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Lam KHB, Menlyadiev M, Buggs V, Parnprome S, Pesce A, Suhandynata RT, Fitzgerald RL, Song L, Metushi IG. A Comparative Analysis of Two Commonly Used FDA-Approved Immunoassays for Fentanyl Detection. J Appl Lab Med 2024; 9:905-912. [PMID: 38831664 DOI: 10.1093/jalm/jfae049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 04/25/2024] [Indexed: 06/05/2024]
Abstract
BACKGROUND Given the opioid epidemic, fentanyl screening in urine has become increasingly important. Immunoassays remain the most common screening methodology due to the high throughput and ease of integration into automated chemistry systems. The fentanyl ARK II from Ark Diagnostics is a widely used immunoassay, while a novel fentanyl assay called FEN2 by Lin-Zhi has become available on the Roche platform. Here, we evaluate and compare their performance. METHODS Four hundred and thirty-four urine samples were analyzed for fentanyl across the Lin-Zhi FEN2 and ARK II assays on the Cobas c502 platform. Samples were analyzed immediately upon request for drug of abuse screening or frozen for subsequent analysis. For confirmation testing, a liquid chromatography-tandem mass spectrometry (LC-MS/MS) method with a limit of detection of 1 ng/mL for fentanyl/norfentanyl was used. Any sample with either fentanyl or norfentanyl above the LC-MS/MS cutoff was deemed positive. RESULTS The ARK II had 11 false negatives and 7 false positives, while the Lin-Zhi FEN2 had 12 false negatives and 2 false positives. This resulted in ARK II having a sensitivity and specificity of 90.4% and 97.8% respectively, while Lin-Zhi FEN2 had a sensitivity and specificity of 89.5% and 99.4%. CONCLUSIONS Both the ARK II and Lin-Zhi FEN2 immunoassays detected fentanyl well. Overall, the Lin-Zhi assay had slightly better specificity than ARK II, in our data set. While some discrepant results were observed between the 2 immunoassay systems, most occurred near the immunoassay detection cutoffs.
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Affiliation(s)
- K H Brian Lam
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
| | - Marlen Menlyadiev
- Department of Pathology, Geisinger Commonwealth School of Medicine and Geisinger Health System, Danville, PA, United States
- Department of Pathology, Center for Advanced Laboratory Medicine, University of California, San Diego Health Systems, San Diego, CA, United States
| | - Vincent Buggs
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
| | - Suttida Parnprome
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
| | - Amadeo Pesce
- Precision Diagnostics (PDx), LLC, San Diego, CA, United States
| | - Raymond T Suhandynata
- Department of Pathology, Center for Advanced Laboratory Medicine, University of California, San Diego Health Systems, San Diego, CA, United States
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, San Diego, CA, United States
| | - Robert L Fitzgerald
- Department of Pathology, Center for Advanced Laboratory Medicine, University of California, San Diego Health Systems, San Diego, CA, United States
| | - Lu Song
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
| | - Imir G Metushi
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA, United States
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2
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Al-Asmari AI. A critical review of workplace drug testing methods for old and new psychoactive substances: Gaps, advances, and perspectives. Saudi Pharm J 2024; 32:102065. [PMID: 38645754 PMCID: PMC11031841 DOI: 10.1016/j.jsps.2024.102065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/23/2024] Open
Abstract
Workplace drug testing (WDT) is essential to prevent drug abuse disorders among the workforce because it can impair work performance and safety. However, WDT is limited by many challenges, such as urine adulteration, specimen selection, and new psychoactive substances (NPS). This review examined the issues related to WDT. Various scientific databases were searched for articles on WDT for drug detection published between 1986 (when WDT started) and January 2024. The review discussed the history, importance, and challenges of WDT, such as time of specimen collection/testing, specimen adulteration, interference in drug testing, and detection of NPS. It evaluated the best methods to detect NPS in forensic laboratories. Moreover, it compared different techniques that can enhance WDT, such as immunoassays, targeted mass spectrometry, and nontargeted mass spectrometry. These techniques can be used to screen for known and unknown drugs and metabolites in biological samples. This review assessed the strengths and weaknesses of such techniques, such as their validation, identification, library search, and reference standards. Furthermore, this review contrasted the benefits and drawbacks of different specimens for WDT and discussed studies that have applied these techniques for WDT. WDT remains the best approach for preventing drug abuse in the workplace, despite the challenges posed by NPS and limitations of the screening methods. Nontargeted techniques using high-resolution liquid chromatography-mass spectrometry (MS)/gas chromatography-tandem MS can improve the detection and identification of drugs during WDT and provide useful information regarding the prevalence, trends, and toxicity of both traditional and NPS drugs. Finally, this review suggested that WDT can be improved by using a combination of techniques, multiple specimens, and online library searches in case of new NPS as well as by updating the methods and databases to include new NPS and metabolites as they emerge. To the best of the author's knowledge, this is the first review to address NPS as an issue in WDT and its application and propose the best methods to detect these substances in the workplace environment.
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Affiliation(s)
- Ahmed Ibrahim Al-Asmari
- Special Toxicological Analysis Section, Pathology and Laboratory Medicine Department, King Faisal Special Hospital and Research Center, P.O. Box 3354, Riyadh 11211, Saudi Arabia
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3
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Aderorho R, Chouinard CD. Improved separation of fentanyl isomers using metal cation adducts and high-resolution ion mobility-mass spectrometry. Drug Test Anal 2024; 16:369-379. [PMID: 37491787 DOI: 10.1002/dta.3550] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 06/30/2023] [Accepted: 07/08/2023] [Indexed: 07/27/2023]
Abstract
Fentanyl is a potent synthetic opioid that has attracted significant attention due to its illegal production and distribution, resulting in misuse, overdose, and fatalities. Because numerous fentanyl analogs, including structural isomers, with different potency have been discovered in the field, there is a critical need to continue developing analytical methodologies capable of accurate identification in forensic and clinical laboratories. This study aimed to develop a rapid method for detecting and separating fentanyl isomers based on ion mobility-mass spectrometry (IM-MS), where IM separates gas-phase ions based on differences in their size, shape, and charge. Several strategies for improved differentiation were implemented, including using unconventional cation adducts (e.g., alkali and transition metals) and data post-processing by high-resolution demultiplexing. A collection of collision cross section (CCS) values for the various metal ion adducts was gathered, which can be used to improve confidence of identification in future samples. Notable examples, such as [M + Cu]+ and [M + Ag]+ adducts, contributed to significant improvement of resolution between isomers. Furthermore, the addition of high-resolution post-processing provided resolving power of >150, which constitutes a significant increase in comparison with the normal 50-60 obtained with low-resolution drift tube instruments. Collectively, these improved separation strategies allowed for confident detection and subsequent quantitative analysis. The optimized IM-MS method resulted in quantification of fentanyl in human urine with limits of detection and quantification of 13 pg/mL and 40 pg/mL, respectively.
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Affiliation(s)
- Ralph Aderorho
- Department of Chemistry, Clemson University, Clemson, SC, USA
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4
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Drug E, Marder D, Binyamin I, Yeffet D, Gershonov E, Dagan S. Software-assisted automated detection and identification of "unknown" fentanyl analogues. JOURNAL OF MASS SPECTROMETRY : JMS 2024; 59:e4994. [PMID: 38108525 DOI: 10.1002/jms.4994] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 11/06/2023] [Accepted: 11/26/2023] [Indexed: 12/19/2023]
Abstract
Fentanyl and its non-pharmaceutical analogues (NPFs) are potent synthetic opioids, traditionally used for pain management, with ever-increasing illicit uses. Tightening the regulation for known fentanyls leads to new synthetic analogues in the opioid market. Furthermore, the Organization for the Prohibition of Chemical Weapons (OPCW) has recently issued a decision regarding aerosolized use of central nervous system (CNS)-acting agents, such as fentanyl and its analogues, under the concern that these materials could be misused for terror or war purposes. The ever-increasing development of new fentanyl analogues makes the task of detection and identification of these new, unknown analogues crucial. In this work, we introduce an automated tool for the detection and putative identification of "unknown" fentanyl analogues, using liquid chromatography-mass spectrometry (LC-MS) (high-resolution mass spectrometry [HRMS]) analysis, subsequently followed by data processing using the "Compound Discoverer" software. This software, in our modified use, enabled the automatic detection of various fentanyl analogues, by "digging" out components and comparing them to pre-calculated theoretical molecular ions of possible modifications or transformations on the fentanyl backbone structure (no library or database used). Subsequently, structural elucidation for the proposed component of interest is carried out by automated MS/MS data interpretation, as performed by the software. This method was explored on 12 fentanyl-based "unknown" analogues used as model examples, including chemical modifications such as fluorination and methylation. In all tested compounds, automatic detection and identification were achieved, even at concentrations as low as 1 ng/mL in an environmental soil matrix extract.
