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Social network members' roles and use of mental health services among drug users in New York City
Sapra, Katherine J; Crawford, Natalie D; Rudolph, Abby E; Jones, Kandice C; Benjamin, Ebele O; Fuller, Crystal M
Depression is more common among drug users (15-63 %) than the general population (5-16 %). Lack of social support network members may be associated with low mental health service (MHS) use rates observed among drug users. We investigated the relationship between social network members' roles and MHS use among frequent drug users using Social Ties Associated with Risk of Transition into Injection Drug Use data (NYC 2006-2009). Surveys assessed depression, MHS use, demographics, drug use and treatment, and social network members' roles. Participants reporting lifetime depressive episode with start/end dates and information on social/risk network members were included (n = 152). Adjusting for emotional support and HIV status, having one or more informational support network members remained associated with MHS use at last depressive episode (adjusted odds ratio (AOR) 3.37, 95 % confidence interval (CI) 1.38-8.19), as did history of drug treatment (AOR 2.75, 95 % CI 1.02-7.41) and no legal income (AOR 0.23, 95 % CI 0.08-0.64). These data suggest that informational support is associated with MHS utilization among depressed drug users.
PMCID:3899847
PMID: 23897001
ISSN: 1556-3308
CID: 1535562
Randomized, community-based pharmacy intervention to expand services beyond sale of sterile syringes to injection drug users in pharmacies in New York City
Crawford, Natalie D; Amesty, Silvia; Rivera, Alexis V; Harripersaud, Katherine; Turner, Alezandria; Fuller, Crystal M
Structural interventions may help reduce racial/ethnic disparities in HIV. In 2009 to 2011, we randomized pharmacies participating in a nonprescription syringe access program in minority communities to intervention (pharmacy enrolled and delivered HIV risk reduction information to injection drug users [IDUs]), primary control (pharmacy only enrolled IDUs), and secondary control (pharmacy did not engage IDUs). Intervention pharmacy staff reported more support for syringe sales than did control staff. An expanded pharmacy role in HIV risk reduction may be helpful.
PMCID:3780671
PMID: 23865644
ISSN: 1541-0048
CID: 1535572
The importance of measuring and accounting for potential biases in respondent-driven samples
Rudolph, Abby E; Fuller, Crystal M; Latkin, Carl
Respondent-driven sampling (RDS) is often viewed as a superior method for recruiting hard-to-reach populations disproportionately burdened with poor health outcomes. As an analytic approach, it has been praised for its ability to generate unbiased population estimates via post-stratified weights which account for non-random recruitment. However, population estimates generated with RDSAT (RDS Analysis Tool) are sensitive to variations in degree weights. Several assumptions are implicit in the degree weight and are not routinely assessed. Failure to meet these assumptions could result in inaccurate degree measures and consequently result in biased population estimates. We highlight potential biases associated with violating the assumptions implicit in degree weights for the RDSAT estimator and propose strategies to measure and possibly correct for biases in the analysis.
PMCID:3674117
PMID: 23515641
ISSN: 1573-3254
CID: 1535592
Individual and neighborhood correlates of membership in drug using networks with a higher prevalence of HIV in New York City (2006-2009)
Rudolph, Abby E; Crawford, Natalie D; Latkin, Carl; Fowler, James H; Fuller, Crystal M
PURPOSE: To identify individual- and neighborhood-level correlates of membership within high HIV prevalence drug networks. METHODS: We recruited 378 New York City drug users via respondent-driven sampling (2006-2009). Individual-level characteristics and recruiter-recruit relationships were ascertained and merged with 2000 tract-level U.S. Census data. Descriptive statistics and population average models were used to identify correlates of membership in high HIV prevalence drug networks (>10.54% vs. <10.54% HIV). RESULTS: Individuals in high HIV prevalence drug networks were more likely to be recruited in neighborhoods with greater inequality (adjusted odds ratio [AOR], 5.85; 95% confidence interval [CI], 1.40-24.42), higher valued owner-occupied housing (AOR, 1.48; 95% CI, 1.14-1.92), and a higher proportion of Latinos (AOR, 1.83; 95% CI, 1.19-2.80). They reported more crack use (AOR, 7.23; 95% CI, 2.43-21.55), exchange sex (AOR, 1.82; 95% CI, 1.03-3.23), and recent drug treatment enrollment (AOR, 1.62; 95% CI, 1.05-2.50) and were less likely to report cocaine use (AOR, 0.40; 95% CI, 0.20-0.79) and recent homelessness (AOR, 0.32; 95% CI, 0.17-0.57). CONCLUSIONS: The relationship between exchange sex, crack use, and membership within high HIV prevalence drug networks may suggest an ideal HIV risk target population for intervention. Coupling network-based interventions with those adding risk-reduction and HIV testing/care/adherence counseling services to the standard of care in drug treatment programs should be explored in neighborhoods with increased inequality, higher valued owner-occupied housing, and a greater proportion of Latinos.
