Water Science and Technology; Aquatic Science; Geography, Planning and Development; Biochemistry
Abstract :
[en] North Tunisia’s Joumine reservoir provides water for drinking and agriculture irrigation purposes. Therefore, its water quality is crucial, especially with the recurrence of dry years in a global climate change context. This study aims to evaluate its environmental parameters, phytoplankton community structure, and trophic status. The data were newly analyzed using multivariate statistical methods and redundancy analysis (RDA) with the Trophic State Index (TSI) and Trophic State Index deviation (TSID). Monthly sampling occurred from May 2021 to June 2022 at eight stations. Water samples were collected to assess physical-chemical parameters and Chlorophyll-a, as well as to identify phytoplankton species. Three seasonal clusters of summer, autumn, and spring were identified. Water nutrient variations primarily resulted from point and non-point source contamination, along with natural processes. Carlson’s Trophic State Index (CTSI) indicates a eutrophic status for the Joumine reservoir. TSID indicated there was no algal turbidity in the reservoir. The study identified 25 phytoplankton taxa, with Chlorophyceae exhibiting high densities and diversities. RDA revealed that NO3−, NH4+, DO, pH, water flow, and water temperature were the most important environmental factors controlling phytoplankton structure in the Joumine reservoir. The outcomes of this study may provide helpful information to improve the management of the Joumine reservoir.
Disciplines :
Environmental sciences & ecology
Author, co-author :
Madyouni, Haifa ; Université de Liège - ULiège > Freshwater and OCeanic science Unit of reSearch (FOCUS) ; LR 7AGR01 GREEN-TEAM, National Agronomic Institute of Tunisia, Carthage University, 43 Avenue Charles Nicolle, Tunis 1082, Tunisia
Almanza, Viviana ; Université de Liège - ULiège > Département des sciences de la vie > Physiologie et génétique bactériennes ; Centre of Environmental Sciences EULA—Chile, University of Concepción, Barrió Universitario s/n, Concepción 4070112, Chile
Benabdallah, Sihem ; Georessources Laboratory, Center for Water Research and Technologies, CERTE, P.O. Box 273, Soliman 8020, Tunisia
Joaquim-Justo, Célia ; Université de Liège - ULiège > Département de Biologie, Ecologie et Evolution > Ecologie animale et écotoxicologie
Romdhane, Mohamed Salah ; Ecosystems and Aquatic Resources Laboratory, National Agronomic Institute of Tunisia, Carthage University, Tunis 1082, Tunisia
Habaieb, Hamadi; LR 7AGR01 GREEN-TEAM, National Agronomic Institute of Tunisia, Carthage University, 43 Avenue Charles Nicolle, Tunis 1082, Tunisia
Deliège, Jean-François ; Université de Liège - ULiège > Département de Biologie, Ecologie et Evolution > Aquapôle
Language :
English
Title :
Assessment of Water Quality Variations and Trophic State of the Joumine Reservoir (Tunisia) by Multivariate Analysis
Chen Q. Mei K. Dahlgren R.A. Wang T. Gong J. Zhang M. Impacts of Land Use and Population Density on Seasonal Surface Water Quality Using a Modified Geographically Weighted Regression Sci. Total Environ. 2016 572 450 466 10.1016/j.scitotenv.2016.08.052
