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基于环境DNA评价鸭绿江口底栖生态质量状况

王桂营 李宏俊 邵魁双 刘滨玮 楚奇 叶金清

王桂营,李宏俊,邵魁双,等. 基于环境DNA评价鸭绿江口底栖生态质量状况[J]. 海洋学报,2024,46(x):1–14 doi: 10.12284/hyxb2024058
引用本文: 王桂营,李宏俊,邵魁双,等. 基于环境DNA评价鸭绿江口底栖生态质量状况[J]. 海洋学报,2024,46(x):1–14 doi: 10.12284/hyxb2024058
Wang Guiying,Li Hongjun,Shao Kuishuang, et al. Evaluation of benthic ecological quality status in the Yalu River estuary based on environmental DNA[J]. Haiyang Xuebao,2024, 46(x):1–14 doi: 10.12284/hyxb2024058
Citation: Wang Guiying,Li Hongjun,Shao Kuishuang, et al. Evaluation of benthic ecological quality status in the Yalu River estuary based on environmental DNA[J]. Haiyang Xuebao,2024, 46(x):1–14 doi: 10.12284/hyxb2024058

基于环境DNA评价鸭绿江口底栖生态质量状况

doi: 10.12284/hyxb2024058
基金项目: 业务化监测项目(鸭绿江口生态综合监测示范)。
详细信息
    作者简介:

    王桂营(1994—),男,河北省衡水市人,主要从事生物多样性研究。E-mail:2761982646@qq.com

    通讯作者:

    叶金清(1986—),男,辽宁省大连市人,主要从事生物多样性研究。E-mail:jqye@nmemc.orc.cn

  • 中图分类号: X8

Evaluation of benthic ecological quality status in the Yalu River estuary based on environmental DNA

  • 摘要: 研究环境DNA鉴定底栖生物评价生态质量状况的应用潜力,采集17份鸭绿江口底栖生物样品,分别利用环境DNA与形态学鉴定并对所得生态质量评价指数(AMBI、BENTIX、香浓维纳H'、M-AMBI)进行比较分析。结果显示:环境DNA鉴定生物隶属于10纲16目19科20属22种、形态学鉴定生物隶属于9纲27目43科55属57种,共有生物10种;两种鉴定方法得出的AMBI指数间(R = 0.428,p = 0.043,y = 0.32x + 1.08)、BENTIX指数间(R = 0.430,p = 0.043,y = 0.28x + 3.59)存在显著一致性,而香浓维纳H'指数间存在显著差异性;两种鉴定方法得出的AMBI等级间、M-AMBI等级间相似性较高,分别为51.02%、44.90%;两种鉴定方法得出的AMBI与M-AMBI等级更符合实际情况,且评价鸭绿江口整体生态质量状况为良。本研究表明基于环境DNA鉴定底栖生物评价生态质量状况,在海洋环境监测调查中具有较高的应用潜力。
  • 图  1  鸭绿江口采样站位分布

    Fig.  1  Distribution of sampling stations in the Yalu River Estuary

    图  2  OTUs随序列量的稀释曲线

    Fig.  2  Dilution curve of OTUs with sequence size

    图  3  环境DNA鉴定底栖生物相对丰度

    Fig.  3  Environmental DNA identification of the relative abundance of benthic organisms

    图  4  形态学鉴定底栖生物相对丰度

    Fig.  4  Morphological identification of the relative abundance of benthic organism

    图  5  生态质量评价指数

    Fig.  5  Ecological quality assessment index

    图  6  生态质量评价指数拟合图

    Fig.  6  Ecological quality assessment index fit chart

    图  7  生态质量评价指数Pearson相关性热图

    **表示p < 0.01,*表示p < 0.05

    Fig.  7  Heat map of Pearson correlation of ecological quality assessment index

    ** Indicates p < 0.01, * indicates p < 0.05

    图  8  生态质量评价等级

    Fig.  8  Ecological quality assessment level

    图  9  生态质量评价等级百分比

    Fig.  9  Percentage of ecological quality assessment level

    图  10  生态质量评价等级聚类树状图

    a. 全部等级站位聚类;b. 环境DNA等级站位聚类;c. 形态学等级站位聚类;d. 全部等级聚类

    Fig.  10  Clustered dendrogram of ecological quality assessment levels

    a. All rank station clustering, b. environmental DNA rank station clustering, c. morphology rank station clustering, d. all rank clustering

