Study structure and development
The Stay Safe Study is an ancillary study of the HEALing Communities Study (HCS), a community-level, two-arm, cluster randomized clinical trial evaluating the effectiveness of the Communities That HEAL intervention on reducing opioid-related overdose fatalities in 67 communities in four states [28]. The Stay Safe Study team consists of members from three state teams, a data coordinating center (DCC) led by RTI International, and scientists with the National Institute on Drug Abuse (NIDA) and the Substance Abuse and Mental Health Services Administration (SAMHSA). The DCC facilitated study meetings, coordinated central IRB submission, programmed surveys, hosted survey data collection on its portal, conducted quantitative data analysis, and coordinated the study-wide qualitative data analysis team. The study received IRB approval from Advarra (Pro00068304) on March 16, 2023, with additional IRB approval from Columbia University for the NY team on August 29, 2023. Data collection took place from May to December 2023.
Definition of terms
Direct service provision sites: The service locations of community partner organizations in the three states (see definition of “partner organization” below). Sites include a range of fixed and mobile locations that deliver harm reduction services (e.g., buildings, mobile vans, and parking lots adjacent to these sites), including fentanyl test strips. These sites served as the primary data collection locations.
Eligible: All participants from the primary population of people who use drugs who completed the Screener Survey and met all eligibility criteria.
Enrolled: All participants from the primary population of people who use drugs who completed the Baseline Survey.
FTS Sample: All participants from the primary population of people who use drugs in the Full Sample who used fentanyl test strips at least once during the 28-day observation period.
Full Sample: All participants from the primary population of people who use drugs who completed the Baseline Survey, completed at least two of the four Weekly Surveys, and reported drug use at least once during the 28-day observation period.
ODT Sample: All participants from the primary population of people who use drugs who completed the Baseline Survey, completed the Oral Fluid Test Survey, and had valid results for the Oral Fluid Drug Test.
Organizational participants: Community-based harm reduction organizations that were recruited in the three study states, met one of four potential distribution relationships to fentanyl test strips, and participated in the study as a secondary population.
Partner organizations: Harm reduction organizations (e.g., a community clinic, syringe service program, or public health department) that partnered with state research teams to host PWUD data collection at their direct service provision sites.
Qualitative Sample: All participants from the primary population of people who use drugs who completed the qualitative interview.
Screened: All participants from the primary population of people who use drugs who completed the Screener Survey.
Study team: Scientists and research study staff from the three states, the study data coordinating center, the National Institute on Drug Abuse, and the Substance Abuse and Mental Health Services Administration.
Study rationale
The primary impetus for the Stay Safe Study was the need for empirical evidence of the effectiveness of FTS use in reducing overdose risk. That investigation was beyond the scope of the HCS. The current study aimed to robustly assess the evidence in support of FTS use with a well-designed, well-powered, multilevel study implemented in diverse settings across three states. The decision to undertake this ancillary study to the HCS was facilitated by Substance Abuse and Mental Health Services Administration (SAMHSA) approval for use of FTS by federally funded researchers in April 2021 [29]. A second impetus was the need for multi-state study designs that investigated how multilevel contextual factors shape FTS distribution and use across states [26]. For example, drug paraphernalia statutes may criminalize possession and/or distribution of FTS and may directly implicate the procurement and distribution strategies of harm reduction organizations, along with access to FTS by PWUD [30]. While FTS are legal to distribute and possess in NY, criminalization statutes in KY and OH were in place until 2023, creating a disparate legal landscape that may shape distribution, access and use across the three states; these contextual factors required further investigation.
Populations and instruments
The study recruited two distinct populations. The primary population was PWUD who attended the direct service provision sites of partner organizations that distribute FTS at the time of our study. The study used three data collection instruments with PWUD participants: web-based surveys, one-on-one semi-structured interviews, and an oral fluid drug test (ODT) (see PWUD data collection). The study invited persons with lived experience of drug use (PWUD and harm reduction employees) to review instruments and revise them for appropriate length and language.
The second population was harm reduction organizations that had one of four distribution relationships to FTS (see inclusion criteria for organizational participants) at the time of our study. The study used two data collection instruments with organizational participants: a survey and one-on-one semi-structured interviews.
