Introduction

Among people who inject drugs (PWID), prevalence of the Hepatitis C virus (HCV) and HIV is around 5–90% [1] and <1–50% [2] respectively. While pre-exposure prophylaxis for HIV [3] and treatment for HCV are effective [4], no vaccine prevents HCV. Opiate substitution therapy (OST) and needle exchanges effectively reduce HIV and HCV among PWID [5]. Psychosocial interventions (e.g. motivational interviewing, cognitive behavioural therapy and contingency management) could further decrease blood borne viruses (BBV) by educating PWID about transmission risks and developing strategies to avoid them.

Several systematic reviews and meta-analyses of psychosocial interventions to reduce BBV risk behaviours among drug users have reported modest effects [69]. Reviews conclude that harm reduction interventions, especially OST and needle exchange programmes, have reduced injecting risk behaviours, but have not prevented HCV transmission among PWID [5]. In addition, combined substance-use treatment and support for safe injection were most effective in reducing HCV seroconversion among PWID [6]. Interventions that target capability (i.e. individual’s psychological and physical capacity to engage in the activity concerned including having the necessary knowledge and skills), opportunity (i.e. factors outside the individual that make the behaviour possible or prompt it), and motivation are thought to be more effective in addressing behaviour change than interventions that address one or fewer of these components [10]. In partial support of this, two reviews concluded that multi-session psychosocial interventions compared to educational interventions had minimal benefits on injecting risk behaviours [7] and modest benefits on sexual risk behaviours among people who use drugs [8]. In addition, large positive effects were reported compared to minimal interventions for reducing HIV sexual risk behaviours [8]. Despite these promising findings, another review concluded that behavioural interventions (peer-intervention training and counselling interventions) were “unlikely … [to] have a considerable effect on HCV transmission” for PWID (p. 176) [9].

PWID are more likely to have BBV than people who use drugs but do not inject [11]. Alongside elevated risks from sharing injecting equipment, some PWID report greater high-risk sexual behaviours, including sex trading, multiple sex partners and sex without a condom, than people who use drugs but do not inject [1114].

Objective

This systematic review and meta-analysis sought to examine whether psychosocial interventions could reduce injecting and sexual risk behaviours compared to usual care; education or information; HIV testing and counselling; or interventions of lesser time or intensity (with and without OST).

Methods

A systematic review with meta-analysis was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses [15] and registered with the International Prospective Register of Systematic Reviews (PROSPERO 014:CRD42014012969).

Search Strategy

The search strategy is described in Table I of the Supplementary Online document. The following databases were searched for relevant randomised controlled trials (RCTs) published from 2000 until 26 May 2015: MEDLINE, PsycINFO, CINAHL and the Cochrane Collaboration, with an update search in MEDLINE to 9 December 2016. Additionally, Clinical Trials databases were searched to identify additional publications. Forward and backward searching of references was conducted and reference lists of recent relevant reviews were cross-checked to verify all relevant RCTs were included in the current systematic review.

Eligibility

Citations were included if full text was published in English. Studies were eligible if (1) published during 2000–2016; (2) participants were PWID or results presented for PWID; (3) they were RCTs; (4) outcome/s included: (i) any injecting risk behaviour including sharing of needle/syringes or other injecting paraphernalia, and injecting frequency, reported separately or as an aggregated outcome, (ii) any sexual risk behaviour including unprotected sex or number of sexual partners, reported separately or as an aggregated outcome; and (5) psychosocial interventions were compared to a control group, who received usual care, education or information, HIV testing and counselling, “an intervention of lesser time or intensity” [9] (with and without OST).

GG and NM independently assessed all abstracts and potentially eligible full-text manuscripts against eligibility criteria. Where disagreement regarding study inclusion occurred, decisions were reached through referral to additional reviewers, EH, DS, KW.

Data Extraction

DS, KW, JM, and GG extracted the following data on each study using a checklist: authors, publication year, country, aim of intervention, participants (% PWID, % females, and mean age), intervention delivery setting/staff, intervention description, adherence, description of control interventions, follow-up duration and results (Table 1). These data were verified by a second reviewer and differences resolved through discussion.

