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Abstract
Forensic investigations are often reliant on physical evidence to reconstruct events surrounding a crime. However, there remains a need for more objective approaches to evidential interpretation, along with rigorously validated procedures for handling, storage and analysis. Chemometrics has been recognised as a powerful tool within forensic science for interpretation and optimisation of analytical procedures. However, careful consideration must be given to factors such as sampling, validation and underpinning study design. This tutorial review aims to provide an accessible overview of chemometric methods within the context of forensic science. The review begins with an overview of selected chemometric techniques, followed by a broad review of studies demonstrating the utility of chemometrics across various forensic disciplines. The tutorial review ends with the discussion of the challenges and emerging trends in this rapidly growing field.
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Affiliation(s)
- Georgina Sauzier
- School of Molecular and Life Sciences, Curtin University, GPO Box U1987, Perth, Western Australia 6845, Australia.
| | - Wilhelm van Bronswijk
- School of Molecular and Life Sciences, Curtin University, GPO Box U1987, Perth, Western Australia 6845, Australia.
| | - Simon W Lewis
- School of Molecular and Life Sciences, Curtin University, GPO Box U1987, Perth, Western Australia 6845, Australia.
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Li J, Qi HY, Wang YB, Su Q, Wu S, Wu L. Hollow fiber-stir bar sorptive extraction and microwave assisted derivatization of amino acids in biological matrices. J Chromatogr A 2016; 1474:32-39. [PMID: 27836229 DOI: 10.1016/j.chroma.2016.10.079] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Revised: 10/29/2016] [Accepted: 10/31/2016] [Indexed: 01/23/2023]
Abstract
A kind of solid phase microextraction configuration combining the principles of hollow fiber solid phase microextraction (HF-SPME) and stir bar sorptive extraction (SBSE) is presented. The main feature of HF-SBSE is the use of microporous hollow fiber acting as the carrier and filter, while a thin stainless steel wire and silica microspheres in the lumen of hollow fiber respectively acting as the magnetic stirrer and the dispersed sorbents for the collection and extraction of the target analytes, thus affording extraction process like SBSE. Moreover, the prepared hollow fiber stir bar was applied to direct microextraction and microwave assisted derivatization with N,O-Bis(trimethylsilyl)trifluroacetamide (BSTFA) of four amino acids in rats' urine and cerebrospinal fluid followed by gas chromatography mass spectrometric analysis. The limits of detection for four amino acids were found to be in the range of 0.0003-0.017μgmL-1, and all the analytes did not exhibit any lack of fit. The extraction recoveries using HF-SBSE techniques ranged from 71.8% to 102.3%. The results indicated that hollow fiber stir bar sorptive extraction was a promising technique for the enrichment and direct derivatization of analytes extracted from biological matrices without sample clean-up.
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Affiliation(s)
- Jia Li
- Chemical Engineering Institute, Key Laboratory of Environmental Friendly Composite Materials and Biomass Utilization, Northwest University for Nationalities, Lanzhou 730000, China.
| | - Huan-Yang Qi
- Xiamen Medicine Research Institute, Xiamen 361008, China
| | - Yan-Bin Wang
- Chemical Engineering Institute, Key Laboratory of Environmental Friendly Composite Materials and Biomass Utilization, Northwest University for Nationalities, Lanzhou 730000, China
| | - Qiong Su
- Chemical Engineering Institute, Key Laboratory of Environmental Friendly Composite Materials and Biomass Utilization, Northwest University for Nationalities, Lanzhou 730000, China
| | - Shang Wu
- Chemical Engineering Institute, Key Laboratory of Environmental Friendly Composite Materials and Biomass Utilization, Northwest University for Nationalities, Lanzhou 730000, China
| | - Lan Wu
- Chemical Engineering Institute, Key Laboratory of Environmental Friendly Composite Materials and Biomass Utilization, Northwest University for Nationalities, Lanzhou 730000, China.
