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Use of multivariate analysis to identify phytoplankton bioindicators of stream water quality in the monomodal equatorial agroecological zone of Cameroon

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Abstract

The aquatic ecosystem is compromised by many contaminants that may reduce ecosystem functions and severely affect human health. This study aimed at determining suitable phytoplankton bioindicators of water quality for biomonitoring of freshwater streams in the monomodal agroecological zone of Cameroon. Water physicochemical and hydrological parameters, together with phytoplankton abundance and diversity, were measured from June 2016 to May 2017 along the Benoe Stream. Principal component analysis and redundancy analysis were used to determine phytoplankton spatial and temporal distribution and identify indicator species. The Shannon–Wiener diversity and Pielou’s evenness indices indicated a clean to mildly polluted stream with a diverse phytoplankton community consisting of 84 genera belonging to 51 families that was dominated by the Bacillariophyta (64%), followed by Chlorophyta (13%) and Cyanophyta (10%). The total dissolved solids, electrical conductivity, stream water velocity, and discharge were the most important stream characteristics affecting the abundance of the dominant phytoplankton genera. Seasonal variations in the stream characteristics as well as spatial community distribution along an urban—small-scale farming – large-scale farming gradient were unveiled and their influence on the phytoplankton relative abundances. Increased abundance of Synedra ulna was indicative of low TDS and EC, which was the contrary for Gyrosigma baltium dominance. High Pleurosira laevis abundance was associated with the urban zone while high Diatoma sp. and Oscillatoria sp. abundances were related to the large-scale farming zone of the stream. These phytoplankton species have good potential for use as bioindicators for stream water quality monitoring in the monomodal agroecological zone.

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Data availability

Data sets used to support the findings of this study are available from the corresponding author (patriciafai17@gmail.com) upon reasonable request.

References

  • Aboim, I. L., Gomes, D. F., & Mafalda Junior, P. O. (2019). Phytoplankton response to water quality seasonality in a Brazilian neotropical river. Environmental Monitoring and Assessment, 192(1), 70. https://doi.org/10.1007/s10661-019-7882-5

    Article  CAS  Google Scholar 

  • Ahmed Mohammed, K., & Nodhy Mahran, B. (2022). Environmental studies on phytoplankton diversity in drainage water of main drains in Eastern Delta, case study. The Egyptian Journal of Aquatic Research, 48(3), 211–216. https://doi.org/10.1016/j.ejar.2021.09.007

    Article  Google Scholar 

  • Akoachere, J.-F. T. K., Tatsinkou, B. F., & Nkengfack, J. M. (2018). Bacterial and parasitic contaminants of salad vegetables sold in markets in Fako Division, Cameroon and evaluation of hygiene and handling practices of vendors. BMC Research Notes, 11.

  • Ali, S. F., Abdul-Jabar, R. A., & Hassan, F. M. (2018). Diversity Measurement Indices of Diatom Communities in the Tigris River within Wasit Province, Iraq. Baghdad Science Journal, 15(2), 0117. https://doi.org/10.21123/bsj.2018.15.2.0117

    Article  Google Scholar 

  • Amiard, J.-C., & Amiard-Triquet, C. (2015). Chapter 5 - From Incorporation to Toxicity. In C. Amiard-Triquet, J.-C. Amiard, & C. Mouneyrac (Eds.), Aquatic Ecotoxicology (pp. 103–125). Academic Press. https://doi.org/10.1016/B978-0-12-800949-9.00005-X

    Chapter  Google Scholar 

  • Anyinkeng, N., Mih, A. M., Tening, A., & Che, C. A. (2016). Phytoplankton diversity and abundance in water bodies as affected by anthropogenic activities within the Buea municipality, Cameroon. Journal of Ecology and the Natural Environment, 8, 99–114. https://doi.org/10.5897/JENE2016.0566

    Article  Google Scholar 

  • APHA. (2005). Standard methods for the examination of water and wastewater (21st ed.). American Public Health Association/American Water Works Association/Water Environment Federation.

