| Literature DB >> 30405577 |
Claire Bertelli1, Sophie Courtois2, Marta Rosikiewicz1, Philippe Piriou2, Sébastien Aeby1, Samuel Robert2, Jean-François Loret2, Gilbert Greub1.
Abstract
In drinking water distribution systems (DWDS), a disinfectant residual is usually applied to limit bacterial regrowth. However, delivering water with no or reduced chlorine residual could potentially decrease the selection for antimicrobial resistant microorganisms, favor bacterial regrowth and result in changes in bacterial populations. To evaluate the feasibility of water reduction in local DWDS while ensuring water safety, water quality was measured over 2 months in two different networks, each of them harboring sub-areas with normal and reduced chlorine. Water quality remained good in chlorine reduced samples, with limited development of total flora and absence of coliforms. Furthermore, 16S rRNA amplicon-based metagenomics was used to investigate the diversity and the composition of microbial communities in the sub-networks. Taxonomic classification of sequence reads showed a reduced bacterial diversity in sampling points with higher chlorine residuals. Chlorine disinfection created more homogeneous bacterial population, dominated by Pseudomonas, a genus that contains some major opportunistic pathogens such as P. aeruginosa. In the absence of chlorine, a larger and unknown biodiversity was unveiled, also highlighted by a decreased rate of taxonomic classification to the genus and species level. Overall, this experiment in a functional DWDS will facilitate the move toward potable water delivery systems without residual disinfectants and will improve water taste for consumers.Entities:
Keywords: 16S rRNA; biofilm; chlorination; chlorine; drinking water; metagenomics; microbiome
Year: 2018 PMID: 30405577 PMCID: PMC6205969 DOI: 10.3389/fmicb.2018.02520
Source DB: PubMed Journal: Front Microbiol ISSN: 1664-302X Impact factor: 5.640
FIGURE 1Experimental design and drinking water distribution systems. The drinking water distribution systems (DWDS) of City#1 (A) and City#2 (B) comprised an experimental zone (dashed circle) where residual chlorine concentration was minimized by turning off the re-chlorination station (C). Four biofilm incubators where added at the outlet of the drinking water treatment plants and in the water network of each city. Biofilms A and E were recovered at the DWTP outlet, B and F downstream a drinking water tank with a rechlorination system, C and G downstream a drinking water tank without chlorine injection, and D and H in the distribution network. Biofilms were recovered after 8 and 10 weeks incubation for City#1 and City#2, respectively. A BACMON online sensor was set-up prior to the experiment in point C, and during the biofilm formation on points D and G.
Water quality parameters during biofilm formation.
| City | Sample ID | Biofilm collection date | Location | Minimized residual chlorine | Temperature °C | Free chlorine (mg/L) | HPC 22°C (cfu/100 mL) | HPC 36°C (cfu/100 mL) | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Mean | SD | Mean | SD | Mean | SD | Mean | SD | |||||
| City#1 | A | January 19th | DWTP outlet | No | 13.3 | 0.6 | 0.13 | 0.07 | 0 | 0 | 0 | 0 |
| B | January 19th | DW Tank outlet (21,000 m3 capacity) | No | 11.0 | 0.1 | 0.23 | 0.01 | ND | ND | ND | ND | |
| C | January 19th | DW Tank outlet (5,000 m3 capacity) | Yes | 12.8 | 0.5 | 0.06 | 0.03 | 1 | 2 | 0 | 0 | |
| D | January 19th | Upstream re-chlorination station | Yes | 9.7 | 1.5 | 0.00 | 0.00 | 32 | 24 | 24 | 19 | |
| City#2 | E | April 15th | DWTP outlet | No | 10.2 | 0.4 | 0.11 | 0.01 | 1 | 5 | 1 | 3 |
| F | April 15th | DW Tank outlet (1,500 m3 capacity) | No | 10.3 | 0.4 | 0.24 | 0.01 | 0∗ | 0∗ | 0∗ | 0∗ | |
| G | April 15th | DW Tank outlet (15,000 m3 capacity) | Yes | 9.3 | 0.5 | 0.08 | 0.02 | 11 | 8 | 3 | 3 | |
| H | April 15th | Distribution network | Yes | 18.2 | 5.4 | 0.03 | 0.03 | 10 | 10 | 12 | 10 | |
FIGURE 2Water quality measures. (A) Chlorine concentration is negatively correlated with heterotrophic plate counts (HPC, CFU/100 mL) at different temperatures when considering all samples from both cities. However, HPC remains lower than commonly accepted values at all chlorine concentrations. (B) The BACMON online sensor shows the variation in bacteria/ml at the drinking water tank outlet of City#1 (Sample C) following the decrease of chlorine over a 5-month period at the same location. The blank periods in early July and mid-October were due to an accidental switch-off of both on-line sensors. Each sensor generated more than 20.000 measurements. (C) Bacterial counts by the BACMON differ significantly between the three categories of chlorine concentration, even without taking into consideration the latency in bacterial regrowth.
