IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i10p4668-d1659442.html
   My bibliography  Save this article

Heavy Metal Contamination of Sediments in the Inaouène Watershed (Morocco): Indices, Statistical Methods, and Contributions to Sustainable Environmental Management

Author

Listed:
  • Marouane Laaraj

    (Laboratory of Geo-Resources and Environment, Faculty of Science and Technology, University of Sidi Mohammed Ben Abdellah, Route d’Imouzzer, P.O. Box 2202, Fez 30000, Morocco)

  • Yassine Ait Brahim

    (International Water Research Institute, University Mohammed VI Polytechnic, Benguerir 43150, Morocco)

  • Valerie Mesnage

    (Laboratory of Continental and Coastal Morphodynamic (M2C), University of Rouen-Normandy, Place Emile Blondel, 76281 Mont-Saint-Aignan, Cedex, France)

  • Fadwa Bensalem

    (Laboratory of Natural Resources and Environment (LRNE), Multidisciplinary Faculty, University of Sidi Mohammed Ben Abdellah, P.O. Box 1223, Taza 35000, Morocco)

  • Ikram Lahmidi

    (Laboratory of Intelligent System, Georesources and Renewable Energies, Faculty of Science and Technology, University of Sidi Mohammed Ben Abdellah, Route d’Imouzzer, P.O. Box 2202, Fez 30000, Morocco)

  • Mohammed Mouad Mliyeh

    (Laboratory of Geo-Resources and Environment, Faculty of Science and Technology, University of Sidi Mohammed Ben Abdellah, Route d’Imouzzer, P.O. Box 2202, Fez 30000, Morocco)

  • Hamid Fattasse

    (Laboratory of Space, History, Dynamics, and Sustainable Development, University of Sidi Mohammed Ben Abdellah, Route d’Imouzzer, P.O. Box 2202, Fez 30000, Morocco)

  • Khalid Arari

    (Department of Geography and Planning, Pluridisciplinaire Faculty, University Mohamed Premier, P.O. Box 300, Selouane, Nador 62700, Morocco)

  • Lahcen Benaabidate

    (Laboratory of Geo-Resources and Environment, Faculty of Science and Technology, University of Sidi Mohammed Ben Abdellah, Route d’Imouzzer, P.O. Box 2202, Fez 30000, Morocco)

Abstract

The Inaouène watershed (3600 km 2 ), part of the Sebou River’s upper valley in northern Morocco, faces urban, agricultural, and industrial discharges. This research investigates the environmental impact of heavy metal contamination in sediments and its implications for sustainable watershed management and long-term ecological protection. Sediment samples were collected from six sites along the river and the Idriss 1st dam. A combined approach of geochemical analyses and multivariate statistical methods (PCA, HCA) identified metal sources and grouped sites by contamination patterns. Additionally, pollution indices ( I geo , EF , PLI ) were used to assess contamination levels and infer potential sources. Results revealed variable metal concentrations: upstream (Ech1) showed high levels of chromium (133 mg/kg) and copper (32.5 mg/kg) linked to urban discharges and erosion, while downstream (Ech6) exhibited high barium (3245 mg/kg) and strontium (505 mg/kg) concentrations due to dam sedimentation. Pollution indices confirmed moderate to high contamination, particularly at Ech1 and Ech6. Multivariate analysis identified three main clusters influenced by both anthropogenic and geological factors. These findings underline the need for integrated sediment management, regular monitoring, and environmental protection strategies to preserve the watershed and the aquifer’s ecological balance.