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Affiliation(s)
- Eyal Drug
- Department of Analytical Chemistry, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Dana Marder
- Department of Analytical Chemistry, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Iris Binyamin
- Department of Organic Chemistry, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Dina Yeffet
- Department of Organic Chemistry, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Eytan Gershonov
- Department of Organic Chemistry, Israel Institute for Biological Research, Ness Ziona, Israel
| | - Shai Dagan
- Department of Analytical Chemistry, Israel Institute for Biological Research, Ness Ziona, Israel
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5
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Palmquist KB, Truver MT, Shoff EN, Krotulski AJ, Swortwood MJ. Review of analytical methods for screening and quantification of fentanyl analogs and novel synthetic opioids in biological specimens. J Forensic Sci 2023; 68:1643-1661. [PMID: 37221651 DOI: 10.1111/1556-4029.15282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 04/24/2023] [Accepted: 05/05/2023] [Indexed: 05/25/2023]
Abstract
Fentanyl, fentanyl analogs, and other novel synthetic opioids (NSO), including nitazene analogs, prevail in forensic toxicology casework. Analytical methods for identifying these drugs in biological specimens need to be robust, sensitive, and specific. Isomers, new analogs, and slight differences in structural modifications necessitate the use of high-resolution mass spectrometry (HRMS), especially as a non-targeted screening method designed to detect newly emerging drugs. Traditional forensic toxicology workflows, such as immunoassay and gas chromatography mass spectrometry (GC-MS), are generally not sensitive enough for detection of NSOs due to observed low (sub-μg/L) concentrations. For this review, the authors tabulated, reviewed, and summarized analytical methods from 2010-2022 for screening and quantification of fentanyl analogs and other NSOs in biological specimens using a variety of different instruments and sample preparation approaches. Limits of detection or quantification for 105 methods were included and compared to published standards and guidelines for suggested scope and sensitivity in forensic toxicology casework. Methods were summarized by instrument for screening and quantitative methods for fentanyl analogs and for nitazenes and other NSO. Toxicological testing for fentanyl analogs and NSOs is increasingly and most commonly being conducted using a variety of liquid chromatography mass spectrometry (LC-MS)-based techniques. Most of the recent analytical methods reviewed exhibited limits of detection well below 1 μg/L to detect low concentrations of increasingly potent drugs. In addition, it was observed that most newly developed methods are now using smaller sample volumes which is achievable due to the sensitivity increase gained by new technology and new instrumentation.
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Affiliation(s)
| | - Michael T Truver
- Forensic Toxicology Laboratory, Department of Pathology, Immunology and Laboratory Medicine, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Elisa N Shoff
- Miami-Dade Medical Examiner Department, Miami, Florida, USA
| | - Alex J Krotulski
- Center for Forensic Science Research and Education, Fredric Rieders Family Foundation, Willow Grove, Pennsylvania, USA
| | - Madeleine J Swortwood
- Department of Forensic Science, Sam Houston State University, Huntsville, Texas, USA
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6
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Uljon S. Advances in fentanyl testing. Adv Clin Chem 2023; 116:1-30. [PMID: 37852717 DOI: 10.1016/bs.acc.2023.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2023]
Abstract
Fentanyl is a synthetic opioid that was approved by the FDA in the late 1960s. In the decades since, non-prescription use of fentanyl, its analogs, and structurally unrelated novel synthetic opioids (NSO) has become a worsening public health crisis. There is a clear need for accessible testing for these substances in biological specimens and in apprehended drugs. Immunoassays for fentanyl in urine are available but their performance is restricted to facilities that hold moderate complexity laboratory licenses. Immunoassays for other matrices such as oral fluid (OF), blood, and meconium have been developed but are not widely available. Point of care tests (POCT), such as lateral flow immunoassays or fentanyl test strips (FTS), are widely available but not approved by the FDA for clinical use. All immunoassays are vulnerable to false positive and false negative results. Immunoassays may or may not be able to detect fentanyl analogs and NSOs. Mass spectrometry (MS) can accurately and reliably measure fentanyl and its major metabolite norfentanyl in urine and oral fluid. MS is available at reference laboratories and large hospitals. Liquid chromatography paired with tandem mass spectrometry (LC-MS/MS) is the most widely used method and has outstanding specificity and sensitivity for fentanyl and norfentanyl. When compared to immunoassays, MS is more expensive, requires more technical skill, and takes longer to result. Newer mass spectrometry methods can measure fentanyl analogs and NSO. Both mass spectrometry assays and immunoassays [in the form of fentanyl test strips (FTS)] have potential use in harm reduction programs.
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Affiliation(s)
- Sacha Uljon
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States.
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7
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Nah SH, Unsihuay D, Wang P, Yang S. A Highly Sensitive and Specific Photonic Crystal-Based Opioid Sensor with Rapid Regeneration. ACS APPLIED MATERIALS & INTERFACES 2023; 15:27647-27657. [PMID: 37252783 PMCID: PMC10636717 DOI: 10.1021/acsami.3c03722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Opioid misuse and overdose have caused devastating public health challenges and economic burdens, calling for the need of rapid, accurate sensitive opioid sensors. Here, we report a photonic crystal-based opioid sensor in the total internal reflection configuration, providing label-free, rapid, quantitative measurements through change of the refractive index. The one-dimensional photonic crystal with a defect layer that is immobilized with opioid antibodies acts as a resonator with an open microcavity. The highly accessible structure responds to analytes within a minute after the aqueous opioid solution is introduced, achieving the highest sensitivity of 5688.8 nm/refractive index unit (RIU) at the incident angle of 63.03°. Our sensor shows a limit of detection (LOD) of 7 ng/mL for morphine in phosphate-buffered saline (PBS, pH 7.4) solutions, well below the required clinical detection limit, and an LOD of 6 ng/mL for fentanyl in PBS, close to the clinical requirement. The sensor can selectively detect fentanyl from a mixture of morphine and fentanyl and be regenerated in 2 min with up to 93.66% recovery rate after five cycles. The efficacy of our sensor is further validated in artificial interstitial fluid and human urine samples.
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Affiliation(s)
- So Hee Nah
- Department of Materials Science and Engineering, University of Pennsylvania, 3231 Walnut Street, Philadelphia, Pennsylvania 19104 United States
| | - Daisy Unsihuay
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, Pennsylvania 19104 United States
| | - Ping Wang
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, 3400 Spruce Street, Philadelphia, Pennsylvania 19104 United States
| | - Shu Yang
- Department of Materials Science and Engineering, University of Pennsylvania, 3231 Walnut Street, Philadelphia, Pennsylvania 19104 United States
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8
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Ding Z, Wang C, Song X, Li N, Zheng X, Wang C, Su M, Liu H. Strong π-Metal Interaction Enables Liquid Interfacial Nanoarray-Molecule Co-assembly for Raman Sensing of Ultratrace Fentanyl Doped in Heroin, Ketamine, Morphine, and Real Urine. ACS APPLIED MATERIALS & INTERFACES 2023; 15:12570-12579. [PMID: 36808908 DOI: 10.1021/acsami.2c22607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Toward the challenge on reliable determination of trace fentanyl to avoid opioid overdose death in drug crisis, here we realize rapid and direct detection of trace fentanyl in real human urine without pretreatment by a portable surface enhanced Raman spectroscopy (SERS) strategy on liquid/liquid interfacial (LLI) plasmonic arrays. It was observed that fentanyl could interact with the gold nanoparticles (GNPs) surface, facilitate the LLI self-assembly, and consequently amplify the detection sensitivity with a limit of detection (LOD) as low as 1 ng/mL in aqueous solution and 50 ng/mL spiked in urine. Furthermore, we achieve multiplex blind sample recognition and classification of ultratrace fentanyl doped in other illegal drugs, which has extremely low LODs at mass concentrations of 0.02% (2 ng in 10 μg of heroin), 0.02% (2 ng in 10 μg of ketamine), and 0.1% (10 ng in 10 μg of morphine). A logic circuit of the AND gate was constructed for automatic recognition of illegal drugs with or without fentanyl doping. The data-driven analog soft independent modeling model could quickly distinguish fentanyl-doped samples from illegal drugs with 100% specificity. Molecular dynamics (MD) simulation elucidates the underlying molecular mechanism of nanoarray-molecule co-assembly through strong π-metal interactions and the differences in the SERS signal of various drug molecules. It paves a rapid identification, quantification, and classification strategy for trace fentanyl analysis, indicating broad application prospects in response to the opioid epidemic crisis.
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Affiliation(s)
- Zhongxiang Ding
- China Light Industry Key Laboratory of Meat Microbial Control and Utilization, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, China
| | - Chao Wang
- National Synchrotron Radiation Laboratory, University of Science and Technology of China, Hefei 230027, China
| | - Xin Song
- Hefei Public Security Bureau, Hefei 230009, China
| | - Ning Li
- China Light Industry Key Laboratory of Meat Microbial Control and Utilization, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, China
| | | | - Chenxue Wang
- Hefei Public Security Bureau, Hefei 230009, China
| | - Mengke Su
- China Light Industry Key Laboratory of Meat Microbial Control and Utilization, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, China
| | - Honglin Liu
- China Light Industry Key Laboratory of Meat Microbial Control and Utilization, School of Food and Biological Engineering, Hefei University of Technology, Hefei 230009, China
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9
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Su X, Liu X, Xie Y, Chen M, Zhong H, Li M. Quantitative Label-Free SERS Detection of Trace Fentanyl in Biofluids with a Freestanding Hydrophobic Plasmonic Paper Biosensor. Anal Chem 2023; 95:3821-3829. [PMID: 36752236 DOI: 10.1021/acs.analchem.2c05211] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023]
Abstract
The prevalence of fentanyl abuse raises global public health concerns with an unprecedented surge in overdose deaths. Rapid identification and quantification of fentanyl in biofluids is of paramount importance to combat fentanyl abuse for law enforcement agencies and promptly treat patients for medical professionals. Herein, a freestanding surface-enhanced Raman spectroscopy (SERS) biosensor with excellent condensing enrichment capability, termed FrEnSERS biosensor, is reported for quantitative label-free detection of trace fentanyl in biofluids. This biosensor comprises a reduced graphene oxide membrane decorated with high-density hydrophobic Au nanostars. A combination of the high SERS enhancement and the focusing effect for analyte enrichment of the hydrophobic surface accounts for the remarkable SERS performance of the FrEnSERS biosensor. We demonstrate that the FrEnSERS biosensor achieves the sensitive and quantitative detection of fentanyl in both serum and urine over a wide dynamic range spanning more than 4 orders of magnitude, with a limit of detection of 0.47 ng/mL for serum samples and 0.73 ng/mL for urine samples. Our biosensor is sensitive, cost-effective, and reliable for rapid quantitative analysis of fentanyl in biofluids with great promise for forensic analysis and clinical diagnosis.