Le Moal M. Gascuel-Odoux C. Ménesguen A. Souchon Y. Étrillard C. Levain A. Moatar F. Pannard A. Souchu P. Lefebvre A. et al. Eutrophication: A New Wine in an Old Bottle? Sci. Total Environ. 2019 651 1 11 10.1016/j.scitotenv.2018.09.139 30223216
Carpenter S.R. Caraco N.F. Correll D.L. Howarth R.W. Sharpley A.N. Smith V.H. Non Point Pollution of Surafce Waters with Phosphorus and Nitogen Ecol. Appl. 1998 8 559 568 10.1890/1051-0761(1998)008[0559:NPOSWW]2.0.CO;2
Kazi T.G. Arain M.B. Jamali M.K. Jalbani N. Afridi H.I. Sarfraz R.A. Baig J.A. Shah A.Q. Assessment of Water Quality of Polluted Lake Using Multivariate Statistical Techniques: A Case Study Ecotoxicol. Environ. Saf. 2009 72 301 309 10.1016/j.ecoenv.2008.02.024 18423587
Mohseni-Bandpei A. Motesaddi S. Eslamizadeh M. Rafiee M. Nasseri M. Montazeri Namin M. Hashempour Y. Mehrabi Y. Riahi S.M. Water Quality Assessment of the Most Important Dam (Latyan Dam) in Tehran, Iran Environ. Sci. Pollut. Res. 2018 25 29227 29239 10.1007/s11356-018-2865-6 30117027
Strobl R.O. Robillard P.D. Network Design for Water Quality Monitoring of Surface Freshwaters: A Review J. Environ. Manag. 2008 87 639 648 10.1016/j.jenvman.2007.03.001 17459570
Varol M. Balcı M. Characteristics of Effluents from Trout Farms and Their Impact on Water Quality and Benthic Algal Assemblages of the Receiving Stream Environ. Pollut. 2020 266 115101 10.1016/j.envpol.2020.115101 32623272
Wang X. Zhang F. Multi-Scale Analysis of the Relationship between Landscape Patterns and a Water Quality Index (WQI) Based on a Stepwise Linear Regression (SLR) and Geographically Weighted Regression (GWR) in the Ebinur Lake Oasis Environ. Sci. Pollut. Res. 2018 25 7033 7048 10.1007/s11356-017-1041-8
Wu Z. Wang X. Chen Y. Cai Y. Deng J. Assessing River Water Quality Using Water Quality Index in Lake Taihu Basin, China Sci. Total Environ. 2018 612 914 922 10.1016/j.scitotenv.2017.08.293 28886543
Qadir A. Malik R.N. Husain S.Z. Spatio-Temporal Variations in Water Quality of Nullah Aik-Tributary of the River Chenab, Pakistan Environ. Monit. Assess. 2008 140 43 59 10.1007/s10661-007-9846-4
Boukari A. Benabdallah S. Everbecq E. Magermans P. Grard A. Habaieb H. Deliège J.-F. Assessment of Agriculture Pressures Impact on the Joumine River Water Quality Using the PEGASE Model Environ. Manag. 2019 64 520 535 10.1007/s00267-019-01207-1 31542813
Yang X. Warren R. He Y. Ye J. Li Q. Wang G. Impacts of Climate Change on TN Load and Its Control in a River Basin with Complex Pollution Sources Sci. Total Environ. 2018 615 1155 1163 10.1016/j.scitotenv.2017.09.288 29751421
Hamed Y. Hadji R. Redhaounia B. Zighmi K. Bâali F. El Gayar A. Climate Impact on Surface and Groundwater in North Africa: A Global Synthesis of Findings and Recommendations Euro-Mediterr. J. Environ. Integr. 2018 3 25 10.1007/s41207-018-0067-8
Carpenter S.R. Stanley E.H. Vander Zanden M.J. State of the World’s Freshwater Ecosystems: Physical, Chemical, and Biological Changes Annu. Rev. Environ. Resour. 2011 36 75 99 10.1146/annurev-environ-021810-094524
Boukari A. Impacts de la Pollution Diffuse en Milieu Agricole sur la Qualité des Eaux de Surface à l’échelle Du Bassin Versant de l’oued Joumine: Application de Différentes Approches de Modélisation Université de Liège Liège, Belgium 2019
