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Social Capital and Social Networks of Hidden Drug Abuse in Hong Kong
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Official websites use. Share sensitive information only on official, secure websites. Elsevier hereby grants permission to make all its COVIDrelated research that is available on the COVID resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. Changes to drug markets can affect drug use and related harms. We aimed to describe market trends of heroin, methamphetamine, cocaine and ecstasy in Australia following the introduction of COVID pandemic-associated restrictions. We used self-reported market indicators price, availability, and purity for heroin, crystal methamphetamine, cocaine, and ecstasy crystal to estimate generalised additive models. Observations from the surveys were used to establish the pre-pandemic trend; , and observations were considered immediate, short-term and longer-term changes since the introduction of pandemic restrictions. There was no longer evidence for change in or relative to the trend. There were distinct disruptions to illicit drug markets in Australia after the COVID pandemic began; the timing and magnitude varied by drug. Drug markets are a known determinant of drug use and harms Hughes et al. For example, an abrupt change in heroin availability in Australia in the early s was marked by decreased frequency of heroin injection and rates of opioid-related fatal and non-fatal overdose but also increased use of other drugs and higher-risk injecting practices among some people Degenhardt et al. Likewise, a global ecstasy shortage in the early s was accompanied by proliferation of new psychoactive substances, some of which have been associated with elevated risk of acute harm Peacock et al. Monitoring changes in drug markets is thus critical to pre-empt and understand potential shifts in drug use and harms. With the onset of the COVID pandemic and associated border closures and restrictions on movement in early , disruption to illicit drug markets was predicted based on historical periods of economic, political and environmental upheaval Zolopa et al. To date, several studies using data collected in interviews with people who use drugs have described increased price, reduced availability and lower purity of illicit drugs in the initial months of the pandemic. Specifically, increases in price of cannabis and tranquilizers were reported in Norway Welle-Strand et al. In contrast, other studies reported limited impact to drug markets in Germany Namli, and Switzerland Gaume et al. These studies typically relied on participants reporting perceived changes in drug markets early in the pandemic. More rigorous inquiry would require comparison with indicators collected prior to the pandemic. Given the known resilience of drug markets Bouchard, , it is important to monitor responses to market disruptions over extended periods. However, studies of the market situation beyond the first year of the pandemic are limited in number and scope. Drug seizure data have been interpreted as a recovery for some drug markets, including methamphetamine in the US and Europe, in late and after initial supply disruptions European Monitoring Centre for Drugs and Drug Addiction, ; Palamar et al. With no land borders and a reliance on international importation for most drugs Australian Criminal Intelligence Commission, , Australia's illicit drug supply was thought to be particularly vulnerable to COVID associated border restrictions. Using annual cross-sectional data collected from people who regularly use illicit drugs in Australia from , the aim of this study was to investigate the immediate , short-term and longer-term changes in price, perceived purity, and perceived availability of heroin, methamphetamine, cocaine and ecstasy since COVID restrictions were introduced relative to the preceding trend IDRS participants were recruited through needle-syringe programs and treatment agencies and via word-of-mouth; EDRS participants were recruited via social media and word-of-mouth. From November , after Australia reach high vaccination coverage, international borders were opened and there were no further lockdowns. We analysed drug market data for the two illicit drugs most commonly injected among the IDRS sample heroin and crystal methamphetamine and used among the EDRS sample ecstasy and cocaine. Although questions regarding these drugs are asked in both surveys, small numbers report using or injecting the drugs chosen for analysis in the alternate survey. Furthermore, survey timing and recruitment methods differ between studies, so to maintain internal validity, we did not pool data between studies. We focused on ecstasy crystal in the main analysis as market indicator data for pills and capsules were combined from Use of all three indicators provides a better insight than one in isolation. In , participants reported which month this purchase occurred, which enabled exclusion of pre-pandemic restriction observations in we assumed that the timing of perceived availability and purity corresponded with last purchase. Analysis was undertaken in R version 4. The availability of only eight annual time points precluded use of traditional time series analysis. Instead, generalised additive models GAM were estimated using the mgcv package Wood, to model trends in market indicators, with thin plate spline functions for year of interview, allowing for non-linear relationships between predictor s and outcome. Six years of data pre-pandemic were included to elucidate trends prior to pandemic-related restrictions was the earliest year ecstasy crystal market indicator data were collected. Previous analyses suggest that market indicator data for heroin, crystal methamphetamine and cocaine were generally consistent in the years preceding Man et al. To allow for known differences in illicit drug markets by Australian jurisdiction, we considered three models: Model 1 where spline functions for year were fitted by jurisdiction i. The number of knots was chosen using the generalised cross validation criterion, whereby parsimony is