Table 1 Description of trials included in the systematic review and meta-analyses

Methodological Quality

Two authors (from GG, DS, JM, JT) independently assessed the trial’s methodological quality across six domains using the Cochrane Risk of Bias tool [16]: sequence generation; allocation concealment; blinding of participants, personnel, and outcome assessors; incomplete outcome data; selective outcome reporting; and other sources of bias (Fig. 2). Assessments were compared to quality assessments from published reviews [57, 9], and differences resolved through discussion with a third assessor, EH.

Intervention Descriptions

Intervention functions were categorised using The Behaviour Change Wheel [10], including: education (increasing knowledge/understanding), e.g. “The 30 min pre-test counseling session provided basic information about…how to reduce the risk of HIV” [17], persuasion (using communication to induce positive/negative feelings/stimulate action) e.g. “facilitators…praise[d] their effective communication strategies” [18] and “reaffirmed commitment to change” [19], incentivisation (creating expectation of reward), e.g. “Contingent vouchers were given when a participant provided a cocaine-negative urine specimen” [20], training (imparting skills), e.g. “skills building to teach personal risk reduction and negotiation” [21] and “technical condom use and syringe disinfection skills” [22], modelling (providing example/s for people to aspire to/imitate), e.g. “model injection and sexual risk reduction behaviors with their risk network members” [23] and “demonstration and rehearsal of syringe cleaning” [19], and enablement (increasing means/reducing barriers) e.g. “women created a personalized risk-reduction plan” [24], “goal-setting for HIV risk reduction” [25] and role play “to help identify barriers to safer injection” [26] (Table 1). Functions that related directly to the intervention’s target behaviour/s were coded. GG and DS independently determined intervention functions. Disagreements were resolved through discussion. Intervention functions assigned to five trials were validated by a behaviour change expert.

Statistical Analysis

The principal summary measure was the standardized mean difference (SMD). As outcome data were presented as dichotomous or continuous data across included RCTs, odds ratios (OR) were recalculated as SMD to allow data pooling. The standard errors of log OR were converted to standard errors of a SMD by multiplying by the same constant (√3/π = 0.5513). This allowed the standard error for the log OR and hence a confidence interval (CI) to be calculated. For each RCT, the SMD and corresponding 95% CIs for the assessed outcome were retrieved or calculated [27]. Data entry and statistical analysis were performed using Review Manager Software. Where RCTs reported data from various follow-up periods, data from the latest follow-up period were included in the meta-analysis, combining outcomes assessed at multiple time periods. To determine whether RCTs included in the meta-analysis were consistent, the degree of heterogeneity was calculated. I 2 of 25% was considered low, 50% moderate and 75% high heterogeneity [28]. In the inverse variance method, individual effect sizes were weighted according to the reciprocal of their variance calculated as the square of the standard error.

Main and Subgroup Analysis

In line with a recent Cochrane review [7] and in an attempt to address the complexity of clinical heterogeneity of interventions, sub-group analyses were conducted to compare psychosocial interventions with (1) treatment as usual; (2) education or information; (3) HIV testing and counselling; and (4) control interventions of lesser time or intensity with and (5) without OST. As follow-up duration may affect intervention effectiveness, further sub-group analyses were conducted where possible, comparing length of time in months from the end of the intervention to the final follow-up of included trials (i.e. ≤3, 4–6, and ≥9 months follow-up).

