Evaluation of urban river ecosystem health in Beijing based on the microbial index of biotic integrity
-
摘要:
生物完整性指数(IBI)是河道生态系统健康评价的重要且被广泛应用的指标,然而,基于水体中分解者微生物群落构建IBI评价标准的研究较少。针对北京市城市河道生态系统健康状况开展评价,探索微生物生物完整性指数(M-IBI)评价流程与标准构建方法。基于沉积物中微生物Illumina高通量测序信息,筛选出关键环境因子(水质指标TN、TP、NH3-N、NO3-N和NO2-N)确定候选生物指标,根据判别能力分析结果,确定Shannon指数、拟杆菌门(Bacteroidota)相对丰度、绿弯菌门(Chloroflexi)相对丰度、蓝藻门(Cyanobacteria)相对丰度、CODCr耐受属相对丰度和NH3-N清洁属相对丰度6个指标,提出了指标标准化公式和健康评价标准。结果表明,以自然水体为补水的永定河各采样点评价结果均为健康状态,其他3条以城镇再生水厂出水为补水的河道中,清河4个采样点为健康至亚健康状态,凉水河5个采样点为健康至一般状态,大龙河4个采样点为亚健康至一般状态。M-IBI可以有效区分不同程度的受损点位,较合理地评价城市河道生态系统健康状况。
-
关键词:
- 微生物生物完整性指数(M-IBI) /
- 生态系统 /
- 城市河道 /
- 健康评价 /
- 微生物群落结构
Abstract:The index of biotic integrity (IBI) is an important and widely used indicator for the evaluation of river ecosystem health. However, there are few studies on the construction of IBI evaluation criteria based on the use of decomposer microbial communities in water. The evaluation of the ecosystem health of urban rivers in Beijing was carried out, and the evaluation process and criteria construction method of the microbial index of biotic integrity (M-IBI) were explored. Based on the high-throughput sequencing information of microbial Illumina in the sediments, the key environmental factors were screened (water quality indicators TN, TP, NH3-N, NO3-N and NO2-N), and candidate biological parameters were determined. According to the results of discriminant analysis, six indexes were determined, including Shannon index, relative abundance of Bacteroidota, relative abundance of Chloroflexi, relative abundance of Cyanobacteria, relative abundances of CODCr tolerance genus and relative abundances of ammonia nitrogen clean genus. The standardized formula of parameters and the health evaluation standards were put forward. The evaluation results showed that each sampling point of the Yongding River supplied by natural water was evaluated as healthy state. Among the other three rivers, supplied by the effluent of the urban reclaimed water plant, four sampling points of the Qinghe River were evaluated as healthy to sub-healthy state, five sampling points of the Liangshui River were evaluated as healthy to general state, and four sampling points of the Dalong River were evaluated as sub-health to general state. M-IBI could effectively distinguish the damaged points of different degrees and give a reasonable evaluation of the health status of the urban river ecosystem.