Objectives and outcomes
The study has one primary, five secondary, and three exploratory objectives (Table 1). There is no intervention, and the study did not distribute FTS to participants.
The primary objective of the Stay Safe Study is to test the hypothesis that PWUD who report FTS use at baseline also report using a higher number and frequency of overdose risk reduction behaviors (ORRBs) during the 28-day observation period compared to PWUD who do not report FTS use at baseline. An ORRB is any behavior by an individual, acting alone or with others, which may reduce the risk of overdose (fatal or non-fatal) from substance use. Examples of ORRBs among PWUDs are consuming less of the substance [31, 32], consuming with others [31, 33, 34], using a small amount of the substance to test potency and toxicity [31, 34, 35], discarding the substance if fentanyl is present [32], and having naloxone nearby [8, 20, 32, 33, 35].
[Insert Table 1 here]
The study includes five secondary objectives. The first four investigate behaviors of PWUD participants and the fifth investigates practices of organizational participants: (1) among PWUD who use FTS at baseline, examine the association between their FTS results and overdose risk reduction behaviors; (2) examine the concordance between self-reported substance use among PWUD and their ODT results; (3) examine the association between FTS use at baseline by PWUD and the occurrence of a non-fatal overdose during the 28-day observation period; (4) examine the perspectives and experiences of FTS use among PWUD; and (5) examine the perspectives and experiences of organizations distributing FTS, facilitators and barriers to FTS distribution, and cost of FTS strategies. Secondary objectives are measured by the following outcomes: (1) Number of ORRBs following each FTS use on each day during the 28-day observation period; (2) ODT-positive for fentanyl (yes/no); and (3) Self-reported non-fatal overdose on each day drugs are used during the 28-day observation period (yes/no). Secondary objectives (4) and (5) were measured qualitatively.
Sample, setting, and procedures
Team staffing models
Two states hired study staff living in communities near data collection sites to manage advertising, recruitment, and data collection. A third state used an engaged approach by hiring employees of partner organizations who worked at direct service provision sites to advertise the study, recruit PWUD participants, and collect data. Employees of these sites had previously completed research ethics training and had developed rapport with their clientele [27, 36]. This staffing approach supported the team by having employees trusted by study participants conduct recruitment and eliminating extensive travel to data collection sites. Throughout this paper, we refer to all team members as “study staff.”
Partner organizations
The study recruited a convenience sample of 14 partner organizations to host research activities at their harm reduction direct service provision sites (KY=5, NY=3, OH=6). Eleven of the 14 partner organizations (78.6%) are located in metropolitan areas (core or high commuting) and three (21.4%) are located in micropolitan area cores (primary flow within an Urban Cluster of 10,000 to 49,999) according to the US Department of Agriculture Rural-Urban Commuting Area Codes [37].
Partner organizations were any community-based harm reduction organization that had a fixed direct service provision site (including parked vans and adjacent parking lots) or a mobile van service. All were required to distribute FTS and serve a clientele that included (but was not limited to) PWUD. To recruit partner organizations, state teams approached organizations that were (1) community coalition members in the parent HCS and/or (2) part of their research networks. Teams also used convenience sampling to identify interested organizations. Compensation models for partner organizations to host and/or conduct research activities differed by state. One state provided $2,000 to each organization with an additional $25 for each individual screened and $30 for each organizational participant that completed an interview. A second state provide a flat $5,000 to each partner organization that hosted data collection. A third state provided no compensation. In addition, some partner organizations had policies prohibiting receipt of compensation.
PWUD participants
Inclusion criteria
PWUD participants were required to be 18 years of age or older, able to read and speak English, able to understand and provide informed consent, and residing in KY, NY, or OH at enrollment and during the 28-day observation period. Participants were eligible for enrollment If they had used any of the following substances over the previous 30 days: heroin; fentanyl; powder cocaine; crack or rock cocaine; methamphetamine; pain pills or opioids not prescribed to the participant (such as hydrocodone, or oxycodone); benzodiazepines not prescribed to the participant (such as alprazolam or clonazepam); or stimulants not prescribed to the participant (such as amphetamine or methylphenidate). The PWUD participant cohort consisted of (1) individuals who self-reported FTS use in the 30 days prior to the baseline survey or planned FTS use in the 28-day observation period and (2) individuals who self-reported not using FTS in the 30 days prior to the baseline survey and had no plans to use FTS in the 28-day observation period.