Where RCTs included in the meta-analyses had more than one intervention group [17, 20, 29], data from the psychosocial intervention most relevant to the aims of this systematic review were compared to the control intervention. For Booth et al. [17], the most relevant intervention condition was considered treatment as usual (TAU) + HIV/HCV counselling and education (C&E), rather than TAU + a therapeutic alliance to facilitate treatment entry. For Sterk et al. [29], the enhanced negotiation intervention (ENI) was considered more relevant than the enhanced motivation intervention (EMI). For Schroder et al. [20], TAU+ weekly CBT + contingent vouchers (CM) (CBT + CM) was considered superior to both weekly CBT + noncontingent vouchers and CM + weekly group therapy, and therefore selected as the intervention condition for the meta-analysis. Go et al. [30] conducted a multi-level intervention using a 2 × 2 (four-arm) factorial design consisting of: (1) standard of care (i.e. HIV testing and counselling); (2) structural-level community stigma reduction programme; (3) individual-level post-test counselling and skill-building support groups; (4) both individual and structural level activities. For the purpose of this systematic review, the individual-level post-test counselling and skill-building support groups will be compared to individual standard of care.

Random effect models were applied to compare the following outcomes of interest for meta-analysis by type of control intervention, and by type of control intervention and length of follow-up post intervention: any injecting risk behaviour (Fig. 3a; Table 2) including sharing of needle/syringes (Fig. 3b; Table 2) or other injecting paraphernalia (Fig. 3c; Table 2), and frequency of injecting (Fig. 3d; Table 2), reported separately or as an aggregated outcome; and any sexual risk behaviour (Fig. 4a; Table 3) including unprotected sex (Fig. 4b; Table 3) or number of sexual partners (Fig. 4c; Table 3), reported separately or as an aggregated outcome.

Table 2 Injecting risk behaviours by control intervention and length of follow-up post-intervention
Table 3 Sexual risk behaviours by control intervention and length of follow-up post-intervention

Results

Study Selection

Database searches to 26 May 2015 resulted in 2493 citations; an additional 77 citations were identified from 1 January 2015 to 9 December 2016 (Fig. 1). One additional manuscript was identified from hand-searching other reviews’ reference lists. After removal of duplicates, 1903 citations remained. In total, 1771 abstracts were excluded as they did not meet eligibility criteria and 132 abstracts were selected for full-text assessment, including four related manuscripts referenced in these selected texts. Eighty-nine articles were excluded as: they were not RCTs (n = 34); outcomes of interest were not assessed/presented (n = 29); outcomes were not presented by PWID (n = 6); number of PWID was not reported (n = 4); or the intervention was not psychosocial (n = 4). Additionally, ten manuscripts were excluded as intervention group outcomes were not compared or did not evaluate the intervention’s effect. One further manuscript was excluded because both treatment arms received the same psychosocial intervention; the intervention arm received a 90-day free OST coupon. One manuscript published in Chinese was excluded [a full list of excluded references available on request].

Fig. 1
figure 1

Flowchart. † Includes 6 trials listed in the clinical trials database for which no published papers could be found. *Includes 4 related manuscripts referenced in potentially eligible manuscripts

Forty-two manuscripts from 32 RCTs were eligible [1726, 2955]. The meta-analyses included 24 trials [1722, 24, 25, 2931, 33, 38, 39, 41, 43, 4652, 54]. Eight trials were excluded from the meta-analysis for: not providing the number of PWID for control and intervention groups at follow-up [32, 34, 35, 45, 53], only providing risk ratios [37], outcome combined HIV with sexually transmitted infections [26] and data for ‘unsafe injection practices’ was only presented at baseline [23].

Quality Assessment

Risk of bias varied across RCTs (Fig. 2). Incomplete outcome data was the most common risk of bias, but selective outcome reporting contributed to risk of bias for some trials. Other potential sources included altering randomisation protocols depending on number of participants enrolled on a particular day [41], significant baseline differences between groups in outcome of interest [31], variation in the TAU group across sites [17]; possible cross-over contamination between groups [18, 24, 38, 39, 41, 50], a high proportion of excluded individuals who differed significantly to those included [20], and large variations reported in follow-up period [23].