PMCID:3640756
PMID: 23523090
ISSN: 1873-2585
CID: 1535602
The influence of neighborhood characteristics on the relationship between discrimination and increased drug-using social ties among illicit drug users
Crawford, Natalie D; Borrell, Luisa N; Galea, Sandro; Ford, Chandra; Latkin, Carl; Fuller, Crystal M
Social discrimination may isolate drug users into higher risk relationships, particularly in disadvantaged neighborhood environments where drug trade occurs. We used negative binomial regression accounting for clustering of individuals within their recruitment neighborhood to investigate the relationship between high-risk drug ties with various forms of social discrimination, neighborhood minority composition, poverty and education. Results show that experiencing discrimination due to drug use is significantly associated with more drug ties in neighborhoods with fewer blacks. Future social network and discrimination research should assess the role of neighborhood social cohesion.
PMCID:3658117
PMID: 23054418
ISSN: 0094-5145
CID: 667642
The relationship between perceived discrimination and high-risk social ties among illicit drug users in New York City, 2006-2009
Crawford, Natalie D; Ford, Chandra; Galea, Sandro; Latkin, Carl; Jones, Kandice C; Fuller, Crystal M
Discrimination can influence risk of disease by promoting unhealthy behaviors (e.g., smoking, alcohol use). Whether it influences the formation of high-risk social ties that facilitate HIV transmission is unclear. Using cross-sectional data from a cohort of illicit drug users, this study examined the association between discrimination based on race, drug use and prior incarceration and risky sex and drug ties. Negative binomial regression models were performed. Participants who reported discrimination based on race and drug use had significantly more sex and drug-using ties. But, after accounting for both racial and drug use discrimination, only racial discrimination was associated with increased sex, drug-using, and injecting ties. Drug users who experience discrimination and subsequently develop more sex and drug-using ties, increase their risk of contracting HIV. Future longitudinal studies illuminating the pathways linking discrimination and social network development may guide intervention development and identify drug-using subpopulations at high risk for disease transmission.
PMID: 22638866
ISSN: 1573-3254
CID: 1535612
Social and individual risk determinants of HIV testing practices among noninjection drug users at high risk for HIV/AIDS
White, Kellee; Rudolph, Abby E; Jones, Kandice C; Latkin, Carl; Benjamin, Ebele O; Crawford, Natalie D; Fuller, Crystal M
HIV testing services and research among drug users has largely focused on injection drug users (IDUs); yet noninjection drug users (NIDUs) are also at increased risk for HIV due to high-risk sexual behaviors and overlapping networks with IDUs. This study examined drug use, sexual risk, and social network characteristics associated with recent HIV testing (testing within past year) among NIDUs. Interviewer-administered questionnaires were conducted among 418 NIDUs and log-binomial regression models were used to identify correlates of recent HIV testing. Prevalence ratios (PR) with 95% confidence intervals (CI) were reported. Nearly 97% of NIDUs reported having ever been tested for HIV and most participants (85.7%) indicated testing for HIV within the past year. Factors independently associated with recent HIV testing were higher educational attainment (PR: 1.86; 95% CI: 1.03, 3.34) and networks to discuss health and medical services (PR: 1.84; 95% CI: 1.06, 1.20). A prior positive sexually transmitted infection was associated with decreased likelihood of recent HIV test (PR: 0.43; 95% CI 0.25, 0.74). Identifying specific social network characteristics may be effective in facilitating HIV testing and prevention strategies targeting NIDUs.
