Analysis of the Contents of Trace Elements by Inductively Coupled Plasma Atomic Emission Spectroscopy Combined with Chemometric Methods

Document Type : Research Article

Authors

1 Laboratory of Materials Engineering for the Environment & Natural Resources, FST Errachidia, University Moulay Ismail of Meknes, BP 509 Boutalamine, Errachidia, MOROCCO

2 Laboratory of Physical Chemistry & Biotechnology of Biomolecules and Materials, Faculty of Sciences and Techniques of Mohammedia (FSTM), MOROCCO

3 Laboratory of Water and Environment, Department of Chemistry, Faculty of Sciences University Chouaïb Doukkali, PO. Box 20, El Jadida 24000, MOROCCO

4 Laboratory of Materials, Membranes and Environment, Faculty of Sciences and Technologies, University Hassan II of Casablanca, P.O. Box 146, Mohammedia 20650, MOROCCO

5 Department of Analytical Chemistry, Research Building, University of Valencia, 50th Dr. Moliner St., E-46100 Burjassot, Valencia, SPAIN

Abstract

This study examines the use of inductively coupled plasma atomic emission spectroscopy (ICP-AES) combined with chemometric methods in order to determine the trace elements such as Al, Ba, Ca, Cr, Cu, Fe, K, Mg, Mn, Ni, Na, Pb, Sr, Ti and Zn in Kohl samples. The method showed that Kohl exhibited a high lead concentration, indicating that the preparation of Kohl samples is lead sulfide instead of antimony sulfide. Multivariate statistical methods are used to improve our studies. The coefficients calculated for samples exhibited a positive correlation between the trace elements, Sr, Mn, Pb, Na, Fe, Cu, Ti, and Ba indicating a similar behavior of the elements. Also, a negative correlation among Cr, Ca, Ni, K, and Mg was shown. So, no correlation was shown by Zn and Al. In the same way, the principal component analysis shows three groups. The method developed has been successfully applied to the analysis of Kohl samples in order to give the behavior and relationships between variables.