balanced with explanatory power. To evaluate the suitability of GAMs, we also compared the fit of a generalised linear model with year as a linear covariate to assess linearity and potential overfitting. Seasonality was controlled for by incorporating month of interview in the model. As market indicator data were self-reported and may be subject to individual variability, models were adjusted for individual characteristics that may influence illicit drug access: age, gender, and drug use frequency Dave, ; Maher, ; McAdam et al. To assess changes in market indicators since the introduction of COVID restrictions in , three dummy variables corresponding to those years were included in the model. This is a common technique used in time series analyses to measure the effect of an event on an outcome e. For the purposes of visualisation, we fit a simple GAM with year of interview the only predictor. Results for perceived purity and availability of ecstasy pills and capsules are presented descriptively as there were insufficient data points pre-COVID to generate a trend line. Although repeat participation in annual cross-sectional studies is unlikely to affect population-level inferences Agius et al. In a second sensitivity analysis, we re-estimated price models without inflation adjustment. The nature of these analyses meant the model for each market indicator was limited to non-missing outcome observations. Then, for each market indicator, we assessed the nature of missingness for the covariates. Little's test suggested data were missing completely at random across all indicators Little, Therefore, we utilised a complete case approach. Sample characteristics remained mostly consistent across the samples. Detailed data regarding annual number of observations per market indicator, model selection, and model results are available in Appendices E, F, and G, respectively. Model 1 was selected for price inclusion of an interaction term between year and jurisdiction ; Model 2 was selected for availability and purity jurisdiction included as fixed effect only. Heroin market trends, IDRS samples In each figure the relationship between year and outcome is modelled using a generalised additive model. A The distribution of individual price observations is summarised as a smoothed density plot; the grey dots represent individual observations; the red line indicates the median price. Results of generalised additive models for illicit drug price, perceived availability, and perceived purity. Coefficients were estimated using generalized additive models. For availability and purity, coefficients are plotted on the log scale. Exact values for coefficients and corresponding confidence intervals are provided in Appendix G. However, we observed a decrease in perceived availability in and compared to In there was no longer evidence for change compared to the pre-pandemic trend aOR: 0. Cocaine market trends, EDRS samples A Last reported price per gram. The number of IDRS participants reporting heroin as high in purity increased from , albeit with some fluctuation Fig. However, there was no evidence for any change in purity in aOR: 0. Model 1 was selected for price and Model 2 was selected for availability and purity. There was a significant decrease in perceived availability observed in compared to the pre-pandemic trend aOR: 0. Crystal methamphetamine market trends, IDRS samples A Last reported price per point. The model suggested that perceived purity significantly decreased in compared to the pre-pandemic trend aOR: 0. Model 2 was selected for price and purity and Model 1 was selected for availability. Perceived availability of cocaine remained stable from to before increasing steadily until Fig. There was no evidence for any changes in perceived availability in , or relative to the existing trend Fig. There was no evidence for change in perceived purity of cocaine in compared to the existing trend Fig. Model 1 was selected for all three market indicators. Ecstasy crystal market trends, EDRS samples The perceived availability of ecstasy crystal increased with some fluctuation from to Fig. In , it increased again with no evidence for change compared to the existing trend aOR: 0. Similar trends were visually observed for ecstasy capsule and pill forms Appendices H and I. All results observed in the main models were similar when repeat participants were excluded Appendix J , except the change in heroin price observed in was no longer statistically significant. All results were replicated when prices were not adjusted for inflation Appendix K. Using nine years of annual survey data with cross-sectional samples of people who regularly inject drugs and people who regularly use illicit stimulants, we assessed changes to illicit drug markets after the introduction of COVID pandemic restrictions in Australia. We observed immediate disruptions to heroin and methamphetamine markets and delayed disruptions to cocaine and ecstasy markets. By , there was no longer evidence for any substantial disruption to heroin and methamphetamine market indicators compared to the pre-pandemic trend. Overall, the effect sizes observed were modest, which may be a result of small numbers of observations per jurisdiction. Given Australia's geographic isolation and reliance on importation of drugs, the initial shifts we observed in heroin and methamphetamine market indicators were not unexpected. The immediate changes to methamphetamine markets we observed were consistent with two jurisdictional surveys that took place in Perth and Melbourne in , which reported an increase in methamphetamine price Kasun, ; Voce et al. Previous drug shortages have been accompanied by increased reports of diluted or adulterated drugs e. Drug markets are known to be resilient to external forces Bouchard, , and we observed a return toward pre-pandemic price, perceived availability and purity for heroin and methamphetamine in Data from European drug markets suggested that while there was some reduction in drug trafficking between countries, localised decreases in drug availability were linked to areas with more stringent COVIDrelated restrictions European