Geographical traceability of Boletaceae mushrooms using data fusion of FT-IR, UV, and ICP-AES combined with SVM

References

• Turkekul, I.; Elmastas, M.; Tüzen, M. Determination of Iron, Copper, Manganese, Zinc, Lead, and Cadmium in Mushroom Samples from Tokat, Turkey. Food Chem. 2004, 84(3), 389–392. DOI: 10.1016/S0308-8146(03)00245-0.
   Web of Science ®Google Scholar
• Frankowska, A.; Ziółkowska, J.; Bielawski, L.; Falandysz, J. Profile and Bioconcentration of Minerals by King Bolete (Boletus Edulis) from the Płocka Dale in Poland. Food Addit. Contam. Part B. 2010, 3(1), 1–6. DOI: 10.1080/19440040903505232.
   PubMed Web of Science ®Google Scholar
• Wang, X.; Liu, H.; Zhang, J.; Li, T.; Wang, Y. Evaluation of Heavy Metal Concentrations of Edible Wild-Grown Mushrooms from China. J. Environ. Sci. Health Part B. 2017, 52(3), 178–183. DOI: 10.1080/03601234.2017.1261545.
   PubMed Web of Science ®Google Scholar
• Ulziijargal, E.; Mau, J. L. Nutrient Compositions of Culinary-Medicinal Mushroom Fruiting Bodies and Mycelia. Int. J. Med. Mushrooms. 2011, 13(4), 343–349.
   PubMed Web of Science ®Google Scholar
• Wang, X. M.; Zhang, J.; Wu, L. H.; Zhao, Y. L.; Li, T.; Li, J. Q.; Wang, Y. Z.; Liu, H. G. A Mini-Review of Chemical Composition and Nutritional Value of Edible Wild-Grown Mushroom from China. Food Chem. 2014, 151, 279–285. DOI: 10.1016/j.foodchem.2013.11.062.
   PubMed Web of Science ®Google Scholar
• Lau, B. F.; Abdullah, N. Bioprospecting of Lentinus Squarrosulus Mont., An Underutilized Wild Edible Mushroom, as A Potential Source of Functional Ingredients: A Review. Trends Food Sci. Technol. 2017, 61, 116–131. DOI: 10.1016/j.tifs.2016.11.017.
   Web of Science ®Google Scholar
• Elmastas, M.; Isildak, O.; Turkekul, I.; Temur, N. Determination of Antioxidant Activity and Antioxidant Compounds in Wild Edible Mushrooms. J. Food Compost. Anal. 2007, 20(3), 337–345. DOI: 10.1016/j.jfca.2006.07.003.
   Web of Science ®Google Scholar
• Lu, J.; Qin, J. Z.; Chen, P.; Chen, X.; Zhang, Y. Z.; Zhao, S. J. Quality Difference Study of Six Varieties of Ganoderma Lucidum with Different Origins. Front. Pharmacol. 2012, 3, 3321521. DOI: 10.3389/fphar.2012.00057.
   Web of Science ®Google Scholar
• Kojta, A. K.; Falandysz, J. Metallic Elements (Ca, Hg, Fe, K, Mg, Mn, Na, Zn) in the Fruiting Bodies of Boletus Badius. Food Chem. 2016, 200, 206–214. DOI: 10.1016/j.foodchem.2016.01.006.
   PubMed Web of Science ®Google Scholar
• Zhang, J.; Li, T.; Yang, Y. L.; Liu, H. G.; Wang, Y. Z. Arsenic Concentrations and Associated Health Risks in Laccaria Mushrooms from Yunnan (SW China). Biol. Trace Elem. Res. 2015, 164(2), 261–266. DOI: 10.1007/s12011-014-0213-3.
   PubMed Web of Science ®Google Scholar
• Falandysz, J.; Borovička, J. Macro and Trace Mineral Constituents and Radionuclides in Mushrooms: Health Benefits and Risks. Appl. Microbiol. Biotechnol. 2013, 97(2), 477–501. DOI: 10.1007/s00253-012-4552-8.
   PubMed Web of Science ®Google Scholar
• Zhu, F.; Qu, L.; Fan, W.; Qiao, M.; Hao, H.; Wang, X. Assessment of Heavy Metals in Some Wild Edible Mushrooms Collected from Yunnan Province, China. Environ. Monit. Assess. 2011, 179(1), 191–199. DOI: 10.1007/s10661-010-1728-5.
