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Šedo O, Roblíčková A, Ježek F, Gintar P, Kameník J, Zdráhal Z. Discriminatory power of MALDI-TOF MS protein profiling analysis of pork meat and meat products. Food Chem 2024; 449:139155. [PMID: 38608601 DOI: 10.1016/j.foodchem.2024.139155] [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: 12/18/2023] [Revised: 03/08/2024] [Accepted: 03/25/2024] [Indexed: 04/14/2024]
Abstract
Forty different sample preparation methods were tested to obtain the most informative MALDI-TOF MS protein profiles of pork meat. Extraction by 25% formic acid with the assistance of zirconia-silica beads followed by defatting by methanol:chloroform mixture (1:1, v/v) and deposition by using the layer-by-layer method was determined as the optimum sample preparation protocol. The discriminatory power of the method was then examined on samples of pork meat and meat products. The method was able to discriminate between selected salami based on the production method and brand and was able to monitor the ripening process in salami. However, it was not able to differentiate between different brands of pork ham or closely located parts of pork meat. In the latter case, a more comprehensive analysis using LC-MS/MS was used to assess the differences in protein abundance and their relation to the outputs of MALDI - TOF MS profiling.
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Affiliation(s)
- Ondrej Šedo
- Masaryk University, Central European Institute of Technology, Kamenice 5, 625 00 Brno, Czech Republic.
| | - Alena Roblíčková
- Masaryk University, Central European Institute of Technology, Kamenice 5, 625 00 Brno, Czech Republic
| | - František Ježek
- University of Veterinary Sciences Brno, Faculty of Veterinary Hygiene and Ecology, Palackého tř. 1946/1, 612 42 Brno, Czech Republic.
| | - Petr Gintar
- Masaryk University, Central European Institute of Technology, Kamenice 5, 625 00 Brno, Czech Republic; Masaryk University, Faculty of Science, National Centre for Biomolecular Research, Kamenice 5, 625 00 Brno, Czech Republic.
| | - Josef Kameník
- University of Veterinary Sciences Brno, Faculty of Veterinary Hygiene and Ecology, Palackého tř. 1946/1, 612 42 Brno, Czech Republic.
| | - Zbyněk Zdráhal
- Masaryk University, Central European Institute of Technology, Kamenice 5, 625 00 Brno, Czech Republic; Masaryk University, Faculty of Science, National Centre for Biomolecular Research, Kamenice 5, 625 00 Brno, Czech Republic.
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Rossel S, Peters J, Charzinski N, Eichsteller A, Laakmann S, Neumann H, Martínez Arbizu P. A universal tool for marine metazoan species identification: towards best practices in proteomic fingerprinting. Sci Rep 2024; 14:1280. [PMID: 38218969 PMCID: PMC10787734 DOI: 10.1038/s41598-024-51235-z] [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: 08/30/2023] [Accepted: 01/02/2024] [Indexed: 01/15/2024] Open
Abstract
Proteomic fingerprinting using MALDI-TOF mass spectrometry is a well-established tool for identifying microorganisms and has shown promising results for identification of animal species, particularly disease vectors and marine organisms. And thus can be a vital tool for biodiversity assessments in ecological studies. However, few studies have tested species identification across different orders and classes. In this study, we collected data from 1246 specimens and 198 species to test species identification in a diverse dataset. We also evaluated different specimen preparation and data processing approaches for machine learning and developed a workflow to optimize classification using random forest. Our results showed high success rates of over 90%, but we also found that the size of the reference library affects classification error. Additionally, we demonstrated the ability of the method to differentiate marine cryptic-species complexes and to distinguish sexes within species.
