Kumar, P. et al. Impact of pesticides application on aquatic ecosystem and biodiversity: a review. Biol. Bull. 50(6), 1362–1375 (2023).
Wang, H. et al. Multiple stressors determine the process of the benthic diatom community assembly and network stability in urban water bodies in Harbin. Sci. Total Environ. 913, 169536 (2024).
Nwojiji, C. et al. Benthic foraminiferal turnover and trait changes across the Palaeocene-Eocene Thermal Maximum (PETM) at ODP site 1265A, Walvis Ridge, SE Atlantic Ocean. Arab. J. Geosci. 16(5), 324 (2023).
Ferreira, V. et al. Organic matter decomposition and ecosystem metabolism as tools to assess the functional integrity of streams and rivers–a systematic review. Water 12(12), 3523 (2020).
Nelson, C. E., Wegley, Kelly L. & Haas, A. F. Microbial interactions with dissolved organic matter are central to coral reef ecosystem function and resilience. Annu. Rev. Mar. Sci. 15, 431–460 (2023).
Li, C. et al. Offshore wind energy and marine biodiversity in the North Sea: life cycle impact assessment for benthic communities. Environ. Sci. Technol. 57(16), 6455–6464 (2023).
Ni, L. et al. Community structure and water quality assessment of benthic macroinvertebrates in Hongze lake. Bull. Environ. Contam. Toxicol. 112(4), 58 (2024).
Nicholaus, R., Lukwambe, B. & Zheng, Z. Effects of Bellamya aeruginosa and Corbicula fluminea bioturbation on the vertical distribution of phosphorus forms in aquatic sediments: a laboratory study. J. Soils Sediments 24(2), 1019–1029 (2024).
Chawla, H., Singh, S. K. & Haritash, A. K. Reversing the damage: ecological restoration of polluted water bodies affected by pollutants due to anthropogenic activities. Environ. Sci. Pollut. Res. 31(1), 127–143 (2024).
Li, Q. et al. Functions of constructed wetland animals in water environment protection–A critical review. Sci. Total Environ. 760, 144038 (2021).
Chen, J. et al. Effects of ecological restoration on water quality and benthic macroinvertebrates in rural rivers of cold regions: A case study of the Huaide River, Northeast China. Ecol. Indic. 142, 109169 (2022).
Hamid, A., Bhat, S. U. & Jehangir, A. Assessment of ecological characteristics of macroinvertebrate communities and their relationship with environmental factors in a stream ecosystem. Chem. Ecol. 37(9–10), 746–766 (2021).
Hamid, A., Bhat, S. U. & Jehangir, A. Assessment of ecological characteristics of macroinvertebrate communities and their relationship with environmental factor in a stream ecosystem. Chem. Ecol. 37(9–10), 746–766 (2021).
Włodarska-Kowalczuk, M. et al. Is the trophic diversity of marine benthic consumers decoupled from taxonomic and functional trait diversity? Isotopic niches of Arctic communities. Limnol. Oceanogr. 64(5), 2140–2151 (2019).
Saeedi, H., Warren, D. & Brandt, A. The environmental drivers of benthic fauna diversity and community composition. Front. Mar. Sci. 9, 804019 (2022).
Karasiewicz, S. et al. Harmful algae niche responses to environmental and community variation along the French coast. Harm. Algae 93, 101785 (2020).
Wells, M. L. et al. Future HAB science: Directions and challenges in a changing climate. Harm. Algae 91, 101632 (2020).
Zhuang, J. et al. Research progress and framework on the simulation and assessment of fish habitat degradation in lakes. Ecol. Indic. 158, 111461 (2024).
Zhang, Q. et al. Community characteristics of benthic macroinvertebrates and identification of environmental driving factors in rivers in semi-arid areas–A case study of Wei River Basin, China. Ecol. Indic. 121, 107153 (2021).
Kroeker, K. J. et al. Ecological change in dynamic environments: Accounting for temporal environmental variability in studies of ocean change biology. Glob. Change Biol. 26(1), 54–67 (2020).
Yao, K.-S. et al. Multivariate approaches to assess the drivers of benthic macroinvertebrate communities and biotic indices in a highly urbanized fluvial-estuarine system. Ecol. Indic. 139, 108956 (2022).
He, L. et al. Eukaryotic diversity based on high-throughput 18S rRNA sequencing and its relationship with environmental factors in a Salt Lake in Tibet, china. Water 14(17), 2724 (2022).
Chi, S. et al. Characteristics of community structure and niche analysis of benthic macroinvertebrates in the upper reaches of Jinsha River. J. Lake Sci. 36(04), 1192–1207 (2024).
Jiang, H. et al. Diversity of macroinvertebrates and ecological niche in Zhongyangzhan black-billed Capercaillie national nature reserve. Wetl. Sci. 22(04), 508–517 (2024).
Bozimowski, A. A., Murry, B. A. & Uzarski, D. G. Co-occurrence patterns of aquatic macroinvertebrates in Laurentian great lakes coastal wetlands. Ecol. Evol. 14(12), e70622 (2024).
