Environmental Pollution · 2022 · 28 citations · 53 references
Freshwater microbes play a crucial role in the global carbon cycle. Anthropogenic stressors that lead to changes in these microbial communities are likely to have profound consequences for freshwater ecosystems. Using field data from the coordinated sampling of 617 lakes, ponds, rivers, and streams by citizen scientists, we observed linkages between microbial community composition, light and chemical pollution, and greenhouse gas concentration. All sampled water bodies were net emitters of CO<sub>2</sub>, with higher concentrations in running waters, and increasing concentrations at higher latitudes. Light pollution occurred at 75% of sites, was higher in urban areas and along rivers, and had a measurable effect on the microbial alpha diversity. Genetic elements suggestive of chemical stress and antimicrobial resistances (IntI1, blaOX<sub>58</sub>) were found in 85% of sites, and were also more prevalent in urban streams and rivers. Light pollution and CO<sub>2</sub> were significantly related to microbial community composition, with CO<sub>2</sub> inversely related to microbial phototrophy. Results of synchronous nationwide sampling indicate that pollution-driven alterations to the freshwater microbiome lead to changes in CO<sub>2</sub> production in natural waters and highlight the vulnerability of running waters to anthropogenic stressors.
53
Fitting Linear Mixed-Effects Models Using<b>lme4</b>
Douglas M. Bates, Martin Mächler, Benjamin M. Bolker et al. · Journal of Statistical Software · 2015 · 81.1K citations · Full text
Trimmomatic: a flexible trimmer for Illumina sequence data
Anthony Bolger, Marc Lohse, Björn Usadel · Bioinformatics · 2014 · 66.2K citations · Full text
The SILVA ribosomal RNA gene database project: improved data processing and web-based tools
Christian Quast, Elmar Pruesse, Pelin Yilmaz et al. · Nucleic Acids Research · 2012 · 32.2K citations · Full text
Ribosomal Rna, Genetics, Genomics +20
Classification and Regression by randomForest
Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations