for cigarette smoking, underscoring further fundamental commonalities across these different types of substance use disorders. These results also underscore the fundamental importance of differences in the presence of co-occurring risk factors when considering the often strikingly different prevalence rates of illicit drug abuse/dependence in U.S. population subgroups.
•Study of co-occurring risk factors for illicit drug abuse/dependence in U.S. adults•Eight risk factors were each independently associated with illicit drug abuse/dependence.•Alcohol abuse/dependence was most strongly associated with illicit drug use disorders.•Effects of risk factors for illicit drug use are not conditional on the presence of the others. |
doi_str_mv | 10.1016/j.ypmed.2016.09.030 |
format | Article |
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•Study of co-occurring risk factors for illicit drug abuse/dependence in U.S. adults•Eight risk factors were each independently associated with illicit drug abuse/dependence.•Alcohol abuse/dependence was most strongly associated with illicit drug use disorders.•Effects of risk factors for illicit drug use are not conditional on the presence of the others.</description><identifier>ISSN: 0091-7435</identifier><identifier>EISSN: 1096-0260</identifier><identifier>DOI: 10.1016/j.ypmed.2016.09.030</identifier><identifier>PMID: 27687534</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Adult ; Adults ; Aged ; Alcoholism - epidemiology ; Classification and regression tree (CART) ; Co-occurring risk factors ; Continental Population Groups ; Ethnic Groups ; Female ; Humans ; Illicit drug abuse and dependence ; Male ; Middle Aged ; Multiple logistic regression ; Prevalence ; Risk Factors ; Smoking - epidemiology ; Street Drugs ; Substance use disorders ; Substance-Related Disorders - epidemiology ; Surveys and Questionnaires ; U.S. nationally representative sample ; United States - epidemiology</subject><ispartof>Preventive medicine, 2016-11, Vol.92, p.118-125</ispartof><rights>2016 Elsevier Inc.</rights><rights>Copyright © 2016 Elsevier Inc. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c459t-29b3d1d8ed66a4744ced0c420731ce3ea12dab5936c5257795aeb217058772bd3</citedby><cites>FETCH-LOGICAL-c459t-29b3d1d8ed66a4744ced0c420731ce3ea12dab5936c5257795aeb217058772bd3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.ypmed.2016.09.030$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>230,314,777,781,882,3537,27905,27906,45976</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/27687534$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kurti, Allison N.</creatorcontrib><creatorcontrib>Keith, Diana R.</creatorcontrib><creatorcontrib>Noble, Alyssa</creatorcontrib><creatorcontrib>Priest, Jeff S.</creatorcontrib><creatorcontrib>Sprague, Brian</creatorcontrib><creatorcontrib>Higgins, Stephen T.</creatorcontrib><title>Characterizing the intersection of Co-occurring risk factors for illicit drug abuse and dependence in a U.S. nationally representative sample</title><title>Preventive medicine</title><addtitle>Prev Med</addtitle><description>Few studies have attempted to characterize how co-occurring risk factors for substance use disorders intersect. A recent study examined this question regarding cigarette smoking and demonstrated that co-occurring risk factors generally act independently. The present study examines whether that same pattern of independent intersection of risk factors extends to illicit drug abuse/dependence using a U.S. nationally representative sample (National Survey on Drug Use and Health, 2011–2013). Logistic regression and classification and regression tree (CART) modeling were used to examine risk of past-year drug abuse/dependence associated with a well-established set of risk factors for substance use (age, gender, race/ethnicity, education, poverty, smoking status, alcohol abuse/dependence, mental illness). Each of these risk factors was associated with significant increases in the odds of drug abuse/dependence in univariate logistic regressions. Each remained significant in a multivariate model examining all eight risk factors simultaneously. CART modeling of these 8 risk factors identified subpopulation risk profiles wherein drug abuse/dependence prevalence varied from <1% to >80% corresponding to differing combinations of risk factors present. Alcohol abuse/dependence and cigarette smoking had the strongest associations with drug abuse/dependence risk. These results demonstrate that co-occurring risk factors for illicit drug/abuse dependence generally intersect in the same independent manner as risk factors for cigarette smoking, underscoring further fundamental commonalities across these different types of substance use disorders. These results also underscore the fundamental importance of differences in the presence of co-occurring risk factors when considering the often strikingly different prevalence rates of illicit drug abuse/dependence in U.S. population subgroups.
•Study of co-occurring risk factors for illicit drug abuse/dependence in U.S. adults•Eight risk factors were each independently associated with illicit drug abuse/dependence.•Alcohol abuse/dependence was most strongly associated with illicit drug use disorders.•Effects of risk factors for illicit drug use are not conditional on the presence of the others.</description><subject>Adult</subject><subject>Adults</subject><subject>Aged</subject><subject>Alcoholism - epidemiology</subject><subject>Classification and regression tree (CART)</subject><subject>Co-occurring risk factors</subject><subject>Continental Population Groups</subject><subject>Ethnic Groups</subject><subject>Female</subject><subject>Humans</subject><subject>Illicit drug abuse and dependence</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Multiple logistic regression</subject><subject>Prevalence</subject><subject>Risk Factors</subject><subject>Smoking - epidemiology</subject><subject>Street Drugs</subject><subject>Substance use disorders</subject><subject>Substance-Related Disorders - epidemiology</subject><subject>Surveys and Questionnaires</subject><subject>U.S. nationally representative sample</subject><subject>United States - epidemiology</subject><issn>0091-7435</issn><issn>1096-0260</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2016</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kc-O0zAQxi0EYsvCEyAhH7kkjOM4Tg4goYp_0kocYM-WY09al9QOdlKpvAPvjEOXFVw4WeP55pvR9yPkOYOSAWteHcrzdERbVrkooSuBwwOyYdA1BVQNPCQbgI4VsubiijxJ6QDAWAP1Y3JVyaaVgtcb8nO711GbGaP74fyOznukzucyoZld8DQMdBuKYMwS4yqILn2jQ54IMdEhROrG0Rk3UxuXHdX9kpBqb6nFCb1Fb1Y_qult-aWkXq-eehzPNOIUMaGf89cJadLHacSn5NGgx4TP7t5rcvv-3dftx-Lm84dP27c3halFNxdV13PLbIu2aXQt69qgBVNXIDkzyFGzyupedLwxohJSdkJjXzEJopWy6i2_Jm8uvtPS5whNPiPqUU3RHXU8q6Cd-rfj3V7twkkJxtucYTZ4eWcQw_cF06yOLhkcR-0xLEmxlosaOOdNlvKL1MSQUsThfg0DtYJUB_UbpFpBKuhUBpmnXvx94f3MH3JZ8PoiwJzTyWFUybg1butiRqdscP9d8AtVGbPy</recordid><startdate>20161101</startdate><enddate>20161101</enddate><creator>Kurti, Allison N.</creator><creator>Keith, Diana R.</creator><creator>Noble, Alyssa</creator><creator>Priest, Jeff S.</creator><creator>Sprague, Brian</creator><creator>Higgins, Stephen T.</creator><general>Elsevier Inc</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20161101</creationdate><title>Characterizing the intersection of Co-occurring risk factors for illicit drug abuse and dependence in a U.S. nationally representative sample</title><author>Kurti, Allison N. ; Keith, Diana R. ; Noble, Alyssa ; Priest, Jeff S. ; Sprague, Brian ; Higgins, Stephen T.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c459t-29b3d1d8ed66a4744ced0c420731ce3ea12dab5936c5257795aeb217058772bd3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2016</creationdate><topic>Adult</topic><topic>Adults</topic><topic>Aged</topic><topic>Alcoholism - epidemiology</topic><topic>Classification and regression tree (CART)</topic><topic>Co-occurring risk factors</topic><topic>Continental Population Groups</topic><topic>Ethnic Groups</topic><topic>Female</topic><topic>Humans</topic><topic>Illicit drug abuse and dependence</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Multiple logistic regression</topic><topic>Prevalence</topic><topic>Risk Factors</topic><topic>Smoking - epidemiology</topic><topic>Street Drugs</topic><topic>Substance use disorders</topic><topic>Substance-Related Disorders - epidemiology</topic><topic>Surveys and Questionnaires</topic><topic>U.S. nationally representative sample</topic><topic>United States - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kurti, Allison N.</creatorcontrib><creatorcontrib>Keith, Diana R.</creatorcontrib><creatorcontrib>Noble, Alyssa</creatorcontrib><creatorcontrib>Priest, Jeff S.</creatorcontrib><creatorcontrib>Sprague, Brian</creatorcontrib><creatorcontrib>Higgins, Stephen T.</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Preventive medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kurti, Allison N.</au><au>Keith, Diana R.</au><au>Noble, Alyssa</au><au>Priest, Jeff S.</au><au>Sprague, Brian</au><au>Higgins, Stephen T.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Characterizing the intersection of Co-occurring risk factors for illicit drug abuse and dependence in a U.S. nationally representative sample</atitle><jtitle>Preventive medicine</jtitle><addtitle>Prev Med</addtitle><date>2016-11-01</date><risdate>2016</risdate><volume>92</volume><spage>118</spage><epage>125</epage><pages>118-125</pages><issn>0091-7435</issn><eissn>1096-0260</eissn><abstract>Few studies have attempted to characterize how co-occurring risk factors for substance use disorders intersect. A recent study examined this question regarding cigarette smoking and demonstrated that co-occurring risk factors generally act independently. The present study examines whether that same pattern of independent intersection of risk factors extends to illicit drug abuse/dependence using a U.S. nationally representative sample (National Survey on Drug Use and Health, 2011–2013). Logistic regression and classification and regression tree (CART) modeling were used to examine risk of past-year drug abuse/dependence associated with a well-established set of risk factors for substance use (age, gender, race/ethnicity, education, poverty, smoking status, alcohol abuse/dependence, mental illness). Each of these risk factors was associated with significant increases in the odds of drug abuse/dependence in univariate logistic regressions. Each remained significant in a multivariate model examining all eight risk factors simultaneously. CART modeling of these 8 risk factors identified subpopulation risk profiles wherein drug abuse/dependence prevalence varied from <1% to >80% corresponding to differing combinations of risk factors present. Alcohol abuse/dependence and cigarette smoking had the strongest associations with drug abuse/dependence risk. These results demonstrate that co-occurring risk factors for illicit drug/abuse dependence generally intersect in the same independent manner as risk factors for cigarette smoking, underscoring further fundamental commonalities across these different types of substance use disorders. These results also underscore the fundamental importance of differences in the presence of co-occurring risk factors when considering the often strikingly different prevalence rates of illicit drug abuse/dependence in U.S. population subgroups.
•Study of co-occurring risk factors for illicit drug abuse/dependence in U.S. adults•Eight risk factors were each independently associated with illicit drug abuse/dependence.•Alcohol abuse/dependence was most strongly associated with illicit drug use disorders.•Effects of risk factors for illicit drug use are not conditional on the presence of the others.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>27687534</pmid><doi>10.1016/j.ypmed.2016.09.030</doi><tpages>8</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Adults Aged Alcoholism - epidemiology Classification and regression tree (CART) Co-occurring risk factors Continental Population Groups Ethnic Groups Female Humans Illicit drug abuse and dependence Male Middle Aged Multiple logistic regression Prevalence Risk Factors Smoking - epidemiology Street Drugs Substance use disorders Substance-Related Disorders - epidemiology Surveys and Questionnaires U.S. nationally representative sample United States - epidemiology |
title | Characterizing the intersection of Co-occurring risk factors for illicit drug abuse and dependence in a U.S. nationally representative sample |
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