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Rongcheng R, Yi H, Jialing M, Ying Y, Fanning L, Xiya W, Xinyuan S, Caigang L, Yingen D, Qinghai H, Jinxiang Y, Jianglong Q. The species distribution model based on the random forest algorithm reveals the distribution patterns of Neophocaena asiaeorientalis. Sci Rep 2025; 15:10037. [PMID: 40122919 PMCID: PMC11930967 DOI: 10.1038/s41598-025-92508-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Accepted: 02/27/2025] [Indexed: 03/25/2025] Open
Abstract
The Species Distribution Model (SDM) provides a crucial foundation for the conservation of the Yangtze finless porpoise (YFP), a critically endangered freshwater cetacean endemic to China. In this study, we conducted population and habitat surveys, and employed the Random Forest algorithm (RF) to construct SDMs. We found that the habitat preference of YFP shows complex seasonality. Cyanobacteria and total phosphates have been identified as the predominant factors influencing the YFP distributions by affecting prey resources. We emphasize that ascertaining the presence and pseudo-absence points of YFP, in conjunction with the selection of key factors, constitutes the foundational element in the construction of SDMs. We suggest that the incorporation of techniques such as environmental DNA could expand the range of environmental factors, particularly with regard to the distribution of prey resources at the genus or species level. This study provides guidance for the SDMs of YFP and demonstrates the potential of machine learning algorithms in constructing SDMs for the endangered aquatic species.
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Affiliation(s)
- Rao Rongcheng
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Huang Yi
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Min Jialing
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Yang Ying
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Liu Fanning
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Wu Xiya
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Shi Xinyuan
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Li Caigang
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Dai Yingen
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Huang Qinghai
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China
| | - Yu Jinxiang
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China.
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China.
| | - Que Jianglong
- Aquatic Conservation and Rescue Center of Jiangxi Province, Nanchang, 330096, China.
- Poyang Lake Yangtze Finless Porpoise Conservation Base of Ministry of Agriculture and Rural Affairs, Nanchang, 330096, China.
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Qiao Q, Zhou Q, Wang J, Lin HJ, Li BY, Du H, Yan ZG. Environmental DNA reveals the spatiotemporal distribution and migration characteristics of the Yangtze finless porpoise, the sole aquatic mammal in the Yangtze River. ENVIRONMENTAL RESEARCH 2024; 263:120050. [PMID: 39322057 DOI: 10.1016/j.envres.2024.120050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2024] [Revised: 09/20/2024] [Accepted: 09/21/2024] [Indexed: 09/27/2024]
Abstract
The Yangtze Finless Porpoise (YFP) is one of the 13 global flagship species identified by the World Wildlife Fund and is classified as "Critically Endangered." It is also the only extant aquatic mammal in the Yangtze River. In this study, 44 sampling points were deployed across the middle and lower reaches of the Yangtze River, with vertical sampling sections established in four key areas. Using environmental DNA (eDNA) and species distribution model(SDM), we explored the spatiotemporal distribution of YFPs and predicted their potential suitable habitats. The results indicate that the YFP has a relatively wide distribution during the flood season but exhibits clustering behavior during the dry season, showing a patchy distribution and a migratory trend from the midstream to downstream of the main channel. Predictions using the MAXENT model reveal varying trends in suitable habitat under different scenarios. Overall, YFP's potential habitat is expected to expand by 2050, but due to rising temperatures, it will contract by 2070. Elevation (dem, 65.4%), human footprint index (hfp, 8.8%), and isothermality (bio3, 8%) are key factors influencing habitat suitability. These findings demonstrate that eDNA is an effective tool for monitoring large aquatic organisms and provide scientific evidence for the conservation of the YFP.
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Affiliation(s)
- Qiao Qiao
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Quan Zhou
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Jie Wang
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Hao-Jie Lin
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Bo-Yang Li
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China
| | - Hao Du
- Yangtze River Fisheries Research Institute of Chinese Academy of Fishery Sciences, Wuhan, 430223, China
| | - Zhen-Guang Yan
- State Key Laboratory of Environmental Criteria and Risk Assessment, Chinese Research Academy of Environmental Sciences, Beijing, 100012, China.