Gayar A.E. Hamed Y. Climate Change and Water Resources Management in Arab Countries Recent Advances in Environmental Science from the Euro-Mediterranean and Surrounding Regions Kallel A. Ksibi M. Ben Dhia H. Khélifi N. Advances in Science, Technology & Innovation Springer International Publishing Cham, Switzerland 2018 89 91 978-3-319-70547-7
Markad A.T. Landge A.T. Nayak B.B. Inamdar A.B. Mishra A.K. Trophic State Modeling for Shallow Freshwater Reservoir: A New Approach Environ. Monit. Assess. 2019 191 586 10.1007/s10661-019-7740-5 31440835
MARH BPEH Elaboration de La Vision et de La Stratégie Du Secteur Du l’eau a Li’horizon 250 Pour la Tunisie <>. Etape 3: Réalisation des Etudes Prospectives Multithématiques et Etablissement de Modèles Prévisionnels Offre-Demande (Bilans) 2022 Available online: http://www.onagri.tn/uploads/secteur-eau/ETAPE-3-Volume1.pdf (accessed on 25 June 2023)
Jenhani A.B.R. Fathalli A. Djemali I. Changeux T. Romdhane M.S. Tunisian Reservoirs: Diagnosis and Biological Potentialities Aquat. Living Resour. 2019 32 17 10.1051/alr/2019014
Lürling M. Van Oosterhout F. Faassen E. Eutrophication and Warming Boost Cyanobacterial Biomass and Microcystins Toxins 2017 9 64 10.3390/toxins9020064
Fathalli A. Caractérisation Moléculaire et Étude Du Potentiel Toxique des Souches de Cyanobactéries Isolées à Partir des Retenues de Barrages de la Tunisie: Cas de la Retenue Du Barrage Bir M’cherga, Tunisie Ph.D. Thesis University of Carthage Tunis, Tunisia 2012
Fathalli A. Ben Rejeb Jenhani A. Moreira C. Saker M. Romdhane M. Vasconcelos V. First Observation of the Toxic and Invasive Cyanobacterium Species Cylindrospermopsis Raciborskii in Tunisian Freshwaters Toxic. Assess. Mol. Charact. 2010 19 1074 1083
Fathalli A. Romdhane M.S. Vasconcelos V. Ben Rejeb Jenhani A. Biodiversity of Cyanobacteria in Tunisian Freshwater Reservoirs: Occurrence and Potent Toxicity—A Review J. Water Supply: Res. Technol.—AQUA 2015 64 755 772 10.2166/aqua.2015.119
Fathalli A. Jenhani A.B.R. Moreira C. Azevedo J. Welker M. Romdhane M. Antunes A. Vasconcelos V. Genetic Variability of the Invasive Cyanobacteria Cylindrospermopsis Raciborskii from Bir M’cherga Reservoir (Tunisia) Arch. Microbiol. 2011 193 595 604 10.1007/s00203-011-0704-y
Aouissi J. Chabaane Z.L. Benabdallah S. Cudennec C. Assessing the Hydrological Impacts of Agricultural Changes Upstream of the Tunisian World Heritage Sea-Connected Ichkeul Lake Proc. Int. Assoc. Hydrol. Sci. 2015 365 61 65 10.5194/piahs-365-61-2015
OCDE Eutrophisation des Eaux, Méthodes de Surveillance, d’évaluation et de Lutte OCDE Paris, France 1982 165p
Tian C. Lu X. Pei H. Hu W. Xie J. Seasonal Dynamics of Phytoplankton and Its Relationship with the Environmental Factors in Dongping Lake, China Environ. Monit. Assess. 2013 185 2627 2645 10.1007/s10661-012-2736-4
Heisler J. Glibert P.M. Burkholder J.M. Anderson D.M. Cochlan W. Dennison W.C. Dortch Q. Gobler C.J. Heil C.A. Humphries E. et al. Eutrophication and Harmful Algal Blooms: A Scientific Consensus Harmful Algae 2008 8 3 13 10.1016/j.hal.2008.08.006 28781587
WHO Directives de Qualité Pour L’eau de Boisson: 4e éd. Intégrant le Premier Additif 4th ed. Organisation mondiale de la Santé Geneva, Switzerland 2017 978-92-4-254995-9
Bouguerne A. Boudoukha A. Benkhaled A. Mebarkia A.-H. Assessment of Surface Water Quality of Ain Zada Dam (Algeria) Using Multivariate Statistical Techniques Int. J. River Basin Manag. 2017 15 133 143 10.1080/15715124.2016.1215325