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Affiliation(s)
- Xiaoming Su
- School of Materials Science and Engineering, Central South University, Changsha, Hunan 410083, China.,College of Chemistry and Chemical Engineering, Central South University, Changsha, Hunan 410083, China
| | - Xinyu Liu
- School of Materials Science and Engineering, Central South University, Changsha, Hunan 410083, China
| | - Yangcenzi Xie
- School of Materials Science and Engineering, Central South University, Changsha, Hunan 410083, China
| | - Mingyang Chen
- School of Materials Science and Engineering, Central South University, Changsha, Hunan 410083, China
| | - Hong Zhong
- College of Chemistry and Chemical Engineering, Central South University, Changsha, Hunan 410083, China
| | - Ming Li
- School of Materials Science and Engineering, Central South University, Changsha, Hunan 410083, China
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10
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Chen H, Kim S, Hardie JM, Thirumalaraju P, Gharpure S, Rostamian S, Udayakumar S, Lei Q, Cho G, Kanakasabapathy MK, Shafiee H. Deep learning-assisted sensitive detection of fentanyl using a bubbling-microchip. LAB ON A CHIP 2022; 22:4531-4540. [PMID: 36331061 PMCID: PMC9710303 DOI: 10.1039/d2lc00478j] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
Deep learning-enabled smartphone-based image processing has significant advantages in the development of point-of-care diagnostics. Conventionally, most deep-learning applications require task specific large scale expertly annotated datasets. Therefore, these algorithms are oftentimes limited only to applications that have large retrospective datasets available for network development. Here, we report the possibility of utilizing adversarial neural networks to overcome this challenge by expanding the utility of non-specific data for the development of deep learning models. As a clinical model, we report the detection of fentanyl, a small molecular weight drug that is a type of opioid, at the point-of-care using a deep-learning empowered smartphone assay. We used the catalytic property of platinum nanoparticles (PtNPs) in a smartphone-enabled microchip bubbling assay to achieve high analytical sensitivity (detecting fentanyl at concentrations as low as 0.23 ng mL-1 in phosphate buffered saline (PBS), 0.43 ng mL-1 in human serum and 0.64 ng mL-1 in artificial human urine). Image-based inferences were made by our adversarial-based SPyDERMAN network that was developed using a limited dataset of 104 smartphone images of microchips with bubble signals from tests performed with known fentanyl concentrations and using our retrospective library of 17 573 non-specific bubbling-microchip images. The accuracy (± standard error of mean) of the developed system in determining the presence of fentanyl, when using a cutoff concentration of 1 ng mL-1, was 93 ± 0% in human serum (n = 100) and 95.3 ± 1.5% in artificial human urine (n = 100).
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Affiliation(s)
- Hui Chen
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Sungwan Kim
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Joseph Michael Hardie
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Prudhvi Thirumalaraju
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Supriya Gharpure
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Sahar Rostamian
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Srisruthi Udayakumar
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Qingsong Lei
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Giwon Cho
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Manoj Kumar Kanakasabapathy
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
| | - Hadi Shafiee
- Division of Engineering in Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, Massachusetts 02139, USA.
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11
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Butler KE, Baker ES. A High-Throughput Ion Mobility Spectrometry-Mass Spectrometry Screening Method for Opioid Profiling. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2022; 33:1904-1913. [PMID: 36136315 PMCID: PMC9616473 DOI: 10.1021/jasms.2c00186] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
In 2017, the United States Department of Health and Human Services declared the widespread misuse and abuse of prescription and illicit opioids an epidemic. However, this epidemic dates back to the 1990s when opioids were extensively prescribed for pain management. Currently, opioids are still recommended for pain management, and given their abuse potential, rapid screening is imperative for patient treatment. Of particular importance is assessing pain management patient compliance, where evaluating drug use is crucial for preventing opioid abuse and potential overdoses. In this work, we utilized drift tube ion mobility spectrometry coupled with mass spectrometry (DTIMS-MS) to develop a rapid screening method for 33 target opioids and opioid urinary metabolites. Collision cross section values were determined for all target molecules using a flow-injection DTIMS-MS method, and clear differentiation of 27 out of the 33 opioids without prior chromatographic separation was observed when utilizing a high resolution demultiplexing screening approach. An automated solid phase extraction (SPE) platform was then coupled to DTIMS-MS for 10 s sample-to-sample analyses. This SPE-IMS-MS approach enabled the rapid screening of urine samples for opioids and presents a major improvement in sample throughput compared to traditional chromatographic analyses coupled with MS, which routinely take several minutes per sample. Overall, this vast reduction in analysis time facilitates a faster turn-around for patient samples, providing great benefits to clinical applications.
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Affiliation(s)
- Karen E Butler
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
| | - Erin S Baker
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
- Center for Human Health and the Environment, North Carolina State University, Raleigh, North Carolina 27695, United States
- Comparative Medicine Institute, North Carolina State University, Raleigh, North Carolina 27695, United States
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12
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Zhao Q, Wang R, Liang C, Chen Y, Sheng Z, Xu Z, Zhang Y. Extension of the Temporal Window for the Determination of Alpha-Methylthiofentanyl and Thiofentanyl in Rat Urine by Monitoring the Metabolite Norfentanyl Using Online Solid-Phase Extraction (SPE) Coupled with Ultra-High Performance Liquid Chromatography–Tandem Mass Spectrometry (UHPLC–MS/MS). ANAL LETT 2022. [DOI: 10.1080/00032719.2022.2087229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
Affiliation(s)
- Qingjia Zhao
- State Key Laboratory of New Drug and Pharmaceutical Process, China State Institute of Pharmaceutical Industry, Shanghai, China
- Shanghai Key Laboratory of Crime Scene Evidence, Shanghai Institute of Forensic Science, Shanghai, China
| | - Rong Wang
- Shanghai Key Laboratory of Crime Scene Evidence, Shanghai Institute of Forensic Science, Shanghai, China
| | - Chen Liang
- Shanghai Key Laboratory of Crime Scene Evidence, Shanghai Institute of Forensic Science, Shanghai, China
| | - Yao Chen
- State Key Laboratory of New Drug and Pharmaceutical Process, China State Institute of Pharmaceutical Industry, Shanghai, China
- Shanghai Professional and Technical Service Center for Biological Material Drug-ability Evaluation, Shanghai, China
| | - Zhenhai Sheng
- Shanghai Key Laboratory of Crime Scene Evidence, Shanghai Institute of Forensic Science, Shanghai, China
| | - Zhiru Xu
- State Key Laboratory of New Drug and Pharmaceutical Process, China State Institute of Pharmaceutical Industry, Shanghai, China
- Shanghai Professional and Technical Service Center for Biological Material Drug-ability Evaluation, Shanghai, China
| | - Yurong Zhang
- Shanghai Key Laboratory of Crime Scene Evidence, Shanghai Institute of Forensic Science, Shanghai, China
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13
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Wei Q, Su FH. Determination of Nine Fentanyl Drugs in Hair Samples by GC-MS/MS and LC-MS/MS. ACS OMEGA 2022; 7:19176-19182. [PMID: 35721898 PMCID: PMC9202058 DOI: 10.1021/acsomega.2c00087] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 05/09/2022] [Indexed: 06/15/2023]
Abstract
We established GC-MS/MS and LC-MS/MS analysis methods for nine fentanyl drugs in hair samples. Human hairs were prepared by soaking in a solution of water-dimethyl sulfoxide with target analytes. The drugs were norfentanyl, acetyl fentanyl, para-fluorofentanyl, isobutyryl fentanyl, fentanyl, thiofentanyl, 4-fluoroisobutyr fentanyl, ocfentanil, and tetrahydrofuran fentanyl. For a single-factor experiment, a Box-Behnken design-response surface was used to optimize the pretreatment conditions of samples. The prepared samples were quantitatively analyzed by GC-MS/MS and LC-MS/MS. The working curve method was used for quantitative analysis with fentanyl-D5 as the internal standard. The concentrations of the nine fentanyl drugs in the samples were 1.488-6.494 ng mg-1, RSDs < 5.0%. For GC-MS/MS, the linear range of the nine fentanyl drugs was 0.5-5.0 ng mg-1, r 2 > 0.999. The detection limits were 0.02-0.05 ng mg-1, and the recovery rates were >86%. For LC-MS/MS, the nine fentanyl drugs had an excellent linear relationship within the concentration range of 3.0-220.0 pg mg-1, r 2 > 0.999. The detection limits were 0.05 pg mg-1 and the recovery rates were >84%. The established methods were used for the detection of fentanyl drugs in human hairs, with high sensitivity, accuracy, and specificity. These two methods can be used for the certification of fentanyl certified reference substances (CRMs). In the experiment, the developed hair CRMs, which will continue to be studied in the future, are expected to be used in forensic drug abuse detection.
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Affiliation(s)
| | - Fu Hai Su
- . Tel: +86 1064524787. Fax: +86 1064524787
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14
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Zhang M, Pan J, Xu X, Fu G, Zhang L, Sun P, Yan X, Liu F, Wang C, Liu X, Lu G. Gold-Trisoctahedra-Coated Capillary-Based SERS Platform for Microsampling and Sensitive Detection of Trace Fentanyl. Anal Chem 2022; 94:4850-4858. [PMID: 35258921 DOI: 10.1021/acs.analchem.2c00157] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A cost-effective and highly reproducible capillary-based surface-enhanced Raman scattering (SERS) platform for sensitive, portable detection and identification of fentanyl is presented. Through encapsulating gold trisoctahedra (Au TOH) in the capillary tube for the first time, the SERS platform was constructed by combining the superior SERS properties of Au TOH and the advantages of capillaries in SERS signal amplification, facile sample extraction, and portable trace analysis. The effects of the size and density of Au TOH on the SERS performance were investigated by experiments and simulations, which showed that the maximum SERS enhancement was obtained for Au TOH with the size of 75 nm when particle density reached 74.54 counts/μm2. The proposed SERS platform possesses good reproducibility with a relative standard deviation (RSD) of less than 5%. As a demonstration, the platform was applied to detect fentanyl spiked in aqueous solution and serum samples with a limit of detection (LOD) as low as 1.86 and 40.63 ng/mL, respectively. We also validated the feasibility of the designed platform for accurate identification of trace fentanyl adulterated in heroin at mass concentration down to 0.1% (10 ng in 10 μg total). Overall, this work advances more explorations on capillary-based SERS platform to benefit portable trace analysis.