-
表 1 4条城市河道各采样点水体微生物多样性指数
Table 1. Microbial diversity index of water bodies at sampling points of four urban rivers
河道 采样点 多样性指数 Shannon Simpson Ace Chao Coverage PD 永定河 YDH1 5.929 0.008 2 204.756 2 189.180 0.984 176.332 YDH2 6.269 0.005 2 264.582 2 265.718 0.985 182.372 清河 QH1 6.550 0.004 3 231.184 3 230.458 0.974 244.850 QH2 6.548 0.004 3 046.503 3 086.833 0.976 239.790 QH3 6.415 0.005 3 414.181 3 335.238 0.972 266.364 QH4 6.313 0.013 3 901.686 3 860.403 0.966 286.180 凉水河 LSH1 6.102 0.008 3 496.573 3 500.324 0.969 251.803 LSH2 6.329 0.005 3 429.009 3 463.102 0.970 250.856 LSH3 5.925 0.030 3 948.157 3 868.557 0.965 285.262 LSH4 6.542 0.005 4 087.002 3 988.907 0.965 299.784 LSH5 6.361 0.004 3 193.971 3 200.484 0.973 244.593 大龙河 DLH1 6.102 0.008 3 496.573 3 500.324 0.969 251.803 DLH2 6.329 0.005 3 429.009 3 463.102 0.970 250.856 DLH3 5.925 0.030 3 948.157 3 868.557 0.965 285.262 DLH4 6.542 0.005 4 087.002 3 988.907 0.965 299.784 表 2 4 条城市河道各采样点主要水质参数及其得分
Table 2. Main chemical and physical properties and scores at sampling point of four urban rivers
河道 采样点 TP浓度/
(mg/L)石油类浓度/
(mg/L)NH3-N浓度/
(mg/L)DO浓度/
(mg/L)CODCr/
(mg/L)BOD5/
(mg/L)TN浓度/
(mg/L)As浓度/
(mg/L)pH 总得分 永定河 YDH1 0.02(5) 0.13(2) 0.16(5) 4.7(3) 17.03(5) 3.2(4) 0.42(4) 0.001 4(5) 6.91(5) 4.22 YDH2 0.02(5) 0.15(2) 0.15(5) 4.6(3) 19.26(4) 4.1(3) 0.39(4) 0.001 0(5) 7.54(5) 4.00 清河 QH1 0.10(4) 0.11(2) 0.20(4) 4.9(3) 19.00(3) 4.3(2) 0.92(3) 0.001 0(5) 7.51(5) 3.44 QH2 0.10(4) 0.2(2) 0.17(4) 4.7(3) 20.00(3) 4.5(2) 0.82(3) 0.001 3(5) 7.61(5) 3.44 QH3 0.09(4) 0.09(2) 0.19(4) 5.1(3) 11.22(4) 2.1(4) 0.86(3) 0.001 0(5) 7.11(5) 3.78 QH4 0.11(4) 0.12(2) 0.21(4) 5.0(3) 8.66(4) 1.8(5) 0.94(3) 0.001 3(5) 7.73(5) 3.89 凉水河 LSH1 0.06(4) 0.1(2) 0.17(4) 4.8(3) 15.71(4) 3.3(3) 1.43(2) 0.001 0(5) 7.81(5) 3.56 LSH2 0.04(4) 0.11(2) 0.17(4) 5.1(3) 21.75(3) 4.7(2) 1.58(1) 0.001 1(5) 7.63(5) 3.22 LSH3 0.05(4) 0.15(2) 0.16(4) 5.0(3) 26.73(3) 4.1(2) 1.47(2) 0.001 2(5) 7.26(5) 3.33 LSH4 0.05(4) 0.17(2) 0.16(4) 5.3(3) 12.39(5) 3.4(3) 1.64(1) 0.001 4(5) 7.43(5) 3.56 LSH5 0.06(4) 0.09(2) 0.17(4) 4.9(3) 13.92(5) 3.2(3) 1.38(2) 0.001 0(5) 7.46(5) 3.67 大龙河 DLH1 0.02(5) 0.14(2) 0.24(4) 5.1(3) 24.02(3) 4.2(2) 0.55(3) 0.001 7(5) 7.66(5) 3.56 DLH2 0.02(5) 0.1(2) 0.25(4) 5.3(3) 24.78(3) 4.6(2) 0.66(3) 0.001 1(5) 6.95(5) 3.56 DLH3 0.02(5) 0.12(2) 0.24(4) 5.0(3) 27.77(3) 5.1(2) 0.60(3) 0.001 0(5) 7.46(5) 3.56 DLH4 0.03(4) 0.13(2) 0.24(4) 4.9(3) 23.07(3) 4.3(2) 0.58(3) 0.001 0(5) 7.67(5) 3.44 注:括号中为各指标的水质得分。 表 3 M-IBI 备选指标描述及对干扰的反应
Table 3. Description of candidate metrics for M-IBI and their direction of response to disturbance
