Abstract
Predictive modelling corroborates decision-making in the development of a standard habitat assessment protocol. In this study, we modelled environmental requirements of benthic macroinvertebrates. Classification and regression tree models (CART) and ordination analysis were performed to identify important variables affecting macroinvertebrate community pattern in the Lake Tana Watershed. A dataset of 95 samples was collected from eight wetlands. Among the modelled taxa, Coenagrionidae and Libellulidae had substantial predictive performance based on Kappa statistic (ĸ > 0.6) whereas Baetidae, Physidae, Tipulidae and Hydrophilidae had moderate predictive model performance (ĸ ≥ 0.4). Vegetation cover, leather tanning, vegetation clearance and nitrate ion were the topmost selected environmental variables influencing the occurrence of macroinvertebrate taxa. The conditional analysis depicted that the abundance of Coenagrionidae and Libellulidae increased with the increasing in vegetation cover. Overall, macroinvertebrate taxa have a clear habitat requirement within the habitat gradient studied and hence, could be a potential candidate for biomonitoring and provide valuable information in the development of a standard wetland assessment protocol.
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References
Ambelu A, Lock K, Goethals PLM (2010) Comparison of modelling techniques to predict macroinvertebrate community composition in rivers of Ethiopia. Ecological Informatics 5:147–152
APHA (1998) Standard methods for the analysis of wastewater, 20th edn. American Public Health Association, Washington, DC
Baldwin DS, Nielsen DL, Bowen PM, Williams J (2005) Recommended methods for monitoring floodplains and wetlands. 1921038 20 9. (MDBC Publication No. 72/ 04)
Batzer DP, Cooper R, Wissinger SA (2006) Wetland animal ecology. In: Batzer DP, Sharitz RR (eds) Ecology of freshwater and estuarine wetlands. University of California Press, Berkeley, pp 242–284
Beyene A, Addis T, Kifle D, Legesse W, Kloos H, Triest L (2009) Comparative study of diatoms and macroinvertebrates as indicators of severe water pollution: case study of the Kebena and Akaki rivers in Addis Ababa, Ethiopia. Ecological Indicators 9:381–392
Bilton P, Jones G, Ganesh S, Haslett S (2017) Classification trees for poverty mapping. Computational Statistics and Data Analysis 115:53–66
Bloechl A, Koenemann S, Philippi B, Melber A (2010) Abundance, diversity and succession of aquatic Coleoptera and Heteroptera in a cluster of artificial ponds in the north German lowlands. Limnologica 40:215–225
Bouchard RW (2012) Guide to aquatic invertebrate families of Mongolia. Identification manual for students, citizen monitors, and aquatic resource professionals. Jr. Saint Paul, Minnesota
Breiman L, Friedman JH, Olshen RA, Stone CG (1984) Classification and regression trees. Wadsworth International Group, Belmont
Butkas KJ, Vadeboncoeur Y, Vander Zanden MJ (2011) Estimating benthic invertebrate production in lakes: a comparison of methods and scaling from individual taxa to the whole-lake level. Aquatic Sciences 73:153–169
Chawaka SN, Boets P, Mereta ST, Ho LT, Goethals PLM (2018) Using macroinvertebrates and birds to assess the environmental status of wetlands across different climatic zones in southwestern Ethiopia. Wetlands 38(4):653–665
Chen W, Xie X, Wang J, Pradhan B, Hong H, Bui DT, Duan Z, Ma J (2017) A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility. Catena 151:147–160
Cohen J (1960) A coefficient of agreement for nominal scales. Educational and Psychological Measurement 20:37–46
Costanza R, d'Arge R, de Groot R, Farber S, Grasso M, Hannon B, Limburg K, Naeem S, O'Neil RV, Paruelo J, Raskin RG, Sutton P, van den Belt M (1997) The value of the world's ecosystem services and natural capital. Nature 387:253–259
Couceiro SRM, Hamada N, Luz SLB, Forsberg RB, Pimentel TP (2007) Deforestation and sewage effects on aquatic macroinvertebrates in urban streams in Manaus, Amazonas, Brazil. Hydrobiologia 575:271–284
Dakou E, D'heygere T, Dedecker AP, Goethals PLM, Dimitriadou ML, De Pauw N (2007) Decision tree models for prediction of macroinvertebrate taxa in the river Axios (northern Greece). Aquatic Ecology 41:399–411
De’ath G, Fabricius KE (2000) Classification and regression trees: a powerful yet simple technique for ecological data analysis. Ecology 81:3178–3192