Incentive payments.
The study paid PWUD participants per data collection event [38] (Table 2). Although cash payments can promote the dignity of participants [39], all teams selected card payment systems because they offered significant benefits to cash (e.g., electronic tracking and increased safety for all). One card system offered additional functionality to major brand payment cards and was selected by two state teams. This card system allowed teams to program payment amounts tied to unique data collection events in advance, which reduced error.
[Insert Table 2 here]
Study advertising and setting
The study team reviewed draft advertising materials for inclusivity and agreed on a single poster with images that included persons of color and person-first language. Teams advertised the study at indoor and outdoor direct service provision sites of the 14 partner organizations, which became the study data collection sites. The KY and OH teams began advertising in May 2023; NY followed in August 2023. At each data collection site, study staff recruited individuals, explained study purpose and procedures, obtained informed consent, and collected data for the screener, baseline, weekly, and ODT surveys, as well as the oral swab for the ODT (see PWUD data collection). One state team recruited PWUD participants in the direct service provision site’s mobile van unit, allowing for an expanded outreach of diverse participants.
Estimating recruitment targets
The DCC calculated a full sample target of N=750 PWUD for the study. The full sample was defined as total number of enrolled PWUD participants who had completed (1) the screener and baseline surveys plus (2) any two of four weekly surveys (Figure 1). Because state teams knew in advance that not all enrolled PWUD participants would complete four weekly surveys during the observation period, they intentionally recruited and enrolled a large number of PWUD participants to meet this full sample target.
[Insert Figure 1 here]
PWUD data collection
Screener, baseline, and weekly surveys
Study staff used a web-based screener survey loaded on electronic tablets with interested individuals at the data location sites to determine their study eligibility (Table 2). Those who did not meet the eligibility criteria were compensated $10 for their time, thanked for their participation, and excluded.
With eligible individuals who chose to enroll, study staff reviewed the data collection timeline and events, then completed verbal and electronic informed consent. Immediately afterwards, eligible individuals completed a baseline survey that collected 1) participant demographics (e.g., race, ethnicity, gender identity, sexual orientation, marital status, educational attainment, health insurance status) and 2) information about substances used in the past 30 days, frequency of use, route of administration, and their baseline knowledge and awareness of FTS. The survey included questions on FTS prior use and previous education on how to use FTS. The final portion asked about use of ORRBs (e.g., having naloxone nearby), mixing of drugs, and overdose incidence in the prior 30 days, and were asked to provide contact information (e.g., email address, mobile or home telephone numbers, and/or Facebook messaging coordinates) to receive reminders and instructions for subsequent data collection.
After completing the baseline survey, the individual was deemed an enrolled PWUD participant (Figure 1). Enrolled PWUD participants were invited to return to the data collection site every seven days for a maximum of four times to complete a weekly survey during their 28-day observation period. Participants were eligible to complete each weekly survey either at the recruitment site or remotely in a setting that was deemed private with an Internet connection by logging into the DCC study survey portal with their username and password.
The weekly survey asked about FTS use, ORRBs, and use of specific drugs for each day of the past week (i.e., heroin, fentanyl, powder cocaine, crack or rock cocaine, methamphetamine, pain pills or opioids not prescribed to the participant, benzodiazepines not prescribed to the participant, and stimulants not prescribed to the participant). For each day that the participant indicated drug use in the weekly survey, they were asked to indicate which drugs they used, whether they used FTS, reasons they did or did not use FTS, and the results of FTS use for the first two FTS testing events on that day. Participants were also asked to identify ORRBs they used. After indicating the result from up to two daily instances of FTS use (positive, negative, or undetermined), participants were asked about their drug use behaviors following the FTS result(s).