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Jeliazkov A, Martínez-Fernández V, Altanov VY, Beisel JN, Buijse AD, Consuegra S, Felin S, Garcia de Leaniz C, Graf W, He F, Jähnig SC, Leitner P, Schmidt-Kloiber A, Sexton AN, Staentzel C, Tales E, Wantzen KM, Wolter C. A global systematic map of knowledge of inland commercial navigation effects on freshwater ecosystems. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 370:122474. [PMID: 39307090 DOI: 10.1016/j.jenvman.2024.122474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 06/21/2024] [Accepted: 09/08/2024] [Indexed: 11/17/2024]
Abstract
Inland navigation is one of the most sustainable transport alternatives to help decarbonise the world economy. However, the likely impacts of intensifying inland navigation on freshwater ecosystems are difficult to predict. A global map of knowledge that considers both abiotic and biotic responses to increasing shipping traffic and developing infrastructures is lacking. Deriving general evidence-based assessments is challenging, because most studies on inland navigation impacts are merely descriptive and either consist of local case studies, or address single navigation stressors or specific taxa only. We conducted a systematic mapping of the published literature (1908-2021) to provide a global synthesis of the effects of inland navigation on the biotic and abiotic components of freshwater ecosystems. We show that only half of the reported navigation-related impacts were statistically tested. Navigation itself (vessel operation) had mainly negative effects on native taxa (57%), followed by waterway management (40%), and navigation infrastructures (35%). Navigation has direct negative impacts caused by physical disturbances such as vessel-induced waves, and indirect impacts that facilitate the spread of aquatic invasive species, and altering the abiotic habitat conditions. Thirty percent of the tested relationships showed non-significant impacts on the biotic environment, while in 10% of cases impacts were context-dependent. We identified the main gaps of knowledge, namely (i) impacts of waterway management on communities, (ii) underlying processes of navigation impacts on river ecosystems; and (iii) interactions between multiple navigation factors and cascading effects on multi-taxa responses. These future research directions should improve the diagnosis, mitigate the negative impacts of navigation on rivers and provide guidelines for improving navigated river management.
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Affiliation(s)
- Alienor Jeliazkov
- University of Paris-Saclay, INRAE, HYCAR Hydrosystems under changes, France.
| | - Vanesa Martínez-Fernández
- Departamento de Sistemas y Recursos Naturales, E.T.S. Ingeniería de Montes, Forestal y del Medio Natural, Universidad Politécnica de Madrid, Spain.
| | - Vassil Y Altanov
- Leibniz Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 310, 12587, Berlin, Germany
| | - Jean-Nicolas Beisel
- Université de Strasbourg, ENGEES, CNRS, LIVE, UMR, 7362, F-67000, Strasbourg, France
| | - Anthonie Dirk Buijse
- Wageningen University & Research, Aquaculture and Fisheries group, Wageningen, the Netherlands; Deltares, Department of Freshwater Ecology and Water Quality, Delft, the Netherlands
| | - Sofia Consuegra
- Swansea University, Department of BioSciences, Swansea, SA2 8PP, UK
| | - Swann Felin
- University of Paris-Saclay, INRAE, HYCAR Hydrosystems under changes, France
| | | | - Wolfram Graf
- University of Natural Resources and Life Sciences, BOKU Vienna, Institute of Hydrobiology and Aquatic Ecosystem Management, Gregor Mendel Strasse 33, 1180, Vienna, Austria
| | - Fengzhi He
- Leibniz Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 310, 12587, Berlin, Germany; Geography Department, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Sonja C Jähnig
- Leibniz Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 310, 12587, Berlin, Germany; Geography Department, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Patrick Leitner
- University of Natural Resources and Life Sciences, BOKU Vienna, Institute of Hydrobiology and Aquatic Ecosystem Management, Gregor Mendel Strasse 33, 1180, Vienna, Austria
| | - Astrid Schmidt-Kloiber
- University of Natural Resources and Life Sciences, BOKU Vienna, Institute of Hydrobiology and Aquatic Ecosystem Management, Gregor Mendel Strasse 33, 1180, Vienna, Austria