   PubMed Web of Science ®Google Scholar
• Li, Y.; Zhang, J.; Zhao, Y.; Liu, H.; Wang, Y.; Jin, H. Exploring Geographical Differentiation of the Hoelen Medicinal Mushroom, Wolfiporia Extensa (Agaricomycetes), Using Fourier-Transform Infrared Spectroscopy Combined with Multivariate Analysis. Int. J. Med. Mushrooms. 2016, 18(8), 721–731. DOI: 10.1615/IntJMedMushrooms.v18.i8.80.
   PubMed Web of Science ®Google Scholar
• Júnior, P. H. R.; de Sá Oliveira, K.; de Almeida, C. E. R.; De Oliveira, L. F. C.; Stephani, R.; Da Silva Pinto, M.; De Carvalho, A. F.; Perrone, Í. T. FT-Raman and Chemometric Tools for Rapid Determination of Quality Parameters in Milk Powder: Classification of Samples for the Presence of Lactose and Fraud Detection by Addition of Maltodextrin. Food Chem. 2016, 196, 584–588. DOI: 10.1016/j.foodchem.2015.09.055.
   PubMed Web of Science ®Google Scholar
• Falandysz, J.; Saba, M.; Liu, H. G.; Li, T.; Wang, J. P.; Wiejak, A.; Zhang, J.; Wang, Y. Z.; Zhang, D. Mercury in Forest Mushrooms and Topsoil from the Yunnan Highlands and the Subalpine Region of the Minya Konka Summit in the Eastern Tibetan Plateau. Environ. Sci. Pollut. Res. 2016, 23(23), 23730–23741. DOI: 10.1007/s11356-016-7580-6.
   PubMed Web of Science ®Google Scholar
• Wiśniewska, P.; Boqué, R.; Borràs, E.; Busto, O.; Wardencki, W.; Namieśnik, J.; Dymerski, T. Authentication of Whisky Due to its Botanical Origin and Way of Production by Instrumental Analysis and Multivariate Classification Methods. Spectrochim. Acta Part A. 2017, 173, 849–853. DOI: 10.1016/j.saa.2016.10.042.
   PubMed Web of Science ®Google Scholar
• Wang, X. M.; Zhang, J.; Li, T.; Li, J. Q.; Wang, Y. Z.; Liu, H. G. ICP-AES Determination of Mineral Content in Boletus Tomentipes Collected from Different Sites of China. Spectrosc. Spectral Anal. 2015, 35(5), 1398–1403.
   Web of Science ®Google Scholar
• Li, Y.; Zhang, J.; Li, T.; Liu, H.; Wang, Y. A Comprehensive and Comparative Study of Wolfiporia Extensa Cultivation Regions by Fourier Transform Infrared Spectroscopy and Ultra-Fast Liquid Chromatography. PLOS One. 2016, 11(12), e0168998. DOI: 10.1371/journal.pone.0168998.
   PubMed Web of Science ®Google Scholar
• Buckley, K.; Ryder, A. G. Applications of Raman Spectroscopy in Biopharmaceutical Manufacturing: A Short Review. Appl. Spectrosc. 2017, 71(6), 1085–1116. DOI: 10.1177/0003702817703270.
   PubMed Web of Science ®Google Scholar
• Borràs, E.; Ferré, J.; Boqué, R.; Mestres, M.; Aceña, L.; Busto, O. Data Fusion Methodologies for Food and Beverage Authentication and Quality Assessment–A Review. Anal. Chim. Acta. 2015, 891, 1–14. DOI: 10.1016/j.aca.2015.04.042.
   PubMed Web of Science ®Google Scholar
• Dankowska, A. Data Fusion of Fluorescence and UV Spectroscopies Improves the Detection of Cocoa Butter Adulteration. Eur. J. Lipid Sci. Technol. 2017, 119, 1600268. DOI: 10.1002/ejlt.v119.8.
