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New insights into the typification of Hellenic monofloral honeys using selected physico-chemical and bio-chemical indicators coupled with z score analysis and chemometric models

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Abstract

The effects of iron and copper on the total in vitro anti-oxidant activity of Hellenic monofloral honeys (citrus, fir, pine, and thyme) under the presence of phytochemicals were presented for the first time in the literature. Authenticity issues were also investigated using supervised statistical techniques on the data set measured which consisted of effective acidity (pH), color intensity (brown pigments), in vitro anti-oxidant activity, total phytochemical content, copper (Cu), and iron (Fe) contents. Results showed that in vitro anti-oxidant activity was positively correlated (p < 0.05) with total phytochemical, copper, and iron contents, along with color intensity and pH in relation to honey botanical origin. Therefore, new terms as those of “total anti-oxidant activity’’ and “total phytochemical content’’ may be proposed to describe the antioxidant activity developed under the presence of phytochemicals and catalytic minerals such as Cu and Fe. Chemometric techniques such as multivariate analysis of variance, linear discriminant analysis, k-nearest neighbors and bootstrap analyses in combination with z score test confirmed the above theory, contributing thus, to an added value of Hellenic monofloral honey in the food chain.

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References

  1. Mandal MD, Mandal S (2011) Honey: its medicinal property and antibacterial activity. Asian Pac J Trop Biomed 1(2):154–160

    Article  PubMed  PubMed Central  Google Scholar 

  2. Escuredo O, Fernández-González M, Rodríguez-Flores MS, Seijo-Rodríguez A, Seijo-Coello MC (2013) Influence of the botanical origin of honey from North Western Spain in some antioxidant components. J Apic Sci 57(1):5–14

    CAS  Google Scholar 

  3. Fauzi NA, Farid MM (2014) High-pressure processing of Manuka honey: brown pigment formation, improvement of antibacterial activity and hydroxymethylfurfural content. Int J Food Sci Technol 50(1):178–185

    Article  Google Scholar 

  4. Antony SM, Han IY, Rieck JR, Dawson PL (2000) Antioxidative effect of Maillard reaction products formed from honey at different reaction times. J Agric Food Chem 48(9):3985–3989

    Article  CAS  PubMed  Google Scholar 

  5. Gheldof N, Wang XH, Engeseth NJ (2002) Identification and quantification of antioxidant components of honeys from various floral sources. J Agric Food Chem 50:5870–5877

    Article  CAS  PubMed  Google Scholar 

  6. Pita-Calvo C, Vázquez M (2017) Differences between honeydew and blossom honeys: a review. Trends Food Sci Technol 59:79–87

    Article  CAS  Google Scholar 

  7. Can Z, Yildiz O, Sahin H, Turumtay SS, Kolayli S (2015) An investigation of Turkish honeys: their physico-chemical properties, antioxidant capacities and phenolic profile. Food Chem 180:133–141

    Article  CAS  PubMed  Google Scholar 

  8. Karabagias IK, Dimitriou E, Kontakos S, Kontominas MG (2016) Phenolic profile, colour intensity, and radical scavenging activity of Greek unifloral honeys. Eur Food Res Technol 242(8):1201–1210

    Article  CAS  Google Scholar 

  9. Von der Ohe W, Persano Oddo L, Piana ML, Morlot M, Martin P (2004) Harmonized methods of melissopalynology. Apidologie 35:18–25

    Article  Google Scholar 

  10. Persano Oddo L, Piro R (2004) Main European unifloral honeys: descriptive sheets. Apidologie 35:S38–S81

    Article  Google Scholar 

  11. Persano Oddo L, Bogdanov S (2004) Determination of honey botanical origin: problems and issues. Apidologie 35:S2–S3

    Article  Google Scholar 

  12. Ciappini M, Vitelleschi M, Calviño A (2016) Chemometrics classification of Argentine clover and eucalyptus honeys according to palynological, physicochemical, and sensory properties. Int J Food Prop 19(1):111–112

    Article  CAS  Google Scholar 

  13. Mannas D, Altuğ T (2007) SPME/GC/MS and sensory flavour profile analysis for estimation of authenticity of thyme honey. Int J Food Sci Technol 42:133–138

    Article  CAS  Google Scholar 

  14. Karabagias IK, Louppis PA, Karabournioti S, Kontakos S, Papastephanou C, Kontominas MG (2017) Characterization and geographical discrimination of commercial Citrus spp. honeys produced in different Mediterranean countries based on minerals, volatile compounds and physicochemical parameters, using chemometrics. Food Chem 217:445–455