Keywords

Main Subjects


[1] Navarro-Tapia E., Serra-Delgado M., Fernández-López L., Meseguer-Gilabert M., Falcón M., Sebastiani G., Sailer S., Garcia-Algar O., Andreu-Fernández V., Toxic Elements in Traditional Kohl-Based Eye Cosmetics in Spanish and German Markets, International Journal of Environmental Research and Public Health, 18 (11): 1–16 (2021).
[2] Amry M. A., Al-Saikhan F., Ayoubi A., Toxic Effect of Cadmium Found in Eyeliner to the Eye of a 21 Year Old Saudi Woman: A Case Report, Saudi Pharmaceutical Journal, 19 (4): 269–272 (2011).
[3] Aguini S., Mansouri E.H., Azzouz M., Abtroun R., Alamir B., Reggabi M., Khôl: Source Dg Exposition Au Plomb - Détermination Du Taux de Plomb Dans 45 Échantillons Par SAAE, Toxicologie Analytique et Clinique, 27 (2): 59–65 (2015).
[4] Gondal M.A., Dastageer M.A., Al-Adel F.F., Naqvi A.A., Habibullah Y.B., Detection of Highly Toxic Elements (Lead and Chromium) in Commercially Available Eyeliner (Kohl) Using Laser Induced Break down Spectroscopy, Optics and Laser Technology, 75: 99–104 (2015).
[5] Jamali S., Khoso M.A., Zaman M.H., Jamil Y., Bhutto W.A., Abbas A., Mari R.H., Kalhoro M.S., Shaikh N.M., Elemental Analysis of Kohl Using Laser Ablation and Atomic Absorption Spectroscopy (AAS) Techniques, Physica B: Condensed Matter, 620: 413278 (2021).
[6] Massadeh A.M., El-khateeb M.Y., Ibrahim S.M., Evaluation of Cd, Cr, Cu, Ni, and Pb in Selected Cosmetic Products from Jordanian, Sudanese, and Syrian Markets, Public Health, 149: 130–137 (2017).
[7] Ullah P.H., Mahmood Z.A., Sualeh M., Zoha S.M.S., Studies on the Chemical Composition of Kohl Stone by X-Ray Diffractometer, Pakistan Journal of Pharmaceutical Sciences, 23 (1): 48–52 (2010).
[8] Haider A.F.M.Y., Lubna R.S., Abedin K.M., Elemental Analyses and Determination of Lead Content in Kohl (Stone) by Laser-Induced Breakdown Spectroscopy, Applied Spectroscopy, 66 (4): 420–425 (2012).
[9] Filella M., Martignier A., Turner A., Kohl Containing Lead (and Other Toxic Elements) Is Widely Available in Europe, Environmental Research, 187: 109658 (2020).
[10] Daar E., Alsubaie A., Almugren K.S., Barnes S., Alanazi A., Alyahyawi A., Alomairy S., Al-Sulaiti H., Bradley D.A., X-Ray Fluorescence Analysis of Pb, Fe, and Zn in Kohl, Results in Physics, 7: 3590–3595 (2017).
[11] Riesmeier M., Keute J., Veall M.A., Borschneck D., Stevenson A., Garnett A., Williams A., Ragan M., Devièse T., Recipes of Ancient Egyptian Kohls More Diverse than Previously Thought, Scientific Reports, 12 (1): 1–11 (2022).
[12] Bassal N., Mahmoud H., Fayez-Hassan M., Elemental Composition Study of Kohl Samples, Arab Journal
of Nuclear Sciences and Applications
, 46 (3): 133–140 (2013).
[13] Gulnaziya I., Nicholas Y.J., Mohammad A.A., Farihahusnah H., Mohamed K.A., Removal of Zinc from Wastewater through the Reduction Potential Determination and Electrodeposition Using Adsorption-Desorption Solutions, Iranian Journal of Chemistry and Chemical Engineering (IJCCE), 39 (6): 121–130 (2020).
[14] Shojaei Z., Iravani E., Moosavian M.A., Torab Mostaedi M., Lead Adsorption onto Surface Modified Nano Titania: Kinetic and Thermodynamic Studies, Iranian Journal of Chemistry and Chemical Engineering (IJCCE), 39 (6): 105–119 (2020).
[15] Hassan M.M., Ahmad W., Zareef M., Rong Y., Xu Y., Jiao T., He P., Li H., Chen Q., Rapid Detection of Mercury in Food via Rhodamine 6G Signal Using Surface-Enhanced Raman Scattering Coupled Multivariate Calibration, Food Chemistry, 358: (2021).
[16] Varga T., Sajtos Z., Gajdos Z., Jull A.J.T., Molnár M., Baranyai E., Honey as an Indicator of Long-Term Environmental Changes: MP-AES Analysis Coupled with 14C-Based Age Determination of Hungarian Honey Samples, Science of the Total Environment, 736: (2020).
[17] Song O.Y., Islam M.A., Son J.H., Jeong J.Y., Kim H.E., Yeon L.S., Khan N., Jamila N., Kim K.S., Elemental Composition of Pork Meat from Conventional and Animal Welfare Farms by Inductively Coupled Plasma-Optical Emission Spectrometry (ICP-OES) and ICP-Mass Spectrometry (ICP-MS) and Their Authentication via Multivariate Chemometric Analysis, Meat Science, 172: 108344 (2021).
[18] Pérez-Rodríguez M., Dirchwolf P.M., Rodríguez-Negrín Z., Pellerano R.G., Assessing Mineral Profiles for Rice Flour Fraud Detection by Principal Component Analysis Based Data Fusion, Food Chemistry, 339: 128125 (2021).
[19] Fernandes Serra Moura H., de Souza Dias F., Beatriz Souza e Souza L., Magalhães B.E.A. de, de Aragão Tannus C., Correia de Carvalho W., Cardoso Brandão G., dos Santos W.N.L., Graças Andrade Korn M., Cristina Muniz Batista dos Santos D., Vieira Lopes M., de Andrade Santana D., de Freitas Santos Júnior A., Evaluation of Multielement/Proximate Composition and Bioactive Phenolics Contents of Unconventional Edible Plants from Brazil Using Multivariate Analysis Techniques, Elsevier Ltd, 363.
[20] Angrish A., Kumar R., Chauhan R., Sharma V., On the IR Spectroscopy and Chemometric Based Rapid and Non-Destructive Method for the Investigation of Sunscreen Stains: Application in Forensic Science, Spectrochimica Acta - Part A: Molecular and Biomolecular Spectroscopy, 242: 118708 (2020).
[21] Lawley C.J.M., Somers A.M., Kjarsgaard B.A., Rapid Geochemical Imaging of Rocks and Minerals with Handheld Laser Induced Breakdown Spectroscopy (LIBS), Journal of Geochemical Exploration, 222: 106694 (2021).
[22] Aslam S.N., Huber C., Asimakopoulos A.G., Steinnes E., Mikkelsen Ø., Trace Elements and Polychlorinated Biphenyls (PCBs) in Terrestrial Compartments of Svalbard, Norwegian Arctic, Science of the Total Environment, 685: 1127–1138 (2019).
[23] Wang T., He M., Shen T., Liu F., He Y., Liu X., Qiu Z., Multi-Element Analysis of Heavy Metal Content in Soils Using Laser-Induced Breakdown Spectroscopy: A Case Study in Eastern China, Spectrochimica Acta - Part B Atomic Spectroscopy, 149: 300–312 (2018).
[24] Sharma V., Bhardwaj S., Kumar R., On the Spectroscopic Investigation of Kohl Stains via ATR-FTIR and Multivariate Analysis: Application in Forensic Trace Evidence, Vibrational Spectroscopy, 101: 81–91 (2019).
[25] Arora T., Verma R., Kumar R., Chauhan R., Kumar B., Sharma V., Chemometrics Based ATR-FTIR Spectroscopy Method for Rapid and Non-Destructive Discrimination between Eyeliner and Mascara Traces, Microchemical Journal, 164: 106080 (2021).
[26] Asri M.N.M., Verma R., Ibrahim M.H., Sharma V., Nor N.A.M., Rapid Non-Destructive Techniques to Identify the Traces of Kajal Using Chemometrics; A Comparison of ATR-FTIR and Raman Spectroscopy, Microchemical Journal, 169: 106556 (2021).
[27] Sharma S., Chophi R., Kumar R., Sharma V., Singh R., Differentiation of Locally Manufactured Kajal by Attenuated Total Reflectance Fourier Transform Infrared Spectroscopy Supported by Chemometric Analysis, Forensic Science International, 303: 109930 (2019).