| | - Aaron N Sexton
- Fondation pour la recherche sur la biodiversité-Centre de Synthèse et d'Analyse sur la Biodiversité, Montpellier, France
| | - Cybill Staentzel
- Université de Strasbourg, ENGEES, CNRS, LIVE, UMR, 7362, F-67000, Strasbourg, France
| | - Evelyne Tales
- University of Paris-Saclay, INRAE, HYCAR Hydrosystems under changes, France
| | - Karl M Wantzen
- UNESCO Chair "Fleuves et Patrimoine", CNRS UMRS CITERES, Tours University, Tours, and CNRS UMR LIVE, Strasbourg University, 37000, France
| | - Christian Wolter
- Leibniz Institute of Freshwater Ecology and Inland Fisheries, Müggelseedamm 310, 12587, Berlin, Germany
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Liu S, Liu Y, Tang B, Wang Q, Zhang M, Qiu W, Luo X, Mai B, Hao Y, Zheng J, Wang K, Wang D. Spatial distribution, trophic magnification, and risk assessment of per- and polyfluoroalkyl substances in Yangtze finless porpoise (Neophocaena asiaeorientalis asiaeorientalis): Risks of emerging alternatives. JOURNAL OF HAZARDOUS MATERIALS 2024; 477:135246. [PMID: 39032177 DOI: 10.1016/j.jhazmat.2024.135246] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 07/02/2024] [Accepted: 07/16/2024] [Indexed: 07/22/2024]
Abstract
The Yangtze finless porpoise (YFP, Neophocaena asiaeorientalis asiaeorientalis) is the only freshwater cetacean found in China. However, per- and polyfluoroalkyl substances (PFASs) risks in YFPs remain unclear. In this study, legacy PFASs, their precursors and alternatives, were determined in YFP muscles (n = 32), liver (n = 29), kidney (n = 24), skin (n = 5), and blubbers (n = 25) collected from Poyang Lake (PL) and Yangtze River (YR) between 2017 and 2023. Perfluorooctane sulfonic acid (PFOS) was the predominant PFAS in all YFP tissues, with a median hepatic concentration of 1700 ng/g wet weight, which is higher than that in other finless porpoises worldwide. PFOS, chlorinated polyfluorinated ether sulfonates (Cl-PFESAs), and perfluoroalkane sulfonamides concentrations in YFP livers from PL were significantly higher than those from YR (p < 0.05); however, the opposite was observed for hexafluoropropylene oxide acids. Biomagnification and trophic magnification factors (BMF and TMF, respectively) of most PFASs in the YFP food web were > 1. Perfluoroheptane sulfonic acid had the highest BMF value (99), followed by 6:2 Cl-PFESA (94) and PFOS (81). The TMFmuscle and TMFliver values of the total PFASs were 3.4 and 6.6, respectively, and were significantly positively correlated with the fluorinated carbon chain length (p < 0.01). In addition, up to 62 % of the hazard quotients for 6:2 Cl-PFESA were > 1, which was higher than that of PFOS (48 %), suggesting a high hepatotoxicity of 6:2 Cl-PFESA to YFPs. Bioaccumulation and biotoxicity of legacy and emerging alternatives in aquatic organisms continue to be a concern, especially for underscoring the vulnerability of the long-lived and endangered species.
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Affiliation(s)
- Shuai Liu
- Institute of Microbiology, Jiangxi Academy of Sciences, Nanchang 330096, China
| | - Yu Liu
- Institute of Microbiology, Jiangxi Academy of Sciences, Nanchang 330096, China.
| | - Bin Tang
- Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Qiyu Wang
- Institute of Microbiology, Jiangxi Academy of Sciences, Nanchang 330096, China
| | - Miao Zhang
- Institute of Microbiology, Jiangxi Academy of Sciences, Nanchang 330096, China
| | - Wenhui Qiu
- Guangdong Provincial Key Laboratory of Soil and Groundwater Pollution Control, State Environmental Protection Key Laboratory of Integrated Surface Water-Groundwater Pollution Control, School of Environmental Science and Engineering, Southern University of Science and Technology, 1088 Xueyuan Avenue, Nanshan District, Shenzhen 518055, China
| | - Xiaojun Luo
- State Key Laboratory of Organic Geochemistry and Guangdong Key Laboratory of Environmental Protection and Resources Utilization, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, China
| | - Bixian Mai
- State Key Laboratory of Organic Geochemistry and Guangdong Key Laboratory of Environmental Protection and Resources Utilization, Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, China
| | - Yujiang Hao
- Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China.
