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Li Z, Xie H, Peng Z, Heino J, Ma Y, Xiong F, Gao W, Xin W, Kong C, Li L, Fang L, Wang H, Feng G, Wang B, Jin X, Chen Y. Hydrology and water quality drive multiple biological indicators in a dam-modified large river. WATER RESEARCH X 2024; 25:100251. [PMID: 39297053 PMCID: PMC11409044 DOI: 10.1016/j.wroa.2024.100251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Revised: 08/16/2024] [Accepted: 08/27/2024] [Indexed: 09/21/2024]
Abstract
Freshwater biodiversity is increasingly threatened by dams and many other anthropogenic stressors, yet our understanding of the complex responses of different biotas and their multiple facets remains limited. Here, we present a multi-faceted and integrated-indices approach to assess the differential responses of freshwater biodiversity to multiple stressors in the Yangtze River, the third longest and most dam-densely river in the world. By combining individual biodiversity indices of phytoplankton, zooplankton, periphyton, macroinvertebrates, and fish with a novel integrated aquatic biodiversity index (IABI), we disentangled the effects of hydrology, water quality, land use, and natural factors on both α and β diversity facets in taxonomic, functional, and phylogenetic dimensions. Our results revealed that phytoplankton and fish species and functional richness increased longitudinally, while fish taxonomic and phylogenetic β diversity increased but phytoplankton and macroinvertebrate β diversity remained unchanged. Hydrology and water quality emerged as the key drivers of all individual biodiversity indices, followed by land use and natural factors, with fish and phytoplankton showed the strongest responses. Importantly, we found that natural, land use, and hydrological factors indirectly affected biodiversity by altering water quality, which in turn directly influenced taxonomic and phylogenetic IABIs. Our findings highlight the complex interplay of multiple stressors in shaping freshwater biodiversity and underscore the importance of considering both individual and integrated indices for effective conservation and management. We propose that our multi-faceted and integrated-indices approach can be applied to other large, dam-modified river basins globally.
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Affiliation(s)
- Zhongyang Li
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Huiyu Xie
- China National Environmental Monitoring Centre, Beijing 100012, China
- College of Water Sciences, Beijing Normal University, Beijing 100875, China
| | - Zhiqi Peng
- Department of Entomology, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Jani Heino
- Geography Research Unit, University of Oulu, PO Box 8000, 90014 Oulu, Finland
| | - Yu Ma
- China National Environmental Monitoring Centre, Beijing 100012, China
- College of Water Sciences, Beijing Normal University, Beijing 100875, China
| | - Fangyuan Xiong
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wenqi Gao
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wei Xin
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
| | - Chiping Kong
- Jiujiang Institute of Agricultural Sciences, Jiujiang, Jiangxi 332005, China
| | - Lekang Li
- Jiujiang Institute of Agricultural Sciences, Jiujiang, Jiangxi 332005, China
| | - Lei Fang
- Jiujiang Institute of Agricultural Sciences, Jiujiang, Jiangxi 332005, China
| | - Haihua Wang
- Jiangxi Institute for Fisheries Sciences, Poyang Lake Fisheries Research Centre of Jiangxi Province, Nanchang, Jiangxi 330039, China
| | - Guangpeng Feng
- Jiangxi Institute for Fisheries Sciences, Poyang Lake Fisheries Research Centre of Jiangxi Province, Nanchang, Jiangxi 330039, China
- East China Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Shanghai 200090, China
| | - Beixin Wang
- Department of Entomology, Nanjing Agricultural University, Nanjing, Jiangsu 210095, China
| | - Xiaowei Jin
- China National Environmental Monitoring Centre, Beijing 100012, China
| | - Yushun Chen
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, Hubei 430072, China
- University of Chinese Academy of Sciences, Beijing 100049, China
- Jiangsu Collaborative Innovation Center of Regional Modern Agriculture & Environmental Protection, Huaiyin Normal University, Huai'an, Jiangsu 223300, China
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Wu N, Liu G, Qi X, Lin Z, Wang Y, Wang Y, Li Y, Oduro C, Khan S, Zhou S, Chu T. Different facets of alpha and beta diversity of benthic diatoms along stream watercourse in a large near-natural catchment. Ecol Evol 2024; 14:e11577. [PMID: 38873020 PMCID: PMC11169757 DOI: 10.1002/ece3.11577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 05/30/2024] [Indexed: 06/15/2024] Open
Abstract