Suggested Citation

  • Marouane Laaraj & Yassine Ait Brahim & Valerie Mesnage & Fadwa Bensalem & Ikram Lahmidi & Mohammed Mouad Mliyeh & Hamid Fattasse & Khalid Arari & Lahcen Benaabidate, 2025. "Heavy Metal Contamination of Sediments in the Inaouène Watershed (Morocco): Indices, Statistical Methods, and Contributions to Sustainable Environmental Management," Sustainability, MDPI, vol. 17(10), pages 1-28, May.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:10:p:4668-:d:1659442
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/10/4668/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/10/4668/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ahmed S. Abuzaid & Mohamed A. Abdel-Salam & Abeer F. Ahmad & Hala A. Fathy & Mohamed E. Fadl & Antonio Scopa, 2022. "Effect of Marginal-Quality Irrigation on Accumulation of some Heavy Metals (Mn, Pb, and Zn) in TypicTorripsamment Soils and Food Crops," Sustainability, MDPI, vol. 14(3), pages 1-16, January.
    2. Esakkimuthu Tharmar & Marykutty Abraham & Ramaiah Prakash & Akila Sundaram & Erick Saavedra Flores & Cristian Canales & Mohammad Ayaz Alam, 2022. "Hydrogeochemistry and Water Quality Assessment in the Thamirabarani River Stretch by Applying GIS and PCA Techniques," Sustainability, MDPI, vol. 14(24), pages 1-23, December.
    3. Małgorzata Wojtkowska & Jan Bogacki, 2022. "Assessment of Trace Metals Contamination, Species Distribution and Mobility in River Sediments Using EDTA Extraction," IJERPH, MDPI, vol. 19(12), pages 1-17, June.
    4. Junzhao Liu & Dong Zhang & Qiuju Tang & Hongbin Xu & Shanheng Huang & Dan Shang & Ruxue Liu, 2021. "Water quality assessment and source identification of the Shuangji River (China) using multivariate statistical methods," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-19, January.
    5. Marina Tumolo & Valeria Ancona & Domenico De Paola & Daniela Losacco & Claudia Campanale & Carmine Massarelli & Vito Felice Uricchio, 2020. "Chromium Pollution in European Water, Sources, Health Risk, and Remediation Strategies: An Overview," IJERPH, MDPI, vol. 17(15), pages 1-25, July.
    6. Imane El Bouazzaoui & Yassine Ait Brahim & El Mahdi El Khalki & Adam Najmi & Blaid Bougadir, 2022. "A Summary Analysis of Groundwater Vulnerability to Climate Variability and Anthropic Activities in the Haouz Region, Morocco," Sustainability, MDPI, vol. 14(22), pages 1-16, November.
    7. Pan, Dan & Chen, Huan, 2021. "Border pollution reduction in China: The role of livestock environmental regulations," China Economic Review, Elsevier, vol. 69(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Fan Shi & Dehong Jiang & Junrong Ji & Jinsheng Yan & Huxing Chen, 2022. "Effects of Alkali on Water Soluble Hexavalent Chromium in Ordinary Portland Cement," IJERPH, MDPI, vol. 19(8), pages 1-12, April.
    2. Sun, Yue & Tang, Can & Zhao, Zhong, 2024. "Does online education magnify educational inequalities? Evidence from the COVID-19 pandemic," China Economic Review, Elsevier, vol. 88(C).
    3. Xiaolin Yu & Kai Wan, 2025. "Can removing regional barriers reduce carbon emissions in border regions? Quasi-natural experiments from China," Economic Change and Restructuring, Springer, vol. 58(2), pages 1-29, April.
    4. Md Mamun & Kwang-Guk An, 2021. "Application of Multivariate Statistical Techniques and Water Quality Index for the Assessment of Water Quality and Apportionment of Pollution Sources in the Yeongsan River, South Korea," IJERPH, MDPI, vol. 18(16), pages 1-23, August.
    5. Qianrong Wu & Lanzhuang Xu & Xinwang Wu & Quantao Zhu, 2024. "Has Environmental Regulation Promoted the Spatial Agglomeration of Hog Production in Administrative Border Regions? Evidence from the Yangtze River Basin in China," Sustainability, MDPI, vol. 16(20), pages 1-21, October.
    6. Samara Soares & Joel Vasco & Paulo Scalize, 2023. "Water Quality Simulation in the Bois River, Goiás, Central Brazil," Sustainability, MDPI, vol. 15(4), pages 1-21, February.