Dedecker A, Van Melckebeke K, Goethals PLM, De Pauw N (2007) Development of migration models for macroinvertebrates in the Zwalm river basin (Flanders, Belgium) as tools for restoration management. Ecological Modelling 203:72–86
Dixion AB (2002) The hydrological impacts and sustainability of wetlands drainage cultivation in Illubabour Ethiopia. Land Degradation and Development 13:17–31
Dixion AB, Wood AP (2003) Wetland cultivation and hydrological management in eastern Africa: matching community and hydrological needs through sustainable wetland use. Natural Resources Forum 27:117–129
Feld CK, Sousa JP, da Silva PM, Dawson TP (2010) Indicators for biodiversity and ecosystem services: towards an improved framework for ecosystems assessment. Biodiversity and Conservation 19:2895–2919
Gabriels W, Lock K, De Pauw N, Goethals PLM (2010) Multimetric macroinvertebrate index Flanders (MMIF) for biological assessment of rivers and lakes in Flanders (Belgium). Limnologica 40:199–207
Getachew M, Ambelu A, Mereta ST, Legesse W, Adugna A, Kloose H (2012) Ecological assessment of Cheffa wetland in the Borkena Valley, Northeast Ethiopia: macroinvertebrate and bird communities. Ecological Indicators 15:63–71
Gezie A, Anteneh W, Dejen E, Mereta ST (2017) Effects of human-induced environmental changes on benthic macroinvertebrate assemblages of wetlands in Lake Tana watershed, Northwest Ethiopia. Environmental Monitoring and Assessment 189:152
Gezie A, Assefa WW, Getnet B, Anteneh W, Dejen E, Mereta ST (2018) Potential impacts of water hyacinth invasion and management on water quality and human health in Lake Tana watershed, Northwest Ethiopia. Biological Invasion 20(9):2517–2534
Guisan A, Thuiller W (2005) Predicting species distribution: offering more than simple habitat models. Ecology Letters 8:993–1009
Guisan A, Zimmerman NE (2000) Predictive habitat distribution models in ecology. Ecological Modeling 135:147–186
Habersack H, Haspe D, Kondolf M (2014) Large rivers in the Anthropocene – insights and tools for understanding climatic, land use, and reservoir influences. Water Resources Research 50:3641–3646
Hoang TH, Lock K, Mouton A, Goethals PLM (2010) Application of classification trees and support vector machines to model the presence of macroinvertebrates in rivers in Vietnam. Ecological Informatics 5:140–146
Hruby T (2004) Washington State wetland rating system for eastern Washington. Washington State Department of Ecology, Publication No 04-06-15
Jacobs A, Rogerson A, Fillis D, Bason C (2009) Delaware department of natural resources and environmental control. Watershed Assessment Section, Dover
Jiang XM, Xiong J, Qiu JW, Wu JM, Wang JW, Xie ZC (2010) Structure of macroinvertebrate communities in relation to environmental variables in a subtropical Asian River system. International Review of Hydrobiology 95:42–57
Kallimanis AS, Ragia V, Sgardelis SP, Pantis JD (2007) Using regression trees to predict alpha diversity based upon geographical and habitat characteristics. Biodiversity and Conservation 16:3863–3876
Kasangaki A, Chapman LJ, Balirwa J (2008) Land use and the ecology of benthic macroinvertebrate assemblages of high-altitude rainforest streams in Uganda. Freshwater Biology 53:68–697
Kefford BJ (1998) The relationship between electrical conductivity and selected macroinvertebrate communities in four river systems of south-West Victoria, Australia. International Journal of Salt Lake Research 7:153–170
Landis JR, Koch GG (1977) The measurement of observer agreement for categorical data. Biometrics 33:159–174
Lewis RJ (2013) An introduction to classification and regression tree (CART) analysis. California: Presented at the 2000 Annual Meeting of the Society for Academic Emergency Medicine in San Francisco. https://pdfs.semanticscholar.org/6d4a/347b99d056b7b1f28218728f1b73e64cbbac.pdf Accessed 25 November, 2018
Li F, Chung N, Bae MJ, Kwon YS, Park YS (2012) Relationships between stream macroinvertebrates and environmental variables at multiple spatial scales. Freshwater Biology 57:2107–2124
Liston SE, Newman S, Trexler JC (2008) Macroinvertebrate community response to eutrophication in an oligothrophic wetland. An in situ mesocosm experiment. Wetlands 28:686–694
Mereta ST, Boets P, Bayih AA, Malu A, Ephrem Z, Sisay A, Endale H, Yitbarek M, Jemal A, De Meester L, Goethals PLM (2012) Analysis of environmental factors determining the abundance and diversity of macroinvertebrate taxa in natural wetlands of Southwest Ethiopia. Ecological Informatics 7:52–61
