| Literature DB >> 31010264 |
Siyuan Song1,2, Penghe Wang3,4, Yongxia Liu5, Dehua Zhao6,7,7, Shuqing An8,9.
Abstract
To investigate the role and microorganism-related mechanisms of macrophytes and assess the feasibility of <Entities:
Keywords: C/N ratio; carbon source; community composition; gene abundance; nitrification–denitrification; rhizospheric microorganism
Mesh:
Substances:
Year: 2019 PMID: 31010264 PMCID: PMC6518158 DOI: 10.3390/ijerph16081420
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Characteristics of the influent at the beginning of 2nd, 4th, 6th, and 8th batch (means ± S.D., p < 0.05, n = 4).
| Parameter | 20 December 2015 | 19 January 2016 | 29 January 2016 | 18 February 2016 |
|---|---|---|---|---|
| NH4+–N (mg·L−1) | 8.9 ± 0.9 | 10.8 ± 0.4 | 10.8 ± 0.3 | 11.6 ± 0.5 |
| NO3−–N (mg·L−1) | 10.5 ± 0.8 | 10.8 ± 0.7 | 10..8 ± 0.9 | 10.4 ± 0.4 |
| NO2−–N (mg·L−1) | 0.650 ± 0.025 | 0.560 ± 0.025 | 0.380 ± 0.005 | 0.335 ± 0.005 |
| TN (mg·L−1) | 24.8 ± 1.5 | 25.7 ± 3.0 | 25.3 ± 0.9 | 26.6 ± 2.0 |
| COD (mg·L−1) | 14.4 ± 2.2 | 15.4 ± 2.5 | 14.6 ± 2.8 | 15.8 ± 1.8 |
| DO (mg·L−1) | 9.7 ± 0.8 | 8.9 ± 0.5 | 9.3 ± 0.9 | 8.3 ± 0.6 |
| pH | 7.88 ± 0.65 | 7.05 ± 0.45 | 6.45 ± 0.98 | 8.45 ± 1.24 |
NH4+–N: ammonia nitrogen; NO3−–N: nitrate nitrogen; NO2−–N: nitrite nitrogen; TN: total nitrogen; COD: chemical oxygen demand; DO: dissolved oxygen.
Figure A1Daily water temperature of the systems during the pre-processing and experimental periods.
Primers of QPCR.
| Target | Primer | Primer Sequence (5′-3′) | References |
|---|---|---|---|
| bacterial 16S rRNA gene | 690F | TGTGTAGCGGTGAAATGCG | [ |
| 829R | CATCGTTTACGGCGTGGAC | ||
| archaeal 16S rRNA gene | ARC344F | ACGGGGYGCAGCAGGCGCGA | [ |
| ARC915R | GTGCTCCCCCGCCAATTCCT | ||
| ANO 16S rRNA gene | AMX809F | GCCGTAAACGATGGGCACT | [ |
| AMX1066R | AACGTCTCACGACACGAGCTG | ||
|
| GGGGGTTTCTACTGGTGGT | [ | |
| CCCCTCKGSAAAGCCTTCTTC | |||
|
| CGCTGTTCHTCGACAGYCA | [ | |
| ATRTCGATCARCTGBTCGTT | |||
|
| GTSAACGTSAAGGARACSGG | [ | |
| GASTTCGGRTGSGTCTTGA | |||
|
| TCATGGTGCTGCCGCGKGACGG | [ | |
| GAACTTGCCGGTKGCCCAGAC |
Detailed information for 16S rRNA gene qPCR and Illumina MiSeq sequencing analysis.
| Information | qPCR | Illumina MiSeq Sequencing |
|---|---|---|
| Analysis system | Illumina-Eco real-time PCR system (Illumina, San Diego, CA, USA) | Illumina MiSeq 2500 sequencing platform (Illumina, San Diego, CA, USA) |
| Reaction mixture | 5.0 μL SYBR® Premix Ex Taq™ II (Takara, Otsu, Japan), | 25 μL reaction mixture (including 10 ng template, 0.5 μL forward primer, 0.5 μL reverse primer) |
| PCR program | 30 s at 94 °C, 40 cycles of 5 s at 95 °C, | 3 min at 94 °C, 30 cycles of 10 s at 94 °C, |
| PCR product purification | / | Agencourt AMPure beads (Beckman Coulter, Inc., Fullerton, CA, USA) |
| Libraries construction | / | NEBNext Ultra DNA Library Prep Kit for Illumina (New England Biolabs Inc., Boston, MA, USA) |
Figure 1Concentrations (mg·L−1) of NH4+–N, NO3−–N, NO2−–N, TN, and COD as well as the COD/N ratio (n = 4) Different letters indicate significant differences (p < 0.05) among the different systems. Tcw: free-water surface constructed wetlands (FWS-CWS) planted with O. javanica in substrate; Tcs: control systems without plants; Tcp: control systems without sands; Tck: control systems with blank incubators filled with wastewater only. II, IV, VI, and VIII represent respectively the 2nd, 4th, 6th, and 8th batch of different systems (Tcw, Tcs, Tcp, and Tck).