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Affiliation(s)
- Meiling Zhang
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Jialin Pan
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Xiaoyu Xu
- Department of Public Security of Jilin Province, Changchun 130051, People's Republic of China
| | - Gege Fu
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Li Zhang
- Department of Pulmonary and Critical Care Medicine, The First Hospital of Jilin University, Xinmin Street, Changchun, Jilin Province 130021, People's Republic of China
| | - Peng Sun
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Xu Yan
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Fangmeng Liu
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Chenguang Wang
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Xiaomin Liu
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
| | - Geyu Lu
- State Key Laboratory on Integrated Optoelectronics, Key Laboratory of Advanced Gas Sensors of Jilin Province, College of Electronic Science & Engineering, Jilin University, Changchun 130012, People's Republic of China
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15
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High-Throughput Analysis from Complex Matrices: Acoustic Ejection Mass Spectrometry from Phase-Separated Fluid Samples. Metabolites 2021; 11:metabo11110789. [PMID: 34822447 PMCID: PMC8618436 DOI: 10.3390/metabo11110789] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2021] [Revised: 11/17/2021] [Accepted: 11/17/2021] [Indexed: 11/17/2022] Open
Abstract
Acoustic ejection mass spectrometry is a novel high-throughput analytical technology that delivers high reproducibility without carryover observed. It eliminates the chromatography step used to separate analytes from matrix components. Fully-automated liquid–liquid extraction is widely used for sample cleanup, especially in high-throughput applications. We introduce a workflow for direct AEMS analysis from phase-separated liquid samples and explore high-throughput analysis from complex matrices. We demonstrate the quantitative determination of fentanyl from urine using this two-phase AEMS approach, with a LOD lower than 1 ng/mL, quantitation precision of 15%, and accuracy better than ±10% over the range of evaluation (1–100 ng/mL). This workflow offers simplified sample preparation and higher analytical throughput for some bioanalytical applications, in comparison to an LC-MS based approach.
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16
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Wang L, Vendrell-Dones MO, Deriu C, Doğruer S, de B Harrington P, McCord B. Multivariate Analysis Aided Surface-Enhanced Raman Spectroscopy (MVA-SERS) Multiplex Quantitative Detection of Trace Fentanyl in Illicit Drug Mixtures Using a Handheld Raman Spectrometer. APPLIED SPECTROSCOPY 2021; 75:1225-1236. [PMID: 34318708 DOI: 10.1177/00037028211032930] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Recently there has been upsurge in reports that illicit seizures of cocaine and heroin have been adulterated with fentanyl. Surface-enhanced Raman spectroscopy (SERS) provides a useful alternative to current screening procedures that permits detection of trace levels of fentanyl in mixtures. Samples are solubilized and allowed to interact with aggregated colloidal nanostars to produce a rapid and sensitive assay. In this study, we present the quantitative determination of fentanyl in heroin and cocaine using SERS, using a point-and-shoot handheld Raman system. Our protocol is optimized to detect pure fentanyl down to 0.20 ± 0.06 ng/mL and can also distinguish pure cocaine and heroin at ng/mL levels. Multiplex analysis of mixtures is enabled by combining SERS detection with principal component analysis and super partial least squares regression discriminate analysis (SPLS-DA), which allow for the determination of fentanyl as low as 0.05% in simulated seized heroin and 0.10% in simulated seized cocaine samples.
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Affiliation(s)
- Ling Wang
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL USA
| | - Mario O Vendrell-Dones
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL USA
| | - Chiara Deriu
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL USA
| | - Sevde Doğruer
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL USA
| | | | - Bruce McCord
- Department of Chemistry and Biochemistry, Florida International University, Miami, FL USA
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17
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Wang H, Xue Z, Wu Y, Gilmore J, Wang L, Fabris L. Rapid SERS Quantification of Trace Fentanyl Laced in Recreational Drugs with a Portable Raman Module. Anal Chem 2021; 93:9373-9382. [PMID: 34191499 DOI: 10.1021/acs.analchem.1c00792] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Rapid identification and quantification of opioid drugs are of significant importance and an urgent need in drug regulation and control, considering the serious social and economic impact of the opioid epidemic in the United States. Unfortunately, techniques for accurate detection of these opioids, particularly for fentanyl, an extremely potent synthetic drug of abuse and a main perpetrator in the opioid crisis, are often not readily accessible. Therefore, a fast, highly sensitive, and preferably quantitative technique, with excellent portability, is highly desirable. Such a technique can potentially offer timely and crucial information for drug control officials, as well as health professionals, about drug distribution and overdose prevention. We therefore propose a portable surface-enhanced Raman scattering (SERS) approach by pairing an easy to perform yet reliable SERS protocol with a compact Raman module suitable for rapid, on-site identification and quantification of trace fentanyl. Fentanyl spiked in urine control was successfully detected at concentrations as low as 5 ng/mL. Portable SERS also enabled detection of trace fentanyl laced in recreational drugs at mass concentrations as low as 0.05% (5 ng in 10 μg total) and 0.1% (10 ng in 10 μg total) in heroin and tetrahydrocannabinol (THC), respectively. Drug interaction with the nanoparticle surface was simulated through molecular dynamics to investigate the molecular adsorption mechanism and account for SERS signal differences observed for opioid drugs. Furthermore, resolution of fentanyl in binary and ternary opioid mixtures was readily achieved with multivariate data analysis. In sum, we developed a rapid, highly sensitive, and reliably quantitative method for trace fentanyl analysis by synergizing a streamlined SERS procedure and a portable Raman module at low cost.
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Affiliation(s)
- Hao Wang
- Department of Materials Science and Engineering, Rutgers University, 607 Taylor Road, Piscataway, New Jersey 08854, United States
| | - Zhaolin Xue
- Department of Materials Science and Engineering, Rutgers University, 607 Taylor Road, Piscataway, New Jersey 08854, United States
| | - Yuxuan Wu
- Department of Chemistry and Chemical Biology, Rutgers University, 123 Bevier Road, Piscataway, New Jersey 08854, United States
| | - John Gilmore
- Hamamatsu Corporation, 360 Foothill Road, Bridgewater, New Jersey 08807, United States
| | - Lu Wang
- Department of Chemistry and Chemical Biology, Rutgers University, 123 Bevier Road, Piscataway, New Jersey 08854, United States
| | - Laura Fabris
- Department of Materials Science and Engineering, Rutgers University, 607 Taylor Road, Piscataway, New Jersey 08854, United States
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18
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Lei X, Xu X, Liu L, Kuang H, Xu L, Hao C, Xu C. Rapid quantitative determination of fentanyl in human urine and serum using a gold-based immunochromatographic strip sensor. J Mater Chem B 2021; 8:8573-8584. [PMID: 32814936 DOI: 10.1039/d0tb01509a] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Fentanyl is a typical opioid that is used in surgical anesthesia. However, when abused, fentanyl can lead to addiction and even death. To better control the use of fentanyl, it is necessary to develop rapid and sensitive detection methods. In this study, an ultrasensitive monoclonal antibody (mAb) was prepared and used to develop an indirect competitive enzyme-linked immunosorbent assay (ic-ELISA) and a colloidal gold-based immunochromatographic strip (CG-ICS) for the analysis of fentanyl in urine and serum. Under optimum conditions, the anti-fentanyl mAb belonging to the subtype of IgG2b showed a half-maximal inhibitory concentration (IC50) of 0.11 ng mL-1 and a linear range of detection of 0.020-0.50 ng mL-1. Fenanyl-spiked original urine and serum diluted eight times were used for the analysis of fentanyl by ic-ELISA and CG-ICS. IC50 from the standard curves was 0.46 ng mL-1 for urine and 2.6 ng mL-1 for serum in ic-ELISA and 1.6 ng mL-1 for urine and 6.27 ng mL-1 for serum in CG-ICS. The recovery test revealed that the ic-ELISA and CG-ICS, with a recovery rate of 87.0-108.4% and a coefficient of variation of 3.3-10.9%, were the same reliable tools as the liquid chromatography tandem mass spectrometry for fentanyl analysis in real samples.
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Affiliation(s)
- Xianlu Lei
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
| | - Xinxin Xu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
| | - Liqiang Liu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
| | - Hua Kuang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
| | - Liguang Xu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
| | - Changlong Hao
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
| | - Chuanlai Xu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China. and International Joint Research Laboratory for Biointerface and Biodetection, and School of Food Science and Technology, Jiangnan University, Wuxi, People's Republic of China
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19
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Liu L, Grillo F, Canfarotta F, Whitcombe M, Morgan SP, Piletsky S, Correia R, He C, Norris A, Korposh S. Carboxyl-fentanyl detection using optical fibre grating-based sensors functionalised with molecularly imprinted nanoparticles. Biosens Bioelectron 2021; 177:113002. [PMID: 33486137 DOI: 10.1016/j.bios.2021.113002] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 01/05/2021] [Accepted: 01/12/2021] [Indexed: 01/03/2023]
Abstract
Butyrylfentanyl is a new designer drug reported with growing use and related deaths. Routine toxicological analyses of this novel synthetic opioid drug have not been established yet. This work reports a fibre optic sensor that measures carboxyl-fentanyl which is the major metabolite of butyrylfentanyl presented in blood, providing a promising tool for detecting butyrylfentanyl intoxication. A long period fibre grating (LPG) sensor array operating at phase-matching condition is deployed in combination with a state-of-the-art molecular imprinting technique. Nano-sized molecularly imprinted polymers (nanoMIPs) are synthesised via a solid-phase approach and coated on the surface of an LPG array. An LPG array consists of two parts: a detection and a reference LPG. The former is functionalised with nanoMIPs prior to the measurements, whilst the latter is used to take into account the temperature response of the detection LPG. The developed sensor exhibits a gradual response over increasing concentrations of carboxyl-fentanyl from 0 to 1000 ng/mL with a minimal detected concentration of 50 ng/mL, that corresponds to a wavelength shift of 1.20 ± 0.2 nm. The Langmuir adsorption isotherm is applied to fit the analytical data which reveal a binding constant of 2.03 μM-1. The developed sensor shows high selectivity in detecting carboxyl-fentanyl among other drugs and potential interferents including morphine, cocaine, glucose and albumin. It shows a certain degree of cross-response to fentanyl which shares the same binding sites as carboxyl-fentanyl and therefore can be potentially used to detect fentanyl.