   Web of Science ®Google Scholar
• Pizarro, C.; Rodríguez-Tecedor, S.; Pérez-del-Notario, N.; Esteban-Díez, I.; González-Sáiz, J. M. Classification of Spanish Extra Virgin Olive Oils by Data Fusion of Visible Spectroscopic Fingerprints and Chemical Descriptors. Food Chem. 2013, 138(2), 915–922. DOI: 10.1016/j.foodchem.2012.11.087.
   PubMed Web of Science ®Google Scholar
• Wang, X.; Huang, J.; Fan, W.; Lu, H. Identification of Green Tea Varieties and Fast Quantification of Total Polyphenols by Near-Infrared Spectroscopy and Ultraviolet-Visible Spectroscopy with Chemometric Algorithms. Anal. Methods. 2015, 7(2), 787–792. DOI: 10.1039/C4AY02106A.
   Web of Science ®Google Scholar
• Wu, S. R.; Luo, X. L.; Liu, B.; Gui, M. Y. Analyse and Advise to Research and Development of Wild Edible Fungi. Food Sci. Technol. 2010, 35(4), 100–103.
   Google Scholar
• Roy, I. G. On Computing First and Second Order Derivative Spectra. J. Comput. Phys. 2015, 295, 307–321. DOI: 10.1016/j.jcp.2015.04.015.
   Web of Science ®Google Scholar
• Chen, H.; Song, Q.; Tang, G.; Feng, Q.; Lin, L. The Combined Optimization of Savitzky-Golay Smoothing and Multiplicative Scatter Correction for FT-NIR PLS Models. ISRN Spectrosc. 2013, 2013, 642190. DOI: 10.1155/2013/642190.
   Google Scholar
• Biancolillo, A.; Bucci, R.; Magrì, A. L.; Magrì, A. D.; Marini, F. Data-Fusion for Multiplatform Characterization of an Italian Craft Beer Aimed at its Authentication. Anal. Chim. Acta. 2014, 820, 23–31. DOI: 10.1016/j.aca.2014.02.024.
   PubMed Web of Science ®Google Scholar
• Vera, L.; Aceña, L.; Boqué, R.; Guasch, J.; Mestres, M.; Busto, O. Application of an Electronic Tongue Based on FT-MIR to Emulate the Gustative Mouthfeel “Tannin Amount” in Red Wines. Anal. Bioanal. Chem. 2010, 397(7), 3043–3049. DOI: 10.1007/s00216-010-3852-z.
   PubMed Web of Science ®Google Scholar
• Šamec, D.; Maretić, M.; Lugarić, I.; Mešić, A.; Salopek-Sondi, B.; Duralija, B. Assessment of the Differences in the Physical, Chemical and Phytochemical Properties of Four Strawberry Cultivars Using Principal Component Analysis. Food Chem. 2016, 194, 828–834. DOI: 10.1016/j.foodchem.2015.08.095.
   PubMed Web of Science ®Google Scholar
• Saptoro, A.; Tadé, M. O.; Vuthaluru, H. A Modified Kennard-Stone Algorithm for Optimal Division of Data for Developing Artificial Neural Network Models. Chem. Prod. Process Model. 2012, 7(1), 1–14. DOI: 10.1515/1934-2659.1645.
   Google Scholar
• Pouladzadeh, P.; Shirmohammadi, S.; Bakirov, A.; Bulut, A.; Yassine, A. Cloud-Based SVM for Food Categorization. Multimedia Tools Appl. 2015, 74(14), 5243–5260. DOI: 10.1007/s11042-014-2116-x.
   Web of Science ®Google Scholar
• Bougrini, M.; Tahri, K.; Haddi, Z.; Saidi, T.; El Bari, N.; Bouchikhi, B. Detection of Adulteration in Argan Oil by Using an Electronic Nose and a Voltammetric Electronic Tongue. J. Sens. 2014, 2014, 1–10. DOI: 10.1155/2014/245831.
   Web of Science ®Google Scholar
• Devos, O.; Downey, G.; Duponchel, L. Simultaneous Data Pre-Processing and SVM Classification Model Selection Based on a Parallel Genetic Algorithm Applied to Spectroscopic Data of Olive Oils. Food Chem. 2014, 148, 124–130. DOI: 10.1016/j.foodchem.2013.10.020.