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Zhang J, Zhao C, Chang Y, Zhao Y, Li Q, Lu X, Xu G. Analysis of free amino acids in flue-cured tobacco leaves using ultra-high performance liquid chromatography with single quadrupole mass spectrometry. J Sep Sci 2013; 36:2868-77. [PMID: 23801544 DOI: 10.1002/jssc.201300450] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2013] [Revised: 06/10/2013] [Accepted: 06/10/2013] [Indexed: 11/08/2022]
Abstract
Amino acids are one of the most important metabolites of organisms. They play an important role in plant growth, development, and product quality. A method based on RP ultra-performance LC with single quadrupole MS and 6-aminoquinolyl-N-hydroxysuccinimidyl carbamate precolumn derivatization was developed for the analysis of free amino acids in flue-cured tobacco leaves. Unlike the corresponding UV detection method, this method avoids matrix interference of complicated tobacco components, and the quantitative accuracy and resolution were improved. Twenty free amino acids were detected in flue-cured tobacco leaves. The method showed a good linearity with correlation coefficients of 0.9966-0.9998. The LODs for derivatized amino acids were 0.2-9.7 fmol/μL. Good repeatability with an RSD of 2.5-8.6% and satisfactory intra- and interday precisions were obtained. The developed method was used to investigate free amino acids in flue-cured tobacco leaves in China. The effects of aroma type, variety, and growing regions on free amino acids were investigated. The results showed that free amino acids in tobacco were affected by growing regions and varieties.
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Affiliation(s)
- Junjie Zhang
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China
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Mudiam MKR, Ratnasekhar C. Ultra sound assisted one step rapid derivatization and dispersive liquid-liquid microextraction followed by gas chromatography-mass spectrometric determination of amino acids in complex matrices. J Chromatogr A 2013; 1291:10-8. [PMID: 23602642 DOI: 10.1016/j.chroma.2013.03.061] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2013] [Revised: 03/19/2013] [Accepted: 03/21/2013] [Indexed: 11/22/2022]
Abstract
A rapid and economical method for the simultaneous determination of 20 amino acids in complex biological and food matrices (hair, urine and soybean seed samples) has been developed using ultrasound assisted dispersive liquid-liquid micro extraction (UA-DLLME). The method involves simultaneous derivatization and extraction followed by gas chromatography-mass spectrometric (GC-MS) analysis of amino acids. The parameters of UA-DLLME were optimized with the aid of design of experiments approach. The procedure involves the rapid injection of mixture of acetonitrile (disperser solvent), trichloroethylene (TCE) (extraction solvent) and ethylchloroformate (derivatization reagent) into the aqueous phase of sample extract containing pyridine. The Plackett-Burman design has indicated that, the factors such as volume of disperser and extraction solvents and pH were found to be significantly affects the extraction efficiency of the method. The optimum conditions of these factors based on central composite design were found to be 250μL of acetonitrile, 80μL of TCE and pH of 10. The limit of detection and limit of quantification were found to be in the range of 0.36-3.68μgL(-1) and 1.26-12.01μgL(-1) respectively. This is the first application of DLLME for the analysis of amino acids in any matrices. The advantages like (i) in situ derivatization and extraction of amino acids without any prior lyophilization and cleanup of sample, (ii) low consumption of extraction solvent, (iii) fast and simple, (iv) cost-effective and (iv) good repeatability make the method amenable for the routine analysis of amino acids in clinical, toxicological, nutritional and quality control laboratories.
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Affiliation(s)
- Mohana Krishna Reddy Mudiam
- Analytical Chemistry Section, CSIR-Indian Institute of Toxicology Research, Mahatma Gandhi Marg, Lucknow 226 001, Uttar Pradesh, India.
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Gad HA, El-Ahmady SH, Abou-Shoer MI, Al-Azizi MM. Application of chemometrics in authentication of herbal medicines: a review. Phytochem Anal 2013; 24:1-24. [PMID: 22678654 DOI: 10.1002/pca.2378] [Citation(s) in RCA: 178] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2011] [Revised: 04/29/2012] [Accepted: 04/30/2012] [Indexed: 05/22/2023]
Abstract
INTRODUCTION Herbal medicines (HM) and their preparations have been widely used for hundreds of years all over the world. However, they have not been officially recognised due to a lack of adequate or accepted research methodology for their evaluation. OBJECTIVE To present a concise overview of the recent applications of chemometrics in solving the ambiguity of herbal medicine authentication during the last two decades. METHODOLOGY Studies involving the applications of chemometric analysis in combination with different analytical methods were classified according to the method of analysis used including chromatographic (HPLC, GC and CE), spectroscopic (NMR, IR, UV and ICP) and genetic analysis (RAPD). The purpose of each of these studies was classified into one of three main categories: taxonomic discrimination, quality assessment or classification between plants of different geographic origins. RESULTS This review comprises over 150 studies, covering the past two decades, emphasising the significance of chemometric methods in the discrimination of many herbs from closely related species and from adulterants, based on the principal bioactive components and phytochemical diversity. Furthermore, the differentiation between varieties and hybrids was achieved in addition to the prediction of the active components by quantitative methods of analysis. Discrimination according to geographical origin and localities, processing methods, DNA profiling and metabolomics were also efficiently investigated. CONCLUSION Chemometric methods have provided an efficient and powerful tool for the quality control and authentication of different herbs.