    表  1  生态质量评价指数标准值

    Tab.  1  Standard value of ecological quality evaluation index

    生物指数参考文献
    AMBI指数0~1.2>1.2~3.3>3.3~4.3>4.3~5.5>5.5文献[33]
    BENTIX指数6~4>4~3>3~2.5>2.5~20文献[34]
    H'指数≥44~3≥3~2≥2~1≥<1文献[35]
    M-AMBI指数>0.770.77~0.53>0.53~0.39>0.39~0.2<0.2-
    下载: 导出CSV

    表  2  底栖生物注释率结果统计

    Tab.  2  Statistics of benthic annotation rate results

    站位Y4Y5Y6Y7Y8Y10Y12Y16Y17
    注释率/%1.391.364.732.552.262.393.573.323.93
    站位Y18Y19Y20Y21Y23Y24Y25Y26
    注释率/%3.032.052.373.621.530.952.381.00
    下载: 导出CSV

    A1  鸭绿江口底栖生物名录

    A1  List of benthic organisms at the Yalu River Estuary

    种名拉丁名环境DNA鉴定形态学鉴定
    埃氏蛰龙介Terebella ehrenbergi*
    矮小稚齿虫Prionospio pygmaea*
    博氏双眼钩虾Ampelisca bochi*
    不倒翁虫Sternaspis sculata*
    侧口乳蛰虫Thelepus plagiostoma*
    东方长眼虾Ogyrides orientalis**
    东亚壳菜蛤Musculista senhausia*
    豆形短眼蟹Xenophthalmus pinnotheroides*
    楯鳞鼬虫Heterolepidoderma*
    多丝独毛虫Tharyx multifilis*
    多眼虫Polyophthalmus pictus*
    菲律宾蛤仔Ruditapes philippinarum**
    副栉虫Paramphicteis angustifolia*
    寡节甘吻沙蚕Glycinde gurjanovae**
    广大扁玉螺Natica ampla*
    哈氏美人虾Callianassa harmandi*
    蛤仔属Ruditapes sp.*
    海蜇虾Latreutes anoplonyx*
    海稚虫目Spionida*
    含糊拟刺虫Linopherus ambigua*
    黄海葵Anthopleura xanthogrammia*
    极地蚤钩虾Pontocrates altamarimus*
    棘刺锚参Protankyra bidentata**
    尖叶大狐钩虾Grandifoxus cuspis*
    江户明樱蛤Moerella jedoensis*
    经氏壳蛞蝓Philine kinglipini*
    居虫属Naineris sp.*
    昆士兰稚齿虫Prionospio queenslandica*
    马尔他钩虾属Melita sp.*
    密鳞牡蛎Ostrea denselamellosa*
    囊叶齿吻沙蚕Nephtys caeca*
    拟特须虫Paralacydonia paradoxa*
    鸟蛤目Cardiida*
    鸟嘴尖帽螺Capulus dilatatus*
    纽虫属Lineus sp.*
    欧文虫Owenia fusformis*
    奇异稚齿虫Paraprionospio pinnata*
    巧言虫Eulalia viridis*
    青岛文昌鱼Branchiostoma belcheri**
    日本倍棘蛇尾Amphioplus japonicus*
    日本臭海蛹Travisia japonica*
    日本鼓虾Alpheus japonica*
    日本浪漂水虱Cirolana japonensis*
    日本毛翼虫Mesochaetopterus japonicus*
    日本沙钩虾Byblis japonicus*
    深钩毛虫Sigambra bassi*
    十足目Decapoda*
    双眼钩虾Ampelisca sp.*
    丝鳃虫Cirrutulus tentaculatu*
    丝异须虫Heteromastus filiforms**
    穗鳞虫Halosydnopsis pilosa*
    滩拟猛钩虾Harpiniopsis vadiculus**
    细螯虾Leptochela gracilis*
    线虫属Rhabditophanes sp.*
    相模多精囊海鞘Perophora sagamiensis*
    小头虫Capitella capitata*
    新腹足目Lepetellida*
    烟树蛰虫Pista typha*
    异足索沙蚕Lumbrineris heteropoda*
    鼬虫科Chaetonotidae*
    鼬虫属Chaetonotus sp.*
    原管虫Protula tubularia*
    长吻沙蚕Glycera chirori**
    长锥虫Haploscoloplos elongatus**
    织纹螺Nassarius sp.*
    智利巢沙蚕Diopatra chiliensis*
    中华半突虫Phyllodoce sinensis**
    中华内卷齿蚕Aglaophamus sinensis*
    锥稚虫Aonides oxycephala*
      注:*表示存在该物种。
    下载: 导出CSV

