| Literature DB >> 35450286 |
Jianwu Wang1,2, Yuannan Long1,2, Guanlong Yu1,2,3, Guoliang Wang1,2, Zhenyu Zhou1,2, Peiyuan Li1,2, Yameng Zhang1,2, Kai Yang1,2, Shitao Wang1,2.
Abstract
Constructed wetlands (CWs) have been proven as a reliable alternative to traditional wastewater treatment technologies. Microorganisms in CWs, as an important component, play a key role in processes such as pollutant degradation and nutrient transformation. Therefore, an in-depth analysis of the community structure and diversity of microorganisms, especially for functional microorganisms, in CWs is important to understand its performance patterns and explore optimized strategies. With advances in molecular biotechnology, it is now possible to analyze and study microbial communities and species composition in complex environments. This review performed bibliometric analysis of microbial studies in CWs to evaluate research trends and identify the most studied pollutants. On this basis, the main functional microorganisms of CWs involved in the removal of these pollutants are summarized, and the effects of these pollutants on microbial diversity are investigated. The result showed that the main phylum involved in functional microorganisms in CWs include Proteobacteria, Bacteroidetes, Actinobacteria and Firmicutes. These functional microorganisms can remove pollutants from CWs by catalyzing chemical reactions, biodegradation, biosorption, and supporting plant growth, etc. Regarding microbial alpha diversity, heavy metals and high concentrations of nitrogen and phosphorus significantly reduce microbial richness and diversity, whereas antibiotics can cause large fluctuations in alpha diversity. Overall, this review can provide new ideas and directions for the research of microorganisms in CWs.Entities:
Keywords: constructed wetlands; functional microorganisms; microbial diversity; pollutant removal; wastewater treatment
Year: 2022 PMID: 35450286 PMCID: PMC9016276 DOI: 10.3389/fmicb.2022.845725
Source DB: PubMed Journal: Front Microbiol ISSN: 1664-302X Impact factor: 6.064
Figure 1Yearly publications about CWs and microorganisms (cumulative publications curve about microorganisms).
Figure 2Keyword co-occurrence network visualization map for publications involving microorganisms in CWs.
Figure 3Main processes of nitrogen removal by microorganisms in CWs.
Functional microorganisms in CWs for nitrogen removal.
| Function | Phyla | Genera (Notes) | Nitrogen transformation process | References | |
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| Ammonification |
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| Org-N → NH4+ |
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| Nitrification | Ammonia oxidizing archaea (AOA) |
| NH4+ → NO2− | ||
| Ammonia oxidizing bacteria (AOB) |
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| Nitrite oxidizing bacteria (NOB) |
| NO2− → NO3− | |||
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| Denitrification | Traditional denitrification or dissimilatory nitrate to ammonium (DNRA) |
| NO2−/NO3− → N2 ↑ | ||
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| Sulfur autotrophic denitrification (SAD) |
| S + NO3− + NH4+ → N2 ↑ + SO42− | |||
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| Denitrifying anaerobic methane oxidation (DAMO) |
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| CH4 + NO2− → N2 ↑ + CO2 ↑ |
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| Heterotrophic nitrification and aerobic denitrification (HN-AD) |
| NH4+/NO3−/NO2− → N2 ↑ | |||
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| Anaerobic ammonia oxidation (anammox) |
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| NH4+ + NO2− → N2 ↑ |
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Functional microorganisms in CWs for phosphorus removal.
| Function | Phyla | Genera (Notes) | Morphology of the removed phosphorus | References |
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| PAO |
| Phosphate |
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| PSB |
| Convert insoluble phosphorus into soluble phosphorus |
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| DNPAO |
| Polyphosphate | ||
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| Solubilize vast tricalcium phosphate through secreting organic acids |
| Phosphate |
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| Associated with the P element cycle |
| Organic phosphoric acid esters/Insoluble phosphate |
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Figure 4Main mechanisms of heavy metal removal by microorganisms in CWs.
