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Hur SH, Kim S, Kim H, Jeong S, Chung H, Kim YK, Kim HJ. Geographical discrimination of dried chili peppers using femtosecond laser ablation-inductively coupled plasma-mass spectrometry (fsLA-ICP-MS). Curr Res Food Sci 2023; 6:100532. [PMID: 37377492 PMCID: PMC10290993 DOI: 10.1016/j.crfs.2023.100532] [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] [Received: 03/31/2023] [Revised: 05/09/2023] [Accepted: 06/07/2023] [Indexed: 06/29/2023] Open
Abstract
This study presents a method for discriminating the geographical origin of dried chili peppers using femtosecond laser ablation-inductively coupled plasma-mass spectrometry (fsLA-ICP-MS) and multivariate analysis, such as orthogonal partial least squares discriminant analysis (OPLS-DA), heatmap analysis, and canonical discriminant analysis (CDA). Herein, 102 samples were analyzed for the content of 33 elements using optimized conditions of 200 Hz (repetition rate), 50 μm (spot size), and 90% (energy). Significant differences in count per second (cps) values of the elements were observed between domestic and imported peppers, with variations of up to 5.66 times (133Cs). The OPLS-DA model accuracy achieved an R2 of 0.811 and a Q2 of 0.733 for distinguishing dried chili peppers of different geographical origins. The variable importance in projection (VIP) and s-plot identified elements 10 and 3 as key to the OPLS-DA model, and in the heatmap, six elements were estimated to be significant in discriminating between domestic and imported samples. Furthermore, CDA showed a high accuracy of 99.02%. This method can ensure food safety for consumers, and accurately determine the geographic origin of agricultural products.
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Affiliation(s)
- Suel Hye Hur
- National Agricultural Products Quality Management Service, Gimcheon, 39660, Republic of Korea
| | - Seyeon Kim
- National Agricultural Products Quality Management Service, Gimcheon, 39660, Republic of Korea
| | - Hyoyoung Kim
- National Agricultural Products Quality Management Service, Gimcheon, 39660, Republic of Korea
| | - Seongsoo Jeong
- Department of Chemistry and Research Institute for Convergence of Basic Science, Hanyang University, Seoul, 04763, Republic of Korea
| | - Hoeil Chung
- Department of Chemistry and Research Institute for Convergence of Basic Science, Hanyang University, Seoul, 04763, Republic of Korea
| | - Yong-Kyoung Kim
- National Agricultural Products Quality Management Service, Gimcheon, 39660, Republic of Korea
| | - Ho Jin Kim
- National Agricultural Products Quality Management Service, Gimcheon, 39660, Republic of Korea
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2
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Pan H, Feng L, Lu Y, Han Y, Xiong J, Li H. Calibration strategies for laser ablation ICP-MS in biological studies: A review. Trends Analyt Chem 2022. [DOI: 10.1016/j.trac.2022.116710] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
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3
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Thomas O, Belunis A, Alibozek R, Hondrogiannis EM. Dokha brand differentiation by elemental analysis measured by inductively coupled plasma-mass spectrometry. J Forensic Sci 2022; 67:1786-1800. [PMID: 35593454 DOI: 10.1111/1556-4029.15064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 04/30/2022] [Accepted: 05/09/2022] [Indexed: 11/28/2022]
Abstract
Dokha is a tobacco product commonly used in Middle Eastern and Northern African regions. It is available in three blends purportedly corresponding to the degree of "buzz" experienced by the user. The "buzz" has been linked in part to nicotine levels, which are higher than those found in cigarettes and is believed to be the reason dokha is abused as a "legal high." There have been reports of seizure activity from dokha users, and elevated concentrations of toxic metals have been measured in dokha tobacco. The purpose of this work was to determine whether we could use dokha's elemental content, measured by inductively coupled plasma-mass spectrometry, to link dokha back to its brand. This could aid investigators in identifying brands and/or distribution routes in the case of adverse effects resulting from dokha use. We measured the concentrations of Mg, K, Mn, Ni, Cu, Rb, Sr, and Ba in Medwakh, Nirvana, Scorpion, Enjoy, Kingdom, and Iconic dokha brands. Analysis of variance revealed statistical differences in concentrations of elements among groups. Discriminant function analysis (using leave-one-out classification) was 58.3% successful at differentiating brands. Enjoy dokha was the most, and Kingdom dokha the least, correctly classified among groups. Attempts to further link dokha blends back to light, medium, and heavy blends were less successful. These results indicate potential for using elemental content to discriminate among dokha brands. Our data may also help to understand the degree of additional processing and/or adulteration of dokha products available to users in the United States.
