Abstract
The biodiversity of freshwater ecosystems especially macrophytes are threatened by various anthropogenic factors. We performed this study to investigate the beta diversity pattern of macrophyte communities in the Ganga River to find out their relationship with the physio-chemical properties of the habitat and to identify their life forms with conservation priorities and ensuring priority areas for conservation and restoration. We found that the species replacement (Repl) contributes more to beta diversity than similarity (S) and richness difference (RichDiff) component indicating continuous macrophyte turnover along the Ganga river. We found that the local contribution to beta diversity (LCBD) has a significant positive relationship with organic carbon and nitrate. We identified seven sites in the middle and lower reach of the Ganga River whose LCBD values lie within the top 75% indicating that these sites have unique species composition. The species with the highest species contribution to beta diversity (SCBD) values were mostly emergent macrophytes, which have a greater influence on the beta diversity in the studied region. Thus, when developing models and action plans for Ganga River management, which includes both biodiversity conservation and restoration, the middle and lower sections of the river, as well as emergent macrophytes, should be considered.
Similar content being viewed by others
Data availability
The datasets used for the current study are available from the corresponding author upon reasonable request.
References
Alahuhta, J., S. Kosten, M. Akasaka, D. Auderset, M. M. Azzella, R. Bolpagni, C. P. Bove, P. A. Chambers, E. Chappuis, J. Clayton, M. de Winton, F. Ecke, E. Gacia, G. Gecheva, P. Grillas, J. Hauxwell, S. Hellsten, J. Hjort, M. V. Hoyer, C. Ilg, A. Kolada, M. Kuoppala, T. Lauridsen, E. H. Li, B. A. Lukács, M. Mjelde, A. Mikulyuk, R. P. Mormul, J. Nishihiro, B. Oertli, L. Rhazi, M. Rhazi, L. Sass, C. Schranz, M. Søndergaard, T. Yamanouchi, Q. Yu, H. Wang, N. Willby, X. K. Zhang & J. Heino, 2017. Global variation in the beta diversity of lake macrophytes is driven by environmental heterogeneity rather than latitude. Journal of Biogeography 44: 1758–1769. https://doi.org/10.1111/jbi.12978.
Alahuhta, J., M. Lindholm, C. P. Bove, E. Chappuis, J. Clayton, M. de Winton, T. Feldmann, F. Ecke, E. Gacia, P. Grillas, M. V. Hoyer, L. B. Johnson, A. Kolada, S. Kosten, T. Lauridsen, B. A. Lukács, M. Mjelde, R. P. Mormul, L. Rhazi, M. Rhazi, L. Sass, M. Søndergaard, J. Xu & J. Heino, 2018. Global patterns in the metacommunity structuring of lake macrophytes: regional variations and driving factors. Oecologia 188: 1167–1182. https://doi.org/10.1007/s00442-018-4294-0.
Alcocer, J., C. A. Espinosa-Rodríguez, R. Fernández, A. Lugo-Vázquez, M. Macek, A. M. Maeda-Martínez, F. Martínez-Jerónimo, E. Ortega-Mayagoitia & L. A. Oseguera, 2023. Reprint of: The ecology of the zooplankton in Mexican inland waters: what we know so far. Limnologica 100: 126084. https://doi.org/10.1016/j.limno.2023.126084.
Ali, Z. S. K., J. A. Johnson, S. A. Hussain & G. Talukdar, 2019. Study area and sampling strategy. In Johnson, J. A., S. A. Hussain & R. Badola (eds), Biodiversity Profile of the Ganga River Wildlife Institute of India, Dehradun: 24–61.
Aman, M. A. & H.-J. Chu, 2023. Long-term river extent dynamics and transition detection using remote sensing: Case studies of Mekong and Ganga River. Science of the Total Environment 876: 162774. https://doi.org/10.1016/j.scitotenv.2023.162774.
Bando, F. M., B. R. S. Figueiredo, D. A. Moi, S. M. Thomaz, T. S. Michelan, J. García-Girón, J. Heino, J. Alahuhta, G. Q. Romero & R. P. Mormul, 2023. Invasion by an exotic grass species homogenizes native freshwater plant communities. Journal of Ecology 111: 799–813. https://doi.org/10.1111/1365-2745.14061.
Bartlett, M. S., 1951. The effect of standardization on a Chi-square approximation in factor analysis. Biometrika 38: 337–344. https://doi.org/10.1093/biomet/38.3-4.337.
Baselga, A., 2012. The relationship between species replacement, dissimilarity derived from nestedness, and nestedness. Global Ecology and Biogeography 21: 1223–1232. https://doi.org/10.1111/j.1466-8238.2011.00756.x.
Bendary, R. E., M. E. Goher & A. S. El-Shamy, 2023. Taxonomic and functional diversity of macroinvertebrates in sediment and macrophyte habitats: a case study, the Ibrahimia Canal, Nile River, Egypt. The Egyptian Journal of Aquatic Research 49: 129–135. https://doi.org/10.1016/j.ejar.2023.05.001.
