Abstract
Wastewater-based epidemiology (WBE) has become an objective and updated surveillance strategy for monitoring and estimating consumption trends of psychoactive substances (PSs) in the population. Firstly, magnetic shrimp shell biochar-based adsorbent (DZMBC) was synthesized and employed for extraction trace PSs from municipal wastewater. Proper pyrolysis temperature and increased KOH activator content favored the pore structure and surface area, thus facilitating extraction. DZMBC delivered exceptional extraction performance such as pH stability, anti-interference property, fast magnetic separation ability, reusability, and reproducibility. Then, a method based on magnetic solid-phase extraction (MSPE) followed by ultra-high-performance liquid chromatography–tandem mass spectrometry (UPLC–MS/MS) was developed, validated, and utilized for the quantitative determination of five PSs in real wastewater samples. Methodological validation results indicated a favorable linearity, low method limits of detection (1.00–4.75 ng/L), and good precisions (intra-day and inter-day relative standard deviations < 4.8%). Finally, an objective snapshot of Chongqing drug use and consumption pattern was obtained. Methamphetamine (MAMP) and 3,4-methylenedioxymethamphetamine (MDMA) were the prevalent illegal drugs in local. Both concentrations and per capita consumption of MDMA displayed a change (P < 0.05) between July and September, while no statistical differences were observed for each week.
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References
Bazargan M, Ghaemi F, Amiri A, Mirzaei M (2021) Metal–organic framework-based sorbents in analytical sample preparation. Coord Chem Rev 445:214107–214137
Boogaerts T, Quireyns M, Covaci A, De Loof H, van Nuijs ALN (2021) Analytical method for the simultaneous determination of a broad range of opioids in influent wastewater: optimization, validation and applicability to monitor consumption patterns. Talanta 232:122443–122452
Castrignanò E et al (2018) Enantiomeric profiling of chiral illicit drugs in a pan-European study. Water Res 130:151–160
Chen W, Gong M, Li K, Xia M, Chen Z, Xiao H, Fang Y, Chen Y, Yang H, Chen H (2020) Insight into KOH activation mechanism during biomass pyrolysis: chemical reactions between O-containing groups and KOH. Appl Energy 278:115730–115741
Chen M, Gu Q, Shao H, Liu H, Luan J, Yan Z, Liu W, Ke X (2023a) How PPY/CMC aerogels possess selective adsorption capacity for norfloxacin: coupling molecular scale interpretation with experiments. Chem Eng J 464:142485
Chen S, Qie Y, Hua Z, Zhang H, Wang Y, Di B, Su M (2023b) Preparation of poly(methacrylic acid-co-ethylene glycol dimethacrylate)-functionalized magnetic polydopamine nanoparticles for the extraction of six cannabinoids in wastewater followed by UHPLC-MS/MS. Talanta 264:124752–124760
Daughton CG (2011) Illicit drugs: contaminants in the environment and utility in forensic epidemiology. Rev Environ Contam Toxicol 210:59–110
Du P, Liu X, Zhong G, Zhou Z, Thomes MW, Lee CW, Bong CW, Zhang X, Hao F, Li X, Zhang G, Thai PK (2020) Monitoring consumption of common illicit drugs in Kuala Lumpur, Malaysia, by wastewater-cased epidemiology. Int J Environ Res Public Health 17:889–899
Fan Y, Huang L, Wu L, Zhang C, Zhu S, Xiao X, Li M, Zou X (2021) Adsorption of sulfonamides on biochars derived from waste residues and its mechanism. J Hazard Mater 406:124291
Feng D, Guo D, Zhang Y, Sun S, Zhao Y, Shang Q, Sun H, Wu J, Tan H (2021) Functionalized construction of biochar with hierarchical pore structures and surface O-/N-containing groups for phenol adsorption. Chem Eng J 410:127707–127718