    A2  生态质量评价指数与评价等级

    A2  Ecological quality evaluation index and evaluation level

    站位AMBI1BENTIX1H'1M-AMBI1AMBI2BENTIX2H'2M-AMBI2AMBI1
    等级
    BENTIX1
    等级
    H'1
    等级
    M-AMBI1
    等级
    AMBI2
    等级
    BENTIX2
    等级
    H'2
    等级
    M-AMBI2
    等级
    Y42.982.031.600.773.752.831.520.4224413343
    Y53.002.000.720.442.314.773.470.8724532121
    Y63.002.000.240.572.504.671.590.4324522143
    Y72.982.040.900.673.002.000.390.2624522454
    Y83.012.011.500.712.483.542.850.7124422232
    Y103.852.001.400.592.104.402.720.6534422132
    Y123.502.441.490.570.756.002.860.7734421132
    Y161.144.611.500.921.704.092.890.7611412132
    Y170.225.761.400.911.055.602.320.6511411132
    Y183.002.011.210.662.293.682.540.6724422232
    Y191.495.990.110.441.505.202.320.6021532132
    Y200.025.980.070.570.625.591.910.7111521142
    Y210.155.870.960.741.414.752.250.6211522132
    Y231.654.901.490.682.003.782.730.6621422232
    Y242.952.191.120.550.135.880.890.5524421152
    Y251.575.800.640.721.006.002.250.6321521132
    Y262.672.880.840.531.685.043.280.8923532121
      注:标注1环境DNA鉴定、标注2形态学鉴定
    下载: 导出CSV
  • [1] 吴昀晟, 唐永凯, 李建林, 等. 水生生物环境DNA检测技术及其应用[J]. 水产学杂志, 2018, 31(4): 48−52,58. doi: 10.3969/j.issn.1005-3832.2018.04.010

    Wu Yunsheng, Tang Yongkai, Li Jianlin, et al. Detection technology and application of aquatic environmental DNA[J]. Chinese Journal of Fisheries, 2018, 31(4): 48−52,58. doi: 10.3969/j.issn.1005-3832.2018.04.010
    [2] 卢珊. 常见水生动物与其环境DNA的定性与定量关系[D]. 南京: 南京师范大学, 2015.

    Lu Shan. Qualitative and quantitative relationship between common aquatic animals and their environmental DNA[D]. Nanjing: Nanjing Normal University, 2015. (查阅网上资料, 未找到对应的英文翻译, 请确认)
    [3] 刘科均, 赖锡勋, 向劲, 等. 环境DNA技术在水域环境中的应用进展[J]. 水产养殖, 2023, 44(11): 16−21,27. doi: 10.3969/j.issn.1004-2091.2023.11.003

    Liu Kejun, Lai Xixun, Xiang Jin, et al. Progress in the application of environmental DNA technology in aquatic environment study[J]. Journal of Aquaculture, 2023, 44(11): 16−21,27. doi: 10.3969/j.issn.1004-2091.2023.11.003
    [4] 陈炼, 吴琳, 刘燕, 等. 环境DNA metabarcoding及其在生态学研究中的应用[J]. 生态学报, 2016, 36(15): 4573−4582.

    Chen Lian, Wu Lin, Liu Yan, et al. Application of environmental DNA metabarcoding in ecology[J]. Acta Ecologica Sinica, 2016, 36(15): 4573−4582.
    [5] 肖泽华, 董姗姗, 张振华, 等. 环境DNA在两栖动物监测中的应用研究进展[J]. 生态学报, 2023, 43(19): 7861−7873.

    Xiao Zehua, Dong Shanshan, Zhang Zhenhua, et al. Advances in the application of environmental DNA in amphibians monitoring[J]. Acta Ecologica Sinica, 2023, 43(19): 7861−7873.
    [6] 李飞龙, 杨江华, 杨雅楠, 等. 环境DNA宏条形码监测水生态系统变化与健康状态[J]. 中国环境监测, 2018, 34(6): 37−46.

    Li Feilong, Yang Jianghua, Yang Ya’nan, et al. Using environmental DNA metabarcoding to monitor the changes and health status of aquatic ecosystems[J]. Environmental Monitoring in China, 2018, 34(6): 37−46.
    [7] 许秀娥, 毛誉洁, 宋吉尧, 等. 鸭绿江口湿地生态系统现状调查分析及对策研究[J]. 海洋湖沼通报, 2022, 44(5): 162−168.