Berger, E., O. Frör & R. B. Schäfer, 2018. Salinity impacts on river ecosystem processes: a critical mini-review. Philosophical Transactions of the Royal Society B 374: 20180010. https://doi.org/10.1098/rstb.2018.0010.
Bociąg, K., 2003. The impact of acidic organic matter on the diversity of underwater vegetation in soft water lakes. Acta Societatis Botanicorum Poloniae 72: 221–229.
Bomfim, F. F., A. L. B. Fares, D. G. L. Melo, E. Vieira & T. S. Michelan, 2023. Land use increases macrophytes beta diversity in Amazon streams by favoring amphibious life forms species. Community Ecology 24: 159–170. https://doi.org/10.1007/s42974-023-00139-5.
Bona, F., T. Bo, A. Doretto, E. Falasco, M. Zoppi & S. Fenoglio, 2023. Are protected areas effective in preserving Alpine stream morphology and biodiversity? A field study in the oldest Italian National Park. River Research and Applications 39: 942–953. https://doi.org/10.1002/rra.4124.
Brito, M. T. S., J. Heino, U. M. Pozzobom & V. L. Landeiro, 2020. Ecological uniqueness and species richness of zooplankton in subtropical floodplain lakes. Aquatic Sciences. https://doi.org/10.1007/s00027-020-0715-3.
Bubíková, K. & R. Hrivnák, 2018. Relationships of macrophyte species richness and environment in different water body types in the Central European region. Annales de Limnologie – International Journal of Limnology 54: 35. https://doi.org/10.1051/limn/2018027.
Bunch, A. J., M. S. Allen & D. C. Gwinn, 2010. Spatial and temporal hypoxia dynamics in dense emergent macrophytes in a Florida Lake. Wetlands 30: 429–435. https://doi.org/10.1007/s13157-010-0051-9.
Cañedo-Argüelles, M., B. J. Kefford, C. Piscart, N. Prat, R. B. Schäfer & C.-J. Schulz, 2013. Salinisation of rivers: an urgent ecological issue. Environmental Pollution 173: 157–167. https://doi.org/10.1016/j.envpol.2012.10.011.
Chowdhury, M. Z. I. & T. C. Turin, 2020. Variable selection strategies and its importance in clinical prediction modelling. Family Medicine and Community Health 8: e000262. https://doi.org/10.1136/fmch-2019-000262.
Collen, B., F. Whitton, E. E. Dyer, J. E. M. Baillie, N. Cumberlidge, W. R. T. Darwall, C. Pollock, N. I. Richman, A. Soulsby & M. Böhm, 2013. Global patterns of freshwater species diversity, threat and endemism. Global Ecology and Biogeography 23: 40–51. https://doi.org/10.1111/geb.12096.
Cook, C. D. K., 1996. Aquatic and Wetland Plants of India: A Reference Book and Identification Manual for the Vascular Plants Found in Permanent or Seasonal Fresh Water in the Subcontinent of India South of the Himalayas, Oxford University Press, Oxford:
Cribari-Neto, F. & A. Zeileis, 2010. Beta regression in R. Journal of Statistical Software. https://doi.org/10.18637/jss.v034.i02.
De, K. & A. K. Dwivedi, 2023a. Bridging gaps in the Indian freshwater biodiversity conservation through science-based and policy-backed recommendations. Ecohydrology & Hydrobiology. https://doi.org/10.1016/j.ecohyd.2023.06.013.
De, K. & A. K. Dwivedi, 2023b. Systematic review of free and open source software (FOSS) employed in ecomorphological studies with recommendations for user-friendly developments. Ecological Informatics 78: 102317. https://doi.org/10.1016/j.ecoinf.2023.102317.
De, K., M. Siliwal, V. P. Uniyal & S. A. Hussain, 2021. Spiders as bio-indicators of habitat disturbance in the riparian zone of the Ganga river: a preliminary study. Tropical Ecology 63: 209–215. https://doi.org/10.1007/s42965-021-00192-z.
De, K., D. Dey, M. Shruti, V. P. Uniyal, B. S. Adhikari, J. A. Johnson & S. A. Hussain, 2023a. β-diversity of odonate community of the Ganga River: partitioning and insights from local and species contribution. Wetlands Ecology and Management. https://doi.org/10.1007/s11273-023-09959-8.
De, K., A. P. Singh, A. Sarkar, K. Singh, M. Siliwal, V. P. Uniyal & S. A. Hussain, 2023b. Local and species contribution to the beta diversity and rarity of riparian spider community of the Ganga River, India. Community Ecology 24: 189–199. https://doi.org/10.1007/s42974-023-00141-x.