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Affiliation(s)
- Orianna Thomas
- Master of Science, Forensic Science Program, Department of Chemistry, Towson University, Towson, Maryland, USA
| | - Amanda Belunis
- Master of Science, Forensic Science Program, Department of Chemistry, Towson University, Towson, Maryland, USA
| | - Rachel Alibozek
- Master of Science, Forensic Science Program, Department of Chemistry, Towson University, Towson, Maryland, USA
| | - Ellen M Hondrogiannis
- Master of Science, Forensic Science Program, Department of Chemistry, Towson University, Towson, Maryland, USA
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Voica C, Nechita C, Iordache AM, Roba C, Zgavarogea R, Ionete RE. ICP-MS Assessment of Essential and Toxic Trace Elements in Foodstuffs with Different Geographic Origins Available in Romanian Supermarkets. Molecules 2021; 26:molecules26237081. [PMID: 34885663 PMCID: PMC8658825 DOI: 10.3390/molecules26237081] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 11/18/2021] [Accepted: 11/19/2021] [Indexed: 02/07/2023] Open
Abstract
The present study was conducted to quantify the daily intake and target hazard quotient of four essential elements, namely, chromium, cobalt, nickel, and copper, and four toxic trace elements, mercury, cadmium, lead, and arsenic. Thirty food items were assigned to five food categories (seeds, leaves, powders, beans, and fruits) and analyzed using inductively coupled plasma-mass spectrometry. Factor analysis after principal component extraction revealed common metal patterns in all foodstuffs, and using hierarchical cluster analysis, an association map was created to illustrate their similarity. The results indicate that the internationally recommended dietary allowance was exceeded for Cu and Cr in 27 and 29 foodstuffs, respectively. According to the tolerable upper level for Ni and Cu, everyday consumption of these elements through repeated consumption of seeds (fennel, opium poppy, and cannabis) and fruits (almond) can have adverse health effects. Moreover, a robust correlation between Cu and As (p < 0.001) was established when all samples were analyzed. Principal component analysis (PCA) demonstrated an association between Pb, As, Co, and Ni in one group and Cr, Cu, Hg, and Cd in a second group, comprising 56.85% of the total variance. For all elements investigated, the cancer risk index was within safe limits, highlighting that lifetime consumption does not increase the risk of carcinogens.
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Affiliation(s)
- Cezara Voica
- National Institute for Research and Development of Isotopic and Molecular Technologies, 67-103 Donat Str., 400293 Cluj-Napoca, Romania;
| | - Constantin Nechita
- National Research and Development Institute for Forestry “Marin Drăcea”—INCDS, 725100 Câmpulung Moldovenesc, Romania
- Correspondence: (C.N.); (A.M.I.); (R.Z.)
| | - Andreea Maria Iordache
- National Research and Development Institute of Cryogenics and Isotopic Technologies—ICSI Rm. Valcea, 4 Uzinei Str., 240050 Rm. Valcea, Romania;
- Correspondence: (C.N.); (A.M.I.); (R.Z.)
| | - Carmen Roba
- Faculty of Environmental Science and Engineering, Babeş-Bolyai University, 30 Fantanele Str., 400294 Cluj-Napoca, Romania;
| | - Ramona Zgavarogea
- National Research and Development Institute of Cryogenics and Isotopic Technologies—ICSI Rm. Valcea, 4 Uzinei Str., 240050 Rm. Valcea, Romania;
- Correspondence: (C.N.); (A.M.I.); (R.Z.)
| | - Roxana Elena Ionete
- National Research and Development Institute of Cryogenics and Isotopic Technologies—ICSI Rm. Valcea, 4 Uzinei Str., 240050 Rm. Valcea, Romania;
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Jiménez-Carvelo AM, Tonolini M, McAleer O, Cuadros-Rodríguez L, Granato D, Koidis A. Multivariate approach for the authentication of vanilla using infrared and Raman spectroscopy. Food Res Int 2021; 141:110196. [PMID: 33642028 DOI: 10.1016/j.foodres.2021.110196] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Revised: 01/17/2021] [Accepted: 01/24/2021] [Indexed: 11/27/2022]
Abstract
Many different versions of vanilla extracts exist in the market in a variety of origins, purity levels and composition with little effective regulation. In this study, vanilla is authenticated both in terms of purity and geographical origin applying a multivariate approach using near infrared (NIR), mid infrared (MIR) and Raman spectroscopy following a complex experimental design. Partial least squares-discriminant analysis (PLS-DA) was applied to the spectral data to produce qualitative models. The prediction accuracy of the models was externally validated from the specific success/error contingencies. The results showed that MIR and Raman are reliable for authenticating vanilla in terms of purity, obtaining sensitivity, specificity, precision, and efficiency values equal to 1.00, and Raman is especially suitable for indicating the geographical origin of vanilla extracts, achieving performance metrics around 0.9.