    Article  CAS  PubMed  Google Scholar 

  15. Kropf U, Golob T, Nečemer M, Kump P, Korošec M, Bertoncelj J, Ogrinc N (2010) Carbon and nitrogen natural stable isotopes in Slovene Honey: adulteration and botanical and geographical aspects. J Agric Food Chem 58:12794–12803

    Article  CAS  PubMed  Google Scholar 

  16. Nayik GA, Nanda V (2016) A chemometric approach to evaluate the phenolic compounds, antioxidant activity and mineral content of different unifloral honey types from Kashmir, India. LWT Food Sci Technol 74:504–513

    Article  CAS  Google Scholar 

  17. Oroian M, Sorina R (2017) Honey authentication based on physicochemical parameters and phenolic compounds. Comput Electron Agric 138:148–156

    Article  Google Scholar 

  18. Batista BL, da Silva LRS, Rocha BA, Rodrigues JL, Berretta-Silva AA, Bonates TO, Gomes VSD, Barbosa RM, Barbosa F (2012) Multi-element determination in Brazilian honey samples by inductively coupled plasma mass spectrometry and estimation of geographic origin with data mining techniques. Food Res Int 49:209–215

    Article  CAS  Google Scholar 

  19. Czipa N, Andrási D, Kovács B (2015) Determination of essential and toxic elements in Hungarian honeys. Food Chem 175:536–542

    Article  CAS  PubMed  Google Scholar 

  20. Karabagias IK, Louppis PA, Kontakos S, Papastephanou C, Kontominas MG (2017) Characterization and geographical discrimination of Greek pine and thyme honeys based on their mineral content, using chemometrics. Eur Food Res Technol 243(1):101–113

    Article  CAS  Google Scholar 

  21. Louppis AP, Karabagias IK, Kontakos S, Kontominas MG, Papastephanou C (2017) Botanical discrimination of Greek unifloral honeys based on mineral content in combination with physicochemical parameter analysis, using a validated chemometric approach. Microchem J 135:180–189

    Article  CAS  Google Scholar 

  22. Patrignani M, Bernardelli C, Conforti PA, Malacalza NH, Yamul DK, Donati E, Lupano CE (2015) Geographical discrimination of honeys through antioxidant capacity, mineral content and colour. Int J Food Sci Technol 50:2598–2605

    Article  CAS  Google Scholar 

  23. Karabagias IK, Louppis AP, Badeka A, Papastephanou C, Kontominas MG (2019) Nutritional aspects and botanical origin recognition of Mediterranean honeys based on the “mineral imprint’’ with the application of supervised and non-supervised statistical techniques. Eur Food Res Technol 245(9):1939–1949

    Article  CAS  Google Scholar 

  24. Spilioti E, Jaakkola M, Tolonen T, Lipponen M, Virtanen V, Chinou I, Kassi E, Karabournioti S, Moutsatsou P (2014) Phenolic acid composition, antiatherogenic and anticancer potential of honeys derived from various regions in Greece. PLoS ONE 9(4):e94860

    Article  PubMed  PubMed Central  Google Scholar 

  25. Ribeiro ROR, Mársico ET, Carneiro CS, Monteiro MLG, Conte Júnior C, Oliveira de Jesus EF (2014) Detection of honey adulteration of high fructose corn syrup by Low Field Nuclear Magnetic Resonance (LH 1H NMR). J Food Eng 135:39–43

    Article  CAS  Google Scholar 

  26. Spiteri M, Jamin E, Thomas F, Rebours A, Lees M, Rogers KM, Rutledge DN (2015) Fast and global authenticity screening of honey using 1H-NMR profiling. Food Chem 189:60–66

    Article  CAS  PubMed  Google Scholar 

  27. Nousias P, Karabagias IK, Kontakos S, Riganakos KA (2017) Characterization and differentiation of Greek commercial thyme honeys according to geographical origin based on quality and some bioactivity parameters using chemometrics. J Food Process Preserv 41(4):e13061

    Article  Google Scholar 

  28. Zielinski AAF, Haminium CWI, Nunes CA, Schnitzler E, van Ruth SM, Granato D (2014) Chemical composition, sensory properties, provenance, and bioactivity of fruit juices as assessed by chemometrics: a critical review and guideline. Compr Rev Food Sci Food Saf 13:300–316