指标编号 指标名称 对干扰的反应 M1 Shannon指数 下降 M2 Ace指数 下降 M3 Chao指数 下降 M4 Coverage指数 下降 M5 PD指数 下降 M6 Firmicutes相对丰度 上升 M7 Desulfobacterota相对丰度 上升 M8 Bacteroidota相对丰度 上升 M9 Actinobacteriota相对丰度 下降 M10 Chloroflexi相对丰度 下降 M11 Cyanobacteria相对丰度 上升 M12 CODCr耐受属相对丰度 上升 M13 CODCr清洁属相对丰度 下降 M14 NH3-N耐受属相对丰度 上升 M15 NH3-N清洁属相对丰度 下降 表 4 M-IBI指标的Pearson相关性分析结果
Table 4. Pearson's correlation analysis results of M-IBI index
指标编号 M1 M8 M10 M11 M12 M15 M1 1 M8 0.052 1 M10 0.300 −0.081 1 M11 −0.512 0.329 −0.304 1 M12 0.27 0.079 −0.439 −0.203 1 M15 −0.403 −0.516* −0.319 −0.261 −0.107 1 注:*表示P<0.05。 表 5 6个M-IBI指标在各采样点的分布及其生物指数计算公式
Table 5. Distribution of six M-IBI indexes at all sampling points and formulas for calculating biological index
指标编号 5%分位数 25%分位数 95%分位数 最大值 计算公式 M1 5.928 6.275 6.631 6.818 M1/6.631 M8 0.020 0.028 0.076 0.083 (0.083-M8)/
(0.083-0.020)M10 0.112 0.173 0.296 0.334 M10/0.296 M11 0.001 0.005 0.138 0.195 (0.195-M11)/
(0.195-0.001)M12 0.001 0.002 0.068 0.069 (0.069-M12)/
(0.069-0.001)M15 0.050 0.068 0.574 0.578 M15/0.574 表 6 基于 M-IBI 指数的城市河道生态系统健康评价标准
Table 6. Urban river ecosystem health assessment criteria based on M-IBI index
M-IBI指数 健康等级 4.355~5.444 健康 3.267~4.355 亚健康 2.178~3.267 一般 1.089~2.178 较差 <1.089 极差 表 7 各采样点M-IBI评价结果
Table 7. M-IBI evaluation results of each sampling point
河道 采样点 M1 M8 M10 M11 M12 M15 M-IBI 健康状况 永定河 YDH1 0.894 1.000 0.697 1.000 1.000 0.997 5.588 健康 YDH2 0.946 0.964 0.485 1.000 0.987 1.000 5.383 健康 清河 QH1 0.988 0.872 0.945 0.945 0.954 0.132 4.837 健康 QH2 0.988 0.881 0.860 0.980 0.972 0.149 4.829 健康 QH3 0.967 0.000 0.722 0.949 0.986 0.097 3.722 亚健康 QH4 0.952 0.500 0.691 0.424 0.973 0.108 3.648 亚健康 凉水河 LSH1 0.920 0.392 0.695 0.517 0.995 0.172 3.692 亚健康 LSH2 0.955 0.582 0.927 0.983 0.965 0.092 4.503 健康 LSH3 0.894 0.333 0.415 0.000 0.908 0.129 2.679 一般 LSH4 0.987 0.349 0.805 0.917 0.950 0.132 4.139 亚健康 LSH5 0.959 0.451 1.000 0.949 0.996 0.079 4.434 健康 大龙河 DLH1 0.947 0.961 0.416 0.911 0.638 0.179 4.052 亚健康 DLH2 0.971 0.161 0.297 0.979 0.027 0.315 2.749 一般 DLH3 0.979 0.785 0.730 0.977 0.000 0.143 3.615 亚健康 DLH4 1.000 0.653 0.682 0.895 0.715 0.180 4.124 亚健康 -
[1] 张崇淼, 王燕, 杜聪.城市河流异养菌耐药状况及微生物群落结构特征[J]. 环境科学研究,2015,28(5):713-719.ZHANG C M, WANG Y, DU C. Antibiotic resistance of heterotrophic bacteria and characteristics of microbial community structure in urban rivers in China[J]. Research of Environmental Sciences,2015,28(5):713-719. [2] KERANS B L, KARR J R. A benthic index of biotic integrity (B-IBI) for rivers of the Tennessee valley[J]. Ecological Applications,1994,4(4):768-785. doi: 10.2307/1942007 [3] MOHD-NOR D, RAMLI N, SHARUDDIN S S, et al. Alcaligenaceae and Chromatiaceae as reliable bioindicators present in palm oil mill effluent final discharge treated by different biotreatment processes[J]. Ecological Indicators,2018,95:468-473. doi: 10.1016/j.ecolind.2018.08.007 [4] KARR J R, DUDLEY D R. Ecological perspective on water quality goals[J]. Environmental Management,1981,5(1):55-68. doi: 10.1007/BF01866609 [5] 王备新. 