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Assessing the Geographic Coverage and Spatial Clustering of Illicit Drug Users Recruited through Respondent-Driven Sampling in New York City
Rudolph, Abby E; Young, April M; Lewis, Crystal Fuller
We assess the geographic coverage and spatial clustering of drug users recruited through respondent-driven sampling (RDS) and discuss the potential for biased RDS prevalence estimates. Illicit drug users aged 18-40 were recruited through RDS (N = 401) and targeted street outreach (TSO) (N = 210) in New York City. Using the Google Maps API, we calculated travel distances and times using public transportation between each participant's recruitment location and the study office and between RDS recruiter-recruit pairs. We used K function analysis to evaluate and compare spatial clustering of (1) RDS vs. TSO respondents and (2) RDS seeds vs. RDS peer recruits. All participant recruitment locations clustered around the study office; however, RDS participants were significantly more likely to be recruited within walking distance of the study office than TSO participants. The TSO sample was also less spatially clustered than the RDS sample, which likely reflects (1) the van's ability to increase the sample's geographic heterogeneity and (2) that more TSO than RDS participants were enrolled on the van. Among RDS participants, individuals recruited spatially proximal peers, geographic coverage did not increase as recruitment waves progressed, and peer recruits were not less spatially clustered than seeds. Using a mobile van to recruit participants had a greater impact on the geographic coverage and spatial dependence of the TSO than the RDS sample. Future studies should consider and evaluate the impact of the recruitment approach on the geographic/spatial representativeness of the sample and how spatial biases, including the preferential recruitment of proximal peers, could impact the precision and accuracy of estimates.
PMCID:4411314
PMID: 25694223
ISSN: 1468-2869
CID: 1535472
Factors associated with HIV stigma and the impact of a nonrandomized multi-component video aimed at reducing HIV stigma among a high-risk population in New York City
Rivera, Alexis V; DeCuir, Jennifer; Crawford, Natalie D; Amesty, Silvia; Harripersaud, Katherine; Lewis, Crystal F
We examined characteristics associated with HIV stigma and evaluated a multi-component video designed to normalize HIV and reduce HIV stigma. Three pharmacies located in heavy, drug-active neighborhoods in New York City and registered to sell nonprescription syringes were trained to recruit their nonprescription syringe customers who inject drugs and their under/uninsured customers. Syringe customer participants were trained to recruit up to three of their peers. As part of a larger intervention to increase HIV testing, participants in two of three study arms viewed the "Health Screenings for Life" video and were administered pre/post-video surveys capturing HIV stigma. Participants in the nonvideo arm were administered one assessment of HIV stigma. Log-binomial regression with generalized estimating equations to account for clustering of peer networks was used to: (1) determine factors associated with HIV stigma and (2) determine differences in HIV stigma by study arm. A total of 716 participants were recruited. Factor analyses showed HIV stigma measures loading on two factors: HIV blame and HIV shame. After adjustment, HIV blame was positively associated with younger age (PR: 1.24; 95% CI: 1.07-1.43) and inversely associated with educational attainment (PR: 0.66; 95% CI: 0.58-0.76) and employment (PR: 0.76; 95% CI: 0.60-0.96). HIV shame was inversely associated with educational attainment (PR: 0.75; 95% CI: 0.62-0.92), HIV-positive status (PR: 0.60; 95% CI: 0.39-0.92), and injecting drugs (PR: 0.72; 95% CI: 0.54-0.94) and was positively associated with multiple sex partnerships (PR: 1.24; 95% CI: 1.01-1.52). Those who viewed the video were also less likely to report HIV blame and HIV shame, post-video, compared to those in the nonvideo arm. These data provide evidence of an association between HIV stigma and lower socioeconomic status groups, and between HIV stigma and HIV sexual risk. These data also provide evidence that a multi-component video aimed at normalizing HIV may assist in reducing HIV stigma in heavy, drug-active neighborhoods.
PMCID:4366318
PMID: 25562109
ISSN: 1360-0451
CID: 1535462
Internalized stigma and sterile syringe use among people who inject drugs in New York City, 2010-2012
Rivera, Alexis V; DeCuir, Jennifer; Crawford, Natalie D; Amesty, Silvia; Lewis, Crystal Fuller
BACKGROUND: Little is known on the effect of stigma on the health and behavior of people who inject drugs (PWID). PWID may internalize these negative attitudes and experiences and stigmatize themselves (internalized stigma). With previous research suggesting a harmful effect of internalized stigma on health behaviors, we aimed to determine socio-demographic characteristics and injection risk behaviors associated with internalized PWID-related stigma in New York City (NYC). METHODS: Three NYC pharmacies assisted in recruiting PWID. Pharmacy-recruited PWID syringe customers received training in recruiting up to three of their peers. Participants completed a survey on injection behaviors and PWID-related stigma. Among HIV-negative PWID (n=132), multiple linear regression with GEE (to account for peer network clustering) was used to examine associations with internalized PWID-related stigma. RESULTS: Latinos were more likely to have higher internalized stigma, as were those with lower educational attainment. Those with higher internalized stigma were more likely to not use a syringe exchange program (SEP) recently, although no association was found with the recent use of pharmacies for syringes. Lastly, higher internalized stigma was related to less than 100% use of pharmacies or SEPs for syringe needs. CONCLUSIONS: These data suggest that PWID with higher internalized stigma are less likely to consistently use sterile syringe sources in urban settings with multiple sterile syringe access points. These results support the need for individual- and structural-level interventions that address PWID-related stigma. Future research is needed to examine why PWID with higher internalized stigma have less consistent use of public syringe access venues.