    Xu Xiu'e, Mao Yujie, Song Jiyao, et al. Present situation investigation and countermeasures analysis of wetland ecosystem in Yalu River Estuary[J]. Transactions of Oceanology and Limnology, 2022, 44(5): 162−168.
    [8] 王桂营. 利用环境DNA分析鸭绿江口底栖生物多样性[D]. 大连: 大连海洋大学, 2022.

    Wang Guiying. Analysis of benthic biodiversity in the Yalu River estuary using environmental DNA[D]. Dalian: Dalian Ocean University, 2022.
    [9] 林和山, 俞炜炜, 刘坤, 等. 基于AMBI和M-AMBI法的底栖生态环境质量评价——以厦门五缘湾海域为例[J]. 海洋学报, 2015, 37(8): 76−87.

    Lin Heshan, Yu Weiwei, Liu Kun, et al. Assessing benthic ecological status in stressed Wuyuan Bay (Xiamen China) using AMBI and M-AMBI[J]. Haiyang Xuebao, 2015, 37(8): 76−87.
    [10] Simboura N, Argyrou M. An insight into the performance of benthic classification indices tested in Eastern Mediterranean coastal waters[J]. Marine Pollution Bulletin, 2010, 60(5): 701−709. doi: 10.1016/j.marpolbul.2009.12.005
    [11] 刘旭东, 王振钟, 汪进生, 等. 基于多指数分析确定胶州湾底栖生态状况的参考条件[J]. 海洋环境科学, 2023, 42(4): 597−603. doi: 10.12111/j.mes.2022-x-0129

    Liu Xudong, Wang Zhenzhong, Wang Jinsheng, et al. Multi-indices analysis to find out benthic ecological reference conditions of Jiaozhou bay[J]. Marine Environmental Science, 2023, 42(4): 597−603. doi: 10.12111/j.mes.2022-x-0129
    [12] 杨颖, 刘鹏霞, 周红宏, 等. 近15年长江口海域海洋生物变化趋势及健康状况评价[J]. 生态学报, 2020, 40(24): 8892−8904.

    Yang Ying, Liu Pengxia, Zhou Honghong, et al. Evaluation of the biodiversity variation and ecosystem health assessment in Changjiang estuary during the past 15 years[J]. Acta Ecologica Sinica, 2020, 40(24): 8892−8904.
    [13] 于海燕, 李新正, 李宝泉, 等. 胶州湾大型底栖动物生物多样性现状[J]. 生态学报, 2006, 26(2): 416−422. doi: 10.3321/j.issn:1000-0933.2006.02.014

    Yu Haiyan, Li Xinzheng, Li Baoquan, et al. The species diversity of macrobenthic fauna in Jiaozhou Bay[J]. Acta Ecologica Sinica, 2006, 26(2): 416−422. doi: 10.3321/j.issn:1000-0933.2006.02.014
    [14] 彭广海, 付婧, 马增岭, 等. 基于3种生物指数的三沙湾养殖活动底栖环境效应研究[J]. 海洋学报, 2018, 40(4): 106−117.

    Peng Guanghai, Fu Jing, Ma Zengling, et al. Effects of mariculture activities on benthic environment based on analysis of three biotic indices in Sansha Bay[J]. Haiyang Xuebao, 2018, 40(4): 106−117.
    [15] 蔡文倩, 周娟, 林岿璇, 等. 基于底栖生物指数的辽东湾生态质量状况评价[J]. 海洋科学, 2016, 40(10): 105−112. doi: 10.11759//hykx20160115003

    Cai Wenqian, Zhou Juan, Lin Kuixuan, et al. Ecological quality status of Liaodong Bay using benthic indices[J]. Marine Sciences, 2016, 40(10): 105−112. doi: 10.11759//hykx20160115003
    [16] 蔡文倩, 刘录三, 孟伟, 等. AMBI方法评价环渤海潮间带底栖生态质量的适用性[J]. 环境科学学报, 2012, 32(4): 992−1000.

    Cai Wenqian, Liu Lusan, Meng Wei, et al. The suitability of AMBI to benthic quality assessment on the intertidal zones of Bohai Sea[J]. Acta Scientiae Circumstantiae, 2012, 32(4): 992−1000.
    [17] 王桂营, 李宏俊, 孙艺, 等. 利用不同生物指数评价辽河口底栖生态质量适用性[J]. 安徽农业科学, 2021, 49(18): 87−93,104. doi: 10.3969/j.issn.0517-6611.2021.18.022

    Wang Guiying, Li Hongjun, Sun Yi, et al. Applicability of evaluation of benthic ecological quality of Liaohe estuary by using different biological indexes[J]. Journal of Anhui Agricultural Sciences, 2021, 49(18): 87−93,104. doi: 10.3969/j.issn.0517-6611.2021.18.022
    [18] 中华人民共和国国家质量监督检验检疫总局, 中国国家标准化管理委员会. GB/T 12763.6-2007, 海洋调查规范 第6部分: 海洋生物调查[S]. 北京: 中国标准出版社, 2008.