Functional microorganisms in CWs for heavy metal removal.
| Pollutant type | Phyla | Genera (Notes) | Removal principle | References | |
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| MIW, Especially AMD | SRB |
| SO42− + 2CH2O → H2S + 2HCO3− | ||
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| Others |
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| Fe2+ |
| Bio-oxidation |
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| Cd2+, Zn2+ |
| Biosorption/Cellular sequestration |
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| Cu2+ |
| Resistant to heavy metals |
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| Cd2+ |
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| Fe2+, Se4+ |
| Support plant growth |
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| Zn2+, Ni2+, Cd2+ |
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Functional microorganisms in CWs for antibiotic removal.
| Antibiotic Category | Phyla | Genera (Notes) | Removal principle | References | |
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| SAs | SMX |
| Biodegradation or use of antibiotics as carbon source | ||
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| SDZ |
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| FQ | CIP |
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| OFL |
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| ENR |
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| DCF |
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| Ampicillin |
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| Tetracycline |
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| TCS |
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| CEF |
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Alpha diversity of microorganisms in CWs treated different pollutant.
| Alpha Diversity | Richness | Diversity | Concentration of pollutants | References | |||
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| Pollutant type | Chao1 | ACE | Shannon | Simpson | |||
| High concentration of nitrogen | 266.500 ± 62.500 | 269.000 ± 59.000 | 3.39500 ± 0.58500 | NH4+ = 35.000, TN = 40.000 |
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| 621.250 ± 115.150 | 4.07000 ± 0.71000 | NO3− = 4.395 ± 0.695, NH4+ = 79.945 ± 1.805, TN = 87.100 ± 2.620 |
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| 841.500 ± 163.500 | 1048.950 ± 190.230 | 6.72500 ± 0.17500 | 0.96814 ± 0.00316 | NH4+ = 89.200 |
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| 1237.117 ± 230.722 | 1224.746 ± 245.1905 | 6.66750 ± 1.25450 | 0.96100 ± 0.02800 | NH4+ = 18.000, NO3− = 6.000, TN = 24.000 |
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| 1296.915 ± 59.345 | 1292.191 ± 62.723 | 5.27000 ± 0.17400 | 0.98615 ± 0.00345 | NO3− = 50.000 |
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| 1375.965 ± 257.945 | 1422.860 ± 244.730 | 5.78500 ± 0.78500 | NH4+ = 226.284 |
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| 1586.500 ± 214.500 | 7.67250 ± 0.13250 | NH4+ = 20.140 ± 0.420, NO3− = 39.290 ± 0.730 |
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| 1725.500 ± 108.500 | 1725.500 ± 108.500 | 7.84500 ± 0.09500 | 0.97331 ± 0.00690 | NH4+ = 115.000, NO3− = 182.000 |
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| 1755.075 ± 92.235 | 7.68319 ± 0.43451 | 0.97313 ± 0.00814 | NH4+ = 26.250 ± 11.250, NO3− = 10.500 ± 4.500, TN = 43.750 ± 18.750 |
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| 2001.110 ± 883.090 | 2091.605 ± 913.475 | 7.15500 ± 2.15500 | 0.89171 ± 0.10240 | NH4+ = 112.580 |