    7. Angel Villabona-Ortíz & Candelaria Tejada-Tovar & Ángel Darío González-Delgado, 2023. "Statistical Modelling of Biosorptive Removal of Hexavalent Chromium Using Dry Raw Biomasses of Dioscorea rotundata , Elaeis guineensis , Manihot esculenta , Theobroma cacao and Zea mays," Sustainability, MDPI, vol. 15(12), pages 1-25, June.
    8. Qian Zhou & Meng Shi & Qi Huang & Tao Shi, 2021. "Do Double-Edged Swords Cut Both Ways? The Role of Technology Innovation and Resource Consumption in Environmental Regulation and Economic Performance," IJERPH, MDPI, vol. 18(24), pages 1-21, December.
    9. Namsrai Jargal & Ho-Seong Lee & Kwang-Guk An, 2021. "Long-Term Water Quality Patterns in an Estuarine Reservoir and the Functional Changes in Relations of Trophic State Variables Depending on the Construction of Serial Weirs in Upstream Reaches," IJERPH, MDPI, vol. 18(23), pages 1-17, November.
    10. Monica Laura Zlati & Lucian Puiu Georgescu & Catalina Iticescu & Romeo Victor Ionescu & Valentin Marian Antohi, 2022. "New Approach to Modelling the Impact of Heavy Metals on the European Union’s Water Resources," IJERPH, MDPI, vol. 20(1), pages 1-24, December.
    11. Abdelfattah Amari & Heba Saed Kariem Alawameleh & Mubeen Isam & Mohammed Abdul Jaleel Maktoof & Haitham Osman & Balamurugan Panneerselvam & Maciej Thomas, 2023. "Thermodynamic Investigation and Study of Kinetics and Mass Transfer Mechanisms of Oily Wastewater Adsorption on UIO-66–MnFe 2 O 4 as a Metal–Organic Framework (MOF)," Sustainability, MDPI, vol. 15(3), pages 1-21, January.
    12. Shu Guo & ZhongXiang Zhang, 2021. "Can the diligent governance increase subjective wellbeing? New evidence from environmental regulations in China," Working Papers 2021.31, Fondazione Eni Enrico Mattei.
    13. Marcela Mariel Maldonado-Villegas & Paulina Beatriz Gutiérrez-Martínez & Blanca Catalina Ramírez-Hernández & Javier Eugenio García de Alba Verduzco & Amayaly Becerril-Espinosa & Héctor Ocampo-Álvarez , 2025. "Chromium Contamination in Chayote ( Sechium edule (Jacq.) Sw.): Health Risk Assessment, Producer Perceptions, and Sustainability Perspectives," Sustainability, MDPI, vol. 17(7), pages 1-17, April.
    14. Caroline Orset, 2024. "Air, land, and water pollutants and public health expenditures: Empirical data from selected EU countries in the transport sector [Polluants atmosphériques, terrestres et aquatiques et dépenses de ," Post-Print hal-04521160, HAL.
    15. Lou Chao, 2024. "Green Finance, Environmental Regulations, and Green Technologies in China: Implications for Achieving Green Economic Recovery," Economics - The Open-Access, Open-Assessment Journal, De Gruyter, vol. 18(1), pages 1-14.
    16. Gita Sultanbayeva & Raushan Kaiynbayeva & Raissa Chernyakova & Hamdi Temel & Umirzak Jussipbekov & Khaidar Tassibekov, 2025. "Sustainable Chromium Remediation: Sorption of Chromium from Leaching Solutions of Refined," Sustainability, MDPI, vol. 17(6), pages 1-14, March.
    17. Zahra Kayhomayoon & Sami Ghordoyee Milan & Naser Arya Azar & Pete Bettinger & Faezeh Babaian & Abolfazl Jaafari, 2022. "A Simulation-Optimization Modeling Approach for Conjunctive Water Use Management in a Semi-Arid Region of Iran," Sustainability, MDPI, vol. 14(5), pages 1-20, February.
    18. Fahad Mushtaq & Habibur Rehman & Umair Ali & Muhammad Salman Babar & Mohammad Saleh Al-Suwaiyan & Zaher Mundher Yaseen, 2023. "An Investigation of Recharging Groundwater Levels through River Ponding: New Strategy for Water Management in Sutlej River," Sustainability, MDPI, vol. 15(2), pages 1-18, January.
    19. Minh-Tai Le & Nhat-Luong Nhieu, 2022. "A Novel Multi-Criteria Assessment Approach for Post-COVID-19 Production Strategies in Vietnam Manufacturing Industry: OPA–Fuzzy EDAS Model," Sustainability, MDPI, vol. 14(8), pages 1-25, April.
    20. Muhammad Umar Hayyat & Rab Nawaz & Ali Irfan & Sami A. Al-Hussain & Mehlil Aziz & Zafar Siddiq & Sajjad Ahmad & Magdi E. A. Zaki, 2023. "Evaluating the Phytoremediation Potential of Eichhornia crassipes for the Removal of Cr and Li from Synthetic Polluted Water," IJERPH, MDPI, vol. 20(4), pages 1-17, February.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:17:y:2025:i:10:p:4668-:d:1659442. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.