    General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration. GB/T 12763.6-2007, Specifications for oceanographic survey—Part 6: marine biological survey[S]. Beijing: Standards Press of China, 2008.
    [19] Clark D E, Pilditch C A, Pearman J K, et al. Environmental DNA metabarcoding reveals estuarine benthic community response to nutrient enrichment-Evidence from an in-situ experiment[J]. Environmental Pollution, 2020, 267: 115472. doi: 10.1016/j.envpol.2020.115472
    [20] Manual I. FastDNA® SPIN kit for soil. 2010.
    [21] Leray M, Yang J Y, Meyer C P, et al. A new versatile primer set targeting a short fragment of the mitochondrial COI region for metabarcoding metazoan diversity: application for characterizing coral reef fish gut contents[J]. Frontiers in Zoology, 2013, 10: 34. doi: 10.1186/1742-9994-10-34
    [22] Geller J, Meyer C, Parker M, et al. Redesign of PCR primers for mitochondrial cytochrome c oxidase subunit I for marine invertebrates and application in all-taxa biotic surveys[J]. Molecular Ecology Resources, 2013, 13(5): 851−861. doi: 10.1111/1755-0998.12138
    [23] Větrovský T, Baldrian P. The variability of the 16S rRNA gene in bacterial genomes and its consequences for bacterial community analyses[J]. PLoS One, 2013, 8(2): e57923. doi: 10.1371/journal.pone.0057923
    [24] Zhan A B, Hulák M, Sylvester F, et al. High sensitivity of 454 pyrosequencing for detection of rare species in aquatic communities[J]. Methods in Ecology and Evolution, 2013, 4(6): 558−565. doi: 10.1111/2041-210X.12037
    [25] 黄宗国, 林茂. 中国海洋生物图集[M]. 北京: 海洋出版社, 2012: 1-317.

    Huang Zongguo, Lin Mao. An Illustrated Guide to Species in China's Seas[M]. Beijing: China Ocean Press, 2012: 1-317.
    [26] 杨德渐, 孙瑞平. 中国近海多毛环节动物[M]. 北京: 农业出版社, 1988: 1-352.

    Yang Dejian, Sun Ruiping. Polychaeta in China's Nearshore Waters[M]. Beijing: China Agriculture Press, 1988: 1-352.
    [27] 曹善茂. 大连近海无脊椎动物[M]. 沈阳: 辽宁科学技术出版社, 2017: 1-334.

    Cao Shanmao. Invertebrates in Dalian Nearshore Waters[M]. Shenyang: Liaoning Science and Technology Publishing House, 2017: 1-334.
    [28] 任先秋. 中国动物志 无脊椎动物 第四十三卷[M]. 北京: 科学出版社, 2012: 1-651.

    Ren Xianqiu. Fauna Sinica: Invertebrata: Vol. 43 [M]. Beijing: Science Press, 2012: 1-651.
    [29] 李新正, 王洪法. 胶州湾大型底栖生物鉴定图谱[M]. 北京: 科学出版社, 2016: 1-365.

    Li Xinzheng, Wang Hongfa. Identification Atlas of Macro Benthos in Jiaozhou Bay[M]. Beijing: Science Press, 2016: 1-365.
    [30] Mulik J, Sukumaran S, Dias H Q. Is the benthic index AMBI impervious to seasonality and data transformations while evaluating the ecological status of an anthropized monsoonal estuary?[J]. Ocean & Coastal Management, 2020, 186: 105080.
    [31] 陈怡卉, 汪振华, 章守宇, 等. 大陈岛礁海域甲壳类生物多样性特征[J]. 生态学报, 2023, 43(23): 9630−9642.