大型底栖无脊椎动物水质生物评价研究[D]. 南京: 南京农业大学, 2003: 81-99. [6] HAASE P, PAULS S U, SCHINDEHÜTTE K, et al. First audit of macroinvertebrate samples from an EU Water Framework Directive monitoring program: human error greatly lowers precision of assessment results[J]. Journal of the North American Benthological Society,2010,29(4):1279-1291. doi: 10.1899/09-183.1 [7] JUN Y C, WON D H, LEE S H, et al. A multimetric benthic macroinvertebrate index for the assessment of stream biotic integrity in Korea[J]. International Journal of Environmental Research and Public Health,2012,9(10):3599-3628. doi: 10.3390/ijerph9103599 [8] NIU L H, LI Y, WANG P F, et al. Development of a microbial community-based index of biotic integrity (MC-IBI) for the assessment of ecological status of rivers in the Taihu Basin, China[J]. Ecological Indicators,2018,85:204-213. doi: 10.1016/j.ecolind.2017.10.051 [9] 廖静秋, 黄艺.应用生物完整性指数评价水生态系统健康的研究进展[J]. 应用生态学报,2013,24(1):295-302.LIAO J Q, HUANG Y. Research progress on using index of biological integrity to assess aquatic ecosystem health[J]. Chinese Journal of Applied Ecology,2013,24(1):295-302. [10] 孔红梅, 赵景柱, 马克明, 等.生态系统健康评价方法初探[J]. 应用生态学报,2002,13(4):486-490. doi: 10.3321/j.issn:1001-9332.2002.04.024KONG H M, ZHAO J Z, MA K M, et al. Assessment method of ecosystem health[J]. Chinese Journal of Applied Ecology,2002,13(4):486-490. doi: 10.3321/j.issn:1001-9332.2002.04.024 [11] KONDRATIEFF P F, MATTHEWS R A, BUIKEMA A L. A stressed stream ecosystem: macroinvertebrate community integrity and microbial trophic response[J]. Hydrobiologia,1984,111(2):81-91. doi: 10.1007/BF00008619 [12] GARRIDO L, SÁNCHEZ O, FERRERA I, et al. Dynamics of microbial diversity profiles in waters of different qualities: approximation to an ecological quality indicator[J]. Science of the Total Environment,2014,468/469:1154-1161. doi: 10.1016/j.scitotenv.2013.08.065 [13] LAU K E M, WASHINGTON V J, FAN V, et al. A novel bacterial community index to assess stream ecological health[J]. Freshwater Biology,2015,60(10):1988-2002. doi: 10.1111/fwb.12625 [14] 安新丽, 陈廷廷, 赵晗, 等.基于微生物生物完整性指数的地下水生态系统健康评价: 以包钢稀土尾矿库周边地下水生态系统为例[J]. 