Oral fluid drug test (ODT)
Participants were invited to complete an ODT in the Day 26-37 window after their study enrollment and after their last weekly survey window had closed. The study selected the ODT over a urine drug test because the ODT was easy to implement, and samples did not require refrigeration. There was no study target for the number of completed ODTs (see PWUD data collection). ODT data collection combined an in-person oral swab with an electronic survey asking participants to identify all substances consumed in the past 48 hours. Both the oral swab and survey were self-administered.
Study staff did not mention the ODT to participants until after the fourth weekly survey occurred to minimize changes to routine substance use practices. A separate informed consent process and form were used to allow participants to opt in. Each participant was asked in the ODT survey whether they wished to receive a summary report of their drug test. Study staff returned ODT results to PWUD participants in person and/or by telephone.
The study convened medical directors from each state to discuss best approaches in each state to administering the ODT. The study contracted Millennium Health to provide ODT kits and shipping materials to each state team and to conduct the laboratory analysis of collected samples. All ODT samples were mailed by study staff, processed by Millennium Health, and results returned to the DCC were uploaded to the study portal.
Interview
The study team set a target of 120 completed one-on-one semi-structured interviews with PWUD (40 per state). Experienced qualitative researchers conducted interviews, which lasted up to an hour, with a subset of participants from the enrolled PWUD sample. Interviews explored participant awareness of fentanyl in their supply, attitudes towards FTS, FTS use patterns, barriers and facilitators to obtaining FTS, and use of ORRBs. Interviews also solicited advice participants would give about FTS to a friend who uses drugs, recommendations for FTS programs, and a change they would make to prevent fatal fentanyl-related overdose.
To include diverse perspectives in the interview sample, state team leads developed a purposive sampling frame to optimize representation of underrepresented groups. Leads identified 28 demographic and substance use-related characteristics (29 characteristics in NY to include xylazine test strip status) across seven variables in the quantitative survey (eight in NY to include xylazine test strip status) on which to sample (Table 3). These variables were theoretically driven on the basis of known risk and access differences between groups [40, 41]. Guided by state-specific frequency tables for the 28 characteristics and expert judgment, team leads prioritized recruiting eligible participants from variable groups with the smallest survey frequencies. Once the PWUD interview samples were selected for each state, the interviewers selected the appropriate interview guide that corresponded to the participant’s two-cell FTS status.
[Insert Table 3 here]
FTS subgroup status was assigned to each participant based on their responses to questions about FTS use in (1) the baseline survey, and (2) the weekly surveys. Those responses constituted a two-by-two subgroup designation: Subgroup 1 (N-N): participants who did not anticipate using FTS at baseline and did not use FTS throughout the 28-day observation period; Subgroup 2 (Y-Y): participants who anticipated using FTS at baseline and did use FTS during the 28-day observation period; Subgroup 3 (N-Y): participants who did not anticipate using FTS at baseline and reported using FTS during the 28-day observation period; and, Subgroup 4 (Y-N): participants who anticipated using FTS at baseline and did not report using FTS during the 28-day observation period. Each interview guide corresponded to one of four subgroups, with a target of 30 participants in each subgroup. Domains and questions in each guide were tailored to each FTS subgroup. Interviewers used the PWUD interview guide that corresponded to the FTS subgroup status of the participant they interviewed.
Organization participants
Sample and setting
The study recruited a secondary population of 28 community harm reduction organizations, including the 14 partner organizations that hosted data collection in the three states. The purpose was to identify multilevel facilitators and barriers to FTS distribution, reach of their FTS programs to at-risk populations, costs of FTS purchasing and distribution, and the role of contextual factors in FTS use and ORRBs among PWUD. Study staff used email and phone communication to advertise the study to potential organization-level participants, and conducted all data collection remotely (phone, online surveys, or Zoom interview). Study staff used a separate informed consent process and electronic consent form for the survey and interview.