  • Awo, M. E., Fonge, B. A., Tabot, P. T., & Akoachere, J. T. K. (2020). Water quality of the volcanic crater lake, Lake Barombi Kotto, in Cameroon. African Journal of Aquatic Science, 45, 401–411.

    Article  CAS  Google Scholar 

  • Bellinger, E., & Sigee, D. (2010). Introduction to Freshwater Algae. In Freshwater Algae: Identification and Use as Bioindicators (pp. 1–40). John Wiley & Sons, Ltd.

  • Bertossi, A. P., Menezes, J. P., Cecilio, R., de Oliveira Garcia, G., & Neves, M. (2013). Seleção e agrupamento de indicadores da qualidade de águas utilizando Estatística Multivariada. Semina: Ciências Agrárias, 34, 2025. https://doi.org/10.5433/1679-0359.2013v34n5p2025

    Article  CAS  Google Scholar 

  • Biggs, J., von Fumetti, S., & Kelly-Quinn, M. (2017). The importance of small waterbodies for biodiversity and ecosystem services: Implications for policy makers. Hydrobiologia, 793, 3–39.

    Article  Google Scholar 

  • Buckley, H. L., Day, N. J., Case, B. S. & Lear, G. (2021). Measuring change in biological communities: multivariate analysis approaches for temporal datasets with low sample size. Peerj, 9.

  • Celekli, A., & Ozturk, B. (2014). Determination of ecological status and ecological preferences of phytoplankton using multivariate approach in a Mediterranean reservoir. Hydrobiologia, 740, 115–135.

    Article  CAS  Google Scholar 

  • Celekli, A., & Yildiz, H. (2022). Eco-assessment of Degirmendere and Bulakli streams using diatom indices from different ecoregions. Ecological Research, 37, 355–369.

    Article  CAS  Google Scholar 

  • Celekli, A., Lekesiz, O., & Yavuzatmaca, M. (2021). Bioassessment Of Water Quality Of Surface Waters Using Diatom Metrics. Turkish Journal of Botany, 45, 379–396.

    Article  CAS  Google Scholar 

  • Chauhan, R. S., Singh, B., Katiyar, D., & Misra, P. K. (2015). Seasonal Variation Investigations on Diversity of Some Freshwater Diatoms of Kumaon Region, Uttarakhand State in India. Journal of Pure and Applied Microbiology, 9(1), 367–376.

    Google Scholar 

  • Cibils-Martina, L., Principe, R. E., Marquez, J. A., Gari, E. N., & Albarino, R. J. (2017). Succession of algal communities in headwaters: A comparison of pine afforested and natural grassland streams. Ecological Research, 32, 423–434.

    Article  Google Scholar 

  • Das, R., Samal, N., Roy, P., & Mitra, D. (2006). Role of Electrical Conductivity as an Indicator of Pollution in Shallow Lakes. Asian Journal of Water, Environment and Pollution, 3(1), 143–146.

    CAS  Google Scholar 

  • Dray, S., Pélissier, R., Couteron, P., Fortin, M. J., Legendre, P., Peres-Neto, P. R., Bellier, E., Bivand, R. S., Blanchet, F. G., Cáceres, M. D., Dufour, A.-B., Heegaard, E., Jombart, T., Munoz, F., Oksanen, J. A. I., Thioulouse, J., & Wagner, H. H. (2012). Community ecology in the age of multivariate multiscale spatial analysis. Ecological Monographs, 82, 257–275.

    Article  Google Scholar 

  • Egessa, R., Nankabirwa, A., Ocaya, H., & Pabire, W. G. (2020). Microplastic pollution in surface water of Lake Victoria. Science of the Total Environment, 741, 140201.

    Article  CAS  Google Scholar 

  • Fetene, A., & Teshager, M. A. (2020). Watershed characteristics and physico-chemical analysis of lakes and reservoirs in North Western, Ethiopia. Sustainable Water Resources Management, 6(6). https://doi.org/10.1007/s40899-020-00457-w

  • Fonge, B., Tening, A., Egbe, E. A., Yinda, G., Fongod, A., & Achu, R. M. (2012). Phytoplankton diversity and abundance in Ndop wetland plain, Cameroon. African Journal of Environmental Science and Technology Technol, 6, 247–257.