Length, biomass, nitrogen content, root activity, and radial oxygen loss (ROL) rate in the plants (means ± SD., p < 0.05, n = 4).
| Phase | System | Shoot Length (cm) | Root Length (cm) | Shoot Biomass (g·m−2) | Root Biomass (g·m−2) | N in Shoot (g·m−2) | N in Root (g·m−2) | Root Activity (μg TTC·g−1 Root·h−1) | ROL Rate (μmol O2·g−1 Root·h−1) |
|---|---|---|---|---|---|---|---|---|---|
| Initial | Tcw | 50.0 ± 2.5 | 15.0 ± 1.0 | 95.0 ± 6.3 | 35.0 ± 3.6 | 1.425 | 0.315 | 48.5 ± 6.4 | 0.96 ± 0.045 |
| Tcp | 50.0 ± 2.5 | 15.0 ± 1.0 | 95.0 ± 6.3 | 35.0 ± 3.6 | 1.425 | 0.315 | 48.5 ± 6.4 | 0.96 ± 0.045 | |
| 2nd Batch | Tcw | 52.0 ± 2.7 | 16.0 ± 1.4 | 86.0 ± 5.3 | 35.8 ± 5.5 | 1.290 | 0.322 | 42.6 ± 3.7 | 0.68 ± 0.097 |
| Tcp | 52.0 ± 2.8 | 16.0 ± 1.3 | 84.0 ± 6.5 | 36.4 ± 3.7 | 1.260 | 0.328 | 46.7 ± 5.2 | 0.88 ± 0.098 | |
| 4th Batch | Tcw | 55.0 ± 3.5 | 17.0 ± 1.5 | 87.0 ± 5.8 | 37.0 ± 4.1 | 1.305 | 0.333 | 43.2 ± 5.3 | 0.79 ± 0.054 |
| Tcp | 55.0 ± 3.4 | 17.7 ± 1.2 | 87.2 ± 7.6 | 38.3 ± 3.3 | 1.305 | 0.345 | 46.4 ± 5.5 | 0.87 ± 0.093 | |
| 6th Batch | Tcw | 54.0 ± 2.6 | 20.5 ± 2.0 | 92.3 ± 5.7 | 40.5 ± 5.2 | 1.385 | 0.365 | 42.8 ± 4.5 | 1.02 ± 0.065 |
| Tcp | 53.0 ± 1.7 | 20.0 ± 2.4 | 91.6 ± 6.5 | 40.6 ± 5.1 | 1.374 | 0.365 | 47.5 ± 6.2 | 1.03 ± 0.061 | |
| 8th Batch | Tcw | 56.0 ± 2.5 | 22.6 ± 2.2 | 102.3 ± 13.5 | 46.8 ± 4.3 | 1.535 | 0.421 | 58.7 ± 6.5 | 1.28 ± 0.078 |
| Tcp | 55.0 ± 2.5 | 23.0 ± 2.7 | 104.5 ± 14.4 | 48.0 ± 4.8 | 1.568 | 0.432 | 63.6 ± 8.9 | 1.48 ± 0.085 |
Tcw: FWS-CWS planted with O. javanica in substrate; Tcp: control systems without sands. The plant in each system was sampled at the initial time of the experiment and at the end of the 2nd, 4th, 6th, and 8th batches.
Figure 2Absolute abundances of microbial communities and functional genes: (a) bacterial 16S rRNA, archaeal 16S rRNA, and 16S rRNA related to anammox bacteria; (b) amoA, nosZ, nirS, and nirK (n = 3). Ps: sample from rhizoplane in Tcw; Pw: sample from rhizoplane in Tcp; Sp: sample from sand in Tcw; Su: sample from sand in Tcs. The microbial samples from the plants rhizoplane and the substrate were obtained in the end of the 6th batch.