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Affiliation(s)
- Sven Rossel
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), 26382, Wilhelmshaven, Germany.
| | - Janna Peters
- German Centre for Marine Biodiversity Research (DZMB), Senckenberg am Meer, 20146, Hamburg, Germany
| | - Nele Charzinski
- Marine Biodiversity Research, Institute of Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26129, Oldenburg, Germany
| | - Angelina Eichsteller
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), 26382, Wilhelmshaven, Germany
- Marine Biodiversity Research, Institute of Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26129, Oldenburg, Germany
| | - Silke Laakmann
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg (HIFMB), 26129, Oldenburg, Germany
- Alfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung, Am Handelshafen 12, 27570, Bremerhaven, Germany
| | - Hermann Neumann
- Institute for Sea Fisheries, Thuenen Institute, 27572, Bremerhaven, Germany
| | - Pedro Martínez Arbizu
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), 26382, Wilhelmshaven, Germany
- Marine Biodiversity Research, Institute of Biology and Environmental Sciences, Carl von Ossietzky University Oldenburg, 26129, Oldenburg, Germany
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Rossel S, Peters J, Laakmann S, Martínez Arbizu P, Holst S. Potential of MALDI-TOF MS-based proteomic fingerprinting for species identification of Cnidaria across classes, species, regions and developmental stages. Mol Ecol Resour 2023; 23:1620-1631. [PMID: 37417794 DOI: 10.1111/1755-0998.13832] [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: 03/10/2023] [Revised: 06/01/2023] [Accepted: 06/22/2023] [Indexed: 07/08/2023]
Abstract
Morphological identification of cnidarian species can be difficult throughout all life stages due to the lack of distinct morphological characters. Moreover, in some cnidarian taxa genetic markers are not fully informative, and in these cases combinations of different markers or additional morphological verifications may be required. Proteomic fingerprinting based on MALDI-TOF mass spectra was previously shown to provide reliable species identification in different metazoans including some cnidarian taxa. For the first time, we tested the method across four cnidarian classes (Staurozoa, Scyphozoa, Anthozoa, Hydrozoa) and included different scyphozoan life-history stages (polyp, ephyra, medusa) in our dataset. Our results revealed reliable species identification based on MALDI-TOF mass spectra across all taxa with species-specific clusters for all 23 analysed species. In addition, proteomic fingerprinting was successful for distinguishing developmental stages, still by retaining a species specific signal. Furthermore, we identified the impact of different salinities in different regions (North Sea and Baltic Sea) on proteomic fingerprints to be negligible. In conclusion, the effects of environmental factors and developmental stages on proteomic fingerprints seem to be low in cnidarians. This would allow using reference libraries built up entirely of adult or cultured cnidarian specimens for the identification of their juvenile stages or specimens from different geographic regions in future biodiversity assessment studies.
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Affiliation(s)
- Sven Rossel
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), Wilhelmshaven, Germany
| | - Janna Peters
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), Hamburg, Germany
| | - Silke Laakmann
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg (HIFMB), Oldenburg, Germany
- Alfred Wegener Institute, Helmholtz-Centre for Polar and Marine Research (AWI), Bremerhaven, Germany
| | - Pedro Martínez Arbizu
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), Wilhelmshaven, Germany
| | - Sabine Holst
- Senckenberg am Meer, German Centre for Marine Biodiversity Research (DZMB), Hamburg, Germany
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Hu L, Liu N, Li Y, Zhang Q, Cui X, Shan C, Chen S, Li S, Liu R, Wen H. A novel strategy to identify the species-specific peptide biomarkers in Pheretima aspergillum (E. Perrier) based on enzymatic digestion followed by LC-MS/MS methods. J Pharm Biomed Anal 2023; 229:115372. [PMID: 37018956 DOI: 10.1016/j.jpba.2023.115372] [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: 08/02/2022] [Revised: 03/20/2023] [Accepted: 03/26/2023] [Indexed: 04/05/2023]
Abstract
Guang Dilong [P. aspergillum (E. Perrier)], is an animal-derived traditional Chinese medicine made from the dried body of Pheretima aspergillum (E. Perrier) (TCM). Due to its widely application and high medical values, preparations of P. aspergillum (E. Perrier) may be adulterated by four other species, including three crucial Pheretima species [P. vulgaris (Chen), P. pectinifera (Mkhaeken), and P. guillemi (Michaelsen)] and one considerable adulteration [Metaphire magna (Chen)]. This study developed a novel and effective strategy for analyzing and authenticating Guang Dilong based on enzymatic digestion of protein. The nanoLC-MS/MS technique used to evaluate complete peptidomics profiles of trypsin-digested samples, resulting in the identification of species-specific peptide biomarkers in P. aspergillum (E. Perrier). The significance of different samples and peptides in the target species set was then investigated using mathematical set theory. Consequently, seven peptides were chosen as prospective biomarkers. Finally, five specific peptide biomarkers for differentiating Guang Dilong with other species were confirmed and validated using UFLC-MS/MS and MRM mode. The suggested technique may also be beneficial in evaluating the quality of other animal-derived goods for safety issues in order to avoid misidentification.