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Affiliation(s)
- Ana M Jiménez-Carvelo
- Department of Analytical Chemistry, University of Granada, c/ Fuentenueva, s.n., E-18071 Granada, Spain
| | - Margherita Tonolini
- Institute for Global Food Security, Queen's University, 18-30 Malone Road, Belfast BT9 5BN, Northern Ireland, United Kingdom
| | - Orla McAleer
- Institute for Global Food Security, Queen's University, 18-30 Malone Road, Belfast BT9 5BN, Northern Ireland, United Kingdom
| | - Luis Cuadros-Rodríguez
- Department of Analytical Chemistry, University of Granada, c/ Fuentenueva, s.n., E-18071 Granada, Spain
| | - Daniel Granato
- Food Processing and Quality, Natural Resources Institute Finland, Latokartanonkaari 9, 00790 Helsinki, Finland
| | - Anastasios Koidis
- Institute for Global Food Security, Queen's University, 18-30 Malone Road, Belfast BT9 5BN, Northern Ireland, United Kingdom.
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Hirata T, Yamashita S, Ishida M, Suzuki T. Analytical Capability of High-Time Resolution-Multiple Collector-Inductively Coupled Plasma-Mass Spectrometry for the Elemental and Isotopic Analysis of Metal Nanoparticles. ACTA ACUST UNITED AC 2020; 9:A0085. [PMID: 32607309 PMCID: PMC7291549 DOI: 10.5702/massspectrometry.a0085] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Accepted: 03/30/2020] [Indexed: 12/05/2022]
Abstract
We measured the Re/Os (185Re/188Os) and 187Os/188Os ratios from nanoparticles (NPs) using a multiple collector-inductively coupled plasma-mass spectrometer equipped with high-time resolution ion counters (HTR-MC-ICP-MS). Using the HTR-MC-ICP-MS system developed in this study, the simultaneous data acquisition of four isotopes was possible with a time resolution of up to 10 μs. This permits the quantitative analysis of four isotopes to be carried out from transient signals (e.g., <0.6 ms) emanating from the NPs. Iridium–Osmium NPs were produced from a naturally occurring Ir–Os alloy (ruthenosmiridium from Hokkaido, Japan; osmiridium from British Columbia, Canada; iridosmine from the Urals region of Russia) through a laser ablation technique, and the resulting nanoparticles were collected by bubbling water through a suspension. The 187Os/188Os ratios for individual NPs varied significantly, mainly due to the counting statistics of the 187Os and 188Os signals. Despite the large variation in the measured ratios, the resulting 187Os/188Os ratios for three Ir–Os bearing minerals, were 0.121±0.013 for Hokkaido, 0.110±0.012 for British Columbia, and 0.122±0.020 for the Urals, and these values were in agreement with the ratios obtained by the conventional laser ablation-MC-ICP-MS technique. The data obtained here provides a clear demonstration that the HTR-MC-ICP-MS technique can become a powerful tool for monitoring elemental and isotope ratios from NPs of multiple components.