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Affiliation(s)
- LiangLiang Liu
- Optics and Photonics Group, University of Nottingham, Nottingham, UK
| | - Fabiana Grillo
- Department of Chemistry, University of Leicester, Leicester, UK
| | | | | | - Stephen P Morgan
- Optics and Photonics Group, University of Nottingham, Nottingham, UK
| | - Sergey Piletsky
- Department of Chemistry, University of Leicester, Leicester, UK
| | - Ricardo Correia
- Optics and Photonics Group, University of Nottingham, Nottingham, UK
| | - ChenYang He
- Optics and Photonics Group, University of Nottingham, Nottingham, UK
| | - Andrew Norris
- Department of Anesthesiology, Nottingham University Hospitals NHS Trust, Nottingham, UK; Department of Anesthesiology, King Faisal Specialist Hospital and Research Centre, Riyadh, Saudi Arabia
| | - Serhiy Korposh
- Optics and Photonics Group, University of Nottingham, Nottingham, UK.
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20
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Feng S, Rutledge TJ, Manzoni M, Le T, Gardiner J, Milone M, Shaw L, Wang P. Performance of Two Fentanyl Immunoassays against a Liquid Chromatography-Tandem Mass Spectrometry Method. J Anal Toxicol 2021; 45:117-123. [PMID: 32435812 DOI: 10.1093/jat/bkaa053] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Revised: 04/05/2020] [Accepted: 04/14/2020] [Indexed: 12/13/2022] Open
Abstract
Rapid and automated fentanyl screening assays are in need due to the prevalence of fentanyl abuse. In the present study, we evaluated the clinical performance of two FDA-cleared automated fentanyl immunoassays, the Immunalysis SEFRIA fentanyl assay and the ARK fentanyl assay. Liquid chromatography-tandem mass spectrometry (LC-MS-MS) was used as a gold standard. Two groups of urine specimens were tested, including 225 specimens from patients presenting to the emergency department (ED) for whom urine drugs of abuse screens were ordered and 57 specimens from patients in chronic pain management programs. The SEFRIA assay generated higher assay imprecision than ARK assay (intraday CV%, 7.15 vs. 4.7%; interday CV%, 6.6 vs. 5.3%). Clinical sensitivity and specificity for detection of fentanyl exposure were 100 and 96% for the ARK assay and 95 and 80% for the SEFRIA assay. An 'auto-repeating' issue was observed for some validation specimens flagged with high absorbance values (OD > 3.0), generating false repeat results. The frequency of auto-repeating was lower in the ARK assay than SEFRIA (0.7 vs. 15.5%). Auto-repeating occurred for only previously frozen specimens in the ARK assay, but 9% of fresh specimens were also flagged and repeated in the SEFRIA assay. Positive predictive value (PPV) of the ARK assay was 73% in the ED population and 67% in the non-ED populations. The concentrations of fentanyl and norfentanyl were higher in specimens from ED patients than patients from pain management programs. High prevalence of morphine, methamphetamine, benzoylecgonine and 6-MAM was observed in specimens positive for fentanyl in both populations.
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Affiliation(s)
- Sheng Feng
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Theodore J Rutledge
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Maureen Manzoni
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Thuan Le
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - JoAnn Gardiner
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Michael Milone
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Leslie Shaw
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
| | - Ping Wang
- Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania 3400 Spruce Street, Philadelphia, PA 19104, USA
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21
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Zhang Y, Sheng Z, Hua Z, Liang C, Cai Z, Wang R, Zhang Y. Simultaneous separation and determination of 32 fentanyl-related substances, including seven sets of isomeric fentanyl analogues, by ultra-high-performance liquid chromatography coupled with high-resolution mass spectrometry. J Sep Sci 2020; 43:3735-3747. [PMID: 32725936 DOI: 10.1002/jssc.202000168] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2020] [Revised: 07/11/2020] [Accepted: 07/24/2020] [Indexed: 11/07/2022]
Abstract
A method for separation and determination of 32 fentanyl-related substances, including seven sets of isomeric fentanyl analogues, was developed using ultra-high-performance liquid chromatography coupled with quadrupole-orbitrap high-resolution mass spectrometry. The collision energy, chromatographic column, and mobile phase were optimized. All compounds were efficiently flushed out of a universal C18 column with a soft gradient consisting of solvent A (2 mM ammonium formate and 0.1% formic acid in water) and solvent B (2 mM ammonium formate and 0.1% formic acid in methanol) in only 20 min, achieving excellent resolution. Detection and analysis were carried out simultaneously in the positive ion mode using the full scan and data-dependent tandem mass spectrometry modes with a normalized collision energy of 40. The method was validated in terms of limit of detection, limit of quantification, linearity, accuracy, and precision. For all fentanyl-related substances, the limit of detection (0.5 ng/mL) and limit of quantification (1 ng/mL) were adequate for screening and quantification in daily drug control. Calibration curves for all compounds were established in the range of 1-500 ng/mL. The intra- and interday precision (RSD%) were within 0.4-2.3 and 0.7-2.7%, respectively. The accuracy ranged from 99 to 106%. The method was applied to analyze seized drug samples.
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Affiliation(s)
- Yuxiao Zhang
- Shanghai Institute of Forensic Science, Shanghai Key Laboratory of Crime Scene Evidence, Shanghai, P. R. China.,Shanghai Institute of Pharmaceutical Industry, State Key Laboratory of New Drug and Pharmaceutical Process, Shanghai, P. R. China
| | - Zhenhai Sheng
- Shanghai Institute of Forensic Science, Shanghai Key Laboratory of Crime Scene Evidence, Shanghai, P. R. China
| | - Zhendong Hua
- National Narcotics Laboratory, Drug Intelligence and Forensic Center of the Ministry of Public Security, Beijing, 100193, P. R. China
| | - Chen Liang
- Shanghai Institute of Forensic Science, Shanghai Key Laboratory of Crime Scene Evidence, Shanghai, P. R. China
| | - Zhengyan Cai
- Shanghai Institute of Pharmaceutical Industry, State Key Laboratory of New Drug and Pharmaceutical Process, Shanghai, P. R. China
| | - Rong Wang
- Shanghai Institute of Forensic Science, Shanghai Key Laboratory of Crime Scene Evidence, Shanghai, P. R. China
| | - Yurong Zhang
- Shanghai Institute of Forensic Science, Shanghai Key Laboratory of Crime Scene Evidence, Shanghai, P. R. China
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22
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Nan Q, Hejian W, Ping X, Baohua S, Junbo Z, Hongxiao D, Huosheng Q, Fenyun S, Yan S. Investigation of Fragmentation Pathways of Fentanyl Analogues and Novel Synthetic Opioids by Electron Ionization High-Resolution Mass Spectrometry and Electrospray Ionization High-Resolution Tandem Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2020; 31:277-291. [PMID: 31939667 DOI: 10.1021/jasms.9b00112] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
The global drug market is characterized by the fast development of new psychoactive substances such as fentanyl analogues and novel synthetic opioids, the detection of which is complicated by the lack of appropriate quality control procedures and references. Herein, we analyze the fragmentation pathways and characteristic ions of 25 novel fentanyl analogues and 5 novel synthetic opioids by electron ionization (EI) and electrospray ionization (ESI) high-resolution mass spectrometry to provide a reference for the identification of these species. In the ESI mode, fentanyl analogues mainly undergo piperidine ring degradation, phenethyl and piperidine ring dissociation, and piperidine ring and amide moiety cleavage, while piperidine ring degradation and phenethyl and piperidine ring dissociation are the major pathways in the EI mode. The five novel synthetic opioids largely undergo amide group dissociation and N-cyclohexyl bond cleavage in the ESI mode. Thus, this work facilitates the detection and quantitation of fentanyl analogues and novel synthetic opioids or other substances with similar structures in forensic laboratories.
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Affiliation(s)
- Qin Nan
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
- School of Pharmacy , Guangdong Pharmaceutical University , Guangzhou 510006 , China
| | - Wu Hejian
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
| | - Xiang Ping
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
| | - Shen Baohua
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
| | - Zhao Junbo
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
| | - Deng Hongxiao
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
| | - Qiang Huosheng
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
| | - Song Fenyun
- School of Pharmacy , Guangdong Pharmaceutical University , Guangzhou 510006 , China
| | - Shi Yan
- Department of Forensic Toxicology, Shanghai Key Laboratory of Forensic Medicine , Shanghai Forensic Science Platform, Academy of Forensic Science , Shanghai 200063 , China
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23
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Krajewski LC, Swanson KD, Bragg WA, Shaner RL, Seymour C, Carter MD, Hamelin EI, Johnson RC. Application of the fentanyl analog screening kit toward the identification of emerging synthetic opioids in human plasma and urine by LC-QTOF. Toxicol Lett 2019; 320:87-94. [PMID: 31812604 DOI: 10.1016/j.toxlet.2019.12.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Revised: 11/25/2019] [Accepted: 12/03/2019] [Indexed: 02/03/2023]
Abstract
Human exposures to fentanyl analogs, which significantly contribute to the ongoing U.S. opioid overdose epidemic, can be confirmed through the analysis of clinical samples. Our laboratory has developed and evaluated a qualitative approach coupling liquid chromatography and quadrupole time-of-flight mass spectrometry (LC-QTOF) to address novel fentanyl analogs and related compounds using untargeted, data-dependent acquisition. Compound identification was accomplished by searching against a locally-established mass spectral library of 174 fentanyl analogs and metabolites. Currently, our library can identify 150 fentanyl-related compounds from the Fentanyl Analog Screening (FAS) Kit), plus an additional 25 fentanyl-related compounds from individual purchases. Plasma and urine samples fortified with fentanyl-related compounds were assessed to confirm the capabilities and intended use of this LC-QTOF method. For fentanyl, 8 fentanyl-related compounds and naloxone, lower reportable limits (LRL100), defined as the lowest concentration with 100 % true positive rate (n = 12) within clinical samples, were evaluated and range from 0.5 ng/mL to 5.0 ng/mL for urine and 0.25 ng/mL to 2.5 ng/mL in plasma. The application of this high resolution mass spectrometry (HRMS) method enables the real-time detection of known and emerging synthetic opioids present in clinical samples.