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Affiliation(s)
- Haidy A Gad
- Department of Pharmacognosy, Faculty of Pharmacy, Ain Shams University, Abassia, 11566-Cairo, Egypt.
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Mudiam MKR, Ratnasekhar C, Jain R, Saxena PN, Chauhan A, Murthy RC. Rapid and simultaneous determination of twenty amino acids in complex biological and food samples by solid-phase microextraction and gas chromatography-mass spectrometry with the aid of experimental design after ethyl chloroformate derivatization. J Chromatogr B Analyt Technol Biomed Life Sci 2012; 907:56-64. [PMID: 22998980 DOI: 10.1016/j.jchromb.2012.08.035] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2012] [Revised: 08/23/2012] [Accepted: 08/24/2012] [Indexed: 11/29/2022]
Abstract
Amino acids play a vital role as intermediates in many important metabolic pathways such as the biosynthesis of nucleotides, vitamins and secondary metabolites. A sensitive and rapid analytical method has been proposed for the first time for the simultaneous determination of twenty amino acids using solid-phase microextraction (SPME). The protein samples were hydrolyzed by 6M HCl under microwave radiation for 120 min. Then the amino acids were derivatized by ethyl chloroformate (ECF) and the ethoxy carbonyl ethyl esters of amino acids formed were extracted using SPME by direct immersion. Finally the extracted analytes on the SPME fiber were desorbed at 260°C and analyzed by gas chromatography-mass spectrometer (GC-MS) in electron ionization mode. Factors which affect the SPME efficiency were screened by Plackett-Burmann design; most significant factors were optimized with response surface methodology. The optimum conditions for SPME are as follows: pH of 1.7, ionic strength of 733 mg, extraction time of 30 min and fiber of divinyl benzene/carboxen/polydimethylsiloxane (DVB/CAR/PDMS). The recovery of all the amino acids was found to be in the range of 89.17-100.98%. The limit of detection (LOD) of all derivatized amino acids in urine, hair and soybean was found to be in the range of 0.20-7.52 μg L(-1), 0.21-8.40 μg L(-1) and 0.18-5.62 μg L(-1), respectively. Finally, the proposed technique was successfully applied for the determination of amino acids in complex biological (hair, urine) and food samples (soybean). The method can find wide applications in the routine analysis of amino acids in any biological as well as food samples.
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Affiliation(s)
- Mohana Krishna Reddy Mudiam
- Analytical Chemistry Section, CSIR-Indian Institute of Toxicology Research, Mahatma Gandhi Marg, Lucknow, Uttar Pradesh, India.
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Turner NW, Cauchi M, Piletska EV, Preston C, Piletsky SA. Rapid qualitative and quantitative analysis of opiates in extract of poppy head via FTIR and chemometrics: Towards in-field sensors. Biosens Bioelectron 2009; 24:3322-8. [DOI: 10.1016/j.bios.2009.04.030] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2009] [Revised: 04/17/2009] [Accepted: 04/22/2009] [Indexed: 11/15/2022]
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Ovenden SPB, Fredriksson SA, Bagas CK, Bergström T, Thomson SA, Nilsson C, Bourne DJ. De novo sequencing of RCB-1 to -3: peptide biomarkers from the castor bean plant Ricinus communis. Anal Chem 2009; 81:3986-96. [PMID: 19391602 DOI: 10.1021/ac900371y] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Ricinus communis (also know as the castor bean plant) whose forbears escaped from suburban gardens or commercial cultivation grow wild in many countries. In temperate and tropical climates seeds will develop to maturity, and plants may be perennial. In Australia these plants have become widespread and are regarded as noxious weeds in many localities. The seeds of R. communis contain ricin, a protein toxin which can easily be extracted into an aqueous solution. Ricin is toxic by ingestion, inhalation, and injection. The history of terrorist and anarchist interest in the use of seeds from R. communis has driven the development of strategies for determination of cultivar and geographic location of the source of an extract of wild-grown castor bean seed. This forensic information is of considerable interest to law enforcement and intelligence organizations. During forensic studies of both the metabolome and proteome of extracts from eight specimens of six different cultivars of R. communis ("zanzibariensis" collected from Kenya and Tanzania, "gibsonii", "impala", "dehradun", "carmencita", and "sanguineus" collected from Spain and Tanzania), three peptide biomarkers (designated Ricinus communis biomarkers, or RCB) were identified in both the MALDI and electrospray LC-MS spectra. Two of these peptides (RCB-1 and RCB-2) were present in varying amounts in all cultivars, while RCB-3 was present only in the "carmencita" cultivar. The amino acid sequences of RCB-1 to -3 were determined using LC-MS(n) fragmentation and de novo sequencing on both the intact and the carbamidomethyl modified peptides. The connectivity of the two disulfide bonds that were present in all three RCB were determined using a strategy of partial reduction and differential alkylation using tris-(2-carboxyethyl)phosphine with N-ethylmaleimide to reduce and alkylate the most accessible disulfide bond, followed by reduction and alkylation of the remaining disulfide bond with dithiolthreitol and iodoacetamide. The possible functional role of RCB-1 to -3 in R. communis seeds is also discussed.