Fig. 2
figure 2

Risk of bias for included trials

Study Characteristics

Characteristics of included RCTs are described in Table 1 (and more detail is presented in the Online Supplementary document Table II). In total, 12,840 participants (35% female; range 0–100%) were enrolled; the majority were PWID (84.5%) (range 16–100%). Most trials (n = 18) were conducted in the US [17, 1921, 25, 29, 32, 34, 35, 38, 41, 43, 45, 47, 49, 5153]; three in Russia [23, 24, 50]; two in Canada [33, 37]; two in Vietnam [30, 39]; and one in Kazakhstan [22]; Georgia [46]; Australia [54]; the UK [31]; Mexico [26]; and Puerto Rico [48]. One trial was conducted in both the US and Thailand [18].

Trials included in the systematic review compared psychosocial interventions with usual care (n = 4) [17, 37, 51, 52], education or information (n = 9) [19, 25, 26, 33, 34, 39, 46, 53, 54], HIV testing and counselling (n = 5) [18, 30, 45, 48, 49], interventions of lesser time or intensity with (n = 12) [2123, 29, 31, 32, 35, 38, 41, 47, 50] and without OST (n = 2) [20, 43].

Of the 32 interventions delivered in the RCTs, most (n = 14) were delivered to individual participants [17, 19, 20, 24, 26, 29, 31, 33, 37, 48, 5154]; eight were delivered to groups [18, 23, 32, 34, 38, 39, 41, 49] and two to couples [35, 45]. The remaining eight trials delivered interventions in a combination of ways e.g. individual and couples sessions[46]; individual and group sessions [18, 25, 43, 47, 50]; group and couples sessions [22] and one trial provided both individual and structural level activities [30]. For interventions with more than one session, retention or adherence to the intervention ranged from 50% [17] to 95% [29] (further detail provided in the Online Supplementary Table II).

Eight interventions incorporated peer mentoring from an index participant to change the behaviours of other PWID [18, 21, 23, 25, 38, 39, 41, 47, 49]. The majority of interventions contained at least three sessions (n = 25) [18, 2023, 25, 2932, 34, 35, 3739, 41, 43, 4650, 52, 53], four interventions contained two sessions [17, 24, 44, 51] and three interventions one session [26, 33, 54].

On the whole, interventions were delivered in drug treatment settings including outpatient and hospital clinics [20, 21, 31, 4850]; methadone maintenance clinics [32, 43]; inpatient or residential detoxification units [17, 24, 54]; needle and syringe exchanges [22, 37] or outreach [49] (settings not mutually exclusive). In addition, the vast majority of studies were delivered by clinic staff in the treatment setting as opposed to researcher delivered (or not specified) (Table 1).

Outcomes

Various validated and other purposely developed instruments were used to assess injecting behaviour in 32 trials [1726, 2935, 3739, 41, 43, 4552, 54] and sexual behaviour in 24 trials [1726, 2932, 34, 35, 38, 39, 43, 45, 47, 49, 50, 54]. The most common reporting timeframe for outcomes was in the past 30 days(n = 19) [17, 18, 2226, 29, 3234, 43, 46, 4852, 54], followed by the past 3 months (n = 10) [23, 30, 32, 35, 38, 39, 41, 45, 47, 50] or 6 months (n = 3) [21, 25, 53], past week (n = 2) [20, 37] or behaviour at the last sexual encounter or injecting event (n = 1) [19] (answers not mutually exclusive as three trials reported different reporting timeframe for different outcomes) [23, 25, 50].

Results of Individual RCTs Not Included in the Meta-analyses

Of the eight trials omitted from the meta-analyses, three reported that psychosocial interventions showed greater reductions in injecting risk behaviours than education/information, usual care or HIV testing and counselling [26, 37, 45] and three reported that psychosocial interventions showed greater reductions in sexual risk behaviours than or HIV testing and counselling [32, 35, 45].