    Article  PubMed  Google Scholar 

  29. González-Miret ML, Terrab A, Hernanz D, Fernández-Recamales MA, Heredia FJ (2005) Multivariate correlation between color and mineral composition of honeys and by their botanical origin. J Agric Food Chem 53:2574–2580

    Article  PubMed  Google Scholar 

  30. Vest KE, Hashemi HF, Cobine PA (2013) The copper metallome in eukaryotic cells. Metallomics and the cell. Met Ions Life Sci 12:451–478

    Article  PubMed  Google Scholar 

  31. Micronutrient Information Center (MIC), Linus Pauling Institute, Oregon State University, Corvallis, Oregon. April 2016. Retrieved 6 March 2018.

  32. Prior RL, Wu X, Schaich K (2005) Standardized methods for the determination of antioxidant capacity and phenolics in foods and dietary supplements. J Agric Food Chem 53:4290–4302

    Article  CAS  PubMed  Google Scholar 

  33. Prakash A, Rigelhof F, Miller E (2001) Antioxidant activity. Medallion Laboratories Analytical Progress, 19(2):1–6

  34. Karabagias IK, Karabagias VK, Badeka AV (2020) Possible complementary packaging label in honey based on the correlations of antioxidant activity, total phenolic content, and effective acidity, in light of the F.O.P index using mathematical modelling. Eur Food Res Technol 246:1307–1316

    Article  CAS  Google Scholar 

  35. IHC (1997). Harmonized methods of the International Honey Commission IHC responsible for the methods: Stefan, Bogdanov. Swiss Bee Research Centre FAM, Liebefeld, CH-3003 Bern, Switzerland

  36. Santos-Sánchez NF, Salas-Coronado R, Villanueva-Cañongo C, Hernández-Carlos B (2019) Antioxidant compounds and their antioxidant mechanism. IntechOpen. https://doi.org/10.5772/intechopen.85270

    Article  Google Scholar 

  37. Miller JN, Miller JC (2010) Statistics and chemometrics for analytical chemistry, 6th edition, Pearson Education Limited, Edinburgh Gate, Harlow, Essex CM20 2JE, England

  38. Botev Z, Ridder A (2017) Variance reduction. Wiley StatsRef Stat. https://doi.org/10.1002/9781118445112.stat07975.ISBN9781118445112

    Article  Google Scholar 

  39. Khalafi R, Goli SAH, Behjatian M (2016) Characterization and classification of several monofloral Iranian honeys based on physicochemical properties and antioxidant activity. Int J Food Prop 19(5):1065–1079

    Article  CAS  Google Scholar 

  40. Vela L, de Lorenzo C, Pérez RA (2007) Antioxidant capacity of Spanish honeys and its correlation with polyphenol content and other physicochemical properties. J Sci Food Agric 87:1069–1075

    Article  CAS  Google Scholar 

  41. European Food Safety Authority (EFSA) (2017) Overview on dietary reference values for the EU population as derived by the EFSA panel on dietetic products, nutrition and allergies

  42. European Food Safety Authority (EFSA) (2006) Tolerable upper intake levels for vitamins and minerals’’. Scientific Committee on Food Scientific Panel on Dietetic Products, Nutrition and Allergies

  43. Baltrušaitytė V, Venskutonis PR, Čeksterytė V (2007) Radical scavenging activity of different floral origin honey and beebread phenolic extracts. Food Chem 101:502–514

    Article  Google Scholar 

  44. Karabagias IK (2019) A mechanistic bio-functional action of Hellenic authentic honeys. LAP Lambert Academic Publishing, Riga

    Google Scholar 

Download references

Acknowledgements

The authors are grateful to Attiki Bee Culturing Co.-Alex. Pittas S.A., 9 Protomagias Street, 14568, Kryoneri, Athens, Greece for the donation of honey samples. The technical assistance of Dr. Artemis Louppis is greatly acknowledged.

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Correspondence to Ioannis K. Karabagias.

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Karabagias, I.K., Karabagias, V.K., Papastephanou, C. et al. New insights into the typification of Hellenic monofloral honeys using selected physico-chemical and bio-chemical indicators coupled with z score analysis and chemometric models. Eur Food Res Technol 247, 169–182 (2021). https://doi.org/10.1007/s00217-020-03615-8

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