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Affiliation(s)
- Liangjun Hu
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China
| | - Na Liu
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China; Jiangyin Tianjiang Pharmaceutical Co. LTD., Jiangyin 214434, PR China
| | - Yanchao Li
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China; Jiangyin Tianjiang Pharmaceutical Co. LTD., Jiangyin 214434, PR China
| | - Qiancheng Zhang
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China
| | - Xiaobing Cui
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China
| | - Chenxiao Shan
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China
| | - Shengjun Chen
- Jiangyin Tianjiang Pharmaceutical Co. LTD., Jiangyin 214434, PR China
| | - Song Li
- Jiangyin Tianjiang Pharmaceutical Co. LTD., Jiangyin 214434, PR China
| | - Rui Liu
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China.
| | - Hongmei Wen
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing 210023, PR China.
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Rossel S, Kaiser P, Bode-Dalby M, Renz J, Laakmann S, Auel H, Hagen W, Arbizu PM, Peters J. Proteomic fingerprinting enables quantitative biodiversity assessments of species and ontogenetic stages in Calanus congeners (Copepoda, Crustacea) from the Arctic Ocean. Mol Ecol Resour 2023; 23:382-395. [PMID: 36114815 DOI: 10.1111/1755-0998.13714] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 08/29/2022] [Accepted: 09/09/2022] [Indexed: 01/04/2023]
Abstract
Species identification is pivotal in biodiversity assessments and proteomic fingerprinting by MALDI-TOF mass spectrometry has already been shown to reliably identify calanoid copepods to species level. However, MALDI-TOF data may contain more information beyond mere species identification. In this study, we investigated different ontogenetic stages (copepodids C1-C6 females) of three co-occurring Calanus species from the Arctic Fram Strait, which cannot be identified to species level based on morphological characters alone. Differentiation of the three species based on mass spectrometry data was without any error. In addition, a clear stage-specific signal was detected in all species, supported by clustering approaches as well as machine learning using Random Forest. More complex mass spectra in later ontogenetic stages as well as relative intensities of certain mass peaks were found as the main drivers of stage distinction in these species. Through a dilution series, we were able to show that this did not result from the higher amount of biomass that was used in tissue processing of the larger stages. Finally, the data were tested in a simulation for application in a real biodiversity assessment by using Random Forest for stage classification of specimens absent from the training data. This resulted in a successful stage-identification rate of almost 90%, making proteomic fingerprinting a promising tool to investigate polewards shifts of Atlantic Calanus species and, in general, to assess stage compositions in biodiversity assessments of Calanoida, which can be notoriously difficult using conventional identification methods.