PMCID:3783216
PMID: 22834456
ISSN: 1360-0451
CID: 1535622
Differences in HIV risk behavior of injection drug users in New York City by health care setting
Turner, A K; Harripersaud, K; Crawford, N D; Rivera, A V; Fuller, C M
The purpose of this study is to examine the HIV risk behaviors and demographic characteristics of injection drug users (IDUs) by type of health care setting, which can inform development of tailored structural interventions to increase access to HIV prevention and medical treatment services. IDU syringe customers were recruited from pharmacies as part of the "Pharmacist As Resources Making Links to Community Services" (PHARM-Link) study, a randomized community-based intervention in New York City (NYC) aimed at connecting IDUs to HIV prevention, medical, and social services. An ACASI survey ascertained demographics, risk behavior, health-care utilization, and location where health care services were received in the past year. Data were analyzed using logistic regression. Of 602 participants, 34% reported receiving health care at a community clinic, 46% a private medical office, 15% a mobile medical unit, and 59% an emergency room (ER). After adjustment, participants who attended a community clinic were significantly more likely to have health insurance, report syringe sharing, and be HIV positive. Whites, nondaily injectors, insured, and higher income IDUs were more likely to attend a private medical office. Participants who recently used a case manager and had multiple sexual partners were more likely to use a mobile medical unit. ER attendees were more likely to be homeless and report recent drug treatment use. These findings show that IDU demographics and risk behaviors differ by health care setting, suggesting that risk reduction interventions should be tailored to health care settings. Specifically, these data suggest that community clinics and mobile medical units serve high-risk IDUs, highlighting the need for more research to develop and test innovative prevention and care programs within these settings.
PMCID:3728172
PMID: 23451991
ISSN: 1360-0451
CID: 4274482
Differences in self-reported discrimination by primary type of drug used among New York City drug users
Crawford, Natalie D; Rudolph, Abby E; Jones, Kandice; Fuller, Crystal
BACKGROUND: Illicit drug users experience various forms of discrimination which may vary by type of drug used, as there are different levels of stigma associated with different types of drugs. OBJECTIVES: This study investigated self-report of perceived discrimination by primary type of drug used. METHODS: This analysis used data from "Social Ties Associated with Risk of Transition into Injection Drug Use" (START), a cross-sectional study of recently initiated injection drug users (IDUs) and prospective study of heroin/crack/cocaine-using non-IDUs (n = 652). Using log binomial regression, the relationship between primary drug used (i.e., single drug used most often) with discrimination due to drug use was examined. RESULTS: Heroin users were significantly more likely (Prevalence ratio (PR): 1.52 (95% Confidence interval (CI): 1.15-2.07)) to report discrimination due to drug use compared to cocaine users. CONCLUSION AND SCIENTIFIC SIGNIFICANCE: More research is needed to understand the mechanism through which discrimination affects heroin users, and its potential relation with other discrimination-related outcomes, namely depression and drug treatment.
PMCID:3686105
PMID: 22524147
ISSN: 1097-9891
CID: 1535632
Pharmacy staff characteristics associated with support for pharmacy-based HIV testing
Amesty, Silvia; Blaney, Shannon; Crawford, Natalie D; Rivera, Alexis V; Fuller, Crystal
OBJECTIVES: To determine support of in-pharmacy human immunodeficiency virus (HIV) testing among pharmacy staff and the individual-level characteristics associated with in-pharmacy HIV testing support. DESIGN: Descriptive, nonexperimental, cross-sectional study. SETTING: New York City (NYC) from January 2008 to March 2009. PARTICIPANTS: 480 pharmacy staff, including pharmacists, owners/managers, and technicians/clerks. INTERVENTION: 131 pharmacies registered in the Expanded Syringe Access Program (ESAP) completed a survey. MAIN OUTCOME MEASURE: Support of in-pharmacy HIV testing. RESULTS: Support of in-pharmacy HIV testing is high among pharmacy staff (79.4%). Pharmacy staff who supported in-pharmacy vaccinations were significantly more likely to support in-pharmacy HIV testing. Pharmacy staff who thought that selling syringes to injection drug users (IDUs) caused the community to be littered with dirty syringes were significantly less likely to support in-pharmacy HIV testing. CONCLUSION: Support for in-pharmacy HIV testing was high among our sample of ESAP pharmacy staff actively involved in nonprescription syringe sales. These findings suggest that active ESAP pharmacy staff may be amenable to providing HIV counseling and testing to IDUs and warrants further investigation.
PMCID:3703741
PMID: 22825227
ISSN: 1544-3450
CID: 1535642