PMCID:4254372
PMID: 25307745
ISSN: 1879-0046
CID: 1535482
Physical victimization and high-risk sexual partners among illicit drug-using heterosexual men in New York City
Turner, Alezandria K; Jones, Kandice C; Rudolph, Abby; Rivera, Alexis V; Crawford, Natalie; Lewis, Crystal Fuller
Physical victimization has been linked to high-risk sexual partnerships in women. Although illicit drug-using heterosexual men are at high-risk of physical victimization, the association between violence and high-risk partners in heterosexual men has received little attention in the published literature. We examined the association between experience of severe physical victimization and acquisition of a high-risk sexual partner (i.e., a partner who injected drugs or participated in transactional sex) 1 year later among illicit drug-using men in New York City (2006-2009) using secondary cross-sectional data. Injection and non-injection drug-using men (n = 280) provided a retrospectively recalled history of risk behavior and violence for each year over the past 4 years. Our primary outcome was acquisition of a high-risk sexual partner in any year following the baseline year. Our primary exposure was severe physical victimization (i.e., threatened with a knife or gun, beaten up, shot, or stabbed) in the prior year. Frequency of cocaine, heroin, and crack use and sexual victimization were also assessed. Log-binomial logistic regression with generalized estimating equation (GEE) methods was used to account for repeated measures for up to four time points. After adjustment for important covariates, participants that experienced physical victimization were significantly more likely to have acquired a high-risk sexual partner 1 year later (relative risk (RR), 3.73; 95 % confidence interval (CI), 1.55-8.97). Our study challenges gender-based stereotypes surrounding physical victimization and provides support for multidisciplinary programs that address both violence and HIV risk among illicit drug-using heterosexual men.
PMCID:4199442
PMID: 25256949
ISSN: 1468-2869
CID: 1535492
Community Impact of Pharmacy-Randomized Intervention to Improve Access to Syringes and Services for Injection Drug Users
Crawford, Natalie D; Amesty, Silvia; Rivera, Alexis V; Harripersaud, Katherine; Turner, Alezandria; Fuller, Crystal M
Objectives. In an effort to reduce HIV transmission among injection drug users (IDUs), New York State deregulated pharmacy syringe sales in 2001 through the Expanded Syringe Access Program by removing the requirement of a prescription. With evidence suggesting pharmacists' ability to expand their public health role, a structural, pharmacy-based intervention was implemented to determine whether expanding pharmacy practice to include provision of HIV risk reduction and social/medical services information during the syringe sale would (a) improve pharmacy staff attitudes toward IDUs (b) increase IDU syringe customers, and (c) increase prescription customer base in New York City neighborhoods with high burden of HIV and illegal drug activity. Methods. Pharmacies (n = 88) were randomized into intervention (recruited IDU syringe customers into the study and delivered intervention activities), primary control (recruited IDU syringe customers only) and secondary control (did not recruit IDUs or deliver intervention activities) arms. Results. Pharmacy staff in the intervention versus secondary control pharmacies showed significant decreases in the belief that selling syringes to IDUs causes community loitering. Conclusions. Structural interventions may be optimal approaches for changing normative attitudes about highly stigmatized populations.
PMID: 24722219
ISSN: 1552-6127
CID: 1535522
Higher risk of incident hepatitis C virus among young women who inject drugs compared with young men in association with sexual relationships: a prospective analysis from the UFO Study cohort
Tracy, Daniel; Hahn, Judith A; Fuller Lewis, Crystal; Evans, Jennifer; Briceno, Alya; Morris, Meghan D; Lum, Paula J; Page, Kimberly
BACKGROUND: Female injection drug users (IDUs) may report differences in injection behaviours that put them at greater risk for hepatitis C virus (HCV). Few studies have examined these in association with HCV incidence. METHODS: Longitudinal data from a cohort of 417 HCV-uninfected IDU aged 30 or younger were analysed. Cox proportional hazards was used to model female sex as a predictor of new HCV infection. General estimating equation (GEE) analysis was used to model female sex as a predictor of HCV-associated risk behaviour prospectively. RESULTS: Women were significantly more likely than men to become infected with HCV during study follow-up (HR 1.4, p<0.05), and were also more likely than men to report high-risk injecting behaviours, especially in the context of sexual and injecting relationships. Sex differences in injecting behaviours appeared to explain the relationship between sex and HCV infection. CONCLUSIONS: Young women's riskier injection practices lead to their higher rates of HCV infection. Further study on the impact of intimate partnership on women's risk behaviour is warranted.