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Affiliation(s)
- Logan C Krajewski
- Battelle Memorial Institute at the Centers for Disease Control and Prevention, Atlanta, GA, 30341, USA
| | - Kenneth D Swanson
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA
| | - William A Bragg
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA
| | - Rebecca L Shaner
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA.
| | - Craig Seymour
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA
| | - Melissa D Carter
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA
| | - Elizabeth I Hamelin
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA
| | - Rudolph C Johnson
- Division of Laboratory Sciences, National Center for Environmental Health, CDC, Atlanta, GA, 30341, USA
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24
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Abrahamsson CK, Nagarkar A, Fink MJ, Preston DJ, Ge S, Bozenko JS, Whitesides GM. Analysis of Powders Containing Illicit Drugs Using Magnetic Levitation. Angew Chem Int Ed Engl 2019. [DOI: 10.1002/ange.201910177] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - Amit Nagarkar
- Department of Chemistry and Chemical Biology Harvard University USA
| | - Michael J. Fink
- Department of Chemistry and Chemical Biology Harvard University USA
| | | | - Shencheng Ge
- Department of Chemistry and Chemical Biology Harvard University USA
| | - Joseph S. Bozenko
- Special Testing and Research Laboratory Drug Enforcement Administration (DEA) Dulles VA USA
| | - George M. Whitesides
- Department of Chemistry and Chemical Biology Harvard University USA
- Wyss Institute for Biologically Inspired Engineering Harvard University 60 Oxford St. Cambridge MA 02138 USA
- Kavli Institute for Bionano Inspired Science and Technology Harvard University 29 Oxford Street Cambridge MA 02138 USA
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25
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Abrahamsson CK, Nagarkar A, Fink MJ, Preston DJ, Ge S, Bozenko JS, Whitesides GM. Analysis of Powders Containing Illicit Drugs Using Magnetic Levitation. Angew Chem Int Ed Engl 2019; 59:874-881. [DOI: 10.1002/anie.201910177] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Indexed: 12/30/2022]
Affiliation(s)
| | - Amit Nagarkar
- Department of Chemistry and Chemical Biology Harvard University USA
| | - Michael J. Fink
- Department of Chemistry and Chemical Biology Harvard University USA
| | | | - Shencheng Ge
- Department of Chemistry and Chemical Biology Harvard University USA
| | - Joseph S. Bozenko
- Special Testing and Research Laboratory Drug Enforcement Administration (DEA) Dulles VA USA
| | - George M. Whitesides
- Department of Chemistry and Chemical Biology Harvard University USA
- Wyss Institute for Biologically Inspired Engineering Harvard University 60 Oxford St. Cambridge MA 02138 USA
- Kavli Institute for Bionano Inspired Science and Technology Harvard University 29 Oxford Street Cambridge MA 02138 USA
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26
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Yang MN, Zhang YF, Zhi GY, Gu XF, Han L, Zhang DH. Fabricating cholyglycine-glucose-6-phosphate dehydrogenase conjugates for cholyglycine detection. Biotechnol Appl Biochem 2019; 67:257-264. [PMID: 31651049 DOI: 10.1002/bab.1842] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 10/05/2019] [Indexed: 11/05/2022]
Abstract
To establish cholyglycine (CG) detection via enzyme-multiplied immunoassay technique (EMIT), glucose-6-phosphate dehydrogenase (G6PD) was used as a reporter enzyme to prepare hapten-enzyme conjugate. Gel electrophoresis and UV scanning demonstrated that G6PD was successfully labeled with cholyglycine, and CG-G6PD conjugate was obtained. Furthermore, the effects of various parameters on the preparation of CG-G6PD conjugates were investigated. Consequently, CG amount, nicotinamide adenine dinucleotide, d-glucose-6-phosphate (G6P), phosphate buffer and the pH, and ionic strength of solution had important effects on the residual activity of CG-G6PD. Moreover, CG amount, the pH, and G6P played important roles in changing CG labeling location on G6PD. Using the CG-G6PD conjugate as test kit, the cholyglycine-EMIT calibration curve was established, which could be employed in clinical detection of cholyglycine. This study provides some valuable information for preparing hapten-G6PD conjugates.
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Affiliation(s)
- Mei-Na Yang
- College of Pharmaceutical Science, Hebei University, Baoding, China
| | - Ya-Fang Zhang
- Pharmacy Department, Baoding Children's Hospital, Baoding, China
| | - Gao-Ying Zhi
- Computer Center, Hebei University, Baoding, China
| | - Xiao-Fei Gu
- College of Pharmaceutical Science, Hebei University, Baoding, China
| | - Li Han
- College of Pharmaceutical Science, Hebei University, Baoding, China
| | - Dong-Hao Zhang
- College of Pharmaceutical Science, Hebei University, Baoding, China.,Key Laboratory of Pharmaceutical Quality Control of Hebei Province, College of Pharmaceutical Science, Hebei University, Baoding, China
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27
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Barfidokht A, Mishra RK, Seenivasan R, Liu S, Hubble LJ, Wang J, Hall DA. Wearable electrochemical glove-based sensor for rapid and on-site detection of fentanyl. SENSORS AND ACTUATORS. B, CHEMICAL 2019; 296:126422. [PMID: 32831479 PMCID: PMC7440680 DOI: 10.1016/j.snb.2019.04.053] [Citation(s) in RCA: 100] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
Rapid, on-site detection of fentanyl is of critical importance, as it is an extremely potent synthetic opioid that is prone to abuse. Here we describe a wearable glove-based sensor that can detect fentanyl electrochemically on the fingertips towards decentralized testing for opioids. The glove-based sensor consists of flexible screen-printed carbon electrodes modified with a mixture of multiwalled carbon nanotubes and a room temperature ionic liquid, 4-(3-butyl-1-imidazolio)-1-butanesulfonate). The sensor shows direct oxidation of fentanyl in both liquid and powder forms with a detection limit of 10 μM using square-wave voltammetry. The "Lab-on-a-Glove" sensors, combined with a portable electrochemical analyzer, provide wireless transmission of the measured data to a smartphone or tablet for further analysis. The integrated sampling and sensing methodology on the thumb and index fingers, respectively, enables rapid screening of fentanyl in the presence of a mixture of cutting agents and offers considerable promise for timely point-of-need screening for first responders. Such a glove-based "swipe, scan, sense, and alert" strategy brings chemical analytics directly to the user's fingertips and opens new possibilities for detecting substances of abuse in emergency situations.
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Affiliation(s)
- Abbas Barfidokht
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Rupesh K. Mishra
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Rajesh Seenivasan
- Department of Electrical and Computer Engineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Shuyang Liu
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Lee J. Hubble
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
- CSIRO Manufacturing, Lindfield, New South Wales 2070, Australia
| | - Joseph Wang
- Department of NanoEngineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Drew A. Hall
- Department of Electrical and Computer Engineering, University of California San Diego, La Jolla, CA 92093, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA 92093, USA
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28
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Krasowski MD, McMillin GA, Melanson SEF, Dizon A, Magnani B, Snozek CLH. Interpretation and Utility of Drug of Abuse Screening Immunoassays: Insights From Laboratory Drug Testing Proficiency Surveys. Arch Pathol Lab Med 2019; 144:177-184. [DOI: 10.5858/arpa.2018-0562-cp] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Context.—
Urine drug testing is frequently ordered by health care providers. Immunoassays are widely used for drug testing, yet have potential limitations, including variable cross-reactivity. The last decade has seen worsening of a prescription drug abuse epidemic.
Objective.—
To use data from a College of American Pathologists proficiency testing survey, Urine Drug Testing, Screening, to determine and summarize the characteristics, performance, and limitations of immunoassays.
Design.—
Seven years of proficiency surveys were reviewed (2011–2017).
Results.—
Rapid growth was seen in participant volumes for specific immunoassays for synthetic opioids (eg, buprenorphine, fentanyl, oxycodone) and 3,4-methylenedioxymethamphetamine (“ecstasy”). Participant volumes remained high for immunoassays targeting less commonly abused drugs such as barbiturates and phencyclidine. For opiate immunoassays, the number of laboratories using a 2000 ng/mL positive cutoff remained stable, and an increasing number adopted a 100 ng/mL cutoff. Opiate and amphetamine immunoassays showed high variability in cross-reactivity for drugs other than the assay calibrator. Assays targeting a single drug or metabolite generally performed well on drug challenges.
Conclusions.—
Survey results indicate strong clinical interest in urine drug testing and some adoption of new assays. However, urine drug testing availability does not parallel prevailing patterns of drug prescribing and abuse patterns. In particular, specific immunoassays for synthetic opioids and a lower positive cutoff for opiate immunoassays may be underused, whereas immunoassays for barbiturates, methadone, propoxyphene, and phencyclidine may be overused. Laboratories are encouraged to review their test menu, cutoffs, and assay performance and adjust their test offerings based on clinical needs and technical capabilities.