    Google Scholar 

  • Fonge, A. B., Chuyong, B. G., Tening, A. S., Fobid, A. C., & Numbisi, N. F. (2013). Seasonal occurrence, distribution and diversity of phytoplankton in the Douala Estuary, Cameroon. African Journal of Aquatic Science, 38, 123–133.

    Article  CAS  Google Scholar 

  • Fonge, B., Tabot, P., Mange, A., & Mumbang, C. (2015). Phytoplankton community structure and physico-chemical characteristics of streams flowing through an agro-plantation complex in Tiko, Cameroon. Journal of Ecology and the Natural Environment, 7, 170–179. https://doi.org/10.5897/JENE2015.0515

    Article  Google Scholar 

  • Fonge, A. B., Tabot, P. T., Mumbang, C., & Mange, C. A. (2016). Water quality and phytoplankton community structure in mangrove streams under different logging regimes in Cameroon. African Journal of Ecology, 54(1), 39–48. https://doi.org/10.1111/aje.12256

    Article  Google Scholar 

  • França, A., Dunck, B., Rodrigues, L., Fonseca, B., & Felisberto, S. (2017). Periphytic diatoms (Bacillariophyta) in streams from three Conservation Units of central Brazil: Pinnularia Ehrenberg. Hoehnea, 44. https://doi.org/10.1590/2236-8906-107/2016

  • Gallego Schmid, A., & Tarpani, R. (2019). Life cycle assessment of wastewater treatment in developing countries: A review. Water Research, 153, 63–79.

    Article  CAS  Google Scholar 

  • Ganai, A., & Parveen, S. (2014). Effect of physico-chemical conditions on the structure and composition of the phytoplankton community in Wular Lake at Lankrishipora, Kashmir. International Journal of Biodiversity and Conservation, 6, 71–84.

    Article  Google Scholar 

  • Gordon, N. D., McMahon, T. A., Finlayson, B. L., Gippel, C. J., & Nathan, R. J. (2004). Stream hydrology: An introduction for ecologists (2nd ed.). John Wiley & Sons. https://www.wiley.com/en-us/Stream+Hydrology%3A+An+Introduction+for+Ecologists%2C+2nd+Edition-p-9780470843581

  • Hanif, H., Waseem, A., Kali, S., Qureshi, N. A., Majid, M., Iqbal, M., Ur-Rehman, T., Tahir, M., Yousaf, S., & Iqbal, M. M. (2020). Environmental risk assessment of diclofenac residues in surface waters and wastewater: A hidden global threat to aquatic ecosystem. Environmental Monitoring and Assessment, 192, 1–12.

    Article  Google Scholar 

  • Hauet, A., Creutin, J. D., & Belleudy, P. (2008). Sensitivity study of large-scale particle image velocimetry measurement of river discharge using numerical simulation. Journal of Hydrology, 349, 178–190.

    Article  Google Scholar 

  • Inyang, A. I., & Wang, Y.-S. (2020). Phytoplankton diversity and community responses to physicochemical variables in mangrove zones of Guangzhou Province, China. Ecotoxicology, 29(6), 650–668. https://doi.org/10.1007/s10646-020-02209-0

    Article  CAS  Google Scholar 

  • Kasonga, T. K., Coetzee, M. A., Kamika, I., Ngole-Jeme, V. M., & Momba, M. N. B. (2021). Endocrine-disruptive chemicals as contaminants of emerging concern in wastewater and surface water: A review. Journal of Environmental Management, 277, 111485.

    Article  CAS  Google Scholar 

  • Kelly, M., Juggins, S., Guthrie, R., Pritchard, S., Jamieson, J., Rippey, B., Hirst, H., & Yallop, M. (2008). Assessment of ecological status in U.K. rivers using diatoms. Freshwater Biology, 53(2), 403–422. https://doi.org/10.1111/j.1365-2427.2007.01903.x

    Article  Google Scholar 

  • Kemka, N., Njiné, T., Togouet, S., Niyitegeka, D., Nola, M., Monkiedje, A., Demanou, J., & Menbohan, S. (2004). Phytoplankton of the Yaounde municipal lake (Cameroon): Ecological succession and populations structure. Revue Des Sciences De L’eau/journal of Water Science, 17, 301–316.