De, K., A. P. Singh, A. Sarkar, K. Singh, M. Siliwal, V. P. Uniyal & S. A. Hussain, 2023. Relationship between species richness, taxonomic distinctness, functional diversity, and local contribution to β diversity and effects of habitat disturbance in the riparian spider community of the Ganga River, India. Ecological Processes. https://doi.org/10.1186/s13717-023-00421-4.
de Morais, M., M. S. A. Abdo, C. dos Santos, N. L. Sander, J. R. da Silva Nunes, W. L. Lázaro & C. J. da Silva, 2022. Long-term analysis of aquatic macrophyte diversity and structure in the Paraguay river ecological corridor, Brazilian Pantanal Wetland. Aquatic Botany 178: 103500. https://doi.org/10.1016/j.aquabot.2022.103500.
Donohue, I., A. L. Jackson, M. T. Pusch & K. Irvine, 2009. Nutrient enrichment homogenizes lake benthic assemblages at local and regional scales. Ecology 90: 3470–3477. https://doi.org/10.1890/09-0415.1.
Douce, P., H. Saiz, M. Benot, F. Mermillod-Blondin, L. Simon, D. Renault, F. Vallier, Y. Oury, M. Fontaine & A. Bittebiere, 2023. Functional characteristics rather than co-occurrences determine the outcome of interactions between neighbouring plants in sub-Antarctic ponds: consequences for macrophyte community biomass. Freshwater Biology 68: 561–576. https://doi.org/10.1111/fwb.14047.
Dray, S., D. Bauman, G. Blanchet, D. Borcard, S. Clappe, G. Guénard, T. Jombart, G. Larocque, P. Legendre, M. Madi & H. H. Wagner, 2019. adespatial: multivariate multiscale spatial analysis. R package version 0.3-3.
Dubois, R., R. Proulx & S. Pellerin, 2020. Ecological uniqueness of plant communities as a conservation criterion in lake-edge wetlands. Biological Conservation 243: 108491. https://doi.org/10.1016/j.biocon.2020.108491.
Dubuis, R. & G. De Cesare, 2023. The clogging of riverbeds: a review of the physical processes. Earth-Science Reviews 239: 104374. https://doi.org/10.1016/j.earscirev.2023.104374.
Dudgeon, D., A. H. Arthington, M. O. Gessner, Z.-I. Kawabata, D. J. Knowler, C. Lévêque, R. J. Naiman, A.-H. Prieur-Richard, D. Soto, M. L. J. Stiassny & C. A. Sullivan, 2005. Freshwater biodiversity: importance, threats, status and conservation challenges. Biological Reviews 81: 163. https://doi.org/10.1017/s1464793105006950.
Duthie, J. F., W. B. Turrill & R. N. Parker, 1903–1929. Flora of the Upper Gangetic Plain, and of the Adjacent Siwalik and Sub-Himalayan Tracts. Superintendent of Government Printing, Calcutta.
Fastner, J., J. Teikari, A. Hoffmann, A. Köhler, S. Hoppe, E. Dittmann & M. Welker, 2023. Cyanotoxins associated with macrophytes in Berlin (Germany) water bodies – occurrence and risk assessment. Science of the Total Environment 858: 159433. https://doi.org/10.1016/j.scitotenv.2022.159433.
Fernández-Aláez, M., F. García-Criado, J. García-Girón, F. Santiago & C. Fernández-Aláez, 2020. Environmental heterogeneity drives macrophyte beta diversity patterns in permanent and temporary ponds in an agricultural landscape. Aquatic Sciences. https://doi.org/10.1007/s00027-020-0694-4.
Garbowski, M., E. Boughton, A. Ebeling, P. Fay, Y. Hautier, H. Holz, A. Jentsch, S. Jurburg, E. Ladouceur, J. Martina, T. Ohlert, X. Raynaud, C. Roscher, G. Sonnier, P. M. Tognetti, L. Yahdjian, P. Wilfahrt & S. Harpole, 2023. Nutrient enrichment alters seasonal β-diversity in global grasslands. Journal of Ecology. https://doi.org/10.1111/1365-2745.14182.
García-Girón, J., J. Heino, L. Baastrup-Spohr, C. P. Bove, J. Clayton, M. de Winton, T. Feldmann, M. Fernández-Aláez, F. Ecke, P. Grillas, M. V. Hoyer, A. Kolada, S. Kosten, B. A. Lukács, M. Mjelde, R. P. Mormul, L. Rhazi, M. Rhazi, L. Sass, J. Xu & J. Alahuhta, 2020. Global patterns and determinants of lake macrophyte taxonomic, functional and phylogenetic beta diversity. Science of the Total Environment 723: 138021. https://doi.org/10.1016/j.scitotenv.2020.138021.
Gavioli, A., M. Milardi, J. Soininen, E. Soana, M. Lanzoni & G. Castaldelli, 2022. How does invasion degree shape alpha and beta diversity of freshwater fish at a regional scale? Ecology and Evolution. https://doi.org/10.1002/ece3.9493.