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| 2274.150 ± 56.660 | 7.76500 ± 0.20500 | 0.97500 ± 0.00500 | NH4+ = 15.170 ± 0.804, TN = 21.910 ± 1.190 |
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| 2299.615 ± 366.595 | 5.31000 ± 0.42100 | 0.96165 ± 0.02155 | NH4+ = 20.000, NO3− = 1.200, TN = 35.000 |
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| 4398.800 ± 804.200 | 4960.050 ± 535.150 | 5.48500 ± 1.35500 | 0.93350 ± 0.06250 | NH4+ = 29.900, TN = 39.000 |
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| 4422.000 ± 315.000 | 6.51850 ± 0.25450 | 0.99235 ± 0.00295 | NH4+ = 18.680, TN = 60.360 |
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| Low concentration of nitrogen | 2133.745 ± 127.930 | 2144.504 ± 139.730 | 5.84550 ± 0.15450 | 0.99150 ± 0.00250 | NH4+ = 5.315 ± 2.345, TN = 13.425 ± 5.785 |
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| 2346.600 ± 216.230 | 2330.600 ± 228.940 | 6.28000 ± 0.23000 | NH4+ = 1.290 ± 0.020, NO3− = 7.380 ± 0.130, NO2− = 0.110 ± 0.010, TN = 14.680 ± 0.250 |
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| 2468.095 ± 837.095 | 2602.635 ± 971.635 | 8.0350 ± 1.0650 | 0.94488 ± 0.03924 | TN = 20.000 |
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| 2686.500 ± 317.500 | 2655.500 ± 303.500 | 6.24500 ± 0.74500 | 0.97360 ± 0.02460 | NH4+ = 0.170, TN = 2.480 |
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| 3119.050 ± 215.950 | 3110.500 ± 252.140 | 5.60500 ± 0.27500 | 0.98225 ± 0.00595 | NO3− = 12.000, NH3+ = 8.000 |
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| 3574.000 ± 75.000 | 10.89500 ± 0.03500 | 0.99874 ± 0.00002 | NH4+ = 4.000, NO3− = 10.000 |
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| 4592.500 ± 269.500 | 4765.500 ± 259.500 | 6.47000 ± 0.22000 | 0.98900 ± 0.00100 | NH4+ = 1.630 ± 0.090, NO3− = 10.410 ± 1.660, TN = 12.680 ± 1.320 |
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| 4932.250 ± 175.350 | 9.80000 ± 0.33000 | 1.00000 ± 0.00000 | NH4+ = 9.110, NO3− = 9.530, TN = 19.050 |
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| 6924.040 ± 1255.720 | 8110.050 ± 935.750 | 7.16000 ± 0.20000 | 0.99730 ± 0.00170 | NH4+ = 0.960 |
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| 4393.430 | 9.00625 | 0.99018 | NH4+ = 1.500, NO3− = 10.500 |
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| 7972.000 ± 186.000 | 6.81750 ± 0.35750 | 0.92500 ± 0.01500 | NH4+ = 2.408 ± 2.350, NO3− = 1.885 ± 0.925, NO2− = 0.105 ± 0.091 |
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| High concentration of phosphorus | 621.250 ± 115.150 | 4.07000 ± 0.71000 | TP = 10.525 ± 0.715 |
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| 841.500 ± 163.500 | 1048.950 ± 190.230 | 6.72500 ± 0.17500 | 0.96814 ± 0.00316 | PO43− = 44.000 |
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| 1375.965 ± 257.945 | 1422.860 ± 244.730 | 5.78500 ± 0.78500 | PO43− = 19.554 |
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| 1725.500 ± 108.500 | 1725.500 ± 108.500 | 7.84500 ± 0.09500 | 0.97331 ± 0.00690 | PO43− = 4.387 |
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| 1755.075 ± 92.235 | 7.68319 ± 0.43451 | 0.97313 ± 0.00813 | TP = 5.250 ± 2.250 |
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| 1788.145 ± 157.145 | 7.47000 ± 0.50000 | 0.95000 ± 0.04000 | TP = 3.000 |
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| 2001.110 ± 883.090 | 2091.605 ± 913.475 | 7.15500 ± 2.15500 | 0.89171 ± 0.10240 | PO43− = 17.500 |