García-Atienza P, Esteve-Turrillas FA, Armenta S, Herrero-Martínez JM (2022) Ethylphenidate determination in oral fluids by molecularly imprinted polymer extraction and ion mobility spectrometry. Microchem J 178:107423–107428
Gent L, Paul R (2021) The detection of new psychoactive substances in wastewater. a comprehensive review of analytical approaches and global trends. Sci Total Environ 776:146028–146042
González-Mariño I, Castro V, Montes R, Rodil R, Lores A, Cela R, Quintana JB (2018) Multi-residue determination of psychoactive pharmaceuticals, illicit drugs and related metabolites in wastewater by ultra-high performance liquid chromatography-tandem mass spectrometry. J Chromatogr A 1569:91–100
Gracia-Lor E, Zuccato E, Castiglioni S (2016) Refining correction factors for back-calculation of illicit drug use. Sci Total Environ 573:1648–1659
Han C, Tan D, Wang Y, Yu Z, Sun X, Wang D (2022) Selective extraction of synthetic cathinones new psychoactive substances from wastewater, urine and cocktail using dummy molecularly imprinted polymers. J Pharm Biomed Anal 215:114765
Jodłowski PJ, Dymek K, Kurowski G, Hyjek K, Boguszewska-Czubara A, Budzyńska B, Pajdak A, Kuterasiński Ł, Piskorz W, Jeleń P, Sitarz M (2023) In vivo and in vitro studies of efficient mephedrone adsorption over zirconium-based metal-organic frameworks corroborated by DFT+D modeling. Microporous Mesoporous Mater 359:112647–112660
Karpova T, Preis S, Kallas J (2007) Selective photocatalytic oxidation of steroid estrogens in water treatment: urea as co-pollutant. J Hazard Mater 146:465–471
Lawrence TI, Sims N, Kasprzyk-Hordern B, Jonnalagadda SB, Martincigh BS (2023) Wastewater profiling of illicit drugs, an estimation of community consumption: a case study of eThekwini Metropolitan Municipality, South Africa. Environ Pollut 335:122270–122280
Li J, Hou L, Du P, Yang J, Li K, Xu Z, Wang C, Zhang H, Li X (2014) Estimation of amphetamine and methamphetamine uses in Beijing through sewage-based analysis. Sci Total Environ 490:724–732
Ling J, Zhang W, Xiang P, Liao Y, Li J, Zhang Z, Ding Y (2023) Trace detection of methcathinone in sewage using targeted extraction based on magnetic molecularly imprinted polymers coupled with liquid chromatography-tandem mass spectrometry. Anal Methods 15:4777–4784
Liu S-Y, Yu W-J, Wang Y-R, Shao X-T, Wang D-G (2021a) Tracing consumption patterns of stimulants, opioids, and ketamine in China by wastewater-based epidemiology. Environ Sci Pollut Res 28:16754–16766
Liu Y, Cao S, Xi C, Su H, Chen Z (2021b) A new nanocomposite assembled with metal organic framework and magnetic biochar derived from pomelo peels: a highly efficient adsorbent for ketamine in wastewater. J Environ Chem Eng 9:106207–106218
López-García E, Mastroianni N, Postigo C, Barceló D, López de Alda M (2018) A fully automated approach for the analysis of 37 psychoactive substances in raw wastewater based on on-line solid phase extraction-liquid chromatography-tandem mass spectrometry. J Chromatogr A 1576:80–89
Maciel EVS, de Toffoli AL, Neto ES, Nazario CED, Lanças FM (2019) New materials in sample preparation: recent advances and future trends. TrAC, Trends Anal Chem 119:115633–106254
Mackuľak T, Birošová L, Gál M, Bodík I, Grabic R, Ryba J, Škubák J (2015) Wastewater analysis: the mean of the monitoring of frequently prescribed pharmaceuticals in Slovakia. Environ Monit Assess 188:18