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Affiliation(s)
- Sven Rossel
- German Centre for Marine Biodiversity Research (DZMB), Senckenberg Research Institute, Wilhelmshaven, Germany
| | - Patricia Kaiser
- Universität Bremen, BreMarE - Bremen Marine Ecology, Marine Zoology, Bremen, Germany
| | - Maya Bode-Dalby
- Universität Bremen, BreMarE - Bremen Marine Ecology, Marine Zoology, Bremen, Germany
| | - Jasmin Renz
- German Centre for Marine Biodiversity Research (DZMB), Senckenberg Research Institute, Hamburg, Germany
| | - Silke Laakmann
- Helmholtz Institute for Functional Marine Biodiversity at the University of Oldenburg (HIFMB), Oldenburg, Germany.,Alfred Wegener Institute, Helmholtz-Centre for Polar and Marine Research (AWI), Bremerhaven, Germany
| | - Holger Auel
- Universität Bremen, BreMarE - Bremen Marine Ecology, Marine Zoology, Bremen, Germany
| | - Wilhelm Hagen
- Universität Bremen, BreMarE - Bremen Marine Ecology, Marine Zoology, Bremen, Germany
| | - Pedro Martínez Arbizu
- German Centre for Marine Biodiversity Research (DZMB), Senckenberg Research Institute, Wilhelmshaven, Germany
| | - Janna Peters
- German Centre for Marine Biodiversity Research (DZMB), Senckenberg Research Institute, Hamburg, Germany
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Yuan C, Tao R, Xia R, Chen L, Li C, Zhang S. Species identification on shark fin fragments based on DNA barcoding technique. Forensic Sci Int Genet 2022; 61:102754. [DOI: 10.1016/j.fsigen.2022.102754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 07/29/2022] [Accepted: 07/30/2022] [Indexed: 11/28/2022]
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Liu Q, Bi Q, Zhang J, Qin W, Yi S, Hu Q, Sun J, Ji S, Tan N. A rapid and simple signature peptides-based method for species authentication of three main commercial Pheretima. J Proteomics 2021; 255:104456. [PMID: 34922013 DOI: 10.1016/j.jprot.2021.104456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 11/18/2021] [Accepted: 12/06/2021] [Indexed: 10/19/2022]
Abstract
Pheretima with various activities is a commonly used animal-derived traditional medicine in Asia countries. However, almost half of them are non-pharmacopoeia species in the market due to the similar morphological characteristics between medicinal and non-medicinal species. This study aims to establish an effective method based on signature peptides for species authentication of three main commercial Pheretima, including two major Pheretima species (Amynthas aspergillum, Metaphire vulgaris) and one main adulteration (Metaphire magna). Firstly, the species of 52 batches of commercial Pheretima were authenticated based on DNA barcodes. Secondly, proteomic analysis was performed for protein characterization of three main commercial Pheretima. Furthermore, their signature peptides were screened and validated using ultra-high performance liquid chromatography coupled with mass spectrometry (UPLC-MS/MS) in multiple reaction monitoring (MRM) mode. Moreover, a simplified sample processing method was developed. Finally, large quantities of commercial Pheretima samples were analyzed for further verifying the feasibility of the signature peptides-based method. The result showed that the established method had a great application potential for authenticity identification of commercial Pheretima. SIGNIFICANCE: The authenticity assessment of medicinal materials is a main issue in the quality control process as deceptive practices could imply severe health risks. In this study, a rapid and simple method based on signature peptides was established for species authentication of three main commercial Pheretima, which can be an effective alternative to complex DNA barcoding and difficult morphological identification, and provided a reference for improvement of Pheretima quality standards.
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Affiliation(s)
- Qiao Liu
- Department of TCMs Pharmaceuticals, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 211198, People's Republic of China
| | - Qirui Bi
- Department of TCMs Pharmaceuticals, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 211198, People's Republic of China; Shanghai Research Center for Modernization of Traditional Chinese Medicine, National Engineering Laboratory for TCM Standardization Technology, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai 201203, China
| | - Jingxian Zhang
- NMPA Key Laboratory for Quality Control of Traditional Chinese Medicine, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, People's Republic of China
| | - Weiwei Qin
- Department of TCMs Pharmaceuticals, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 211198, People's Republic of China
| | - Shanyong Yi
- Department of TCMs Pharmaceuticals, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 211198, People's Republic of China
| | - Qing Hu
- NMPA Key Laboratory for Quality Control of Traditional Chinese Medicine, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, People's Republic of China
| | - Jian Sun
- NMPA Key Laboratory for Quality Control of Traditional Chinese Medicine, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, People's Republic of China
| | - Shen Ji
- NMPA Key Laboratory for Quality Control of Traditional Chinese Medicine, Shanghai Institute for Food and Drug Control, 1500 Zhangheng Road, Shanghai 201203, People's Republic of China.
| | - Ninghua Tan
- Department of TCMs Pharmaceuticals, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 211198, People's Republic of China.
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