Gayol, M. P., N. S. Morandeira, E. B. Gonzalez & P. Kandus, 2022. Distribution patterns of macrophytes in shallow lakes of the lower Paraná River floodplain: associations with environmental conditions. Freshwater Biology 67: 2100–2112. https://doi.org/10.1111/fwb.13999.
Ge, Z., Z. Ma, J. Zou, Y. Zhang, Y. Li, L. Zhang & J. Zhang, 2023. Purification of aquaculture wastewater by macrophytes and biofilm systems: efficient removal of trace antibiotics and enrichment of antibiotic resistance genes. Science of the Total Environment 901: 165943. https://doi.org/10.1016/j.scitotenv.2023.165943.
Haroon, A. M., 2022. Review on aquatic macrophytes in Lake Manzala, Egypt. The Egyptian Journal of Aquatic Research 48: 1–12. https://doi.org/10.1016/j.ejar.2022.02.002.
Hussain, S. A., M. Irengbam, S. Barthwal, N. Dasgupta & R. Badola, 2020. Conservation planning for the Ganga River: a policy conundrum. Landscape Research 45: 984–999. https://doi.org/10.1080/01426397.2020.1808959.
Iquematsu, M. S., E. R. Cunha & A. Bialetzki, 2022. The dynamism fish-plant association: ontogenetic variations in assemblage attributes in neotropical floodplain lakes. Ecology of Freshwater Fish 32: 120–132. https://doi.org/10.1111/eff.12674.
IUPAC, 1997. Compendium of Chemical Terminology, 2nd ed. (the “Gold Book”). Compiled by McNaught AD and Wilkinson A. Blackwell, Oxford. https://goldbook.iupac.org/terms/view/G02621.
Jaiswal, D., N. Naaz, S. Gupta, K. Madhav & J. Pandey, 2023. Diurnal oscillation in dissolved oxygen at sediment-water interface fuels denitrification-driven N removal in Ganga River. Journal of Hydrology 619: 129301. https://doi.org/10.1016/j.jhydrol.2023.129301.
James, C., J. Fisher, V. Russell, S. Collings & B. Moss, 2005. Nitrate availability and hydrophyte species richness in shallow lakes. Freshwater Biology 50: 1049–1063. https://doi.org/10.1111/j.1365-2427.2005.01375.x.
Jia, Q., L. Cao, H. Yésou, C. Huber & A. D. Fox, 2016. Combating aggressive macrophyte encroachment on a typical Yangtze River lake: lessons from a long-term remote sensing study of vegetation. Aquatic Ecology 51: 177–189. https://doi.org/10.1007/s10452-016-9609-9.
Kaijser, W., D. Hering & A. W. Lorenz, 2022. Reach hydromorphology: a crucial environmental variable for the occurrence of riverine macrophytes. Hydrobiologia 849: 4273–4285. https://doi.org/10.1007/s10750-022-04983-w.
Kail, J., K. Brabec, M. Poppe & K. Januschke, 2015. The effect of river restoration on fish, macroinvertebrates and aquatic macrophytes: a meta-analysis. Ecological Indicators 58: 311–321. https://doi.org/10.1016/j.ecolind.2015.06.01.
Kaiser, H. F., 1958. The varimax criterion for analytic rotation in factor analysis. Psychometrika 23: 187–200. https://doi.org/10.1007/BF02289233.
Kaiser, H. F., 1970. A second generation little jiffy. Psychometrika 35: 401–415. https://doi.org/10.1007/BF02291817.
Kaiser, H. F. & J. Rice, 1974. Little Jiffy, Mark Iv. Educational and Psychological Measurement 34: 111–117. https://doi.org/10.1177/001316447403400115.
Kehimkar, I. D., 2000. Common Indian Wild Flowers, Bombay Natural History Society, Oxford University Press, Oxford:
Khan, S., R. Sinha, P. Whitehead, S. Sarkar, L. Jin & M. N. Futter, 2018. Flows and sediment dynamics in the Ganga River under present and future climate scenarios. Hydrological Sciences Journal 63: 763–782. https://doi.org/10.1080/02626667.2018.1447113.
Kumar, A., A. Ajay, B. Dasgupta, P. Bhadury & P. Sanyal, 2023. Deciphering the nitrate sources and processes in the Ganga river using dual isotopes of nitrate and Bayesian mixing model. Environmental Research 216: 114744. https://doi.org/10.1016/j.envres.2022.114744.
Legendre, P., 2014. Interpreting the replacement and richness difference components of beta diversity. Global Ecology and Biogeography 23: 1324–1334. https://doi.org/10.1111/geb.12207.
Legendre, P. & M. De Cáceres, 2013. Beta diversity as the variance of community data: dissimilarity coefficients and partitioning. Ecological Letters 16: 951–963. https://doi.org/10.1111/ele.12141.
Legendre, P., D. Borcard & P. R. Peres-Neto, 2005. Analyzing beta diversity: partitioning the spatial variation of community composition data. Ecological Monographs 75: 435–450. https://doi.org/10.1890/05-0549.