Meta-analyses

Any Injecting Risk Behaviour

Twenty-two RCTs assessed any injecting risk behaviour (Fig. 3a). Psychosocial interventions independently reduced injecting risk behaviours more than control interventions in seven trials [21, 22, 25, 38, 41, 46, 48]. A total of 3096 and 2971 PWID were included in the intervention and control groups respectively. Overall, psychosocial interventions showed a greater reduction in any injecting risk behaviour (SMD −0.29; 95% CI −0.42 to −0.15; I2 = 61%; p = <0.01) than control interventions (Fig. 3a). Psychosocial interventions also demonstrated greater reductions in any risk behaviours than education/information (SMD −0.41; 95% CI −0.79 to −0.04; I2 = 62%; p = 0.03); HIV testing and counselling (SMD −0.24; 95% CI −0.44 to −0.03; I2 = 0%; p = 0.02); interventions of a lesser time or intensity (SMD −0.34; 95% CI −0.56 to −0.12; I2 = 75%; p < 0.01), but no difference was found when compared with interventions of a lesser time or intensity that included OST (SMD 0.23; 95% CI 0.51–0.97; I2 = 0%; p < 0.01) or treatment as usual (SMD −0.09; 95% CI −0.32 to 0.15; I2 = 26%; p = 0.54). Where outcomes were assessed ≤3 or 4–6 months post-intervention, psychosocial interventions reduced any injecting risk behaviour when compared with interventions of lesser time or intensity. Where outcomes were compared ≥9 months post-intervention, psychosocial interventions reduced any injecting risk behaviour more than interventions that provided education/information alone (Table 2). Heterogeneity was moderate in psychosocial interventions compared to education/information (I2 = 62%), possibly due to the variations in the mode of delivery and intervention components (Table 1). The education/information interventions in the control conditions included a pamphlet compared to a 6 session education/enablement intervention [39] and ranged from comparing a one-session education intervention with a one-session motivational intervention [33], to comparing 22 education sessions with referrals to drug treatment with a 22-week intervention including motivational interviewing counseling sessions for both the male participant and the couple, monetary incentives for drug abstinence, and research-supported detoxification followed by naltrexone treatment [46]. There was high heterogeneity in the analysis of psychosocial interventions compared to interventions of a lesser time or intensity (without OST) (I2 = 75%) for similar reasons to those mentioned above. Six trials included equal-attention control conditions ranging from 2 [24] to 10 [41] sessions, and three included control interventions with fewer sessions, ranging from four versus one session [31] to ten versus eight sessions [47] (Table 1). All but one trial [31] had at least two sessions in the control and/or intervention conditions. One trial compared a two-session woman focused intervention with a two-session nutritional intervention [24]. The variation in intervention duration and content across conditions contributes to the high heterogeneity.

Fig. 3
figure 3figure 3

Efficacy of psychosocial interventions versus control interventions in reducing a ANY injecting risk behaviours among people who inject drugs, b sharing of needles or syringes among people who inject drugs, c sharing of other injecting equipment (not needle/syringes) among people who inject drugs, d frequency of injecting among people who inject drugs

Sharing Needles and Syringes

Thirteen RCTs assessed sharing of needles/syringes (Fig. 3b). Psychosocial interventions reduced this behaviour more than the control interventions in five of those trials [21, 22, 43, 46, 48]. A total of 1411 and 1315 PWID were included in the intervention and control groups respectively. Overall, psychosocial interventions reduced the sharing of needle/syringes (SMD −0.43; 95% CI −0.69 to −0.18; I2 = 68%; p < 0.01) compared with control interventions. Psychosocial interventions reduced needle and syringe sharing compared with education/information (SMD −0.52; 95% CI −1.02 to −0.03; I2 = 10%; p = 0.04); or HIV testing and counselling (SMD −0.24; 95% CI −0.44 to −0.03; I2 = 0%; p = 0.02); but no difference was found when compared with interventions of a lesser time or intensity (SMD −0.56; 95% CI −0.12 to 0.09; I2 = 90%; p = 0.09), interventions of a lesser time or intensity that included OST (SMD −0.13; 95% CI −1.32,1.05; I2 = 63%; p = 0.83) or treatment as usual (SMD −0.53; 95% CI −1.12 to 0.07; p = 0.08; one trial). Where outcomes were assessed ≤3 or 4–6 months post-intervention, psychosocial interventions reduced needle and syringe sharing more than interventions of lesser time or intensity. Where outcomes were assessed 4–6 months post-intervention, a greater reduction in any injecting risk behaviour was found for psychosocial interventions compared with HIV testing and counselling (Table 2). There was moderate and high heterogeneity in the analysis of psychosocial interventions compared to interventions of a lesser time or intensity with (I2 = 63%) and without OST (I2 = 90%), again potentially explained by the differences in intervention content and delivery. The two trials that compared psychosocial interventions with OST to interventions of a lesser time/intensity with OST varied in length of OST treatment. Both included a 12-week psychosocial intervention, however, the trial where methadone was prescribed for six months independently reduced needle and syringe sharing [43] and the trial that prescribed methadone for three months did not [20]. Four trials compared psychosocial interventions with interventions of a lesser time or intensity without OST, two delivered to couples [22] or encouraged peer outreach [21] independently reduced needle and syringe sharing, whereas those delivered to individuals on their own or in groups did not [29, 50].