Mereta ST, Boets P, De Meester L, Goethals PLM (2013) Development of a multimetric index based on benthic macroinvertebrates for the assessment of natural wetlands in Southwest Ethiopia. Ecological Indicators 29:510–521
Moal ML, Gascuel-Odoux C, Ménesguen A, Souchon Y, Étrillard C, Levain A, Moatar F, Pannard A, Souchu P, Lefebvre A, Pinay G (2018) Eutrophication: a new wine in an old bottle? Science of the Total Environment 651:1–11
Moomaw WR, Chmura GL, Davies GT, Finlayson CM, Middleton BA, Natali SM, Perry JE, Roulet N, Sutton-Grier AE (2018) Wetlands in a changing climate: science, policy and management. Wetlands 38(2):183–205
Mwinyihij M, Strachan NJC, Dawson J, Meharg A, Killham K (2006) Anecotoxicological approach to assessing the impact of tanning industry effluent on river health. Archives of Environmental Contamination and Toxicology 50:316–324
Pace G, Bella VD, Barile M, Andreanic P, Mancini L, Belfiore C (2012) A comparison of macroinvertebrate and diatom responses to anthropogenic stress in small sized volcanic siliceous streams of Central Italy (Mediterranean ecoregion). Ecological Indicators 23:544–554
Panatta A, Stenert C, Santos EMD, Maltchik L (2007) Diversity and distribution of Chironomid larvae in wetlands in southern Brazil. Journal of the Kansas Entomological Society 80:229–242
Quinlan JR (1993) C4.5: programs for machine learning. Morgan Kaufmann Publishers, San Francisco
Ramsar (2010) Wetland ecosystem services. http://www.ramsar.org/2010. Accessed 20 Nov 2018
Roy AH, Rosemond AD, Paul MJ, Leigh DS, Wallace JB (2003) Stream macroinvertebrate response to catchment urbanization (Georgia, U.S.a.). Freshwater Biology 48:329–346
Teferi E, Uhlenbrook S, Bewket W, Wenninger J, Simane B (2010) The use of remote sensing to quantify wetland loss in the Choke Mountain range, upper Blue Nile basin, Ethiopia. Hydrology and Earth System Sciences 14:2415–2428
ter Braak CJF, Smilauer P (2002) CANOCO reference manual and CanocoDraw for windows user's guide: software for canonical community ordination (version4.5). PP. 500 (Ithaca, NY, USA)
Tsai WP, Huang SP, Cheng ST, Shao KT, Chang FJ (2017) A data-mining framework for exploring the multi-relation between fish species and water quality through self-organizing map. Science of the Total Environment 579:474–483
Witten IH, Frank E (2005) Data mining: practical machine learning tools and techniques with Java implementations. Morgan Kaufmann Publishers, San Francisco (369 pp)
Wondie A (2010) Improving management of shoreline and riparian wetland ecosystems: the case of Lake Tana catchment. Ecohydrology and Hydrobiology 10:123–132
Xu C, Sheng S, Zhou W, Cui L (2011) Characterizing wetland change at landscape scale in Jiangsu Province, China. Environmental Monitoring and Assessment 179(1-4):279–292
Yi Y, Sun J, Yang Y, Zhou Y, Tang C, Wang X, Yang Z (2018) Habitat suitability evaluation of a benthic macroinvertebrate community in a shallow lake. Ecological Indicators 90:451–459
Yigezu G, Mandefro B, Mengesha Y, Yewhalaw D, Beyene A, Ahmednur M, Abdie Y, Kloos H, Mereta ST (2018) Habitat suitability modelling for predicting potential habitats of freshwater snail intermediate hosts in Omo-gibe river basin, Southwest Ethiopia. Ecological Informatics 45:70–80
Zhang M, Muñoz-Mas R, Martinez-Capel F, Qu X, Zhang H, Peng W, Liu X (2018) Determining the macroinvertebrate community indicators and relevant environmental predictors of the Hun-Tai River basin (Northeast China): a study based on community patterning. Science of the Total Environment 634:749–759
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This research was supported by Jimma University and Bahir Dar University.
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AG conceived the main idea of the paper, collected the data, and prepared the draft. WA, ES, WLM and HK helped in writing the paper. STM assisted data analysis and writing the paper.
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Gezie, A., Mulat, W.L., Anteneh, W. et al. Habitat Suitability Modelling of Benthic Macroinvertebrate Community in Wetlands of Lake Tana Watershed, Northwest Ethiopia. Wetlands 40, 853–864 (2020). https://doi.org/10.1007/s13157-019-01231-1
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DOI: https://doi.org/10.1007/s13157-019-01231-1