Leguendre, P. & L. Leguendre, 2012. Numerical Ecology, 3rd ed. Elsevier, Amsterdam:
Li, Z., J. Heino, J. Zhang, Y. Ge, Z. Liu & Z. Xie, 2023. Unravelling the factors affecting multiple facets of macroinvertebrate beta diversity in the World’s Third Pole. Journal of Biogeography 50: 792–804. https://doi.org/10.1111/jbi.14574.
Lind, L., R. L. Eckstein & R. A. Relyea, 2022. Direct and indirect effects of climate change on distribution and community composition of macrophytes in lentic systems. Biological Reviews 97: 1677–1690. https://doi.org/10.1111/brv.12858.
Lolis, L. A., D. C. Alves, S. Fan, T. Lv, L. Yang, Y. Li, C. Liu, D. Yu & S. M. Thomaz, 2020. Negative correlations between native macrophyte diversity and water hyacinth abundance are stronger in its introduced than in its native range. Diversity and Distributions 26: 242–253. https://doi.org/10.1111/ddi.13014.
Long, J. M. & W. L. Fisher, 2006. Analysis of environmental variation in a great plains reservoir using principal components analysis and geographic information systems. Lake and Reservoir Management 22: 132–140. https://doi.org/10.1080/07438140609353890.
Manolaki, P. & E. Papastergiadou, 2015. Environmental factors influencing macrophytes assemblages in a middle-sized Mediterranean stream. River Research and Applications 32: 639–651. https://doi.org/10.1002/rra.2878.
Marathe, A., D. R. Priyadarsanan, J. Krishnaswamy & K. Shanker, 2021. Gamma diversity and under-sampling together generate patterns in beta-diversity. Scientific Reports 11: 21420. https://doi.org/10.1038/s41598-021-99830-8.
McGrath, R. E., M. Brown, B. Westrich & H. Han, 2021. Representative sampling of the via assessment suite for adults. Journal of Personality Assessment 104: 380–394. https://doi.org/10.1080/00223891.2021.1955692.
Meng, Z., X. Yu, S. Xia, Q. Zhang, X. Ma & D. Yu, 2023. Effects of water depth on the biomass of two dominant submerged macrophyte species in floodplain lakes during flood and dry seasons. Science of the Total Environment 877: 162690. https://doi.org/10.1016/j.scitotenv.2023.162690.
Mussy, M. H., R. de Almeida, D. P. de Carvalho, L. C. Lauthartte, I. B. B. de Holanda, M. G. de Almeida, I. F. de Sousa-Filho, C. E. de Rezende, O. Malm & W. R. Bastos, 2022. Evaluating total mercury and methylmercury biomagnification using stable isotopes of carbon and nitrogen in fish from the Madeira River basin, Brazilian Amazon. Environmental Science and Pollution Research 30: 33543–33554. https://doi.org/10.1007/s11356-022-24235-7.
Naidu, V. S. G. R., 2012. Hand Book on Weed Identification. Directorate of Weed Science Research, Jabalpur, 354 pp.
Naskar, K., 1990. Aquatic and Semi Aquatic Plants of the Lower Ganga Delta: Its Taxonomy Ecology and Economic Importance, Daya Publishing House, New Delhi:
Naskar, K., 1993a. Plant Wealth of the Lower Ganga Delta: An Eco-taxonomical Approach, Vol. 1. Daya Publishing House, New Delhi:
Naskar, K., 1993b. Plant Wealth of the Lower Ganga Delta: An Eco-taxonomical Approach, Vol. 2. Daya Publishing House, New Delhi:
Nemes-Kókai, Z., G. Borics, E. Csépes, Á. Lukács, P. Török, E. T-Krasznai, I. Bácsi & V. B-Béres, 2023. Role of microhabitats in shaping diversity of periphytic diatom assemblages. Hydrobiologia. https://doi.org/10.1007/s10750-023-05336-x.
Nessi, A., S. Cioccarelli, P. Tremolada, P. Gariano, M. Grandinetti, A. Balestrieri & R. Manenti, 2023. Environmental factors affecting amphibian communities in river basins of the Southern Apennines. Diversity 15: 625. https://doi.org/10.3390/d15050625.
Nguyen, D. T. C., T. V. Tran, T. T. T. Nguyen, D. H. Nguyen, M. Alhassan & T. Lee, 2023. New frontiers of invasive plants for biosynthesis of nanoparticles towards biomedical applications: a review. Science of the Total Environment 857: 159278. https://doi.org/10.1016/j.scitotenv.2022.159278.
O’Hare, M. T., F. C. Aguiar, T. Asaeda, E. S. Bakker, P. A. Chambers, J. S. Clayton, A. Elger, T. M. Ferreira, E. M. Gross, I. D. M. Gunn, A. M. Gurnell, S. Hellsten, D. E. Hofstra, W. Li, S. Mohr, S. Puijalon, K. Szoszkiewicz, N. J. Willby & K. A. Wood, 2017. Plants in aquatic ecosystems: current trends and future directions. Hydrobiologia 812: 1–11. https://doi.org/10.1007/s10750-017-3190-7.