Sequencing results of samples with reduced (+) or normal chlorine concentration.
| Sample ID | Raw reads after QC | Assembled reads | Genus∗ | Species∗ | No OTUs° | Shannon index | Simpson index |
|---|---|---|---|---|---|---|---|
| 3,456,830 | 2,697,877 | 100.00 | 99.87 | 67 | 0.086 | 0.022 | |
| 2,549,074 | 2,002,047 | 100.00 | 80.85 | 75 | 0.739 | 0.371 | |
| 2,417,863 | 1,857,971 | 99.99 | 87.85 | 125 | 1.386 | 0.623 | |
| 1,606,927 | 1,170,238 | 100.00 | 80.05 | 104 | 1.639 | 0.692 | |
| 2,929,766 | 2,558,840 | 99.98 | 99.61 | 174 | 0.903 | 0.522 | |
| 3,331,979 | 2,905,145 | 99.98 | 99.75 | 93 | 0.833 | 0.399 | |
| 1,886,251 | 1,577,627 | 99.97 | 98.88 | 134 | 1.691 | 0.758 | |
| 2,311,235 | 2,030,530 | 95.04 | 75.28 | 1038 | 2.772 | 0.807 |
FIGURE 3Taxonomic classification of 16S rRNA amplicons. (A) Hierarchical clustering of samples based on the presence/absence OTUs for City#1 (brown labels) and City#2 (blue labels) sampling sites. A gradient from dark to light colors reflects chlorine concentration at each site. (B) Non-metric multidimensional scaling plot of the sample based on the presence/absence and the quantification of reads classified in bacterial OTUs (Ward distance), displayed with the same color-code as in (A). (C) Bacterial composition at the phylum level, showing the large predominance of Proteobacteria, and some Bacteroidetes, Cyanobacteria, and Chlamydiales in a few samples. (D) Bacterial composition at the species level, showing the large predominance of Pseudomonas spp. in the samples with higher chlorine, and the abundance of unknown proteobacterial clades as well as Sphingomonales in samples with lower chlorine concentration. Only identified species encompassing more than 1% of reads were represented in (D).
Number of distinct OTUs (>97% identity) for major water pathogens and chlamydia-related bacteria.
| Order | Family, genus, or species | A | B | C | D | E | F | G | H |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 1 | 1 | 1 | 2 | ||||
| 2 | |||||||||
| 2 | 2 | 3 | 35 | ||||||
| 1 | |||||||||
| 1 | 1 | ||||||||
| 1 | 2 | ||||||||
| 10 | |||||||||
| 17 | |||||||||
| 1 | |||||||||
| 1 | 1 | ||||||||
| 4 | 2 | 3 | 2 | 38 | |||||
| 1 | 1 | 1 | 1 | 1 |