    Article  Google Scholar 

  • Kemka, N., Togouet, S. H. Z., Kinfack, R. P. D., Nola, M., Menbohan, S. F., & Njiné, T. (2009). Dynamic of phytoplankton size-class and photosynthetic activity in a tropical hypereutrophic lake: The Yaounde municipal lake (Cameroon). Hydrobiologia, 625, 91–103.

    Article  Google Scholar 

  • Kumar, J., Alam, A., Sarkar, U. K., Das, B. K., Kumar, V., & Srivastava, S. K. (2020). Assessing the phytoplankton community and diversity in relation to physico-chemical parameters in a tropical reservoir of the River Ganga basin (p. 6). Sustainable Water Resources Management.

    Google Scholar 

  • Lambi, C., & Shende, K. (2009). An Evaluation of Water Resources on the Eastern Slopes of Mount Cameroon. Journal of Human Ecology, 28. https://doi.org/10.1080/09709274.2009.11906217

  • Legendre, P., & Fortin, M. J. (2010). Comparison of the Mantel test and alternative approaches for detecting complex multivariate relationships in the spatial analysis of genetic data. Molecular Ecology Resources, 10(5), 831–844.

    Article  Google Scholar 

  • Mahar, M. M. (2004). Ecology and Taxonomy of Plankton of Manchhar Lake (Distt: Dadu) Sindh, Pakistan. Unpublished PhD. Thesis, Department of Fresh Water Biology & Fisheries, University of Sindh, Pakistan. Retrieved from: Microsoft Word - Dissertation of Mukhtiar.doc (researchgate.net), p 320.

  • Mann, D. G., Crawford, R. M., & Round, F. E., et al. (2017). Bacillariophyta. In J. M. Archibald (Ed.), Handbook of the Protists (pp. 205–265). Springer International Publishing AG.

    Chapter  Google Scholar 

  • Martensson, R. (2016). Species and Biological Diversity-Choices of Diversity Indices and Their Potential Consequences for Nature Conservation. Lunds universitet.

    Google Scholar 

  • Menye, D., Zébazé Togouet, S., Menbohan, S., Kemka, N., Nola, M., Boutin, C., Nguetsop, V., Djaouda, M., & Njiné, T. (2012). Bio-écologie des diatomées épilithiques de la rivière Mfoundi (Yaoundé, Cameroun): Diversité, distribution spatiale et influence des pollutions organiques. Revue Des Sciences De L’eau / Journal of Water Science, 25(3), 203–218. https://doi.org/10.7202/1013103ar

    Article  Google Scholar 

  • Motwani, G., Raman, M., Matondkar, P., Parab, S., Pednekar, S., & Solanki, H. (2014). Comparison between phytoplankton bio-diversity and various indices for winter monsoon and inter monsoon periods in north-eastern Arabian Sea. Indian Journal of Geo-Marine Sciences, 43, 1513–1518.

    Google Scholar 

  • Mwedzi, T., Mangadze, T., Chakandinakira, A. T., & Bere, T. (2022). Chapter 2 - Stream biomonitoring: The role of diatoms, macroinvertebrates, and fish. In T. Dalu & N. T. Tavengwa (Eds.), Emerging Freshwater Pollutants (pp. 9–24). Elsevier. https://doi.org/10.1016/B978-0-12-822850-0.00008-9

  • Noumssi, B., Nguetsop, V.-F., Théophile, F., Francis, K., Ghogue, J., & Joseph, T. (2021). Using Diatom Assemblages and Physicochemical Parameters to Characterize Waterfalls in Western Highlands of Cameroun, West Africa. Asian Journal of Environment & Ecology, 14(2), 21–33.