Understanding the processes and mechanisms that shape the distribution patterns and variations of biodiversity along spatial gradients continues to be a priority for ecological research. We focused on the biodiversity of benthic diatom communities within a large near-natural watershed. The objectives are: (1) to explore the overall spatial patterns of benthic diatom biodiversity; (2) to investigate the effects associated with watercourse position and environmental variables, as well as both common and rare species on two facets (i.e., taxonomic and functional) of alpha and beta diversity; and (3) to unveil the mechanisms underlying their spatial variations. Alpha diversity indices along the stream watercourse showed a clear increasing trend from upstream to downstream sites. Results of random forest regression identified conductivity as the primary factor influencing functional alpha diversity, while elevation emerged as the predominant factor for taxonomic alpha diversity. Beta diversity partitioning revealed that taxonomic beta diversity generally exceeded functional beta diversity. These diversity measures exhibited different patterns along the watercourse position: taxonomic beta diversity remained relatively consistent along the watercourse, whereas functional total beta diversity and its two components of middle stream sites were lower than those of upstream and downstream sites. Functional beta diversity was sustained by dominant and common species, while rare species made significant contributions to taxonomic beta diversity. Both taxonomic and functional beta diversity and its components displayed a stronger influence from spatial factors than from local environmental, geo-climatic, and nutrient variables. Collectively, taxonomic and functional alpha and beta diversity demonstrated distinct responses to the main environmental gradients and spatial factors within our catchment, highlighting their different insights into diatom diversity. Furthermore, research is required to assess the generalizability of our findings to similar ecosystems. In addition, this study presents opportunities for expansion to include other taxa (e.g., macroinvertebrates and fish) to gain a comprehensive understanding of the driving mechanisms behind stream biodiversity.
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Affiliation(s)
- Naicheng Wu
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
| | - Guohao Liu
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
| | - Xinxin Qi
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
| | - Zongwei Lin
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
| | - Yixia Wang
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
| | - Yaochun Wang
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
| | - Yuying Li
- Henan International Joint Laboratory of Watershed Ecological Security in the Water Source Area of the Middle Route of South‐to‐North Water Diversion Project, College of Water Resource and Modern AgricultureNanyang Normal UniversityNanyangChina
| | - Collins Oduro
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
- Ningbo University Donghai InstituteNingbo UniversityNingboChina
| | - Sangar Khan
- Department of Geography and Spatial Information TechniquesNingbo UniversityNingboChina
- Ningbo University Donghai InstituteNingbo UniversityNingboChina
| | - Shuchan Zhou
- Ningbo University Library (Journal Editorial Department)Ningbo UniversityNingboChina
| | - Tianjiang Chu
- Hangzhou Academy of Agricultural SciencesHangzhouChina
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Castro SA, Rojas P, Vila I, Jaksic FM. Covariation of taxonomic and functional facets of β-diversity in Chilean freshwater fish assemblages: Implications for current and future processes of biotic homogenization. PLoS One 2023; 18:e0281483. [PMID: 36757920 PMCID: PMC9910725 DOI: 10.1371/journal.pone.0281483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 01/24/2023] [Indexed: 02/10/2023] Open
Abstract
The biodiversity of assemblages that experience the introduction and extinction of species may lead to responses in two important facets: The taxonomic and functional diversity. The way in which these facets are associated may reveal important implications and consequences for the conservation of those assemblages. Considering the critical situation of freshwater fishes in continental Chile (30° - 56° S), we analyzed how the taxonomic (TDβ) and functional (FDβ) facets of β-diversity, and their components of turnover and nestedness, are associated. We evaluated changes in β-diversity (ΔTDβ and ΔFDβ), turnover (ΔTDtur and ΔFDtur), and nestedness (ΔTDnes and ΔFDnes) in 20 fish assemblages from their historical (pre-European) to current composition. We also simulated future trends of these changes, assuming that native species with conservation issues would become extinct. Our results show that the fish assemblages studied are in a process of loss of β-diversity, both in taxonomic and functional facets (ΔTDβ = -3.9%; ΔFDβ = -30.4%); also, that these facets are positively correlated in the assemblages studied (r = 0.617; P < 0.05). Both components showed by loss in nestedness (ΔTDnes = -36.9%; ΔFDnes = -60.9%) but gain in turnover (ΔTDtur = 9.2%; ΔFDtur = 12.3%). The functional β-diversity decreased more than the taxonomic (ΔFDβ > ΔTDβ), which was caused chiefly by six exotic species of Salmonidae, whose geographical spread was wider and that at the same time shared several morpho-functional traits. Our forecasts, assuming an intensification in the extinction of Endangered and Vulnerable native species, indicate that the process of homogenization will continue, though at a lower rate. Our study shows that the freshwater ichthyofauna of continental Chile is undergoing biotic homogenization, and that this process involves the facets of taxonomic and functional β-diversity, which are show high correlation between historical and current compositions. Both facets show that process is influenced by nestedness, and while turnover contributes to differentiation (both taxonomic and functional), its importance is overshadowed by nestedness.