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| 2274.150 ± 56.660 | 7.76500 ± 0.20500 | 0.97500 ± 0.00500 | TP = 2.810 ± 0.170 |
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| 2299.615 ± 366.595 | 5.31000 ± 0.42100 | 0.96165 ± 0.02155 | TP = 5.000 |
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| 2468.095 ± 837.095 | 2602.635 ± 971.635 | 8.03500 ± 1.06500 | 0.94488 ± 0.03924 | TP = 3.000 |
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| 4398.800 ± 804.200 | 4960.050 ± 535.150 | 5.48500 ± 1.35500 | 0.93350 ± 0.06250 | TP = 3.600 ± 0.900 |
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| Low concentration of phosphorus | 4592.500 ± 269.500 | 4765.500 ± 259.500 | 6.47000 ± 0.22000 | 0.98900 ± 0.00100 | PO43− = 0.800 ± 0.070 |
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| 2346.600 ± 216.230 | 2330.600 ± 228.940 | 6.28000 ± 0.23000 | TP = 0.210 ± 0.010 |
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| 2133.745 ± 127.930 | 2144.504 ± 139.730 | 5.84550 ± 0.15450 | 0.99150 ± 0.00250 | TP = 0.505 ± 0.325 |
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| 2686.500 ± 317.500 | 2655.500 ± 303.500 | 6.24500 ± 0.74500 | 0.97360 ± 0.02460 | TP = 0.260 |
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| 7492.815 ± 1030.225 | 10929.450 ± 1071.540 | 5.74500 ± 0.46500 | 0.98350 ± 0.00890 | TP = 0.550 ± 0.300 |
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| 2355.050 ± 745.750 | 2442.000 ± 656.000 | 4.95600 ± 0.93300 | TP = 1.200 ± 0.300 |
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| 1796.650 ± 461.450 | 2269.500 ± 380.500 | 4.03650 ± 0.52850 | |||||
| 4393.430 | 9.00625 | 0.99018 | TP = 1.500 |
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| 7972.000 ± 186.000 | 6.81750 ± 0.35750 | 0.92500 ± 0.01500 | PO43− = 0.407 ± 0.025 |
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| Heavy Metal | 961.900 | 969.000 | 7.08000 | 0.97900 | Control group (NH4+ = 114.600, PO43− = 17.900) |
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| 510.000 ± 109.600 | 527.600 ± 108.600 | 4.79950 ± 1.34850 | 0.87500 ± 0.09600 | Ni = 2.000, 5.000, 10.000, 30.000 | |||
| 5296.025 ± 164.585 | 9.86543 ± 0.10423 | 0.99410 ± 0.00457 | Control group (NH4+ = 141.580, NH2− = 17.140, NO3− = 43.330, PO43− = 13.170) |
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| 2443.830 ± 238.130 | 8.89639 ± 0.67463 | 0.99107 ± 0.00491 | Ni = 0.100, 1.000 | ||||
| 516.425 ± 201.145 | 509.965 ± 192.635 | 5.14000 ± 0.43000 | 0.90500 ± 0.01500 | Control group (NO3− = 50.500, NH4+ = 75.428, PO43− = 6.581) |
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| 532.555 ± 132.355 | 545.470 ± 135.490 | 5.32000 ± 0.25000 | 0.93000 ± 0.02000 | Zn = 24.769 | |||
| 3186.590 ± 456.720 | 3177.470 ± 474.670 | 6.56500 ± 0.36500 | 0.99425 ± 0.00325 | Control group (NO3− = 4.195, NH4+ = 2.904, PO43− = 1.727) |
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| 2602.910 ± 851.850 | 2621.995 ± 887.785 | 6.03500 ± 0.36500 | 0.98605 ± 0.00755 | Cr = 0.100 mmol/l | |||
| 1288.690 ± 581.040 | 1353.650 ± 622.490 | 7.69500 ± 1.47500 | 0.96500 ± 0.02500 | Control group (NO3− = 50.500, NH4+ = 75.428, PO43− = 6.581) |
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| 1353.210 ± 806.080 | 1327.970 ± 478.900 | 7.12500 ± 1.77500 | 0.93000 ± 0.06000 | Pb = 5.000 | |||
| 73.350 ± 42.150 | 2.76750 ± 0.72550 | 0.88450 ± 0.09650 | As = 20.000, Zn = 15.000 |
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| 1962.290 ± 48.290 | 2032.945 ± 118.605 | 7.48500 ± 0.75500 | 0.96200 ± 0.01600 | Cu = 2.000 ± 0.170, Zn = 4.000 ± 0.210, Cd = 0.100 ± 0.010, Co = 2.000 ± 0.230, Ni = 0.500 ± 0.040, Pb = 0.500 ± 0.270 |