    Article  Google Scholar 

  • Onana, F. M., Togouet, S. H. Z., Tchatcho, N. L. N., Teham, H. B. D., & Ngassam, P. (2014). Distribution spatio-temporelle du zooplancton en relation avec les facteurs abiotiques dans un hydrosystème urbain : Le ruisseau Kondi (Douala, Cameroun). Journal of Applied Biosciences, 82, 7326–7338.

    Article  Google Scholar 

  • Pielou, E. C. (1969). An introduction to mathematical ecology. Wiley-Interscience, NewYork, p. 286.

  • Qu, Y., Wu, N., Guse, B., & Fohrer, N. (2022). Distinct indicators of land use and hydrology characterize different aspects of riverine phytoplankton communities. Science of The Total Environment, 851, 158209. https://doi.org/10.1016/j.scitotenv.2022.158209

    Article  CAS  Google Scholar 

  • R Core Team (2021). R: A language and environment for statistical computing. Vienna: R Foundation for Statistical Computing 4.2.0, CSI 019. https://www.R-project.org/

  • Rusydi, A. F. (2018). Correlation between conductivity and total dissolved solid in various type of water: A review. IOP Conference Series: Earth and Environmental Science, 118(1), 012019. https://doi.org/10.1088/1755-1315/118/1/012019

    Article  Google Scholar 

  • Shah, H. A., Sheraz, M., Khan, A. U., Khan, F. A., Shah, L. A., Khan, J., Khan, A., & Khan, Z. (2020). Surface and Groundwater Pollution: The Invisible, Creeping Threat to Human Health. Civil and Environmental Engineering, 16(1), 157–169. https://doi.org/10.2478/cee-2020-0016

    Article  Google Scholar 

  • Shannon-Weiner, C. E. (1948). A mathematical theory of communication. The Bell System Technical Journal, 27, 379–423.

    Article  Google Scholar 

  • Shekhar, T. R. S., Kiran, B. R., Puttaiah, E. T., Shivaraj, Y., & Mahadevan, K. (2008). Phytoplankton as index of water quality with reference to industrial pollution. Journal of Environmental Biology, 29(2), 233–236.

    CAS  Google Scholar 

  • Shitikov, V. K. & Zinchenko, T. D. (2019). Multivariate statistical analysis of ecological communities (Review). Theoretical and Applied Ecology, 1, 5–11. https://doi.org/10.25750/1995-4301-2019-1-005-011

  • Spatharis, S., Roelke, D. L., Dimitrakopoulos, P. G., & Kokkoris, G. D. (2011). Analyzing the (mis)behavior of Shannon index in eutrophication studies using field and simulated phytoplankton assemblages. Ecological Indicators, 11, 697–703.

    Article  CAS  Google Scholar 

  • Suthers, I., Rissik, D., Richardson, A. (2019) (Eds.). Plankton: A guide to their ecology and monitoring for water quality (p. 248). Australia: CSIRO Publishing.

  • Tas, B. (2021). Trophic state assessment based on summer phytoplankton community structure and trophic indices: A small tectonic lake in Turkey. Desalination and Water Treatment, 214, 390–401.

    Article  CAS  Google Scholar 

  • ter Braak, C. J. F., & Šmilauer, P. (2018). Canoco reference manual and user’s guide: software for ordination, version 5.1x. Ithaca, USA: Microcomputer Power.

    Google Scholar 

  • TIBCO Software Inc. (2017). TIBCO Statistica™ (data analysis software system) version 13. TIBCO Statistica Big Data Analytics | TIBCO Software

  • Türkmen, G., & Kazanci, N. (2010). Applications of various diversity indices to benthic macroinvertebrate assemblages in streams in a national park in Turkey. Review of Hydrobiology, 3, 111–125.

    Google Scholar 

  • Verlecar, X. N., & Desai, S. R. (2004). Phytoplankton Identification Manual. In V.K. Dhargalkar, & B. S. Ingole (Eds.), Phytoplanktons (p. 65). Dona Paula, Goa: National Institute of Oceanography (nio.org).

  • van Vuuren, S. J., Taylor, J., Gerber, A., & van Ginkel, C. (2006). Easy identification of the most common freshwater algae. A guide for the identification of microscopic algae in South African freshwaters (p. 212). North-West University and Department of Water Affairs and Forestry (DWAF).