Mamun M. Kim J.Y. An K.-G. Multivariate Statistical Analysis of Water Quality and Trophic State in an Artificial Dam Reservoir Water 2021 13 186 10.3390/w13020186
Singh K.P. Malik A. Mohan D. Sinha S. Multivariate Statistical Techniques for the Evaluation of Spatial and Temporal Variations in Water Quality of Gomti River (India)—A Case Study Water Res. 2004 38 3980 3992 10.1016/j.watres.2004.06.011
Dutta S. Dwivedi A. Suresh Kumar M. Use of Water Quality Index and Multivariate Statistical Techniques for the Assessment of Spatial Variations in Water Quality of a Small River Environ. Monit. Assess. 2018 190 718 10.1007/s10661-018-7100-x 30426242
Koklu R. Sengorur B. Topal B. Water Quality Assessment Using Multivariate Statistical Methods—A Case Study: Melen River System (Turkey) Water Resour. Manag. 2010 24 959 978 10.1007/s11269-009-9481-7
Li T. Li S. Liang C. Bush R.T. Xiong L. Jiang Y. A Comparative Assessment of Australia’s Lower Lakes Water Quality under Extreme Drought and Post-Drought Conditions Using Multivariate Statistical Techniques J. Clean. Prod. 2018 190 1 11 10.1016/j.jclepro.2018.04.121
Varol M. Gökot B. Bekleyen A. Şen B. Water Quality Assessment and Apportionment of Pollution Sources of Tigris River (Turkey) Using Multivariate Statistical Techniques—A Case Study: Water Quality Assessment River Res. Appl. 2012 28 1428 1438 10.1002/rra.1533
Becker V. Huszar V.L.M. Crossetti L.O. Responses of Phytoplankton Functional Groups to the Mixing Regime in a Deep Subtropical Reservoir Hydrobiologia 2009 628 137 151 10.1007/s10750-009-9751-7
Slimani M. Cudennec C. Feki H. Structure du gradient pluviométrique de la transition Méditerranée–Sahara en Tunisie: Déterminants géographiques et saisonnalité/Structure of the rainfall gradient in the Mediterranean–Sahara transition in Tunisia: Geographical determinants and seasonality Hydrol. Sci. J. 2007 52 1088 1102 10.1623/hysj.52.6.1088
Chakroun H. Benabdallah S. Lili Chabaane Z. Spatial Decision Support Systems Integrating Ecohydrology in Limited Water Resources Regions Advances in Environmental Research Nova Science Publishers Hauppauge, NY, USA 2015 Volume 39
Limam A. Contribution à l’étude des Conditions Du Milieu et des Peuplements Phytoplanctoniques des Eaux de la Retenue Du Barrage Joumine en Relation Avec le Réseau de Distribution Université de Carthage Carthage, Tunisia 2003 107
Rodier J. Legube B. Merlet N. Coll L’analyse de l’eau 9th ed. Dunod Paris, France 2009
Neuveux J. Recherche Sur La Chlorophylle a et à La Phétophytinea En Milieu Oligotrophe et En Milieu Eutrophe (Méditérrannée) Ph.D. Thesis University of Paris 6 Paris, France 1974 116
Utermöhl H. On the Perfection of Quantitative Phytoplankton Method Int. Ass. Theo. Appl. Limnol. Commun. 1958 9 1 38
Muangthong S. Shrestha S. Assessment of Surface Water Quality Using Multivariate Statistical Techniques: Case Study of the Nampong River and Songkhram River, Thailand Environ. Monit. Assess. 2015 187 548 10.1007/s10661-015-4774-1 26233666
Vega M. Pardo R. Barrado E. Debán L. Assessment of Seasonal and Polluting Effects on the Quality of River Water by Exploratory Data Analysis Water Res. 1998 32 3581 3592 10.1016/S0043-1354(98)00138-9