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Braley C, Hondrogiannis EM. Differentiation of Commercially Available Kratom by Purported Country of Origin using Inductively Coupled Plasma–Mass Spectrometry,. J Forensic Sci 2019; 65:428-437. [DOI: 10.1111/1556-4029.14201] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Revised: 08/23/2019] [Accepted: 09/02/2019] [Indexed: 01/31/2023]
Affiliation(s)
- Cody Braley
- Master of Science, Forensic Science Program Department of Chemistry Towson University Towson MD21252‐0001
| | - Ellen M. Hondrogiannis
- Master of Science, Forensic Science Program Department of Chemistry Towson University Towson MD21252‐0001
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Lehmann EL, Arruda MAZ. Minimalist strategies applied to analysis of forensic samples using elemental and molecular analytical techniques - A review. Anal Chim Acta 2019; 1063:9-17. [PMID: 30967190 DOI: 10.1016/j.aca.2019.02.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2018] [Revised: 01/29/2019] [Accepted: 02/02/2019] [Indexed: 10/27/2022]
Abstract
Forensic science is an emerging field driven by a number of factors, and the development of different methods of analyses, instruments, and techniques is of great help to experts in the field. Sampling and sample preparation in forensic cases are of utmost importance, and therefore, the methods for processing (or not) the samples are critical for acquiring accurate results. Some alternatives for attaining the minimalist concept, i.e. little or no sample treatment, are discussed in this review. For elemental analysis, analytical techniques, such as X-ray spectrometry, laser-ablation mass spectrometry, laser-induced breakdown spectrometry, inductively coupled plasma mass spectrometry and optical emission spectrometry, and Mössbauer spectrometry are overviewed. Molecular analysis, such as Raman spectroscopy, and ambient ionization mass spectrometry are discussed. Some representative examples are presented that involve in situ analysis, counterfeit bank notes and documents, post-mortem and bone analyses, and forensic analysis of drugs, glass, fingerprints, biological fluids and explosives.
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Affiliation(s)
- Eraldo Luiz Lehmann
- National Institute of Science and Technology, INCT for Bioanalytics, Institute of Chemistry, University of Campinas, Unicamp, P.O. Box 6154, 13083-970, Campinas, SP, Brazil; Group of Spectrometry, Sample Preparation and Mechanization - GEPAM, Institute of Chemistry, University of Campinas, Unicamp, P.O. Box 6154, 13083-970, Campinas, SP, Brazil
| | - Marco Aurélio Zezzi Arruda
- National Institute of Science and Technology, INCT for Bioanalytics, Institute of Chemistry, University of Campinas, Unicamp, P.O. Box 6154, 13083-970, Campinas, SP, Brazil; Group of Spectrometry, Sample Preparation and Mechanization - GEPAM, Institute of Chemistry, University of Campinas, Unicamp, P.O. Box 6154, 13083-970, Campinas, SP, Brazil.
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Li Y, Guo W, Hu Z, Jin L, Hu S, Guo Q. Method Development for Direct Multielement Quantification by LA-ICP-MS in Food Samples. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2019; 67:935-942. [PMID: 30592410 DOI: 10.1021/acs.jafc.8b05479] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
A novel calibration strategy for the accurate determination of essential and toxic elements in both plant-based and animal-based foods was developed by synthesizing spiked agarose gels as matrix-matched external standards and carbon as the internal standard (IS). Aqueous solutions of agarose (4%, m/v) with defined amounts of the analytes were cast on a mold and then dried to form the agarose-gel standards. The spatial distributions of the analytes in the gel were examined using surface- and depth-mapping laser ablation-inductively coupled plasma mass spectrometry (LA-ICP-MS) protocols, and the gel homogeneity was found to be excellent (i.e., relative standard derivation <10%). Recovery of the 19 spiked elements in the gel standards was in the range of 86.9-94.7%. The limits of detection (LODs) ranged from 0.0005 (Rb) to 33.7 μg g-1 (S). Analysis results were in good agreement with certified values for various certified reference materials (CRMs). Furthermore, a porous rubber sample supporter was developed to improve the analysis throughput by about 3-fold.