Ogamba, E. N., A. O. Iyiola, B. Yarkwan & B. O. Adetola, 2023. Potentials, threats, and sustainable conservation strategies of plankton and macrophytes. Sustainable Development and Biodiversity. https://doi.org/10.1007/978-981-19-6974-4_4.
Oksanen, J., F. Guillaume Blanchet, M. Friendly, R. Kindt, P. Legendre, D. McGlinn, P. R. Minchin, R. B. O’Hara, G. L. Simpson, P. Solymos, M. H. H. Stevens, H. Szoecs & H. Wagner, 2019. Vegan: Community Ecology Package. R package version 2.5-6.
Panhota, R. S., M. B. da Cunha Santino & I. Bianchini Jr., 2023. Oxygen consumption and formation of recalcitrant organic carbon from the decomposition of free-floating macrophyte leachates. Environmental Science and Pollution Research. https://doi.org/10.1007/s11356-023-29473-x.
Parveen, M., T. Asaeda & M. H. Rashid, 2017. Biochemical adaptations of four submerged macrophytes under combined exposure to hypoxia and hydrogen sulphide. PLoS ONE 12: e0182691. https://doi.org/10.1371/journal.pone.0182691.
Pastor, A., C. M. H. Holmboe, O. Pereda, P. Giménez-Grau, A. Baattrup-Pedersen & T. Riis, 2023. Macrophyte removal affects nutrient uptake and metabolism in lowland streams. Aquatic Botany 189: 103694. https://doi.org/10.1016/j.aquabot.2023.103694.
Paudel, S. & J. L. Koprowski, 2020. Factors affecting the persistence of endangered Ganges River dolphins (Platanista gangetica gangetica). Ecology and Evolution 10: 3138–3148. https://doi.org/10.1002/ece3.6102.
Pham, B. T., T. Nguyen-Thoi, H.-B. Ly, M. D. Nguyen, N. Al-Ansari, V.-Q. Tran & T.-T. Le, 2020. Extreme learning machine based prediction of soil shear strength: a sensitivity analysis using Monte Carlo simulations and feature backward elimination. Sustainability 12: 2339. https://doi.org/10.3390/su12062339.
Pip, E., 1989. Water temperature and freshwater macrophyte distribution. Aquatic Botany 34: 367–373. https://doi.org/10.1016/0304-3770(89)90079-X.
Podani, J. & D. Schmera, 2011. A new conceptual and methodological framework for exploring and explaining pattern in presence–absence data. Oikos 120: 1625–1638. https://doi.org/10.1111/j.1600-0706.2011.19451.x.
Podani, J., C. Ricotta & D. Schmera, 2013. A general framework for analyzing beta diversity, nestedness and related community-level phenomena based on abundance data. Ecological Complexity 15: 52–61. https://doi.org/10.1016/j.ecocom.2013.03.002.
Polechońska, L. & A. Klink, 2022. Macrophytes as passive bioindicators of trace element pollution in the aquatic environment. WIREs Water. https://doi.org/10.1002/wat2.1630.
Pollen-Bankhead, N., A. Simon, K. Jaeger & E. Wohl, 2009. Destabilization of streambanks by removal of invasive species in Canyon de Chelly National Monument, Arizona. Geomorphology 103: 363–374. https://doi.org/10.1016/j.geomorph.2008.07.004.
Polst, B. H., J. Allen, F. Hölker, S. Hilt, H. Stibor, E. M. Gross & M. Schmitt-Jansen, 2023. Exposure pathways matter: aquatic phototrophic communities respond differently to agricultural run-off exposed via sediment or water. Journal of Applied Ecology. https://doi.org/10.1111/1365-2664.14478.
Pozzobom, U. M., J. Heino, M. T. da Brito & V. L. Landeiro, 2020. Untangling the determinants of macrophyte beta diversity in tropical floodplain lakes: insights from ecological uniqueness and species contributions. Aquatic Sciences. https://doi.org/10.1007/s00027-020-00730-2.
R Core Team, 2020. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna. https://www.R-project.org/.
Rai, A. K., Z. Beg, A. Singh & K. Gaurav, 2021. Estimating discharge of the Ganga River from satellite altimeter data. Journal of Hydrology 603: 126860. https://doi.org/10.1016/j.jhydrol.2021.126860.
Reitsema, R. E., P. Meire & J. Schoelynck, 2018. The future of freshwater macrophytes in a changing world: dissolved organic carbon quantity and quality and its interactions with macrophytes. Frontiers in Plant Science. https://doi.org/10.3389/fpls.2018.00629.