Sharing Other Injecting Paraphernalia

Seven RCTs assessed sharing of injecting paraphernalia (other than needles/syringes) (Fig. 3c). None independently found the psychosocial intervention to be more efficacious than the control interventions. A total of 1209 and 1157 PWID were included in the intervention and control groups respectively. Overall, psychosocial interventions showed greater reductions in the sharing of other injecting paraphernalia (SMD −0.21; 95% CI −0.34 to −0.09; I2 = 0%; p < 0.01) compared with control interventions. Psychosocial interventions reduced the sharing of other injecting paraphernalia more than interventions of a lesser time or intensity without OST (SMD −0.24; 95% CI −0.42 to −0.06; I2 = 0%; p < 0.01); but no differences were found when compared with education/information (SMD −0.42; 95% CI −0.98 to 0.14; p = 0.15; one trial); and HIV testing and counselling (SMD −0.17; 95% CI −0.34 to 0.00; I2 = 0%; p = 0.05). Where outcomes were compared 4–6 months post-intervention, psychosocial interventions significantly reduced sharing of other injecting paraphernalia compared with interventions of lesser time or intensity (Table 2).

Injecting Frequency

Eight RCTs assessed frequency of injecting (Fig. 3d). Psychosocial interventions independently reduced frequency of injecting compared with the control interventions in four trials [29, 46, 48, 49]. A total of 1168 and 1177 PWID were included in the intervention and control groups respectively. Overall, psychosocial interventions showed no difference in reducing frequency of injecting (SMD −0.17; 95% CI −0.35 to 0.00; I2 = 61%; p = 0.05). Psychosocial interventions significantly reduced the frequency of injecting compared with education/information (SMD −1.05; 95% CI −2.07 to −0.03; p = 0.04; one trial); but no difference was found when compared with interventions of a lesser time or intensity with (SMD 0.09; 95% CI −0.61 to 0.79; I2 = 76%; p = 0.20; one trial) and without OST (SMD −0.46; 95% CI −1.02 to 0.21; I2 = 66%; p = 0.80); HIV testing and counselling (SMD −0.16; 95% CI −0.40 to 0.08; I2 = 76%; p = 0.20) and treatment as usual (SMD −0.00; 95% CI −0.20 to 0.21; p = 0.96; one trial). Where outcomes were compared 4–6 months post-intervention, the frequency of injecting significantly reduced for participants receiving psychosocial interventions compared with participants receiving education/information (Table 2). There was moderate to high heterogeneity in the analysis comparing psychosocial interventions to HIV testing and counselling (I2 = 76%) and to interventions of a lesser time/intensity with (I2 = 66%) and without OST (I2 = 66%), again potentially explained by the differences in intervention content and delivery described above. All HIV testing and counselling intervention control groups received two sessions compared to the intervention conditions that ranged from seven [49] to ten sessions [18] in comparison.

