Araştırma Makalesi

PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye

Cilt: 15 Sayı: 2 28 Aralık 2023
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PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye

Öz

Heavy metals are of great importance in terms of environmental pollution. Environmental pollution affects not only humans but also plants and animals. Living organisms with varying sensitivity to various pollutants can be used to assess environmental pollution. Honey bees have been used as bioindicators for this purpose because they operate in very large areas in their region. The aim of this study is to investigate heavy metal pollution in honey bees and bee products in 4 different urban regions of Konya using principal component analysis (PCA) and linear discriminant analysis. In this study, when the heavy metal contents of honey bees, bee pollen, and honey samples are compared, it is seen that bees are exposed to more heavy metal contamination. Honey bees don`t reflect these amounts in the honey, and the heavy metal content in honey remains in much smaller amounts. When principal component analysis (PCA) is applied to these samples, the heavy metal variation of bees and bee pollen can be explained by three components, while the variation of the heavy metal contents of honey can be explained by four components. Linear discriminant analysis was performed to distinguish the geographic locations of the samples. According to the results of the LDA analysis for heavy metal content, the bees can be assigned to 80% and the pollen and honey to 100% of their correct geographical origin.

Anahtar Kelimeler

Destekleyen Kurum

Selçuk University provided funding for this project (Project Number: BAP-18101008).

Proje Numarası

Project Number: BAP-18101008

Etik Beyan

Not applicable.

Kaynakça

  1. Adgaba, N., Al-Ghamdi, A. A., Getachew, A., Tadesse, Y., Belay, A., Ansari, M. J., Radloff, S. E., & Sharma, D. (2017). Characterization of honeys by their botanical and geographical origins based on physico-chemical properties and chemo-metrics analysis. Journal of Food Measurement and Characterization, 11, 1106-1117.
  2. Ahmida, N. H., Elagori, M., Agha, A., Elwerfali, S., & Ahmida, M. H. (2012). Physicochemical, heavy metals and phenolic compounds analysis of Libyan honey samples collected from Benghazi during 2009-2010. Food and Nutrition Sciences, 4(1), 33-40. https://doi.org/https://doi.org/10.4236/fns.2013.4100 6
  3. Al Naggar, Y., Khalil, M. S., & Ghorab, M. A. (2018). Environmental pollution by heavy metals in the aquatic ecosystems of Egypt. Open Access Journal of Toxicology, 3, 555603.
  4. Alimentarius, C. (2015). General standard for contaminants and toxins in food and feed (Codex STAN 193-1995). In International Food Standards (Vol. 193).
  5. Ares, A. M., Martín, M. T., Tapia, J. A., González-Porto, A. V., Higes, M., Martín-Hernández, R., & Bernal, J. (2022a). Differentiation of bee pollen samples according to the betaines and other quaternary ammonium related compounds content by using a canonical discriminant analysis. Food Research International, 160, 111698.
  6. Ares, A. M., Redondo, M., Tapia, J., González-Porto, A. V., Higes, M., Martín-Hernández, R., & Bernal, J. (2020). Differentiation of bee pollen samples according to their intact-glucosinolate content using canonical discriminant analysis. Lwt, 129, 109559.
  7. Ares, A. M., Tapia, J. A., González-Porto, A. V., Higes, M., Martín-Hernández, R., & Bernal, J. (2022b). Glucosinolates as markers of the origin and harvesting period for discrimination of bee pollen by UPLC-MS/MS. Foods, 11(10), 1446.
  8. Bassbasi, M., De Luca, M., Ioele, G., Oussama, A., & Ragno, G. (2014). Prediction of the geographical origin of butters by partial least square discriminant analysis (PLS-DA) applied to infrared spectroscopy (FTIR) data. Journal of Food Composition and Analysis, 33(2), 210-215.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Gıda Bilimleri (Diğer)

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

28 Aralık 2023

Gönderilme Tarihi

30 Ağustos 2023

Kabul Tarihi

7 Kasım 2023

Yayımlandığı Sayı

Yıl 2023 Cilt: 15 Sayı: 2

Kaynak Göster

APA
İlhan, F., Bayır, H., & Aygün, A. (2023). PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye. Bee Studies, 15(2), 49-59. https://izlik.org/JA75DF27JF
AMA
1.İlhan F, Bayır H, Aygün A. PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye. Bee Studies. 2023;15(2):49-59. https://izlik.org/JA75DF27JF
Chicago
İlhan, Fatma, Hüseyin Bayır, ve Ali Aygün. 2023. “PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye”. Bee Studies 15 (2): 49-59. https://izlik.org/JA75DF27JF.
EndNote
İlhan F, Bayır H, Aygün A (01 Aralık 2023) PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye. Bee Studies 15 2 49–59.
IEEE
[1]F. İlhan, H. Bayır, ve A. Aygün, “PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye”, Bee Studies, c. 15, sy 2, ss. 49–59, Ara. 2023, [çevrimiçi]. Erişim adresi: https://izlik.org/JA75DF27JF
ISNAD
İlhan, Fatma - Bayır, Hüseyin - Aygün, Ali. “PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye”. Bee Studies 15/2 (01 Aralık 2023): 49-59. https://izlik.org/JA75DF27JF.
JAMA
1.İlhan F, Bayır H, Aygün A. PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye. Bee Studies. 2023;15:49–59.
MLA
İlhan, Fatma, vd. “PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye”. Bee Studies, c. 15, sy 2, Aralık 2023, ss. 49-59, https://izlik.org/JA75DF27JF.
Vancouver
1.Fatma İlhan, Hüseyin Bayır, Ali Aygün. PCA and LDA Assessment of the Heavy Metal Contamination in Honey Bees, Bee Pollen and Honey Produced in Urban Areas of Türkiye. Bee Studies [Internet]. 01 Aralık 2023;15(2):49-5. Erişim adresi: https://izlik.org/JA75DF27JF