Han, J. et al. Benthic macroinvertebrates diversity and community pattern in Chaobai River Basin, Beijing. Chin. J. Ecol. 44, 1–15 (2025).
Zhou, X. et al. Response of benthic macroinvertebrates in highland rivers to the lateral hydrological connectivity: Taking the Quanji River as an example. J. Tsinghua Univ. (Sci. Technol.) 63(05), 818–829 (2023).
Zhang, D. et al. Species diversity and recommended rehabilitative strategies of benthic macroinvertebrate in the Chishui River, a tributary of the Upper Yangtze River. Biodiver. Sci. 31(8), 22674 (2023).
Ji, F. et al. Assessment of benthic invertebrate diversity and river ecological status along an urbanized gradient using environmental DNA metabarcoding and a traditional survey method. Sci. Total Environ. 806, 150587 (2022).
Pinna, M., Zangaro, F. & Specchia, V. Assessing benthic macroinvertebrate communities’ spatial heterogeneity in Mediterranean transitional waters through eDNA metabarcoding. Sci. Rep. 14(1), 17890 (2024).
Poyntz-Wright, I. P. et al. Effectiveness of eDNA for monitoring riverine macroinvertebrates. Sci. Total Environ. 941, 173621 (2024).
Chen, Y. et al. Biodiversity and interannual variation of harmful algal bloom species in the Coastal Sea of Qinhuangdao, China. Life 13(1), 192 (2023).
Zhang, L. et al. Coastline eco-efficiency and sustainable development of Bohai Rim cities. Ocean Coast. Manag. 243, 106769 (2023).
Zheng, G. et al. Spatial, geographical, climatic, and edaphic influences on moss community structure: A case study from Qinhuangdao, China. Forests 15(3), 424 (2024).
Li, Z. & Cui, L. Contaminative conditions of main rivers flowing into the sea and their effect on seashore of Qinhuangdao. Ecol. Environ. 21(7), 1285 (2012).
Hu, Y. et al. A deep convolution neural network method for land cover mapping: A case study of Qinhuangdao, China. Remote Sens. 10(12), 2053 (2018).
Sun, T. et al. Urbanization increased annual precipitation in temperate climate zone: A case in Beijing-Tianjin-Hebei region of North China. Ecol. Indic. 126, 107621 (2021).
Zhao, C. et al. Analysis of regional zoobenthos status in the Huai River Basin, China, using two new ecological niche clustering approaches. Ecohydrology 7(1), 91–101 (2012).
Zhao, C. S. et al. Hydrologic and water-quality rehabilitation of environments for suitable fish habitat. J. Hydrol. 530, 799–814 (2015).
Gippel, C. J. & Stewardson, M. J. Use of wetted perimeter in defining minimum environmental flows. Regul. Rivers Res. Manage. 14(1), 53–67 (1998).
Pianka, E. R. Niche overlap and diffuse competition. Proc. Natl. Acad. Sci. 71(5), 2141–2145 (1974).
Yang, X. et al. A survey on canonical correlation analysis. IEEE Trans. Knowl. Data Eng. 33(6), 2349–2368 (2021).
Pearson, K. L. I. I. I. On lines and planes of closest fit to systems of points in space. London Edinburgh Dublin Philos. Mag. J. Sci. 2(11), 559–572 (1901).
Wei, X. et al. Assessment of the variation and influencing factors of vegetation NPP and carbon sink capacity under different natural conditions. Ecol. Indic. 138, 108834 (2022).
Geladi, P. & Kowalski, B. R. Partial least-squares regression: a tutorial. Anal. Chim. Acta 185, 1–17 (1986).
Ferreira, A. et al. Assessing anthropogenic impacts on riverine ecosystems using nested partial least squares regression. Sci. Total Environ. 583, 466–477 (2017).
Fu, W., Tian, L. & Tao, Y. Spatiotemporal changes in the boreal forest in Siberia over the period 1985–2015 against the background of climate change. Earth Syst. Dyn. Discuss. 2022, 1–24 (2022).
Wang, Z. X., He, Q. P. & Wang, J. Comparison of variable selection methods for PLS-based soft sensor modeling. J. Process Control 26, 56–72 (2015).
Yu, Q. S. Diversity and distribution of freshwater bivalves in the Yangtze River Basin (Anhui region). J. Lake Sci. 33(05), 1500–1509 (2021).
Hoess, R. & Geist, J. Nutrient and fine sediment loading from fish pond drainage to pearl mussel streams–Management implications for highly valuable stream ecosystems. J. Environ. Manag. 302, 113987 (2022).
Zhou, X. et al. The role of marine bivalves in the oceanic carbon cycle: Physiological processes, carbon budgets and ecosystem perspectives. Reg. Stud. Mar. Sci. 610, 103815 (2024).
Li, Z. et al. Physiological response of the freshwater mussel Unio douglasiae in Microcystis aeruginosa bloom waters. Biomed. Res. Int. 2022(1), 2928235 (2022).