环境科学,2016,37(9):3413-3422.AN X L, CHEN T T, ZHAO H, et al. Assessment of ecosystem health of Baogang tailings groundwater based on microbiome index of biotic integrity (M-IBI)[J]. Environmental Science,2016,37(9):3413-3422. [15] LI J, LI Y, QIAN B, et al. Development and validation of a bacteria-based index of biotic integrity for assessing the ecological status of urban rivers: a case study of Qinhuai River Basin in Nanjing, China[J]. Journal of Environmental Management,2017,196:161-167. doi: 10.1016/j.jenvman.2017.03.003 [16] 朱文婷, 钱玮, 于淼, 等.基于微生物完整性指数的苏州市湿地健康评价[J]. 环境科学研究,2019,32(3):423-430.ZHU W T, QIAN W, YU M, et al. Health evaluation of wetlands in Suzhou City based on microbiome index of biotic integrity[J]. Research of Environmental Sciences,2019,32(3):423-430. [17] 苏瑶, 许育新, 安文浩, 等.基于微生物生物完整性指数的城市河道生态系统健康评价[J]. 环境科学,2019,40(3):1270-1279.SU Y, XU Y X, AN W H, et al. Assessment of ecosystem health of an urban river based on the microbe index of biotic integrity (M-IBI)[J]. Environmental Science,2019,40(3):1270-1279. [18] 国家环境保护总局. 水和废水监测分析方法[M]. 4版. 北京: 中国环境科学出版社, 2002. [19] 王为木, 蔡旺炜.生物完整性指数及其在水生态健康评价中的应用进展[J]. 生态与农村环境学报,2016,32(4):517-524. doi: 10.11934/j.issn.1673-4831.2016.04.001WANG W M, CAI W W. Index of biotic integrity and its application to aquatic ecological health assessment[J]. Journal of Ecology and Rural Environment,2016,32(4):517-524. doi: 10.11934/j.issn.1673-4831.2016.04.001 [20] 沈强, 俞建军, 陈晖, 等.浮游生物完整性指数在浙江水源地水质评价中的应用[J]. 水生态学杂志,2012,33(2):26-31. doi: 10.15928/j.1674-3075.2012.02.013SHEN Q, YU J J, CHEN H, et al. Planktonic index of biotic integrity (P-IBI) for water source assessment[J]. Journal of Hydroecology,2012,33(2):26-31. doi: 10.15928/j.1674-3075.2012.02.013 [21] 谭巧, 马芊芊, 李斌斌, 等.应用浮游植物生物完整性指数评价长江上游河流健康[J]. 淡水渔业,2017,47(3):97-104. doi: 10.3969/j.issn.1000-6907.2017.03.015TAN Q, MA Q Q, LI B B, et al. Ecological health assessment of the upper reaches of the Yangtze River, based on biotic integrity index of phytoplankton[J]. Freshwater Fisheries,2017,47(3):97-104. doi: 10.3969/j.issn.1000-6907.2017.03.015 [22] LI F Q, CAI Q H, YE L. Developing a benthic index of biological integrity and some relationships to environmental factors in the subtropical Xiangxi River, China[J]. International Review of Hydrobiology,2010,95(2):171-189. doi: 10.1002/iroh.200911212 [23] 张小林, 张靖天, 迟春娟, 等.乌溪江梯级水库的营养特征及水生态健康评价[J]. 环境工程技术学报,2018,8(5):502-509.ZHANG X L, ZHANG J T, CHI C J, et al. Nutritional characteristics and aquatic ecosystem health assessment in cascade reservoirs of Wuxijiang[J]. Journal of Environmental Engineering Technology,2018,8(5):502-509. [24] 何晨凤. 基于M-IBI和P-IBI的湖泊生态系统健康和生物完整性机制研究[D]. 北京: 华北电力大学(北京), 2018. [25] 白娜. 典型区域黑臭水体形成的微生物学过程探究[D]. 北京: 首都经济贸易大学, 2018.