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Affiliation(s)
- Sergio A. Castro
- Laboratorio de Ecología y Biodiversidad, Universidad de Santiago de Chile, Santiago, Chile
- * E-mail:
| | - Pablo Rojas
- Laboratorio de Ecología y Biodiversidad, Universidad de Santiago de Chile, Santiago, Chile
- Departamento de Ciencias Ecológicas, Universidad de Chile, Santiago, Chile
| | - Irma Vila
- Departamento de Ciencias Ecológicas, Universidad de Chile, Santiago, Chile
| | - Fabian M. Jaksic
- Center of Applied Ecology and Sustainability (CAPES), Pontificia Universidad Católica de Chile, Santiago, Chile
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Blackman RC, Osathanunkul M, Brantschen J, Di Muri C, Harper LR, Mächler E, Hänfling B, Altermatt F. Mapping biodiversity hotspots of fish communities in subtropical streams through environmental DNA. Sci Rep 2021; 11:10375. [PMID: 33990677 PMCID: PMC8121892 DOI: 10.1038/s41598-021-89942-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Accepted: 05/05/2021] [Indexed: 11/15/2022] Open
Abstract
Large tropical and subtropical rivers are among the most biodiverse ecosystems worldwide, but also suffer from high anthropogenic pressures. These rivers are hitherto subject to little or no routine biomonitoring, which would be essential for identification of conservation areas of high importance. Here, we use a single environmental DNA multi-site sampling campaign across the 200,000 km2 Chao Phraya river basin, Thailand, to provide key information on fish diversity. We found a total of 108 fish taxa and identified key biodiversity patterns within the river network. By using hierarchical clustering, we grouped the fish communities of all sites across the catchment into distinct clusters. The clusters not only accurately matched the topology of the river network, but also revealed distinct groups of sites enabling informed conservation measures. Our study reveals novel opportunities of large-scale monitoring via eDNA to identify relevant areas within whole river catchments for conservation and habitat protection.
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Affiliation(s)
- Rosetta C Blackman
- Department of Aquatic Ecology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Überlandstrasse 133, 8600, Dübendorf, Switzerland. .,Department of Evolutionary Biology and Environmental Studies, University of Zürich, Winterthurerstr. 190, 8057, Zürich, Switzerland. .,Research Priority Programme Global Change and Biodiversity (URPP GCB), University of Zurich, Winterthurerstr. 190, 8057, Zurich, Switzerland.
| | - Maslin Osathanunkul
- Department of Aquatic Ecology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Überlandstrasse 133, 8600, Dübendorf, Switzerland.,Department of Biology, Faculty of Science, Chiang Mai University, Chiang Mai, 50200, Thailand.,Research Centre in Bioresources for Agriculture, Industry and Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Jeanine Brantschen
- Department of Aquatic Ecology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Überlandstrasse 133, 8600, Dübendorf, Switzerland.,Department of Evolutionary Biology and Environmental Studies, University of Zürich, Winterthurerstr. 190, 8057, Zürich, Switzerland
| | - Cristina Di Muri
- Evolutionary and Environmental Genomics Group (EvoHull), School of Biological and Marine Sciences, University of Hull, Hull, HU6 7RX, UK
| | - Lynsey R Harper
- Evolutionary and Environmental Genomics Group (EvoHull), School of Biological and Marine Sciences, University of Hull, Hull, HU6 7RX, UK.,School of Biological and Environmental Sciences, Liverpool John Moores University, Liverpool, L3 3AF, UK
| | - Elvira Mächler
- Department of Aquatic Ecology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Überlandstrasse 133, 8600, Dübendorf, Switzerland.,Department of Evolutionary Biology and Environmental Studies, University of Zürich, Winterthurerstr. 190, 8057, Zürich, Switzerland.,Department for Infectious Diseases and Pathobiology, Vetsuisse Faculty, Centre for Fish and Wildlife Health, University of Bern, Länggassstrasse 122, 3012, Bern, Switzerland
| | - Bernd Hänfling
- Evolutionary and Environmental Genomics Group (EvoHull), School of Biological and Marine Sciences, University of Hull, Hull, HU6 7RX, UK
| | - Florian Altermatt
- Department of Aquatic Ecology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Überlandstrasse 133, 8600, Dübendorf, Switzerland. .,Department of Evolutionary Biology and Environmental Studies, University of Zürich, Winterthurerstr. 190, 8057, Zürich, Switzerland. .,Research Priority Programme Global Change and Biodiversity (URPP GCB), University of Zurich, Winterthurerstr. 190, 8057, Zurich, Switzerland.