Liu C.-W. Lin K.-H. Kuo Y.-M. Application of Factor Analysis in the Assessment of Groundwater Quality in a Blackfoot Disease Area in Taiwan Sci. Total Environ. 2003 313 77 89 10.1016/S0048-9697(02)00683-6
Xu Y. Xiang Z. Rizo E.Z. Naselli-Flores L. Han B.-P. Combination of Linear and Nonlinear Multivariate Approaches Effectively Uncover Responses of Phytoplankton Communities to Environmental Changes at Regional Scale J. Environ. Manag. 2022 305 114399 10.1016/j.jenvman.2021.114399 34974215
Carlson R.E. A Trophic State Index for Lakes1: Trophic State Index Limnol. Oceanogr. 1977 22 361 369 10.4319/lo.1977.22.2.0361
Champiat D. Larpent J.P. Biologie des Eaux. Méthodes et Etchniques Masson Paris, France 1988 347
Bel Haj Zekri S. Conditions Du Milieu et Recherche de la Toxicité des Cyanoprocaryotes et de Leurs Potentiels Toxiques Dans Les Retenues des Barrage Joumine et Séjenène Université du 7 novembre à Carthage Tunis, Tunisia 2003 126
El Herry S. Biodiversité En Cyanobactéries Toxiques Dans La Retenue de Barrage Lebna (Tunisie). Caractérisations Morphologique et Moléculaire et Évaluation Du Potentiel Toxique des Différentes Morphoespèces Du Genre Microcystis Spp. Isolées des Divers Plans d’eau En Algérie et En Tunisie Ph.D. Thesis Université de Cartage-Université Paris-Sud 11 Tunis, Tunisia 2008 202
Jenhani A.B.R. Fathalli A. Romdhane M.S. Phytoplankton Assemblages in Bir Mcherga Freshwater Reservoir (Tunisia) Proceedings of the Conference Proceedings Tulcea, Romania 14–16 September 2012 6
Abrantes N. Antunes S.C. Pereira M.J. Gonçalves F. Seasonal Succession of Cladocerans and Phytoplankton and Their Interactions in a Shallow Eutrophic Lake (Lake Vela, Portugal) Acta Oecologica 2006 29 54 64 10.1016/j.actao.2005.07.006
Varol M. Şen B. Assessment of Surface Water Quality Using Multivariate Statistical Techniques: A Case Study of Behrimaz Stream, Turkey Environ. Monit. Assess. 2009 159 543 553 10.1007/s10661-008-0650-6
Carlson R. Simpson J. A Coordinator’s Guide to Volunteer Lake Monitoring Methods N. Am. Lake Manag. Soc. 1996 96 305
Carlson R.E. Havens K.E. Simple Graphical Methods for the Interpretation of Relationships Between Trophic State Variables Lake Reserv. Manag. 2005 21 107 118 10.1080/07438140509354418
Aouissi J. Benabdallah S. Chabaâne Z.L. Cudennec C. Modeling Water Quality to Improve Agricultural Practices and Land Management in a Tunisian Catchment Using the Soil and Water Assessment Tool J. Environ. Qual. 2014 43 18 25 10.2134/jeq2011.0375 25602536
Barakat A. El Baghdadi M. Rais J. Aghezzaf B. Slassi M. Assessment of Spatial and Seasonal Water Quality Variation of Oum Er Rbia River (Morocco) Using Multivariate Statistical Techniques Int. Soil Water Conserv. Res. 2016 4 284 292 10.1016/j.iswcr.2016.11.002
Conceição L.P. De Jesus Affe H.M. Da Silva D.M.L. De Castro Nunes J.M. Spatio-Temporal Variation of the Phytoplankton Community in a Tropical Estuarine Gradient, under the Influence of River Damming Reg. Stud. Mar. Sci. 2021 43 101642 10.1016/j.rsma.2021.101642
Barbosa A.B. Domingues R.B. Galvão H.M. Environmental Forcing of Phytoplankton in a Mediterranean Estuary (Guadiana Estuary, South-Western Iberia): A Decadal Study of Anthropogenic and Climatic Influences Estuaries Coasts 2010 33 324 341 10.1007/s12237-009-9200-x