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Affiliation(s)
- Simon P B Ovenden
- Defence Science and Technology Organisation, 506 Lorimer Street Fishermans Bend, Victoria 3207, Australia.
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Reid RG, Durham DG, Boyle SP, Low AS, Wangboonskul J. Differentiation of opium and poppy straw using capillary electrophoresis and pattern recognition techniques. Anal Chim Acta 2007; 605:20-7. [DOI: 10.1016/j.aca.2007.10.023] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2007] [Revised: 10/11/2007] [Accepted: 10/11/2007] [Indexed: 11/27/2022]
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Zhang L, Xu L, Xiao SS, Liao QF, Li Q, Liang J, Chen XH, Bi KS. Characterization of flavonoids in the extract of Sophora flavescens Ait. by high-performance liquid chromatography coupled with diode-array detector and electrospray ionization mass spectrometry. J Pharm Biomed Anal 2007; 44:1019-28. [PMID: 17658714 DOI: 10.1016/j.jpba.2007.04.019] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2006] [Revised: 04/08/2007] [Accepted: 04/12/2007] [Indexed: 10/23/2022]
Abstract
A method coupling high-performance liquid chromatography (HPLC) with diode-array detector (DAD) and electrospray ionization mass spectrometry (ESI) was established for the separation and characterization of flavonoids in Sophora flavescens Ait. Based on the chromatographic separation of most flavonoids present in S. flavescens Ait., a total of 24 flavonoids were identified. Fourteen compounds were unambiguously identified comparing experimental data for retention time (t(R)), UV and MS spectra with those of the authentic compounds: 3',7-dihydroxy-4'-methoxy-isoflavone (13), trifolirhizin (14), kurarinol (18), formononetin (19), 7,4'-dihydroxy-5-methoxy-8-(gamma,gamma-dimethylallyl)-flavanone (22), maackiain (21), isoxanthohumol (23), kuraridine (26), kuraridinol (27), sophoraflavanone G (30), xanthohumol (31), isokurarinone (33), kurarinone (35) and kushenol D (38), and additional 10 compounds were tentatively identified as kushenol O (10), trifolirhizin-6''-malonate (15), sophoraisoflavanone A (20), norkurarinol/kosamol Q (24), kushenol I/N (25), kushenol C (28), 2'-methoxykurarinone (29), kosamol R (32), kushecarpin A (34) and kushenol A (37) by comparing experimental data for UV and MS spectra with those of literature. Furthermore, fragmentation pathways in positive ions mode of 24 flavonoid compounds of types of flavanone, flavanonol, flavonol, chalcone, isoflavone, isoflavanone and ptercocarpane were summarized. Some common features, such as CH(3)., H(2)O, CO, CO(2), C(3)O(2) and C(2)H(2)O losses, together with Retro-Diels-Alder fragmentations were observed in the prenylated flavonoids in S. flavescens Ait. The loss of the lanandulyl chain was their characteristic fragmentation, which might help deducing the structure of unknown flavonoid compounds. The present study provided an approach to rapidly characterize bioactive constituents in S. flavescens Ait.
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Affiliation(s)
- Lei Zhang
- Laboratory of Pharmaceutical Analysis, School of Pharmacy, Shenyang Pharmaceutical University, Shenyang 110016, Liaoning, PR China
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Fletcher KA, Fakayode SO, Lowry M, Tucker SA, Neal SL, Kimaru IW, McCarroll ME, Patonay G, Oldham PB, Rusin O, Strongin RM, Warner IM. Molecular fluorescence, phosphorescence, and chemiluminescence spectrometry. Anal Chem 2006; 78:4047-68. [PMID: 16771540 PMCID: PMC2662353 DOI: 10.1021/ac060683m] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
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