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Jiang Z, Dai B, Wang C, Xiong W. Multifaceted biodiversity measurements reveal incongruent conservation priorities for rivers in the upper reach and lakes in the middle-lower reach of the largest river-floodplain ecosystem in China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 739:140380. [PMID: 32758978 DOI: 10.1016/j.scitotenv.2020.140380] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2020] [Revised: 06/07/2020] [Accepted: 06/18/2020] [Indexed: 06/11/2023]
Abstract
Biological conservation necessitates robust understanding of multifaceted biodiversity from local to regional scales. Mismatches among multifaceted diversity and conservation trade-offs are the most important challenge for conservation planning. The Yangtze River floodplain is among the most speciose whereas threatened and poorly protected ecosystems in China. Here we evaluated multifaceted (taxonomic, phylogenetic, and functional) alpha and beta fish diversity by simultaneously addressing two typical habitats (FRs, floodplain rivers and FLs, floodplain lakes) in this basin, to reliably aid conservation planning across local and regional scales. Our results demonstrated spatially incongruent multifaceted fish diversity between FRs and FLs. Characterizing by flocks of phylogenetic close species, we detected significantly higher species richness while lower phylogenetic and functional alpha diversity in FRs. In contrast, fish assemblages in FLs exhibited significantly higher functional alpha diversity characterized by functional unique species. Consequently, conservation planning should fasten on clusters of phylogenetic close endemic species to sustain high intrinsic species richness in FRs, and sustain high functional diversity as well as protecting fish species with unique functions in FLs. Meanwhile, for all the taxonomic, phylogenetic, and functional facets, our results demonstrated significantly higher turnover components in FRs, and the dominant contribution of the nestedness components to overall beta diversity in FLs. As a result, conservation planning in FLs may just focus on several richest lakes, while multiple spatially disjunct river networks should be protected in FRs. Contradicting the anthropocentric "new conservation", our study advocated protecting intrinsic uniqueness and peculiarity of multifaceted biodiversity as well as the ecological integrity.
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Affiliation(s)
- Zhongguan Jiang
- School of Resources and Environmental Engineering, Anhui University, Hefei 230601, PR China; Anhui Province Key Laboratory of Wetland Ecosystem Protection and Restoration, Hefei 230601, PR China
| | - Bingguo Dai
- School of Resources and Environmental Engineering, Anhui University, Hefei 230601, PR China; Anhui Province Key Laboratory of Wetland Ecosystem Protection and Restoration, Hefei 230601, PR China.