    Chen Yihui, Wang Zhenhua, Zhang Shouyu, et al. Research on multiple dimensions of crustacean diversity in the sea area around Dachen Islands[J]. Acta Ecologica Sinica, 2023, 43(23): 9630−9642.
    [32] Dauvin J C, Ruellet T. Polychaete/amphipod ratio revisited[J]. Marine Pollution Bulletin, 2007, 55(1/6): 215−224.
    [33] Blanchet H, Lavesque N, Ruellet T, et al. Use of Biotic Indices in semi-enclosed coastal ecosystems and transitional waters habitats - Implications for the implementation of the European Water Framework Directive[J]. Ecological Indicators, 2008, 8(4): 360−372. doi: 10.1016/j.ecolind.2007.04.003
    [34] Chainho P, Costa J L, Chaves M L, et al. Influence of seasonal variability in benthic invertebrate community structure on the use of biotic indices to assess the ecological status of a Portuguese estuary[J]. Marine Pollution Bulletin, 2007, 54(10): 1586−1597. doi: 10.1016/j.marpolbul.2007.06.009
    [35] Medeiros J P, Chaves M L, Silva G, et al. Benthic condition in low salinity areas of the Mira estuary (Portugal): lessons learnt from freshwater and marine assessment tools[J]. Ecological Indicators, 2012, 19: 79−88. doi: 10.1016/j.ecolind.2011.09.008
    [36] Paganelli D, Forni G, Marchini A, et al. Critical appraisal on the identification of Reference Conditions for the evaluation of ecological quality status along the Emilia-Romagna coast (Italy) using M-AMBI[J]. Marine Pollution Bulletin, 2011, 62(8): 1725−1735. doi: 10.1016/j.marpolbul.2011.05.027
    [37] Mulik J, Sukumaran S, Srinivas T, et al. Comparative efficacy of benthic biotic indices in assessing the Ecological Quality Status (EcoQS) of the stressed Ulhas estuary, India[J]. Marine Pollution Bulletin, 2017, 120(1/2): 192−202.
    [38] Clarke K R, Gorley R N. Primer E-v5: user manual/tutorial[R]. Plymouth: PRIMER-E Limited, 2001: 1-3.
    [39] Leray M, Knowlton N. DNA barcoding and metabarcoding of standardized samples reveal patterns of marine benthic diversity[J]. Proceedings of the National Academy of Sciences of the United States of America, 2015, 112(7): 2076−2081.
    [40] 高养春, 李海涛, 王孝程, 等. 利用宏DNA条形码研究浮游动物多样性——以鸭绿江口为例[J]. 生态学报, 2020, 40(11): 3822−3832.

    Gao Yangchun, Li Haitao, Wang Xiaocheng, et al. Research on zooplankton diversity using DNA-based metabarcoding technique: a case study in the Yalvjiang Estuary[J]. Acta Ecologica Sinica, 2020, 40(11): 3822−3832.
    [41] Appeltans W, Ahyong S T, Anderson G, et al. The magnitude of global marine species diversity[J]. Current Biology, 2012, 22(23): 2189−2202. doi: 10.1016/j.cub.2012.09.036
    [42] Mora C, Tittensor D P, Adl S, et al. How many species are there on earth and in the ocean?[J]. PLoS Biology, 2011, 9(8): e1001127. doi: 10.1371/journal.pbio.1001127
    [43] 刘卫霞. 北黄海夏、冬两季大型底栖生物生态学研究[D]. 青岛: 中国海洋大学, 2009.

    Liu Weixia. Study on the ecology of macrobenthos in North Yellow Sea in summer and winter[D]. Qingdao: Ocean University of China, 2009.
    [44] 程岩, 刘月, 李富祥, 等. 鸭绿江口及毗邻浅海沉积物重金属富集特征与潜在生态风险比较[J]. 环境科学研究, 2011, 24(5): 516−525.

    Cheng Yan, Liu Yue, Li Fuxiang, et al. Comparative study of enrichment features and potential ecological risks of heavy metals in sediments of the Yalu River estuary and its adjacent shallow sea area[J]. Research of Environmental Sciences, 2011, 24(5): 516−525.
    [45] 李红军, 程岩, 杜益晓, 等. 鸭绿江口生源要素的垂直分布及对环境变化的响应[J]. 环境化学, 2022, 41(12): 4068−4076. doi: 10.7524/j.issn.0254-6108.2021052602

    Li Hongjun, Cheng Yan, Du Yixiao, et al. Vertical distribution of the biogenic elements and their response to the environmental change in the Yalu River estuary[J]. Environmental Chemistry, 2022, 41(12): 4068−4076. doi: 10.7524/j.issn.0254-6108.2021052602
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  • 收稿日期:  2023-09-06
  • 修回日期:  2024-01-17
  • 网络出版日期:  2024-03-22

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