Dornberger, L., Montagna, P. & Ainsworth, C. Simulating oil-driven abundance changes in benthic marine invertebrates using an ecosystem model. Environ. Poll. 316, 120450 (2023).
Bonacina, L. et al. Effects of water temperature on freshwater macroinvertebrates: a systematic review. Biol. Rev. 98(1), 191–221 (2023).
Rana, L. & Bhatia, S. The role of Odonata in wetland ecosystems: An ecological perspective. Int. J. Environ. Chem. [IJEC] 11(1), 15–20p (2025).
Shen, T. et al. Adaptability of ecological niches and interspecific relationships of grasshoppers in the desert steppe under different grazing intensities. Glob. Ecol. Conserv. 59, e03528 (2025).
Stoffers, T. et al. Ontogenetic shifts by juvenile fishes highlight the need for habitat heterogeneity and connectivity in river restoration. Limnol. Oceanogr. https://doi.org/10.1029/2023RG000819 (2025).
Yılmaz, A. B., Turan, C. & Toker, T. Uptake and distribution of hexavalent chromium in tissues (gill, skin and muscle) of a freshwater fish, Tilapia, Oreochromis aureus. J. Environ. Chem. Ecotoxicol. 2(3), 28–33 (2010).
Janiga, M. et al. Differences in the synergic accumulation of toxic elements in pelagic and benthic fish from glacier-fed rivers of the Dzungarian Alatau. Ekológia (Bratislava) 42(4), 310–318 (2023).
Kinuthia, G. K., Ngure, V. & Kamau, L. Urban mosquitoes and filamentous green algae: their biomonitoring role in heavy metal pollution in open wastewater channels in Nairobi, Kenya. Microbiology https://doi.org/10.21203/rs.3.rs-376468/v1 (2021).
Kim, M. S. et al. Role of algal community stability in harmful algal blooms in river-connected lakes. Microb. Ecol. 82(2), 309–318 (2021).
Nair, N. V. & Nayak, P. K. Exploring water quality as a determinant of small-scale fisheries vulnerability. Sustainability 15(17), 13238 (2023).
Simaika, J. P. et al. Towards harmonized standards for freshwater biodiversity monitoring and biological assessment using benthic macroinvertebrates. Sci. Total Environ. 918, 170360 (2024).
De María, M. et al. Historic variation of trace elements in pinnipeds with spatially segregated trophic habits reveals differences in exposure to pollution. Sci. Total Environ. 750, 141296 (2021).
Wohl, E. Spatial heterogeneity as a component of river geomorphic complexity. Prog. Phys. Geogr. 40(4), 598–615 (2016).
Pilotto, F. et al. Decline in niche specialization and trait β-diversity in benthic invertebrate communities of Central European low-mountain streams over 25 years. Sci. Total Environ. 810, 151770 (2022).
Chi, J. et al. Water quality mediated community variations and niche differentiation of macroinvertebrates in Qingyijiang River Basin, China. Ecol. Indic. 138, 108830 (2022).
Chakraborty, S. K. & Chakraborty, S. K. Biodiversity: concept, theories, and significance in river ecology. In Riverine Ecology Volume 2: Biodiversity Conservation, Conflicts and Resolution (eds Chakraborty, S. K. & Chakraborty, S. K.) (Springer, 2021).
Carcedo, M. C. et al. Niche width and overlap of benthic invertebrates in surf zones increase with distance from the estuarine source of organic matter. Estuarine Coast. Shelf Sci. 298, 108620 (2024).
Azovsky, A. I. et al. Patterns in diversity and composition of the microbenthos of subarctic intertidal beaches with different morphodynamics. Mar. Ecol. Progr. Ser. 648, 19–38 (2020).
Balqis, S. A. et al. Spatio-temporal distribution of gelatinous zooplankton in tropical mangrove estuaries: Environmental drivers and possible mangrove disturbance effects. Estuarine Coast. Shelf Sci. 276, 108030 (2022).
Xu, R.-R. et al. Assessment of biological toxicity and ecological safety for urban black-odor river remediation. Int. J. Environ. Res. Public Health 17(3), 1025 (2020).
Yang, S. et al. Analysing the ecological niche of water quality of key species in the aquatic ecosystem in Jinan City. Mar. Freshw. Res. 70(5), 656–669 (2019).
Liu, Z. et al. Different responses of incidence-weighted and abundance-weighted multiple facets of macroinvertebrate beta diversity to urbanization in a subtropical river system. Ecol. Indic. 143, 109357 (2022).
Szczepanek, M. et al. The response of coastal macrobenthic food-web structure to seasonal and regional variability in organic matter properties. Ecol. Indic. 132, 108326 (2021).
Yunda-Guarin, G. et al. Trophic ecology of epibenthic communities exposed to different sea-ice concentrations across the Canadian Arctic Ocean. Progr. Oceanogr. 217, 103105 (2023).
Zi, F. et al. Ecology of saline watersheds: an investigation of the functional communities and drivers of benthic fauna in typical water bodies of the Irtysh river basin. Biology 13(1), 27 (2024).