Rey, A., F. Viard, A. Lizé, E. Corre, A. Valentini & P. Thiriet, 2023. Coastal rocky reef fish monitoring in the context of the Marine Strategy Framework Directive: environmental DNA metabarcoding complements underwater visual census. Ocean & Coastal Management 241: 106625. https://doi.org/10.1016/j.ocecoaman.2023.106625.
Rodríguez-Lozano, P., G. Lobera, I. Pardo, L. García & C. Garcia, 2023. Conservation of temporary streams: the relevance of spatiotemporal variation in beta diversity. Aquatic Conservation. https://doi.org/10.1002/aqc.4005.
Serafini, R. J. M., S. Arreghini, H. E. Troiani & A. R. F. de Iorio, 2022. Copper, zinc, and chromium accumulation in aquatic macrophytes from a highly polluted river of Argentina. Environmental Science and Pollution Research 30: 31242–31255. https://doi.org/10.1007/s11356-022-24380-z.
Serra, F., D. Balseiro & B. G. Waisfeld, 2023. Morphospace trends underlying a global turnover: ecological dynamics of trilobite assemblages at the onset of the Ordovician Radiation. Palaeogeography, Palaeoclimatology, Palaeoecology 615: 111448. https://doi.org/10.1016/j.palaeo.2023.111448.
Siddiqui, E. & J. Pandey, 2019. Temporal and spatial variations in carbon and nutrient loads, ion chemistry and trophic status of the Ganga River: a watershed-scale study. Limnology 20: 255–266. https://doi.org/10.1007/s10201-019-00575-1.
Siddiqui, E., J. Pandey & U. Pandey, 2018. The N:P: Si stoichiometry as a predictor of ecosystem health: a watershed scale study with Ganga River, India. International Journal of River Basin Management 17: 199–207. https://doi.org/10.1080/15715124.2018.1476370.
Siddiqui, E., J. Pandey, U. Pandey, V. Mishra & A. V. Singh, 2020. Integrating atmospheric deposition-driven nutrients (N and P), microbial and biogeochemical processes in the watershed with carbon and nutrient export to the Ganga River. Biogeochemistry 147: 149–178. https://doi.org/10.1007/s10533-019-00634-w.
Singh, R. & J. Pandey, 2018. Non-point source-driven carbon and nutrient loading to Ganga River (India). Chemistry and Ecology 35: 344–360. https://doi.org/10.1080/02757540.2018.1554061.
Socolar, J. B., J. J. Gilroy, W. E. Kunin & D. P. Edwards, 2016. How should beta-diversity inform biodiversity conservation? Trends in Ecology & Evolution 31: 67–80. https://doi.org/10.1016/j.tree.2015.11.005.
Sonkar, G. K., K. Gaurav, A. K. Rai, S. Taigor & Z. Beg, 2022. Integrating satellite altimeter data and geomorphic in-stream flow tool to assess reach average hydraulic habitat of the Ganga River dolphin. Ecohydrology. https://doi.org/10.1002/eco.2497.
Stefanidis, K., A. Oikonomou, G. Dimitrellos, D. Tsoukalas & E. Papastergiadou, 2023. Relationships between environmental factors and functional traits of macrophyte assemblages in running waters of Greece. Diversity 15: 949. https://doi.org/10.3390/d15090949.
Steiner, M. & S. Grieder, 2020. EFAtools: An R package with fast and flexible implementations of exploratory factor analysis tools. JOSS 5: 2521. https://doi.org/10.21105/joss.02521.
Strayer, D. L. & D. Dudgeon, 2010. Freshwater biodiversity conservation: recent progress and future challenges. Journal of the North American Benthological Society 29: 344–358. https://doi.org/10.1899/08-171.1.
Szoszkiewicz, K., A. Budka, K. Pietruczuk, D. Kayzer & D. Gebler, 2016. Is the macrophyte diversification along the trophic gradient distinct enough for river monitoring? Environmental Monitoring and Assessment. https://doi.org/10.1007/s10661-016-5710-8.
Teittinen, A., J. Wang & J. Soininen, 2023. Elevational microbial β diversity and community assembly processes in subarctic ponds. Freshwater Biology. https://doi.org/10.1111/fwb.14166.
Thomaz, S. M., 2021. Ecosystem services provided by freshwater macrophytes. Hydrobiologia 850: 2757–2777. https://doi.org/10.1007/s10750-021-04739-y.
Thompson, V. F., 2021. The impacts of disturbance on submerged aquatic macrophytes populations of the Jemez Mountains, New Mexico. Doctoral dissertation, The University of New Mexico. https://digitalrepository.unm.edu/biol_etds/383.
Tripathi, M. & S. K. Singal, 2019. Use of Principal Component Analysis for parameter selection for development of a novel Water Quality Index: a case study of river Ganga India. Ecological Indicators 96: 430–436. https://doi.org/10.1016/j.ecolind.2018.09.025.
van der Heide, T., E. H. van Nes, M. M. van Katwijk, H. Olff & A. J. P. Smolders, 2011. Positive feedbacks in seagrass ecosystems – evidence from large-scale empirical data. PLoS ONE 6: e16504. https://doi.org/10.1371/journal.pone.0016504.