PMCID:4039809
PMID: 24875490
ISSN: 2044-6055
CID: 1535512
The relationship between discrimination and high-risk social ties by race/ethnicity: examining social pathways of HIV risk
Crawford, Natalie D; Galea, Sandro; Ford, Chandra L; Latkin, Carl; Link, Bruce G; Fuller, Crystal
High-risk social ties portend differences in opportunity for HIV exposures and may contribute to racial/ethnic disparities in HIV transmission. Discrimination may affect the formation of high-risk social ties and has not been explored as a possible explanation for these persistent disparities. Using data from injection and non-injection drug users, we examined the association between the number of high-risk sex and drug ties with discrimination due to race, drug use, and incarceration stratified by race/ethnicity. Negative binomial regression models were used. While blacks had significantly fewer injecting ties than Latinos and whites, blacks who reported racial discrimination compared to blacks who did not, had more sex and injecting ties. Latinos who reported drug use discrimination compared to Latinos who did not also had more sex ties. Latinos and whites who reported drug use discrimination had more injecting ties than Latinos and whites who did not. Discrimination is associated with high-risk social ties among all racial/ethnic groups. But, these data highlight different forms of discrimination within racial/ethnic group are associated with risky social ties. More research is needed to confirm these findings and further explore the association between various forms of discrimination and social ties that may help explain racial/ethnic disparities in HIV.
PMCID:3907620
PMID: 23749458
ISSN: 1468-2869
CID: 1535532
Racial/Ethnic Differences in Recent Drug Detoxification Enrollment and the Role of Discrimination and Neighborhood Factors
Crawford, Natalie D; Rudolph, Abby E; Fuller, Crystal M
Drug detoxification and long-term drug treatment utilization is lower for drug-dependent minorities than Whites. Log-binomial regression was used to assess discrimination and neighborhood-level factors on past 6-month drug treatment utilization among 638 New York City (NYC) drug users between 2006 and 2009. Drug-use discrimination was positively associated with detoxification and long-term treatment. Participants in higher concentrated Black neighborhoods were less likely to attend long-term treatment. Significantly fewer Blacks versus Whites and Hispanics reported drug-use discrimination, which may systematically filter drug users into treatment. More research is needed to understand social forms of discrimination and drug treatment.
PMCID:4333133
PMID: 23964956
ISSN: 1532-2491
CID: 1535582
Attitudes toward Web application supporting pharmacist-clinician comanagement of postexposure prophylaxis patients
Fuller, Crystal M; Turner, Alezandria K; Hernandez, Diana; Rivera, Alexis V; Amesty, Silvia; Lewis, Michael D; Feldman, Stuart
OBJECTIVES: To qualitatively explore clinician and pharmacist attitudes toward using a Web application virtual pharmacist-clinician partnership (VPCP) to assist with comanaged care of illicit drug-using patients prescribed postexposure prophylaxis (PEP). DESIGN: Qualitative, descriptive, nonexperimental study. SETTING: New York City (NYC) from February 2011 to March 2012. PARTICIPANTS: Four pharmacists and nine clinicians. INTERVENTION: In-depth interviews. MAIN OUTCOME MEASURES: Potential impact of the VPCP on pharmacist-clinician communication and potential barriers to use of the VPCP when comanaging PEP patients among pharmacists and clinicians. RESULTS: Pharmacists and clinicians were supportive of an interactive Web application that would expand the role of pharmacists to include assistance with PEP access and patient management. Participants noted that the VPCP would facilitate communication between pharmacists and clinicians and have potential to support adherence among patients. Pharmacists and clinicians were concerned about not having time to use the VPCP and security of patient information on the site. Pharmacist and clinician concerns informed final development of the VPCP, including creation of a user-friendly interface, linkage to users' e-mail accounts for timeline notification, and attention to security. CONCLUSION: Use of Web-based technology to support communication between pharmacists and clinicians was seen as being a potentially feasible method for improving patient care, particularly in the delivery of PEP to drug users and other high-risk groups. These findings highlight the need for further study of a technology-supported partnership, particularly for comanagement of patients who face challenges with adherence.
PMCID:3899846
PMID: 24185430
ISSN: 1544-3450
CID: 1535542
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