Moslah B, Smaoui O, Nouioui MA, Araoud M, Chaouali N, Laribi M, Amira D, Ben Salah N, Hedhili A (2023) Sewage analysis as an alternative tool for assessing drug of abuse and new psychoactive substances in Tunisia. Forensic Sci Int 347:111672–111682
Pei W, Zhan Q-X, Yan Z-Y, Ge L-K, Zhang P, Wang Z, Wang D-G (2016) Using Monte Carlo simulation to assess uncertainty and variability of methamphetamine use and prevalence from wastewater analysis. Int J Drug Policy 36:1–7
Qi L, Dong T, Jiang X, Li J, Di B, Yan F (2022) Preparation of polydopamine-functionalized mesoporous silica-coated core/shell magnetic nanocomposite for efficiently extracting five amphetamine-type stimulants from wastewater followed by UPLC-MS/MS determination. J Hazard Mater 426:128082
Qin L, Zhou Z, Dai J, Ma P, Zhao H, He J, Xie A, Li C, Yan Y (2016) Novel N-doped hierarchically porous carbons derived from sustainable shrimp shell for high-performance removal of sulfamethazine and chloramphenicol. J Taiwan Inst Chem Eng 62:228–238
Qin Y, Li X, Wang L, Luo J, Li Y, Yao C, Xiao Z, Zhai S, An Q (2022) Valuable cobalt/biochar with enriched surface oxygen-containing groups prepared from bio-waste shrimp shell for efficient peroxymonosulfate activation. Sep Purif Technol 281:119901–119914
Sharfudeen YA, Cha HJ, Oh J-E (2023) Tracking methamphetamine and amphetamine consumption patterns in South Korea via enantiomeric analysis of wastewater. Sci Total Environ 905:166910–166918
Siyasukh A, Chimupala Y, Tonanon N (2018) Preparation of magnetic hierarchical porous carbon spheres with graphitic features for high methyl orange adsorption capacity. Carbon 134:207–221
Sulej-Suchomska AM, Klupczynska A, Dereziński P, Matysiak J, Przybyłowski P, Kokot ZJ (2020) Urban wastewater analysis as an effective tool for monitoring illegal drugs, including new psychoactive substances, in the Eastern European region. Sci Rep 10:4885–4896
Tang T, Chen W, Li L, Cao S (2023) Design of experiments (DoE) to develop and to optimize extraction of psychoactive substances. Anal Methods 15:1601–1609
Tomé LIN, Baião V, da Silva W, Brett CMA (2018) Deep eutectic solvents for the production and application of new materials. Appl Mater Today 10:30–50
UNODC (2022) World drug report 2022. United Nations, Vienna
Wang Z, Gao S, Dai Q, Zhao M, Yang F (2020) Occurrence and risk assessment of psychoactive substances in tap water from China. Environ Pollut 261:114163
Wang Y, Wang J, Guan M, Kallem P, Qiu H, Chen J (2022) Bimetallic nitrogen-doped porous graphene for highly efficient magnetic solid phase extraction of 5-nitroimidazoles in environmental water. Anal Chim Acta 1203:339698–339707
Wilkins C, Lai FY, O’Brien J, Thai P, Mueller JF (2018) Comparing methamphetamine, MDMA, cocaine, codeine and methadone use between the Auckland region and four Australian states using wastewater-based epidemiology (WBE). N Z Med J 131:12–20
Xie A, Dai J, Chen X, Ma P, He J, Li C, Zhou Z, Yan Y (2016) Ultrahigh adsorption of typical antibiotics onto novel hierarchical porous carbons derived from renewable lignin via halloysite nanotubes-template and in-situ activation. Chem Eng J 304:609–620
Yu J, Feng H, Tang L, Pang Y, Wang J, Zou J, Xie Q, Liu Y, Feng C, Wang J (2021) Insight into the key factors in fast adsorption of organic pollutants by hierarchical porous biochar. J Hazard Mater 403:123610–123619
Zhang X, Huang R, Li P, Ren Y, Gao J, Mueller JF, Thai PK (2019) Temporal profile of illicit drug consumption in Guangzhou, China monitored by wastewater-based epidemiology. Environ Sci Pollut Res 26:23593–23602