Vijayaraj, V., M. Laviale, J. Allen, N. Amoussou, S. Hilt, F. Hölker, N. Kipferler, J. Leflaive, M. G. A. López Moreira, B. H. Polst, M. Schmitt-Jansen, H. Stibor & E. M. Gross, 2022. Multiple-stressor exposure of aquatic food webs: Nitrate and warming modulate the effect of pesticides. Water Research 216: 118325. https://doi.org/10.1016/j.watres.2022.118325.
Vilà, M., J. L. Espinar, M. Hejda, P. E. Hulme, V. Jarošík, J. L. Maron, J. Pergl, U. Schaffner, Y. Sun & P. Pyšek, 2011. Ecological impacts of invasive alien plants: a meta-analysis of their effects on species, communities and ecosystems. Ecology Letters 14: 702–708. https://doi.org/10.1111/j.1461-0248.2011.01628.x.
Vörösmarty, C. J., P. B. McIntyre, M. O. Gessner, D. Dudgeon, A. Prusevich, P. Green, S. Glidden, S. E. Bunn, C. A. Sullivan, C. R. Liermann & P. M. Davies, 2010. Global threats to human water security and river biodiversity. Nature 467: 555–561. https://doi.org/10.1038/nature09440.
Walkley, A. & I. A. Black, 1934. An examination of Degtjareff method for determining soil organic matter, and proposed modification of the chromic acid titration method. Soil Science 37: 29–38.
Whittaker, R. H., 1960. Vegetation of the Siskiyou Mountains, Oregon and California. Ecological Monographs 30: 279–338. https://doi.org/10.2307/1943563.
Wiersma, Y. F. & D. L. Urban, 2005. Beta diversity and nature reserve system design in the Yukon, Canada. Conservation Biology 19: 1262–1272. https://doi.org/10.1111/j.1523-1739.2005.00099.x.
Wieting, C., J. M. Friedman & S. Rathburn, 2022. River channel response to invasive plant treatment across the American Southwest. Earth Surface Processes and Landforms 48: 569–581. https://doi.org/10.1002/esp.5503.
Wohl, E., P. L. Angermeier, B. Bledsoe, G. M. Kondolf, L. MacDonnell, D. M. Merritt, M. A. Palmer, N. L. Poff & D. Tarboton, 2005. River restoration. Water Resources Research. https://doi.org/10.1029/2005WR003985.
Wohl, E., S. N. Lane & A. C. Wilcox, 2015. The science and practice of river restoration. Water Resources Research 51: 5974–5997. https://doi.org/10.1002/2014wr016874.
Zhang, J., P. Hei, Y. Shang, J. Yang, L. Wang, T. Yang, G. Zhou & F. Chen, 2021. Internal nitrogen cycle in macrophyte-dominated eutrophic lakes: mechanisms and implications for ecological restoration. ACS EST Water 1: 2359–2369. https://doi.org/10.1021/acsestwater.1c00203.
Acknowledgements
This study was carried out under the projects “Biodiversity conservation and Ganga rejuvenation” and “Planning and Management for Aquatic Species Conservation and Maintenance of Ecosystem Services in the Ganga River Basin” funded by the National Mission for Clean Ganga (NMCG), Ministry of Jal Shakti, Government of India. We express our gratitude to Shri G. Asok Kumar, Director General (DG), NMCG, Mr. Rajiv Ranjan Mishra and Mr. Upendra Prasad Singh, Former DGs, and their team for extending funding support. We would like to thank the Chief Wildlife Warden of the Government of Uttar Pradesh, Bihar, Jharkhand and West Bengal for providing and facilitating timely research permits to conduct the study. We acknowledge the help and support provided by the Director and Dean at the Wildlife Institute of India in carrying out this study.
Funding
National Mission for Clean Ganga (NMCG), Ministry of Jal Shakti, Government of India (Grant No. B-02/2015-16/1259/NMCG-WII PROPOSAL and B-03/2015-16/1077/NMCG-NEW PROPASAL).
Author information
Authors and Affiliations
Contributions
DD: Data curation, investigation, methodology, validation, writing—original draft; MS: Data curation, investigation, methodology, validation, writing—original draft; KD: Conceptualization, data curation, formal analysis, investigation, methodology, software, validation, visualization, writing—original draft; BSA: Project administration, resources, supervision, validation, writing—review and editing; SAH: Funding acquisition, project administration, resources, supervision, validation, writing—review and editing. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare that they have no competing interests.
Ethical approval
Not applicable.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Additional information
Handling editor: Andre Andrian Padial
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Dey, D., Shruti, M., De, K. et al. Local and species contribution of beta diversity of macrophytes in perspective of conservation and restoration of Ganga River, India. Hydrobiologia 851, 2053–2070 (2024). https://doi.org/10.1007/s10750-023-05440-y
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10750-023-05440-y