Monitoring Centre for Drugs and Drug Addiction and Europol, In Australia, wastewater analyses of methamphetamine support this notion: there were significant impacts between April and August when Australia's only nationwide lockdown occurred and between April and August when the two most populous states, New South Wales and Victoria, experienced extensive lockdowns Australian Criminal Intelligence Commission, a. Between these periods and since October when restrictions subsided, methamphetamine markets showed signs of recovery. Wastewater analyses of heroin consumption displayed similar, yet less pronounced, fluctuation. Our data were largely consistent with these findings for both heroin and methamphetamine, but as our survey period mostly occurred prior to the lockdowns, we did not observe the same impacts on market indicators in In contrast, disruptions to cocaine and ecstasy market indicators only became apparent in While it is possible that this is a result of EDRS interviews occurring immediately after the introduction of restrictions in and earlier than IDRS interviews , there are other plausible explanations. Compared to heroin and methamphetamine use in the IDRS sample, use of cocaine and ecstasy among the EDRS sample is less frequent and more likely to be used in nightlife or festival settings Uporova et al. It is possible that decreased demand for these drugs in delayed effects upon price, availability, and purity. The effects we observed on cocaine markets were less pronounced than those on the ecstasy markets. Wastewater data suggest consumption of cocaine has fluctuated since the onset of the pandemic and is yet to return to pre-pandemic levels Australian Criminal Intelligence Commission, b. However, unlike ecstasy, global production of cocaine is at a record high United Nations Office on Drugs and Crime, With international borders open and COVID public health restrictions now lifted in Australia, it is possible that demand and supply for these drugs will increase, necessitating continued monitoring of use and harms. We are not aware of other studies that have directly compared the magnitude of immediate and longer-term effects of the pandemic on drug markets using panel data as we have done. Therefore, while international organisations have generally reported that pandemic impacts to illicit drug markets were short-lived European Monitoring Centre for Drugs and Drug Addiction, ; United Nations Office on Drugs and Crime, , we cannot directly compare our findings to those of other countries. Given the variation in length and stringency of pandemic-associated border closures and restrictions globally, future comparisons will further elucidate the responsiveness of illicit drug markets to disruption. The main strength of this study is the long data series, which enabled testing of COVID pandemic effects while taking prior trends into account, rather than reliance on year-on-year comparisons. This study also has some limitations. The data used in this study were collected from sentinel samples, so should not be considered representative of the drug market experiences of all people who use or inject drugs in Australia. However, given the consistent recruitment methodology, we can be more confident in trends observed within the samples. The use of annual datapoints may have masked more granular fluctuations as illicit drug markets respond quickly to external forces Bouchard, We were unable to adjust for purity in our price models and given the perceived decrease in purity of drugs, we may have underestimated the change in purity-adjusted price Scott et al. While beyond the scope of this study, we were unable to investigate the impact of market disruptions to drug use behaviours e. Finally, our data are subject to recall bias, although self-report of drug related indicators among people who use drugs has been shown to be sufficiently reliable and valid Darke, The COVID pandemic is unprecedented in its potential to affect global illicit drug supply chains and local markets. We observed an immediate impact on Australian heroin and crystal methamphetamine markets in , followed by a rebound towards pre-pandemic levels in and For ecstasy and cocaine, effects on market indicators were slower to be seen, potentially due to reduced demand for these drugs during lockdown, but persisted in AP has received untied educational grant from Seqirus and Mundipharma for study of opioid medications. RB has received untied educational grant from Mundipharma and Indivior for study of opioid medications. LD has received untied educational grant from Seqirus, Indivior, and Mundipharma for study of opioid medications. All other authors have no conflicts of interest to declare. We also thank the thousands of participants who have shared their experiences and expertise with us over the years. Data Availability Statement: Data were collected during interviews with consenting participants. The data are not publicly available due to ethical constraints. Supplementary material associated with this article can be found, in the online version, at doi: This section collects any data citations, data availability statements, or supplementary materials included in this article. As a library, NLM provides access to scientific literature. Int J Drug Policy. Find articles by Olivia Price. Find articles by Nicola Man. Find articles by Rachel Sutherland. Find articles by Raimondo Bruno. Find articles by Paul Dietze. Find articles by Caroline Salom. Find articles by Seraina Agramunt. Find articles by Jodie Grigg. Find articles by Louisa Degenhardt. Find articles by Amy Peacock. Issue date Mar. Open in a new tab. Similar articles. Add to Collections. Create a new collection. Add to an existing collection. Choose a collection Unable to load your collection due to an error Please try again. Add Cancel.
Naryn buying Ecstasy
From the India Today archives (2021) | India and the threat of drugs
Naryn buying Ecstasy
Naryn buying Ecstasy
Social Capital and Social Networks of Hidden Drug Abuse in Hong Kong
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Naryn buying Ecstasy
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