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Affiliation(s)
- Matthew D. Krasowski
- From the Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City (Dr Krasowski); the Department of Pathology, University of Utah School of Medicine, ARUP Laboratories, Salt Lake City (Dr McMillin); the Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (Dr Melanson); the Proficiency Testing Division, College of American Pathol
| | - Gwendolyn A. McMillin
- From the Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City (Dr Krasowski); the Department of Pathology, University of Utah School of Medicine, ARUP Laboratories, Salt Lake City (Dr McMillin); the Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (Dr Melanson); the Proficiency Testing Division, College of American Pathol
| | - Stacy E. F. Melanson
- From the Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City (Dr Krasowski); the Department of Pathology, University of Utah School of Medicine, ARUP Laboratories, Salt Lake City (Dr McMillin); the Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (Dr Melanson); the Proficiency Testing Division, College of American Pathol
| | - Annabel Dizon
- From the Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City (Dr Krasowski); the Department of Pathology, University of Utah School of Medicine, ARUP Laboratories, Salt Lake City (Dr McMillin); the Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (Dr Melanson); the Proficiency Testing Division, College of American Pathol
| | - Barbarajean Magnani
- From the Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City (Dr Krasowski); the Department of Pathology, University of Utah School of Medicine, ARUP Laboratories, Salt Lake City (Dr McMillin); the Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (Dr Melanson); the Proficiency Testing Division, College of American Pathol
| | - Christine L. H. Snozek
- From the Department of Pathology, University of Iowa Hospitals and Clinics, Iowa City (Dr Krasowski); the Department of Pathology, University of Utah School of Medicine, ARUP Laboratories, Salt Lake City (Dr McMillin); the Department of Pathology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts (Dr Melanson); the Proficiency Testing Division, College of American Pathol
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29
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Seymour C, Shaner RL, Feyereisen MC, Wharton RE, Kaplan P, Hamelin EI, Johnson RC. Determination of Fentanyl Analog Exposure Using Dried Blood Spots with LC-MS-MS. J Anal Toxicol 2019; 43:266-276. [PMID: 30462229 PMCID: PMC11304352 DOI: 10.1093/jat/bky096] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2018] [Revised: 10/17/2018] [Indexed: 12/15/2022] Open
Abstract
Fentanyl, and the numerous drugs derived from it, are contributing to the opioid overdose epidemic currently underway in the USA. To identify human exposure to these growing public health threats, an LC-MS-MS method for 5 μL dried blood spots (DBS) was developed. This method was developed to detect exposure to 3-methylfentanyl, alfentanil, α-methylfentanyl, carfentanil, fentanyl, lofentanil, sufentanil, norcarfentanil, norfentanyl, norlofentanil, norsufentanil, and using a separate LC-MS-MS injection, cyclopropylfentanyl, acrylfentanyl, 2-furanylfentanyl, isobutyrylfentanyl, ocfentanil and methoxyacetylfentanyl. Preparation of materials into groups of compounds was used to accommodate an ever increasing need to incorporate newly identified fentanyls. This protocol was validated within a linear range of 1.00-100 ng/mL, with precision ≤12% CV and accuracy ≥93%, as reported for the pooled blood QC samples, and limits of detection as low as 0.10 ng/mL. The use of DBS to assess fentanyl analog exposures can facilitate rapid sample collection, transport, and preparation for analysis that could enhance surveillance and response efforts in the ongoing opioid overdose epidemic.
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Affiliation(s)
- Craig Seymour
- Battelle Memorial Institute at the Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Rebecca L. Shaner
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Melanie C. Feyereisen
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Rebekah E. Wharton
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Pearl Kaplan
- Oak Ridge Institute of Science and Education Fellow at the Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Elizabeth I. Hamelin
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Rudolph C. Johnson
- Division of Laboratory Sciences, National Center for Environmental Health, Centers for Disease Control and Prevention, Atlanta, GA, USA
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30
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Roda G, Faggiani F, Bolchi C, Pallavicini M, Dei Cas M. Ten Years of Fentanyl-like Drugs: a Technical-analytical Review. ANAL SCI 2019; 35:479-491. [PMID: 30686797 DOI: 10.2116/analsci.18r004] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Synthetic opioids, such as fentanyl and its analogues, are a new public health warning. Clandestine laboratories produce drug analogues at a faster rate than these compounds can be controlled or scheduled by drug agencies. Detection requires specific testing and clinicians may be confronted with a sequence of severe issues concerning the diagnosis and management of these contemporary opioid overdoses. This paper deals with methods for biological sample treatment, as well as the methodologies of analysis that have been reported, in the last decade, in the field of fentanyl-like compounds. From this analysis, it emerges that the gold standard for the identification and quantification of 4-anilinopiperidines is LC-MS/MS, coupled with liquid-liquid or solid-phase extraction. In the end, the return to the scene of illicit fentanyls can be considered as a critical problem that can be tackled only with a global multidisciplinary approach.
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Affiliation(s)
- Gabriella Roda
- Department of Pharmaceutical Sciences, University of Milan
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31
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Helander A, Stojanovic K, Villén T, Beck O. Detectability of fentanyl and designer fentanyls in urine by 3 commercial fentanyl immunoassays. Drug Test Anal 2018; 10:1297-1304. [PMID: 29529707 DOI: 10.1002/dta.2382] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2018] [Revised: 03/06/2018] [Accepted: 03/06/2018] [Indexed: 11/09/2022]
Abstract
In recent times, structural variants of fentanyl (designer fentanyls) have appeared on the recreational drug market for new psychoactive substances (NPS). These potent opioids have caused harmful intoxications and increased opioid-related mortality in many countries. This work evaluated 3 commercial immunoassays for fentanyl screening in urine and investigated whether they are useful also for screening of designer fentanyls. The assays examined were the Thermo DRI® Fentanyl Enzyme Immunoassay, the ARK™ Fentanyl Assay homogeneous enzyme immunoassay, and the Immunalysis® Fentanyl Urine SEFRIA™ Drug Screening Kit. A liquid chromatography-high-resolution mass spectrometry method was used as reference. The DRI fentanyl immunoassay generated somewhat higher assay imprecision values (%CV) compared with the ARK™ and SEFRIA™ assays, but all assays showed %CV values acceptable for routine use. The 3 assays showed overall good detectability (33%-95% cross-reactivity) for blank urine samples spiked with acetylfentanyl, acrylfentanyl, butyrfentanyl, 4-chloroisobutyrfentanyl, 4-fluorobutyrfentanyl, 4-fluorofentanyl, 4-fluoroisobutyrfentnyl, isobutyrfentanyl, methoxyacetylfentanyl, or tetrahydrofuranfentanyl, whereas 4-methoxybutyrfentanyl (all assays) and 2-fluorofentanyl (DRI assay) showed low cross-reactivity. A good detectability of designer fentanyls was confirmed in urine samples from authentic acute intoxications. In conclusion, the present results demonstrate that the urinary fentanyl immunoassays are generally useful also for preliminary screening of fentanyl analogs sold as NPS. When the SEFRIA™ assay was applied for testing of 980 urine samples from patients treated for drug dependence in Sweden, only 1 sample was confirmed positive for fentanyl.
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Affiliation(s)
- Anders Helander
- Department of Laboratory Medicine, Division of Clinical Pharmacology, Karolinska Institutet, Stockholm, Sweden
- Department of Laboratory Medicine, Division of Clinical Chemistry, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Pharmacology, Karolinska University Laboratory, Stockholm, Sweden
| | - Katarina Stojanovic
- Department of Clinical Pharmacology, Karolinska University Laboratory, Stockholm, Sweden
| | - Tomas Villén
- Department of Clinical Pharmacology, Karolinska University Laboratory, Stockholm, Sweden
| | - Olof Beck
- Department of Laboratory Medicine, Division of Clinical Pharmacology, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Pharmacology, Karolinska University Laboratory, Stockholm, Sweden
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32
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Armenian P, Vo KT, Barr-Walker J, Lynch KL. Fentanyl, fentanyl analogs and novel synthetic opioids: A comprehensive review. Neuropharmacology 2017; 134:121-132. [PMID: 29042317 DOI: 10.1016/j.neuropharm.2017.10.016] [Citation(s) in RCA: 359] [Impact Index Per Article: 51.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2017] [Revised: 09/30/2017] [Accepted: 10/12/2017] [Indexed: 12/14/2022]
Abstract
Deaths from opioid use are increasing in the US, with a growing proportion due to synthetic opioids. Until 2013, sporadic outbreaks of fentanyl and fentanyl analogs contaminating the heroin supply caused some deaths in heroin users. Since then, fentanyl has caused deaths in every state and fentanyl and its analogs have completely infiltrated the North American heroin supply. In 2014, the first illicit pills containing fentanyl, fentanyl analogs, and other novel synthetic opioids such as U-47700 were detected. These pills, which look like known opioids or benzodiazepines, have introduced synthetic opioids to more unsuspecting customers. As soon as these drugs are regulated by various countries, new compounds quickly appear on the market, making detection difficult and the number of cases likely underreported. Standard targeted analytical techniques such as GC-MS (gas chromatography mass spectrometry) and LC-MS/MS (liquid chromatography tandem mass spectrometry) can detect these drugs, but novel compound identification is aided by nontargeted testing with LC-HRMS (liquid chromatography high resolution mass spectrometry). Fentanyl, fentanyl analogs and other novel synthetic opioids are all full agonists of varying potencies at the μ-opioid receptor, leading to typical clinical effects of miosis and respiratory and central nervous system depression. Due to their high affinity for μ-opioid receptors, larger doses of naloxone are required to reverse the effects than are commonly used. Synthetic opioids are an increasingly major public health threat requiring vigilance from multiple fields including law enforcement, government agencies, clinical chemists, pharmacists, and physicians, to name a few, in order to stem its tide. This article is part of the Special Issue entitled 'Designer Drugs and Legal Highs.'
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Affiliation(s)
- Patil Armenian
- Department of Emergency Medicine, University of California, San Francisco-Fresno, 155 N Fresno St., Fresno, CA 93701, USA.
| | - Kathy T Vo
- Department of Emergency Medicine, University of California, San Francisco, California Poison Control System, San Francisco Division, UCSF Box 1369, San Francisco, CA 94143-1369, USA.
| | - Jill Barr-Walker
- University of California, San Francisco, 1001 Potrero Avenue, Library, San Francisco, CA 94110, USA.
| | - Kara L Lynch
- Department of Laboratory Medicine, University of California, San Francisco, 1001 Potrero Avenue, Clinical Chemistry, San Francisco, CA 94110, USA.