Reynolds C.S. Huszar V. Kruk C. Naselli-Flores L. Melo S. Towards a Functional Classification of the Freshwater Phytoplankton J. Plankton Res. 2002 24 417 428 10.1093/plankt/24.5.417
Domingues R.B. Barbosa A.B. Galvão H.M. River Damming Leads to Decreased Phytoplankton Biomass and Disappearance of Cyanobacteria Blooms Estuar. Coast. Shelf Sci. 2014 136 129 138 10.1016/j.ecss.2013.11.012
Bonilla S. Aguilera A. Aubriot L. Huszar V. Almanza V. Haakonsson S. Izaguirre I. O’Farrell I. Salazar A. Becker V. et al. Nutrients and Not Temperature Are the Key Drivers for Cyanobacterial Biomass in the Americas Harmful Algae 2023 121 102367 10.1016/j.hal.2022.102367
Butrón A. Iriarte A. Madariaga I. Size-Fractionated Phytoplankton Biomass, Primary Production and Respiration in the Nervión–Ibaizabal Estuary: A Comparison with Other Nearshore Coastal and Estuarine Ecosystems from the Bay of Biscay Cont. Shelf Res. 2009 29 1088 1102 10.1016/j.csr.2008.11.013
Maier G. Glegg G.A. Tappin A.D. Worsfold P.J. A High Resolution Temporal Study of Phytoplankton Bloom Dynamics in the Eutrophic Taw Estuary (SW England) Sci. Total Environ. 2012 434 228 239 10.1016/j.scitotenv.2011.08.044
Béjaoui B. Basti L. Canu D.M. Feki-Sahnoun W. Salem H. Dahmani S. Sahbani S. Benabdallah S. Blake R. Norouzi H. et al. Hydrology, Biogeochemistry and Metabolism in a Semi-arid Mediterranean Coastal Wetland Ecosystem Sci. Rep. 2022 12 9367 10.1038/s41598-022-12936-5
Chislock M.F. Eutrophicati on: Causes, Consequences, and Controls in Aquati c Ecosystems Nat. Educ. Knowl. 2013 4 10
Boyd C.E. Tucker C.S. Pond Aquaculture Water Quality Management Kluwer Norwell, MA, USA 1998
Vollenweider R.A. A Manual on Methods for Measuring Primary Production in Aquatic Environments I.B.P. HandbooK N°12 Blackwell Oxford, UK Edinburgh, Scotland 1969
Brettum P. Changes in the Volume and Composition of Phytoplankton after Experimental Acidification of a Humic Lake Environ. Int. 1996 22 619 628 10.1016/0160-4120(96)00037-2
Rao D.S.M. Rao G.M.N. Seasonal Abundance of Phytoplankton in Relation to PhysicoChemical Features of Venkammacheruvu Veeraghattam, Sriakulam (Dist.) A.P, India IOSR J. Pharm. Biol. Sci. 2016 11 91 98 10.9790/3008-1104049198
Parakkandi J. Saha A. Sarkar U.K. Das B.K. Puthiyottil M. Muhammadali S.A. Ramteke M. Johnson C. Kumari S. Spatial and Temporal Dynamics of Phytoplankton in Association with Habitat Parameters in a Tropical Reservoir, India Arab. J. Geosci. 2021 14 827 10.1007/s12517-021-07194-0
Devercelli M. O’Farrell I. Factors Affecting the Structure and Maintenance of Phytoplankton Functional Groups in a Nutrient Rich Lowland River Limnologica 2013 43 67 78 10.1016/j.limno.2012.05.001
Klemer A.R. Cullen J.J. Mageau M.T. Hanson K.M. Sundell R.A. Cyanobacterial Buoyancy Regualtion: The Paradoxical Roles of Carbon1 J. Phycol. 1996 32 47 53 10.1111/j.0022-3646.1996.00047.x
Steinberg C.E.W. Hartmann H.M. Planktonic Bloom-Forming Cyanobacteria and the Eutrophication of Lakes and Rivers Freshw. Biol. 1988 20 279 287 10.1111/j.1365-2427.1988.tb00452.x
Onagri Observatoire National de l’Agriculture Available online: http://www.onagri.nat.tn/barrages (accessed on 9 February 2023)
Lampert W. Laboratory Studies on Zooplankton-cyanobacteria Interactions N. Z. J. Mar. Freshw. Res. 1987 21 483 490 10.1080/00288330.1987.9516244