   PubMed Web of Science ®Google Scholar
• Choong, Y. K.; Xu, C. H.; Lan, J.; Chen, X. D.; Jamal, J. A. Identification of Geographical Origin of Lignosus Samples using Fourier Transform Infrared and Two-Dimensional Infrared Correlation Spectroscopy. J. Mol. Struct. 2014, 1069, 188–195. DOI: 10.1016/j.molstruc.2014.04.001.
   Web of Science ®Google Scholar
• Zhu, Y.; Tan, A. T. L. Discrimination of Wild-Grown and Cultivated Ganoderma Lucidum by Fourier Transform Infrared Spectroscopy and Chemometric Methods. Am. J. Anal. Chem. 2015, 6(05), 480–491. DOI: 10.4236/ajac.2015.65047.
   Google Scholar
• O’Gorman, A.; Downey, G.; Gowen, A. A.; Barry-Ryan, C.; Frias, J. M. Use of Fourier Transform Infrared Spectroscopy and Chemometric Data Analysis to Evaluate Damage and Age in Mushrooms (Agaricus Bisporus) Grown in Ireland. J. Agric. Food Chem. 2010, 58(13), 7770–7776. DOI: 10.1021/jf101123a.
   PubMed Web of Science ®Google Scholar
• Gonzaga, M. L. C.; Ricardo, N. M.; Heatley, F.; Soares, S. D. A. Isolation and Characterization of Polysaccharides from Agaricus Blazei Murill. Carbohydr. Polym. 2005, 60(1), 43–49. DOI: 10.1016/j.carbpol.2004.11.022.
   Web of Science ®Google Scholar
• Anghileri, A.; Lantto, R.; Kruus, K.; Arosio, C.; Freddi, G. Tyrosinase-Catalyzed Grafting of Sericin Peptides onto Chitosan and Production of Protein–Polysaccharide Bioconjugates. J. Biotechnol. 2007, 127(3), 508–519. DOI: 10.1016/j.jbiotec.2006.07.021.
   PubMed Web of Science ®Google Scholar
• Kalač, P. Trace Element Contents in European Species of Wild Growing Edible Mushrooms: A Review for the Period 2000–2009. Food Chem. 2010, 122(1), 2–15. DOI: 10.1016/j.foodchem.2010.02.045.
   Web of Science ®Google Scholar
• Jarzyńska, G.; Chojnacka, A.; Dryżałowska, A.; Nnorom, I. C.; Falandysz, J. Concentrations and Bioconcentration Factors of Minerals in Yellow-Cracking Bolete (Xerocomus Subtomentosus) Mushroom Collected in Noteć Forest, Poland. J. Food Sci. 2012, 77(9), H202–H206. DOI: 10.1111/j.1750-3841.2012.02876.x.
   PubMed Web of Science ®Google Scholar
• Wang, X. M.; Zhang, J.; Li, T.; Li, J. Q.; Wang, Y. Z.; Liu, H. G. Variations in Element Levels Accumulated in Different Parts of Boletus Edulis Collected from Central Yunnan Province, China. J. Chem. 2015, 2015, 1–7. DOI: 10.1155/2015/372152.
   Web of Science ®Google Scholar
• Tüzen, M. Determination of Heavy Metals in Soil, Mushroom and Plant Samples by Atomic Absorption Spectrometry. Microchem. J. 2003, 74(3), 289–297. DOI: 10.1016/S0026-265X(03)00035-3.
   Web of Science ®Google Scholar
• Qureshi, N. A.; Suthar, V.; Magsi, H.; Sheikh, M. J.; Pathan, M.; Qureshi, B. Application of Principal Component Analysis (PCA) to Medical Data. Indian J. Sci. Technol. 2017, 10(20), 1–9. DOI: 10.17485/ijst/2017/v10i20/91294.
   Google Scholar
• Kaiser, H. F. The Application of Electronic Computers to Factor Analysis. Educ. Psychol. Meas. 1960, 20(1), 141–151.
   Web of Science ®Google Scholar
• Yao, S.; Li, T.; Liu, H. G.; Li, J. Q.; Wang, Y. Z. Geographic Characterization of Leccinum Rugosiceps by Ultraviolet and Infrared Spectral Fusion. Anal. Lett. 2017, 50(14), 2257–2269. DOI: 10.1080/00032719.2017.1279172.
   Web of Science ®Google Scholar