Zhang H, Lai H, Wu X, Li G, Hu Y (2020) CoFe2O4@HNTs/AuNPs substrate for rapid magnetic solid-phase extraction and efficient SERS detection of complex samples all-in-one. Anal Chem 92:4607–4613
Zhao Y, Zhang R, Liu H, Li M, Chen T, Chen D, Zou X, Frost RL (2019) Green preparation of magnetic biochar for the effective accumulation of Pb(II): performance and mechanism. Chem Eng J 375:122011–122020
Zhao J, Lu J, Zhao H, Yan Y, Dong H, Li W (2023) Analysis, occurrence, and consumption of substances with abuse potential in Xinjiang, China, from 2021 to 2022. Sci Total Environ 889:164310–164319
Zhao L-y, Qin M, Wu G-p, Zhou Y-t, Zhu J-x, Peng H (2024) Quantitative determination of amphetamine-type stimulants in sewage and urine by hybrid monolithic column solid-phase microextraction coupled with UPLC-QTRAP MS/MS. Talanta 269:125437–125445
Zhou Y, Cao S, Xi C, Lai G, Li X, Zhang L, Wang G, Chen Z (2018) Controllable synthesis of magnetic nanoporous carbon with tunable porosity for the efficient cleanup of vegetable samples. Anal Chim Acta 1041:58–67
Zhou Y, Cao S, Xi C, Li X, Zhang L, Wang G, Chen Z (2019) A novel Fe3O4/graphene oxide/citrus peel-derived bio-char based nanocomposite with enhanced adsorption affinity and sensitivity of ciprofloxacin and sparfloxacin. Bioresour Technol 292:121951
Zhou K, Ma W, Zeng Z, chen R, Xu X, Liu B, Li H, Li H, Li L, (2020) Waste biomass-derived oxygen and nitrogen co-doped porous carbon/MgO composites as superior acetone adsorbent: Experimental and DFT study on the adsorption behavior. Chem Eng J 387:124173–124182
Zhou B-Q, Sang Q-Q, Wang Y-J, Huang H, Wang F-J, Yang R-C, Zhao Y-T, Xiao Z-J, Zhang C-Y, Li H-P (2023) Comprehensive understanding of tetracycline hydrochloride adsorption mechanism onto biochar-based gel pellets based on the combination of characterization-based and approximate site energy distribution methods. J Clean Prod 416:137909–137921
Zhu S, Xu J, Wang B, Xie J, Ying G, Li J, Cheng Z, Li J, Chen K (2022) Highly efficient and rapid purification of organic dye wastewater using lignin-derived hierarchical porous carbon. J Colloid Interface Sci 625:158–168
Zhu R, Cao S, Tian J, Luo M, You J, Chen Z (2023) Computational design of deep eutectic solvent functionalized ZIF-8/biochar with high selectivity for mephedrone: experimental validation and microscopic mechanism. J Clean Prod 399:136687–136698
Zuccato E, Chiabrando C, Castiglioni S, Bagnati R, Fanelli R (2008) Estimating community drug abuse by wastewater analysis. Environ Health Perspect 116:1027–1032
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This work was supported by the Chongqing Municipal Education Commission (Grant No. KJZD-M202200301, KJZD-M202300301, and KJZD-K202100301) and the Chongqing Science and Technology Commission (Grant No. cstc2021jcyj-msxmX0715).
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Rong Zhu: conceptualization, methodology, investigation, data curation, writing—original draft, writing—review and editing. Shurui Cao: conceptualization, resources, writing—review and editing, supervision. Hongtao Su, Dewang Ming, and Yao Tang: resources, investigation, visualization. Zhiqiong Chen: resources, writing—review and editing, supervision.
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Zhu, R., Cao, S., Su, H. et al. Efficient magnetic solid-phase extraction, UPLC-MS/MS detection, and consumption assessment of five trace psychoactive substances. Environ Sci Pollut Res (2024). https://doi.org/10.1007/s11356-024-33284-z
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DOI: https://doi.org/10.1007/s11356-024-33284-z