Yellow River Estuary; boosted regression trees; macrobenthos; potential habitats; species distribution
Abstract :
[en] Macrobenthic fauna are vital to the ecological health of the Yellow River Estuary, yet their long-term population drivers are poorly understood. This study used Boosted Regression Tree models to analyze the spatio-temporal distribution of five dominant species: Glycinde gurjanovae, Sternaspis scutata, Moerella jedoensis, Theora fragilis, and Raphidopus ciliatus. Key environmental drivers included ammonia nitrogen, water depth, sand content of sediment, and water temperature. Specifically, S. scutata and R. ciliatus preferred deeper waters, M. jedoensis favored habitats with moderate sand content of sediment, T. fragilis primarily occurred at water temperatures lower than 25 °C, and G. gurjanovae distribution was most influenced by ammonia nitrogen. All species exhibited a preference for lower ammonia nitrogen concentrations. Inorganic nitrogen and freshwater discharge from the Yellow River significantly influenced the distribution of G. gurjanovae, whereas river discharge alone was positively correlated with areas exhibiting a high occurrence probability (>0.5) for M. jedoensis. Future studies that integrate comprehensive seasonal monitoring data, hydrodynamic conditions, and food availability could further enhance predictive accuracy, providing stronger theoretical and technical support for ecological conservation and management in the Yellow River Estuary.
Disciplines :
Aquatic sciences & oceanology
Author, co-author :
Yuan, Chao; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China ; Key Laboratory of Ecological Prewarning and Protection of Bohai Sea, Ministry of Natural Resources, Qingdao 266033, China
Huang, Juan; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Wang, Lan; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Zhang, Tao; CAS Key Laboratory of Marine Ecology and Environmental Sciences, Institute of Oceanology, Chinese Academy of Sciences, Qingdao 266400, China ; Center for Ocean Mega-Science, Chinese Academy of Sciences, Qingdao 266400, China
Yu, Haolin ; Université de Liège - ULiège > Freshwater and OCeanic science Unit of reSearch (FOCUS) ; CAS Key Laboratory of Marine Ecology and Environmental Sciences, Institute of Oceanology, Chinese Academy of Sciences, Qingdao 266400, China ; Center for Ocean Mega-Science, Chinese Academy of Sciences, Qingdao 266400, China
Sun, Huiying; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Liu, Yumeng; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Sun, Shuo; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Sun, Jingyi; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Shang, Yongjun; Fisheries College, Ocean University of China, Qingdao 266003, China
Feng, Jie; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China ; Key Laboratory of Ecological Prewarning and Protection of Bohai Sea, Ministry of Natural Resources, Qingdao 266033, China
Xu, Jiangling; North China Sea Marine Forecasting and Hazard Mitigation Center, Ministry of Natural Resources, Qingdao 266061, China
Language :
English
Title :
Modeling Dominant Macrobenthic Species Distribution and Predicting Potential Habitats in the Yellow River Estuary, China.
Publication date :
03 December 2025
Journal title :
Biology
eISSN :
2079-7737
Publisher :
Multidisciplinary Digital Publishing Institute (MDPI), Switzerland
This research was supported by National Natural Science Foundation of China (Grant nos. 42306151); the Open Research Fund of the Key Laboratory of Ecological Prewarning, Protection, and Restoration of Bohai Sea, Ministry of Natural Resources (Grant No. 2023109); the capacity building project for the Ocean Decade Collaborative Center on Ocean-Climate Nexus and Coordination (DCC-OCC)\u2014Protection and Restoration Technologies for Seagrass Meadow Ecosystems in the Northern Chinese Seas: A Qingdao Case Study (Grant nos. GH2025001); the China National Offshore Oil Corporation Marine Environment and Ecological Protection Public Welfare Foundation (Grant No. CF-MEEC/TR2025-13); the project \u201CDevelopment of Key Technologies for Marine Development Suitability Assessment and Marine Disaster Impact Evaluation in the Specific Waters East of Rushan, Southern Shandong Peninsula\u201D funded under the \u201CRevealing the List and Taking the Lead\u201D program of the Shandong Provincial Key Laboratory of Marine Ecological Environment and Disaster Prevention and Mitigation; Marine Science and Technology Project of North China Sea Bureau, Ministry of Natural Resources (202503); Shandong Provincial Key Laboratory of Marine Ecological Environment and Disaster Prevention and Mitigation Open Fund (202312).
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