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Affiliation(s)
- Yatai Li
- State Key Laboratory of Biogeology and Environmental Geology, Faculty of Earth Sciences , China University of Geosciences , Wuhan 430074 , PR China
| | - Wei Guo
- State Key Laboratory of Biogeology and Environmental Geology, Faculty of Earth Sciences , China University of Geosciences , Wuhan 430074 , PR China
| | - Zhaochu Hu
- State Key Laboratory of Geological Processes and Mineral Resources , China University of Geosciences , Wuhan 430074 , PR China
| | - Lanlan Jin
- State Key Laboratory of Biogeology and Environmental Geology, Faculty of Earth Sciences , China University of Geosciences , Wuhan 430074 , PR China
| | - Shenghong Hu
- State Key Laboratory of Biogeology and Environmental Geology, Faculty of Earth Sciences , China University of Geosciences , Wuhan 430074 , PR China
| | - Qinghai Guo
- State Key Laboratory of Biogeology and Environmental Geology, Faculty of Earth Sciences , China University of Geosciences , Wuhan 430074 , PR China
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Fragni R, Trifirò A, Nucci A, Seno A, Allodi A, Di Rocco M. Italian tomato-based products authentication by multi-element approach: A mineral elements database to distinguish the domestic provenance. Food Control 2018. [DOI: 10.1016/j.foodcont.2018.06.002] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Bagas CK, Scadding RL, Scadding CJ, Watling RJ, Roberts W, Ovenden SP. Trace isotope analysis of Ricinus communis seed core for provenance determination by laser ablation-ICP-MS. Forensic Sci Int 2017; 270:46-54. [DOI: 10.1016/j.forsciint.2016.11.029] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Revised: 11/06/2016] [Accepted: 11/19/2016] [Indexed: 11/28/2022]
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Danezis GP, Tsagkaris AS, Brusic V, Georgiou CA. Food authentication: state of the art and prospects. Curr Opin Food Sci 2016. [DOI: 10.1016/j.cofs.2016.07.003] [Citation(s) in RCA: 98] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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13
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Analytical techniques combined with chemometrics for authentication and determination of contaminants in condiments: A review. J Food Compost Anal 2015. [DOI: 10.1016/j.jfca.2015.05.004] [Citation(s) in RCA: 89] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Limbeck A, Galler P, Bonta M, Bauer G, Nischkauer W, Vanhaecke F. Recent advances in quantitative LA-ICP-MS analysis: challenges and solutions in the life sciences and environmental chemistry. Anal Bioanal Chem 2015; 407:6593-617. [PMID: 26168964 PMCID: PMC4545187 DOI: 10.1007/s00216-015-8858-0] [Citation(s) in RCA: 147] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2015] [Revised: 06/09/2015] [Accepted: 06/15/2015] [Indexed: 01/29/2023]
Abstract
Laser ablation–inductively coupled plasma–mass spectrometry (LA-ICP-MS) is a widely accepted method for direct sampling of solid materials for trace elemental analysis. The number of reported applications is high and the application range is broad; besides geochemistry, LA-ICP-MS is mostly used in environmental chemistry and the life sciences. This review focuses on the application of LA-ICP-MS for quantification of trace elements in environmental, biological, and medical samples. The fundamental problems of LA-ICP-MS, such as sample-dependent ablation behavior and elemental fractionation, can be even more pronounced in environmental and life science applications as a result of the large variety of sample types and conditions. Besides variations in composition, the range of available sample states is highly diverse, including powders (e.g., soil samples, fly ash), hard tissues (e.g., bones, teeth), soft tissues (e.g., plants, tissue thin-cuts), or liquid samples (e.g., whole blood). Within this article, quantification approaches that have been proposed in the past are critically discussed and compared regarding the results obtained in the applications described. Although a large variety of sample types is discussed within this article, the quantification approaches used are similar for many analytical questions and have only been adapted to the specific questions. Nevertheless, none of them has proven to be a universally applicable method.
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Affiliation(s)
- Andreas Limbeck
- Institute of Chemical Technologies and Analytics, Division of Instrumental Analytical Chemistry, TU Wien, Getreidemarkt 9/164, 1060, Vienna, Austria,
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Comparison of the detection characteristics of trace species using laser-induced breakdown spectroscopy and laser breakdown time-of-flight mass spectrometry. SENSORS 2015; 15:5982-6008. [PMID: 25769051 PMCID: PMC4435158 DOI: 10.3390/s150305982] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Revised: 02/27/2015] [Accepted: 02/28/2015] [Indexed: 12/23/2022]
Abstract
The rapid and precise element measurement of trace species, such as mercury, iodine, strontium, cesium, etc. is imperative for various applications, especially for industrial needs. The elements mercury and iodine were measured by two detection methods for comparison of the corresponding detection features. A laser beam was focused to induce plasma. Emission and ion signals were detected using laser-induced breakdown spectroscopy (LIBS) and laser breakdown time-of-flight mass spectrometry (LB-TOFMS). Multi-photon ionization and electron impact ionization in the plasma generation process can be controlled by the pressure and pulse width. The effect of electron impact ionization on continuum emission, coexisting molecular and atomic emissions became weakened in low pressure condition. When the pressure was less than 1 Pa, the plasma was induced by laser dissociation and multi-photon ionization in LB-TOFMS. According to the experimental results, the detection limits of mercury and iodine in N2 were 3.5 ppb and 60 ppb using low pressure LIBS. The mercury and iodine detection limits using LB-TOFMS were 1.2 ppb and 9.0 ppb, which were enhanced due to different detection features. The detection systems of LIBS and LB-TOFMS can be selected depending on the condition of each application.
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