| | - Jinsong Zheng
- Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Kexiong Wang
- Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
| | - Ding Wang
- Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China
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Wang Z, Duan P, Akamatsu T, Wang K, Wang D. Temporal and spatial biosonar activity of the recently established uppermost Yangtze finless porpoise population downstream of the Gezhouba Dam: Correlation with hydropower cascade development, shipping, hydrological regime, and light intensity. Ecol Evol 2024; 14:e11346. [PMID: 38716168 PMCID: PMC11074705 DOI: 10.1002/ece3.11346] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 04/07/2024] [Accepted: 04/12/2024] [Indexed: 01/06/2025] Open
Abstract
Numerous dams disrupt freshwater animals. The uppermost population of the critically endangered Yangtze finless porpoise has been newly formed below the Gezhouba Dam, however, information regarding the local porpoise is scarce. Passive acoustic monitoring was used to detect the behaviors of porpoises below the Gezhouba Dam. The influence of shipping, pandemic lockdown, hydrological regime, and light intensity on the biosonar activity of dolphins was also examined using Generalized linear models. Over the course of 4 years (2019-2022), approximately 848, 596, and 676 effective monitoring days were investigated at the three sites, from upstream to downstream. Observations revealed significant spatio-temporal biosonar activity. Proportion of days that are porpoise positive were 73%, 54%, and 61%, while porpoise buzz signals accounted for 78.49%, 62.35%, and 81.30% of all porpoise biosonar at the three stations. The biosonar activity of porpoises was much higher at the confluence area, particularly at the MZ site, during the absence of boat traffic, and during the Pandemic shutdown. Temporal trends of monthly, seasonal, and yearly variation were also visible, with the highest number of porpoises biosonar detected in the summer season and in 2020. Significant correlations also exist between the hydrological regime and light intensity and porpoise activity, with much higher detections during nighttime and full moon periods. Hydropower cascade development, establishment of a natural reserve, fish release initiatives, and implementation of fishing restrictions may facilitate the proliferation of the porpoise population downstream of the Gezhouba Dam within the Yichang section of the Yangtze River. Prioritizing restoration designs that match natural flow regimes, optimize boat traffic, and reduce noise pollution is crucial for promoting the conservation of the local porpoises.
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Affiliation(s)
- Zhi‐Tao Wang
- School of Marine ScienceNingbo UniversityNingboChina
- Institute of HydrobiologyChinese Academy of SciencesWuhanChina
| | - Peng‐Xiang Duan
- Institute of HydrobiologyChinese Academy of SciencesWuhanChina
| | - Tomonari Akamatsu
- Ocean Policy Research InstituteThe Sasakawa Peace FoundationTokyoJapan
| | - Ke‐Xiong Wang
- Institute of HydrobiologyChinese Academy of SciencesWuhanChina
| | - Ding Wang
- Institute of HydrobiologyChinese Academy of SciencesWuhanChina
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Wang ZT, Duan PX, Akamatsu T, Wang KX, Wang D. Increased Yangtze finless porpoise presence in urban Wuhan waters of the Yangtze River during fishing closures. Ecol Evol 2024; 14:e11247. [PMID: 38584767 PMCID: PMC10994980 DOI: 10.1002/ece3.11247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 03/18/2024] [Accepted: 03/25/2024] [Indexed: 04/09/2024] Open
Abstract
Wuhan, a highly urbanized and rapidly growing region within China's Yangtze Economic Zone, has historically been identified as a gap area for the critically endangered Yangtze finless porpoise (Neophocaena asiaeorientalis asiaeorientalis) based on daytime visual surveys. However, there has been a noticeable increase in porpoise sightings since 2020. This study employed passive acoustic monitoring to investigate porpoise distribution in Wuhan between 2020 and 2022. Generalized linear models were used to explore the relationship between shipping, hydrological patterns, light intensity, and porpoise biosonar activity. Over 603 days of effective monitoring, the daily positive rate for porpoise biosonar detection reached 43%, with feeding-related buzz signals accounting for 55% of all porpoise biosonar signals. However, the proportion of minutes during which porpoise presence was detected was 0.18%, suggesting that while porpoises may frequent the area, their visits were brief and mainly focused on feeding. A significant temporal trend emerged, showing higher porpoise biosonar detection during winter (especially in February) and 2022. Additionally, periods without boat traffic correlated with increased porpoise activity. Hydrological conditions and light levels exhibited significant negative correlations with porpoise activity. Specifically, porpoise sonar detections were notably higher during the night, twilight, and new moon phases. It is highly conceivable that both fishing bans and COVID-19 pandemic-related lockdowns contributed to the heightened presence of porpoises in Wuhan. The rapid development of municipal transportation and shipping in Wuhan and resulting underwater noise pollution have emerged as a significant threat to the local porpoise population. Accordingly, it is imperative for regulatory bodies to effectively address this environmental stressor and formulate targeted protection measures to ensure the conservation of the finless porpoise.
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Affiliation(s)
- Zhi-Tao Wang
- School of Marine Science Ningbo University Ningbo Zhejiang China
- Institute of Hydrobiology Chinese Academy of Sciences Wuhan China
| | - Peng-Xiang Duan
- Institute of Hydrobiology Chinese Academy of Sciences Wuhan China
| | - Tomonari Akamatsu
- Ocean Policy Research Institute the Sasakawa Peace Foundation Minato-ku, Tokyo Japan
| | - Ke-Xiong Wang
- Institute of Hydrobiology Chinese Academy of Sciences Wuhan China
| | - Ding Wang
- Institute of Hydrobiology Chinese Academy of Sciences Wuhan China
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