Any Sexual Risk Behaviour

Ten RCTs assessed any sexual risk behaviour (Fig. 4a). Psychosocial interventions were independently more likely to reduce any sexual risk behaviour than the control interventions in two trials [22, 24]. A total of 1359 and 1409 PWID were included in the intervention and control groups respectively. Overall, psychosocial interventions reduced any sexual risk behaviour compared with control interventions (SMD −0.19; 95% CI −0.39, 0.01; I2 = 58%; p = 0.07). Psychosocial interventions showed no difference in reducing any sexual risk behaviours compared with education/information (SMD −0.12; 95% CI −0.32 to 0.09; I2 = 34%; p = 0.27), interventions of a lesser time or intensity with (SMD −0.26; 95% CI −0.67 to 0.15; I2 = 78%; p = 0.21); and without OST (SMD −0.17; 95% CI −1.41,1.07; I2 = 72%; p = 0.79); and HIV testing and counselling (SMD 0.14; 95% CI −0.81,1.09; p = 0.77; one trial). Where outcomes were compared ≤3 months post-intervention, psychosocial interventions reduced any sexual risk behaviour compared with interventions of a lesser time or intensity (without OST) (Table 3). The high heterogeneity in the analysis comparing psychosocial interventions to interventions of a lesser time or intensity with (I2 = 78%) and without OST (I2 = 72%) has already been discussed.

Fig. 4
figure 4

Efficacy of psychosocial interventions versus control interventions in reducing a ANY sexual risk behaviours among people who inject drugs, b unprotected sex among people who inject drugs, c number of sexual partners among people who inject drugs

Unprotected Sex

Eight RCTs assessed unprotected sex (Fig. 4b). Psychosocial interventions were independently more effective than the control interventions in four trials [22, 24, 29, 43]. A total of 876 and 930 PWID were included in the intervention and control groups respectively. Overall, psychosocial interventions reduced unprotected sex more than control interventions (SMD −0.27; 95% CI −0.54 to −0.01; I2 = 68%; p = 0.04). Psychosocial interventions reduced unprotected sex compared with interventions of a lesser time or intensity (without OST) (SMD −0.44; 95% CI −0.86 to −0.01; I2 = 79%; p = 0.04); but no difference was reported when compared with education/information (SMD 0.03; 95% CI −0.18 to 0.24; p = 0.79; one trial), interventions of a lesser time or intensity with OST (SMD −0.13; 95% CI −1.21 to 0.94; I2 = 70%; p = 0.81); and HIV testing and counselling (SMD 0.14; 95% CI −0.81,1.09; p = 0.77; one trial). Where outcomes were compared ≤3 and 4–6 months post-intervention, psychosocial interventions reduced unprotected sex compared to interventions of a lesser time or intensity (without OST). Where outcomes were assessed ≥9 months post-intervention, psychosocial interventions reduced unprotected sex compared with interventions of a lesser time or intensity (with OST) (Table 3).

Number of Sexual Partners

Two RCTs assessed number of sexual partners (Fig. 4c). A total of 135 and 140 PWID were included in the intervention and control groups respectively. There was no difference between psychosocial interventions and education/information in reducing the number of sexual partners (SMD 0.01; 95% CI −0.14 to 0.17; one trial). Interventions of a lesser time or intensity (without OST) reduced the number of sexual partners compared with psychosocial interventions (SMD 3.24; 95% CI 2.36,4.12; one trial).

Discussion

The aim of the review and meta-analysis was to identify and evaluate the impact of psychosocial interventions designed to reduce injecting risk and sexual risk behaviours among PWID. A total of 24 trials were included in the meta-analysis. Overall, psychosocial interventions reduced some of the target injecting (sharing of needle and syringes and other injecting paraphernalia) and sexual risk behaviour (unprotected sex) outcomes among PWID when compared with control conditions. More specifically, the meta-analysis found that psychosocial interventions reduced the sharing of needles and syringes compared to education/information or HIV testing and counselling, reduced the sharing of other injecting paraphernalia compared to interventions of a lesser time or intensity, reduced the frequency of injecting compared to one trial of education/information, and reduced unprotected sex compared to interventions of a lesser time or intensity. Although psychosocial interventions targeted injecting risk behaviours rather than a reduction in injecting behaviour per se, one trial reported a significant effect (p = 0.05) with regards to reduced frequency of injecting. Psychosocial interventions were no more likely than control interventions to reduce the number of sexual partners. However, only two trials were pooled in this specific meta-analysis, and many participants reported being in a steady relationship. Interestingly, they also reported a reduction in unprotected sex, a factor which may be more important in reducing BBV transmission than the number of sex partners [25, 29].