  • Wei, J. X., Li, W. W., Yang, W. L., Zeng, Y. Y., Liu, Q. F., Gao, Y., Li, H. Y. & Wang, C. (2022). Phytoplankton species richness as an ecological indicator in a subtropical, human-regulated, fragmented river. River Research and Applications, 1-16 . https://doi.org/10.1002/rra.4094

  • WHO. (2017). Guidelines for drinking-water quality. Fourth edition incorporating the first addendum (p. 631). World Health Organization.

  • WorldData.info. (2023). Climate in South-West Province Cameroon. © WorldData.info. Climate: South-West Province in Cameroon. worlddata.info. Accessed 17 Feb 2023

  • Yengoh, G. T., Tchuinte, A., Armah, F. A., & Odoi, J. O. (2010). Impact of prolonged rainy seasons on food crop production in Cameroon. Mitigation and Adaptation Strategies for Global Change, 15(8), 825–841. https://doi.org/10.1007/s11027-010-9241-2

    Article  Google Scholar 

  • Youn, S. J., Yu, S. J., & Byeon, M. S. (2020). Occurrence characteristics of Stephanodiscus and Synedra in relation to water temperature and concentrations of nutrients during spring diatom bloom in lake Paldang, Korea. Applied Ecology and Environmental Research, 18(4), 5135–5147. https://doi.org/10.15666/aeer/1804_51355147

  • Yusuf, Z. H. (2020). Phytoplankton as bioindicators of water quality in Nasarawa reservoir, Katsina State Nigeria. Acta Limnologica Brasiliensia, 32 e4. https://doi.org/10.1590/S2179-975X3319

  • ZEF FARA IRAD. (2017). Country dossier: Innovation for sustainable agricultural growth in Cameroon. Program of accompanying research for agricultural innovation. https://research4agrinnovation.org/app/uploads/2017/11/CameroonDossier2017.pdf. Accessed 19 Feb 2023

  • Zhu, H., Hu, X.-D., Wu, P.-P., Chen, W.-M., Wu, S.-S., Li, Z.-Q., Zhu, L., Xi, Y.-L., & Huang, R. (2021). Development and testing of the phytoplankton biological integrity index (P-IBI) in dry and wet seasons for Lake Gehu. Ecological Indicators, 129, 107882. https://doi.org/10.1016/j.ecolind.2021.107882

    Article  CAS  Google Scholar 

  • Zongo, B., Zongo, F., Thiombiano, A., & Boussim, J. I. (2019). Phytoplankton assemblages and community structure in tropical temporary freshwater ponds in sub-Saharan Africa. Journal of Phycology, 55, 789–800.

    Article  Google Scholar 

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Acknowledgements

The research team is very grateful to the Cameroon Development Corporation (CDC) who gave authorization to access their Estates and Tepoule Joseph for his assistance in preparing the map of the study sites.

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Patricia Bi Asanga Fai: Conception, Supervision, Summary statistics and preparation of Fig. 2, Restructured the initial manuscript text to incorporate all results.

Daniel Brice Nkontcheu Kenko: Field Work, Laboratory Analyses, Data Analysis using R, Drafting of the initial manuscript, preparation of Figs. 1 and 3.

Norbert Tchamadeu Ngameni: Data Analysis using R and Proof-reading of initial manuscript.

Mpoame Mbida: Supervision

Kyrstof Korej: tested the relationships among percentages of algae genera and environmental variables using Statistica 13 software

Jan Riegert: Did PCA and CCA analyses and prepared Figs. 4, 5 and 6

All authors reviewed the manuscriptt.

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Correspondence to Patricia Bi Asanga Fai.

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Fai, P.B.A., Kenko, D.B.N., Tchamadeu, N.N. et al. Use of multivariate analysis to identify phytoplankton bioindicators of stream water quality in the monomodal equatorial agroecological zone of Cameroon. Environ Monit Assess 195, 788 (2023). https://doi.org/10.1007/s10661-023-11390-8

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