Alpha diversity analysis at 5% dissimilarity based on the 16S rRNA gene Miseq sequencing analysis.
| Sample | OTUs | ACE | Simpson | Shannon-Even | Coverage |
|---|---|---|---|---|---|
| Ps | 446 | 629.398681 | 0.219313 | 0.382270 | 0.994148 |
| Pw | 567 | 720.449124 | 0.137883 | 0.462411 | 0.994037 |
| Sp | 710 | 788.302182 | 0.031945 | 0.748674 | 0.995926 |
| Su | 675 | 761.131090 | 0.046425 | 0.695539 | 0.995444 |
The richness estimators (ACE), diversity indices (Simpson), evenness indices (Shannon-even), and coverage (Good’s coverage index) were calculated using the Mothur program. Ps: sample from rhizoplane in Tcw; Pw: sample from rhizoplane in Tcp; Sp: sample from sand in Tcw; Su: sample from sand in Tcs. The microbial samples from the plants rhizoplane and the substrate were obtained at the end of the 6th batch.
Figure 3Microbial communities in the samples from plants or sands at the phylum level. Some phyla (read numbers <10) are grouped into “others”. Ps: sample from rhizoplane in Tcw; Pw: sample from rhizoplane in Tcp; Sp: sample from sand in Tcw; Su: sample from sand in Tcs. The microbial samples from the plants rhizoplane and the substrate were obtained at the end of the 6th batch.
Figure 4Relative abundances of the primary orders in Proteobacteria in the samples from plants or sands. Orders whose relative abundance is less than 0.5% (except for Nitrosomonadales) are grouped into “others”. Ps: sample from rhizoplane in Tcw; Pw: sample from rhizoplane in Tcp; Sp: sample from sand in Tcw; Su: sample from sand in Tcs. The microbial samples from the plants rhizoplane and the substrate were obtained at the end of the 6th batch.
The main genera (relative abundance >1.00%) with the addition of two nitrifying bacteria (Nitrospira and unclassified-Nitrosomonadaceae) in the samples from rhizoplane or sand.
| Phylum | Genus | Read Numbers | Relative Abundances (%) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Ps | Pw | Sp | Su | Ps | Pw | Sp | Su | ||
| Bacteroidetes |
| 0 | 5 | 278 | 98 | 0.00 | 0.02 | 1.03 | 0.36 |
| Bacteroidetes |
| 224 | 68 | 5 | 8 | 0.83 | 0.25 | 0.02 | 0.03 |
| Bacteroidetes |
| 76 | 181 | 752 | 321 | 0.28 | 0.67 | 2.79 | 1.19 |
| Bacteroidetes |
| 0 | 5 | 293 | 366 | 0.00 | 0.02 | 1.09 | 1.36 |
| Bacteroidetes |
| 2 | 3 | 274 | 28 | 0.01 | 0.01 | 1.01 | 0.10 |
| Bacteroidetes |
| 13 | 31 | 1129 | 509 | 0.05 | 0.11 | 4.18 | 1.89 |
| Cyanobacteria/Chloroplast |
| 4 | 43 | 328 | 33 | 0.01 | 0.16 | 1.21 | 0.12 |
| Firmicutes |
| 465 | 52 | 73 | 79 | 1.72 | 0.19 | 0.27 | 0.29 |
| Firmicutes |
| 2401 | 1387 | 8 | 4 | 8.89 | 5.14 | 0.03 | 0.01 |
| Firmicutes |
| 21 | 792 | 4 | 1 | 0.08 | 2.93 | 0.01 | 0.00 |
| Firmicutes |
| 5 | 0 | 1 | 0 | 0.02 | 0.00 | 0.00 | 0.00 |
| Ignavibacteriae |
| 2 | 1 | 261 | 302 | 0.01 | 0.00 | 0.97 | 1.12 |