| | - Chao Wang
- School of Resources and Environmental Engineering, Anhui University, Hefei 230601, PR China
| | - Wen Xiong
- College of Fisheries, Guangdong Ocean University, Zhanjiang 524088, PR China
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Beta Diversity Partitioning and Drivers of Variations in Fish Assemblages in a Headwater Stream: Lijiang River, China. WATER 2019. [DOI: 10.3390/w11040680] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Beta diversity partitioning has currently received much attention in research of fish assemblages. However, the main drivers, especially the contribution of spatial and hydrological variables for species composition and beta diversity of fish assemblages are less well studied. To link species composition to multiple abiotic variables (i.e., local environmental variables, hydrological variables, and spatial variables), the relative roles of abiotic variables in shaping fish species composition and beta diversity (i.e., overall turnover, replacement, and nestedness) were investigated in the upstream Lijiang River. Species composition showed significant correlations with environmental, hydrological, and spatial variables, and variation partitioning revealed that the local environmental and spatial variables outperformed hydrological variables, and especially abiotic variables explained a substantial part of the variation in the fish composition (43.2%). The overall species turnover was driven mostly by replacement (87.9% and 93.7% for Sørensen and Jaccard indices, respectively) rather than nestedness. Mantel tests indicated that the overall species turnover (ßSOR and ßJAC) and replacement (ßSIM and ßJTU) were significantly related to hydrological, environmental, and spatial heterogeneity, whereas nestedness (ßSNE or ßJNE) was insignificantly correlated with abiotic variables (P > 0.05). Moreover, the pure effect of spatial variables on overall species turnover (ßSOR and ßJAC) and replacement (ßSIM and ßJTU), and the pure effect of hydrological variables on replacement (ßSIM and ßJTU), were not important (P > 0.05). Our findings demonstrated the relative importance of interactions among environmental, hydrological, and spatial variables in structuring fish assemblages in headwater streams; these fish assemblages tend to be compositionally distinct, rather than nested derivatives of one another. Our results, therefore, indicate that maintaining natural flow dynamics and habitat continuity are of vital importance for conservation of fish assemblages and diversity in headwater streams.
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Correlation of Fish Assemblages with Habitat and Environmental Variables in a Headwater Stream Section of Lijiang River, China. SUSTAINABILITY 2019. [DOI: 10.3390/su11041135] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In order to determine the relationship between stream habitat and fish assemblages, an investigation of fish assemblages and environmental variables in different habitat types was carried out in the headwater stream section of Lijiang River, China, from September to November 2016. In total, 2968 individuals belonging to 4 orders, 11 families, 26 genera and 37 species were collected. Cypriniformes emerged as the most species-rich order, accounting for 62.2% of the total species. The dominant species were Pseudogastromyzon fangi, Zacco platypus, Acrossocheilus parallens and Erromyzon sinensis. Non-metric multidimensional scaling (NMDS) and permutational multivariate analysis of variance (PERMANOVA) revealed that fish assemblages were not affected by habitat type. However, one-way ANOVA results showed that species richness, fish abundance, fish density and Shannon index were significantly affected by habitat type. Redundancy analysis (RDA) further revealed that altitude, velocity, conductivity, turbidity, depth and wetted width had significant relationships within fish assemblages, whereas water temperature, dissolved oxygen and substrate size were less important in this study, and different fish species preferred different environmental variables potentially due to differences in species’ ecological requirements. Although habitat type did not affect overall fish assemblages, habitat heterogeneity played an important role in fish diversity. Hence, maintaining diverse stream habitats or restoring them are of key importance for fish diversity conservation and sustainability management of rivers.
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Kang B, Huang X, Yan Y, Yan Y, Lin H. Dataset on the distribution location and biological traits of freshwater fishes in the Yangtze River Basin. Data Brief 2018; 21:1066-1070. [PMID: 30450401 PMCID: PMC6226585 DOI: 10.1016/j.dib.2018.10.093] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Revised: 10/19/2018] [Accepted: 10/23/2018] [Indexed: 11/30/2022] Open
Abstract
In this data article, we provide the scientific and theoretical data on fish taxonomy including class, order, family, and genus in the Yangtze River. The Yangtze basin is divided into 56 units, and their geological information including latitude, longitude, latitude, and channel length is recorded. Fish presence/absence data at the unit scale are reported. Biological traits including morphological, physiological, and ecological characters of each fish species are also described, numeralized, and reported. These data are the foundation of the analyses and results in the article “Continental-scale analysis of taxonomic and functional fish diversity in the Yangtze River” (Kang et al., 2018).
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Affiliation(s)
- Bin Kang
- College of Fisheries, Ocean University of China, Qingdao 266003, China
| | - Xiaoxia Huang
- Key Laboratory of Atmospheric Environment and Processes in the Boundary Layer Over the Low-latitude Plateau Region, School of Earth Science, Yunnan University, Kunming 650091, China
| | - Yunzhi Yan
- College of Life Sciences, Anhui Normal University, Wuhu 241002, China
| | - Yunrong Yan
- College of Fisheries, Guangdong Ocean University, Zhanjiang 524088, China
| | - Hungdu Lin
- College of Fisheries, Guangdong Ocean University, Zhanjiang 524088, China
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