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33
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Moeller KE, Kissack JC, Atayee RS, Lee KC. Clinical Interpretation of Urine Drug Tests: What Clinicians Need to Know About Urine Drug Screens. Mayo Clin Proc 2017; 92:774-796. [PMID: 28325505 DOI: 10.1016/j.mayocp.2016.12.007] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2016] [Revised: 11/21/2016] [Accepted: 12/12/2016] [Indexed: 10/19/2022]
Abstract
Urine drug testing is frequently used in clinical, employment, educational, and legal settings and misinterpretation of test results can result in significant adverse consequences for the individual who is being tested. Advances in drug testing technology combined with a rise in the number of novel misused substances present challenges to clinicians to appropriately interpret urine drug test results. Authors searched PubMed and Google Scholar to identify published literature written in English between 1946 and 2016, using urine drug test, screen, false-positive, false-negative, abuse, and individual drugs of abuse as key words. Cited references were also used to identify the relevant literature. In this report, we review technical information related to detection methods of urine drug tests that are commonly used and provide an overview of false-positive/false-negative data for commonly misused substances in the following categories: cannabinoids, central nervous system (CNS) depressants, CNS stimulants, hallucinogens, designer drugs, and herbal drugs of abuse. We also present brief discussions of alcohol and tricyclic antidepressants as related to urine drug tests, for completeness. The goal of this review was to provide a useful tool for clinicians when interpreting urine drug test results and making appropriate clinical decisions on the basis of the information presented.
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Affiliation(s)
| | | | - Rabia S Atayee
- UCSD Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA
| | - Kelly C Lee
- UCSD Skaggs School of Pharmacy and Pharmaceutical Sciences, La Jolla, CA
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34
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Wang G, Huynh K, Barhate R, Liu J, Tam P, Rodrigues W, Coulter C, Moore C, Soares J. Validation of a New Recombinant Antibody Fragment (rFab)-Based Homogeneous Enzyme Immunoassay for the Highly Specific Detection of 6-Acetylmorphine in Urine. J Anal Toxicol 2015; 39:726-33. [DOI: 10.1093/jat/bkv090] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
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35
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Blanco ME, Encinas E, González O, Rico E, Vozmediano V, Suárez E, Alonso RM. Quantitative determination of fentanyl in newborn pig plasma and cerebrospinal fluid samples by HPLC-MS/MS. Drug Test Anal 2015; 7:804-11. [PMID: 25755165 DOI: 10.1002/dta.1778] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2014] [Revised: 01/19/2015] [Accepted: 01/19/2015] [Indexed: 11/07/2022]
Abstract
In this study, a selective and sensitive high performance liquid chromatography-tandem mass spectrometry (HPLC-MS/MS) method requiring low sample volume (≤100 μL) was developed and validated for the quantitative determination of the opioid drug fentanyl in plasma and cerebrospinal fluid (CSF). A protein precipitation extraction with acetonitrile was used for plasma samples whereas CSF samples were injected directly on the HPLC column. Fentanyl and (13) C6 -fentanyl (Internal Standard) were analyzed in an electrospray ionization source in positive mode, with multiple reaction monitoring (MRM) of the transitions m/z 337.0/188.0 and m/z 337.0/105.0 for quantification and confirmation of fentanyl, and m/z 343.0/188.0 for (13) C6 -fentanyl. The respective lowest limits of quantification for plasma and CSF were 0.2 and 0.25 ng/mL. Intra- and inter-assay precision and accuracy did not exceed 15%, in accordance with bioanalytical validation guidelines. The described analytical method was proven to be robust and was successfully applied to the determination of fentanyl in plasma and CSF samples from a pharmacokinetic and pharmacodynamic study in newborn piglets receiving intravenous fentanyl (5 µg/kg bolus immediately followed by a 90-min infusion of 3 µg/kg/h).
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Affiliation(s)
- M E Blanco
- Analytical Chemistry Department, Science and Technology Faculty, University of the Basque Country (UPV/EHU), Bilbao, Basque Country, Spain
| | - E Encinas
- Pharmacology Department, Faculty of Medicine, University of the Basque Country (UPV/EHU), Bilbao, Basque Country, Spain
| | - O González
- Analytical Chemistry Department, Science and Technology Faculty, University of the Basque Country (UPV/EHU), Bilbao, Basque Country, Spain.,Analytical Bioscience Division, LACDR, Leiden University, Leiden, the Netherlands
| | - E Rico
- Analytical Chemistry Department, Science and Technology Faculty, University of the Basque Country (UPV/EHU), Bilbao, Basque Country, Spain
| | - V Vozmediano
- Drug Modeling & Consulting, Dynakin, SL, Bilbao, Basque Country, Spain
| | - E Suárez
- Pharmacology Department, Faculty of Medicine, University of the Basque Country (UPV/EHU), Bilbao, Basque Country, Spain
| | - R M Alonso
- Analytical Chemistry Department, Science and Technology Faculty, University of the Basque Country (UPV/EHU), Bilbao, Basque Country, Spain
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Shaner RL, Kaplan P, Hamelin EI, Bragg WA, Johnson RC. Comparison of two automated solid phase extractions for the detection of ten fentanyl analogs and metabolites in human urine using liquid chromatography tandem mass spectrometry. J Chromatogr B Analyt Technol Biomed Life Sci 2014; 962:52-58. [PMID: 24893271 DOI: 10.1016/j.jchromb.2014.05.025] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2014] [Revised: 03/26/2014] [Accepted: 05/08/2014] [Indexed: 11/25/2022]
Abstract
Two types of automated solid phase extraction (SPE) were assessed for the determination of human exposure to fentanyls in urine. High sensitivity is required to detect these compounds following exposure because of the low dose required for therapeutic effect and the rapid clearance from the body for these compounds. To achieve this sensitivity, two acceptable methods for the detection of human exposure to seven fentanyl analogs and three metabolites were developed using either off-line 96-well plate SPE or on-line SPE. Each system offers different advantages: off-line 96-well plate SPE allows for high throughput analysis of many samples, which is needed for large sample numbers, while on-line SPE removes almost all analyst manipulation of the samples, minimizing the analyst time needed for sample preparation. Both sample preparations were coupled with reversed phase liquid chromatography and isotope dilution tandem mass spectrometry (LC-MS/MS) for analyte detection. For both methods, the resulting precision was within 15%, the accuracy within 25%, and the sensitivity was comparable with the limits of detection ranging from 0.002ng/mL to 0.041ng/mL. Additionally, matrix effects were substantially decreased from previous reports for both extraction protocols. The results of this comparison showed that both methods were acceptable for the detection of exposures to fentanyl analogs and metabolites in urine.
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Affiliation(s)
- Rebecca L Shaner
- Centers for Disease Control and Prevention, 4770 Buford Highway, MS F44, Atlanta, GA 30341, United States
| | - Pearl Kaplan
- ORISE Fellow, Centers for Disease Control and Prevention, National Center for Environmental Health, Division of Laboratory Sciences, Atlanta, GA 30341, United States
| | - Elizabeth I Hamelin
- Centers for Disease Control and Prevention, 4770 Buford Highway, MS F44, Atlanta, GA 30341, United States
| | - William A Bragg
- Centers for Disease Control and Prevention, 4770 Buford Highway, MS F44, Atlanta, GA 30341, United States
| | - Rudolph C Johnson
- Centers for Disease Control and Prevention, 4770 Buford Highway, MS F44, Atlanta, GA 30341, United States.
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Abstract
Opioid analgesic misuse has risen significantly over the past two decades, and these drugs now represent the most commonly abused class of prescription medications. They are a major cause of poisoning deaths in the USA exceeding heroin and cocaine. Laboratory testing plays a role in the detection of opioid misuse and the evaluation of patients with opioid intoxication. Laboratories use both immunoassay and chromatographic methods (e.g., liquid chromatography with mass spectrometry detection), often in combination, to yield high detection sensitivity and drug specificity. Testing methods for opioids originated in the workplace-testing arena and focused on detection of illicit heroin use. Analysis for a wide range of opioids is now required in the context of the prescription opioid epidemic. Testing methods have also been primarily based upon urine screening; however, methods for analyzing alternative samples such as saliva, sweat, and hair are available. Application of testing to monitor prescription opioid drug therapy is an increasingly important use of drug testing, and this area of testing introduces new interpretative challenges. In particular, drug metabolism may transform one clinically available opioid into another. The sensitivity of testing methods also varies considerably across the spectrum of opioid drugs. An understanding of opioid metabolism and method sensitivity towards different opioid drugs is therefore essential to effective use of these tests. Improved testing algorithms and more research into the effective use of drug testing in the clinical setting, particularly in pain medicine and substance abuse, are needed.
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Kreisig T, Hoffmann R, Zuchner T. Homogeneous Fluorescence-Based Immunoassay Detects Antigens Within 90 Seconds. Anal Chem 2011; 83:4281-7. [DOI: 10.1021/ac200777h] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Thomas Kreisig
- Institute of Bioanalytical Chemistry, Faculty of Chemistry and Mineralogy and Center for Biotechnology and Biomedicine, Universität Leipzig, Deutscher Platz 5, D-04103 Leipzig, Germany
| | - Ralf Hoffmann
- Institute of Bioanalytical Chemistry, Faculty of Chemistry and Mineralogy and Center for Biotechnology and Biomedicine, Universität Leipzig, Deutscher Platz 5, D-04103 Leipzig, Germany
| | - Thole Zuchner
- Institute of Bioanalytical Chemistry, Faculty of Chemistry and Mineralogy and Center for Biotechnology and Biomedicine, Universität Leipzig, Deutscher Platz 5, D-04103 Leipzig, Germany
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Snyder ML, Jarolim P, Melanson SE. A new automated urine fentanyl immunoassay: Technical performance and clinical utility for monitoring fentanyl compliance. Clin Chim Acta 2011; 412:946-51. [DOI: 10.1016/j.cca.2011.01.029] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2010] [Revised: 01/10/2011] [Accepted: 01/21/2011] [Indexed: 10/18/2022]
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