| Planctomycetes |
| 4 | 13 | 3 | 3 | 0.01 | 0.05 | 0.01 | 0.01 |
| Proteobacteria |
| 81 | 255 | 9 | 30 | 0.30 | 0.94 | 0.03 | 0.11 |
| Proteobacteria |
| 658 | 1952 | 55 | 21 | 2.44 | 7.23 | 0.20 | 0.08 |
| Proteobacteria |
| 5 | 1 | 0 | 1 | 0.02 | 0.00 | 0.00 | 0.00 |
| Proteobacteria |
| 24 | 56 | 1350 | 1353 | 0.09 | 0.21 | 5.00 | 5.01 |
| Proteobacteria |
| 27 | 7 | 311 | 339 | 0.10 | 0.03 | 1.15 | 1.26 |
| Proteobacteria |
| 0 | 6 | 42 | 44 | 0.00 | 0.02 | 0.16 | 0.16 |
| Proteobacteria |
| 12 | 4 | 41 | 9 | 0.04 | 0.01 | 0.15 | 0.03 |
| Proteobacteria |
| 10 | 39 | 23 | 20 | 0.04 | 0.14 | 0.09 | 0.07 |
| Proteobacteria |
| 37 | 69 | 85 | 61 | 0.14 | 0.26 | 0.31 | 0.23 |
| Proteobacteria |
| 0 | 1 | 335 | 106 | 0.00 | 0.00 | 1.24 | 0.39 |
| Proteobacteria |
| 74 | 129 | 3911 | 5044 | 0.27 | 0.48 | 14.49 | 18.68 |
| Proteobacteria |
| 31 | 44 | 492 | 752 | 0.11 | 0.16 | 1.82 | 2.79 |
| Proteobacteria |
| 2 | 6 | 23 | 41 | 0.01 | 0.02 | 0.09 | 0.15 |
| Proteobacteria |
| 1 | 2 | 44 | 174 | 0.00 | 0.01 | 0.16 | 0.64 |
| Proteobacteria |
| 4 | 11 | 41 | 20 | 0.01 | 0.04 | 0.15 | 0.07 |
| Proteobacteria |
| 0 | 1 | 252 | 19 | 0.00 | 0.00 | 0.93 | 0.07 |
| Proteobacteria |
| 10 | 7 | 664 | 790 | 0.04 | 0.03 | 2.46 | 2.93 |
| Proteobacteria |
| 59 | 92 | 207 | 80 | 0.22 | 0.34 | 0.77 | 0.30 |
| Proteobacteria |
| 20,068 | 17,756 | 1402 | 2603 | 74.33 | 65.76 | 5.19 | 9.64 |
| Proteobacteria |
| 1 | 2 | 6 | 6 | 0.00 | 0.01 | 0.02 | 0.02 |
| Proteobacteria |
| 163 | 272 | 50 | 48 | 0.60 | 1.01 | 0.19 | 0.18 |
| Proteobacteria |
| 44 | 73 | 253 | 176 | 0.16 | 0.27 | 0.94 | 0.65 |
| Proteobacteria |
| 39 | 78 | 2088 | 863 | 0.14 | 0.29 | 7.73 | 3.20 |
| Proteobacteria |
| 0 | 0 | 84 | 307 | 0.00 | 0.00 | 0.31 | 1.14 |
| Proteobacteria |
| 0 | 17 | 5 | 1 | 0.00 | 0.06 | 0.02 | 0.00 |
| Proteobacteria |
| 13 | 19 | 522 | 393 | 0.05 | 0.07 | 1.93 | 1.46 |
| Proteobacteria |
| 0 | 4 | 1 | 2 | 0.00 | 0.01 | 0.00 | 0.01 |
| Proteobacteria |
| 1 | 5 | 207 | 644 | 0.00 | 0.02 | 0.77 | 2.39 |
| Proteobacteria |
| 1 | 4 | 94 | 179 | 0.00 | 0.01 | 0.35 | 0.66 |
| Proteobacteria |
| 1 | 0 | 367 | 463 | 0.00 | 0.00 | 1.36 | 1.71 |
| Proteobacteria |
| 66 | 165 | 594 | 496 | 0.24 | 0.61 | 2.20 | 1.84 |
| Proteobacteria |
| 27 | 43 | 202 | 352 | 0.10 | 0.16 | 0.75 | 1.30 |
| Proteobacteria |
| 8 | 15 | 219 | 855 | 0.03 | 0.06 | 0.81 | 3.17 |
| Nitrospirae |
| 0 | 1 | 3 | 2 | 0.0000 | 0.0037 | 0.0111 | 0.0074 |
| Proteobacteria |
| 1 | 2 | 24 | 9 | 0.0037 | 0.0074 | 0.0889 | 0.0333 |
Possible denitrifying bacteria according to Heylen et al. (2006) and Philippot et al. (2007) in each sample are given in bold. Ps: sample from rhizoplane in Tcw; Pw: sample from rhizoplane in Tcp; Sp: sample from sand in Tcw; Su: sample from sand in Tcs.