Inclusion criteria
Harm reduction organizations were eligible to participate in the survey and interview if they reported any of the following: (1) currently distributing FTS, (2) had distributed FTS in the past but stopped, (3) intending to distribute FTS in the next year, or (4) intended to distribute FTS but encountered barriers and never started. All partner organizations that participated de facto met inclusion criterion (1) (currently distributing FTS). The study team chose broad inclusion criteria to recruit a large number of organizational participants that had encountered a range of legal, policy, and financial barriers for FTS distribution, such as criminalization statutes and restrictive harm reduction climates. Leads or employees of organizations who had (1) sufficient knowledge of the organization, and (2) were involved in FTS distribution decisions were eligible to participate.
Incentive payments
States tailored incentives to organizational participants based on past practice and expert judgement. Two states offered incentive payments to organizations for survey and/or interview participation, and one state offered no incentive payments.
Organization data collection
Survey
Using an emailed invitation script, each state team invited organizational participants to complete a web-based survey hosted on the study portal. The survey solicited organization location, self-classification, staffing size, population(s) served, and FTS program details (e.g., costs and number ordered monthly).
Interview
Each team invited the same organizations to participate in a one-on-one semi-structured interview led by an experienced qualitative researcher. The interviewer solicited information about policies and practices for FTS distribution including changes over the last year, strategies to reach at-risk and minority populations, and client educational practices. They also solicited recommendations about FTS distribution, an overarching message about FTS, and changes recommended to prevent PWUD from having a fatal overdose from fentanyl.
Educational materials
Interviewers also asked each organization to provide copies of FTS educational materials and resources available in any format (e.g., electronic and hard documents, videos links, and links to social media advertising and messaging) used to communicate FTS availability or instructions for use.
Sample Size, Data Monitoring, and Analysis
Sample size
A sample size of 750 PWUD who completed the baseline survey, at least two of the four weekly surveys, and used drugs at least once during the 28-observation period was selected to ensure that a 0.19-0.43 standard deviation difference in the mean of the daily composite score across the 28-day observation period between PWUD who self-reported FTS use at baseline and PWUD who self-reported no FTS use at baseline could be detected with 80% power. This sample size was determined by assuming an average of 30% missing response across the 28-day observation period, 0.80 correlation between any two of the daily scores measured on the same participant, and a two-sided significance level of 0.05. Estimates were based on a Generalized Estimation Equation test of the time-averaged difference of two groups in a repeated measured design of a continuous outcome (available in PASS 2022).
Data monitoring
Remote data monitoring was conducted by the DCC throughout the study to monitor enrollment and data quality. Any participant self-reported data that was identified as having data quality issues was documented but ultimately, no revisions were made to the data collected in the web-based survey given the nature of self-reported survey data. Any data quality issues identified with ODT results were resolved with Millenium Health prior to database lock.
Survey data analysis
Statistical analyses of all objectives using survey data was conducted by statisticians from the DCC. A detailed statistical analysis plan for the primary objective and all secondary objectives that required quantitative analyses was drafted prior to database lock and finalized prior to dissemination of results to the study team. Due to the nature of the exploratory objectives, a statistical analysis plan for these objectives that required quantitative analyses was drafted after database lock. The analysis population for each objective was selected based on the completion of the baseline survey, weekly surveys, drug use during the observation period, FTS use during the observation period, and receipt of ODT results (see Table 1). Cross-sectional outcomes were analyzed using a generalized linear model with an appropriate distribution and link function and fixed effects included the exposure of interest as well as a set of pre-specified baseline covariates. Outcomes measured repeatedly over time were analyzed using a GEE approach with an appropriate distribution and link function and fixed effects included the exposure of interest, a set of pre-specified baseline covariates, as well as a set of time-varying covariates. Any missing data was assumed to be missing completely at random, with the caveat that multiple imputation be used if the percentage of participants not included in the primary analysis of each objective due to missing data was greater than 5%. All hypotheses were tested using a two-sided significance level of 0.05. No adjustment was made for multiple comparisons across outcomes or analyses within a specific objective and so all p-values presented are purely descriptive in nature.
Qualitative data analysis
The DCC contracted a professional transcriptionist to transcribe all interviews. The qualitative team, led by the DCC and staffed with representatives from each state team, used NVivo Plus 12 for Windows [42] to develop two codebooks (one for each population). Study staff were responsible for coding interview transcripts and analyzing findings from their own state.