Using data on outcomes collected at nine-months or more post-intervention, the meta-analyses found psychosocial interventions produced more reported behaviour change than control interventions, suggesting that maintenance or booster sessions may be required to sustain positive behaviour change.

One study found stronger intervention effects for those who had known their HCV-positive status for at least six months, but not for those who had known their HCV-positive status for more than 12 months [41], suggesting a window of opportunity may exist following HCV diagnosis to address transmission risks.

Overall and regardless of intervention or control content, 16 of the 32 trials included in the systematic review reported greater reductions in injecting or sexual risk behaviours in participants in the intervention group compared to the control group [21, 22, 2426, 29, 32, 35, 37, 38, 41, 43, 45, 46, 48, 49]. Only two trials in the review (with small sample sizes) included contingency management (incentivisation). One of these trials reported greater reductions in injecting risk behaviours in the intervention group (22 sessions of motivational interviewing for the male participant and couple (female partner drug-free) plus contingency management and naltrexone) compared to the control group (22 sessions of education, including referrals to a detoxification programme and aftercare that may or may not have included naltrexone) [46]. The other reported no significant difference in injecting or sexual risk behaviours between the intervention (29 week intervention including 12 weeks of CBT and contingent vouchers (as well as standard care: methadone + 5 weekly individual counselling, followed by 12 weeks standard treatment) and control groups (29 week standard care intervention (same as intervention group) including 12 weeks of group therapy and non-contingent vouchers) [20] (Table 1). Only three of the seven trials [18, 19, 26, 33, 37, 43, 53] of psychosocial interventions including motivational interviewing found greater reductions in some injecting and sexual risk behaviours [26, 37, 43]. As these three interventions varied in content and participant group (e.g. one session interactive session for female sex workers [26]; computerised intervention (69% male) [37]; and PWID entering OST (70% male) [43]; results about the effectiveness of specific intervention functions (e.g. incentivisation or persuasion) in reducing BBV risk behaviours among PWID are inconclusive.

Limitations

Limitations include the low number of studies for inclusion in some of the sub-group analyses of behavioural outcomes and intervention delivery modes. In addition, there was heterogeneity in terms of the interventions studied and their duration, as well as differences in sample sizes and characteristics, length of follow-up, and assessment methods used to determine risk behaviours. This lack of consistency across studies may have contributed to the moderate levels of heterogeneity noted in the meta-analyses. The most common risk of bias in included RCTs was selective outcome reporting and possible cross-over contamination between groups. A further limitation is that authors of the eight trials not included in the meta-analysis were not contacted to determine whether they could supply the additional data required to include the trial in the meta-analysis. It is acknowledged that this could have resulted in a potential source of bias in the findings. These limitations need to be considered when interpreting the results.

Conclusions

Whilst indications from the meta-analysis suggest that psychosocial interventions (when compared to control) reduce risk taking behaviour outcomes, more research is needed. The findings highlight the difficulty and complexity involved in attempting to examine the effectiveness of interventions that include different content and functions, modes of delivery, dosage and number of sessions. This heterogeneity in both the control and intervention conditions resulted in challenges to fully interpret the findings. It will be important to determine what types of psychosocial interventions work for whom and in what settings [8]. Our findings suggest that psychosocial interventions could boost the impact of current harm reduction interventions delivered as routine care and could be included with other harm reduction approaches, including OST and needle and syringe exchange, to reduce BBV transmission risks among PWID. Further trials should address some of the limitations in terms of target populations, dose and frequency and timing of outcome measures.