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| 3387.500 ± 461.500 | 3491.000 ± 453.000 | 7.12000 ± 0.82000 | 0.97500 ± 0.01500 | Cu = 4.880 ± 0.080, Zn = 5.060 ± 0.210, Cd = 5.170 ± 0.170, Cr = 5.650 ± 0.580 |
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| 1469.050 ± 182.450 | 1540.050 ± 182.300 | 7.44500 ± 0.39500 | 0.98500 ± 0.00500 | Cr = 0.500, 1.000, 2.000, 4.000, 8.000, 16.000 |
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| 4217.190 | 8.77863 | 0.98390 | Cd = 200.000 μg/l |
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| 4019.520 | 8.88151 | 0.98791 | Cd = 200.000 μg/l, chlorpyrifos =200.000 μg/l | ||||
| Antibiotic | 4592.500 ± 269.500 | 4765.500 ± 259.500 | 6.47000 ± 0.22000 | 0.98900 ± 0.00100 | Control group (NO3− = 10.410 ± 1.660, NH4+ = 1.630 ± 0.090, TN = 12.680 ± 1.320, PO43− = 0.800 ± 0.070) |
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| 4088.500 ± 702.500 | 4184.000 ± 755.000 | 6.35000 ± 0.26000 | 0.98700 ± 0.00400 | Ofloxacin = 0.100, 10.000, 1000.000 μg/l | |||
| 1415.915 ± 733.675 | 1471.010 ± 759.730 | 4.61000 ± 0.73000 | 0.95220 ± 0.03370 | Control group (NO3− = 10.590, NH4+ = 20.630, TN = 32.340, PO43− = 4.310) |
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| 1794.070 ± 641.170 | 1805.390 ± 620.340 | 5.17000 ± 0.51000 | 0.98010 ± 0.00720 | Sulfamethoxazole =100.000 μg/l | |||
| 485.356 ± 186.811 | 497.745 ± 173.830 | 3.72600 ± 0.64200 | 0.93750 ± 0.02150 | Control group (NO3− = 50.000, NH4+ = 76.420, TN = 12.680 ± 1.320, PO43− = 6.600) |
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| 509.085 ± 253.085 | 528.041 ± 240.405 | 3.48900 ± 1.31900 | 0.80000 ± 0.18100 | Levofloxacin = 0.100, 0.200, 0.300, 0.500, 1.000, 10.000, 100.000 μg/l | |||
| 3425.000 ± 275.000 | 3420.000 ± 220.000 | 7.63000 ± 0.16000 | 0.93450 ± 0.00850 | Ciprofloxacin = 99.400 ± 8.300 μg/l, Azithromycin = 1313.900 ± 63.600 μg/l, Oxytetracycline =972.350 ± 39.950 μg/l |
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| 6048.560 ± 1435.820 | 7528.120 ± 1563.730 | 6.06500 ± 0.53500 | 0.98371 ± 0.00952 | Triclosan = 60.000 μg/l |
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| 3804.525 ± 72.185 | 7.87500 ± 0.53500 | 0.97140 ± 0.01420 | ciprofloxacin hydrochloride = 50.000 μg/l, Sulfamethoxazole = 50.000 μg/l |
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| 1748.150 ± 55.850 | 6.53450 ± 0.73150 | 0.94500 ± 0.02800 | Sulfadiazine = 4.000 |
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| 2987.970 ± 261.210 | 2965.010 ± 250.950 | 6.38100 ± 0.30700 | Enrofloxacin = 46.550 ± 20.850 ng/l, Sulfamethoxazole =1 37.600 ± 73.600 ng/l |
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Alpha diversity is mainly related to two factors. One is richness, i.e., the number of species; and the other is evenness, i.e., the relative abundance of different species. The Chao1 and ACE indices reflect richness; and the Shannon and Simpson indices are a combination of richness and evenness that reflects diversity. Higher values of these indices represent a higher richness or diversity of microbial communities.
Figure 5Effects of four typical pollutants on microbial alpha diversity in CWs. (A) Chao index; (B) ACE index; (C) Shannon index; (D) Simpson index (HN: high concentration of nitrogen; LN: low concentration of nitrogen; HP: high concentration of phosphorus; LP: low concentration of phosphorus; HM: heavy metal; Ant: antibiotic).