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Abstract
Microbial communities are responsible for biological wastewater treatment, but our knowledge of their diversity and function is still poor. Here, we sequence more than 5 million high-quality, full-length 16S rRNA gene sequences from 740 wastewater treatment plants (WWTPs) across the world and use the sequences to construct the ‘MiDAS 4’ database. MiDAS 4 is an amplicon sequence variant resolved, full-length 16S rRNA gene reference database with a comprehensive taxonomy from domain to species level for all sequences. We use an independent dataset (269 WWTPs) to show that MiDAS 4, compared to commonly used universal reference databases, provides a better coverage for WWTP bacteria and an improved rate of genus and species level classification. Taking advantage of MiDAS 4, we carry out an amplicon-based, global-scale microbial community profiling of activated sludge plants using two common sets of primers targeting regions of the 16S rRNA gene, revealing how environmental conditions and biogeography shape the activated sludge microbiota. We also identify core and conditionally rare or abundant taxa, encompassing 966 genera and 1530 species that represent approximately 80% and 50% of the accumulated read abundance, respectively. Finally, we show that for well-studied functional guilds, such as nitrifiers or polyphosphate-accumulating organisms, the same genera are prevalent worldwide, with only a few abundant species in each genus.
Microbial communities are responsible for biological wastewater treatment. Here, Dueholm et al. generate more than 5 million high-quality, full-length 16S rRNA gene sequences from wastewater treatment plants across the world to construct a database with a comprehensive taxonomy, providing insights into diversity and function of these microbial communities.
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1 Aalborg University, Center for Microbial Communities, Department of Chemistry and Bioscience, Aalborg, Denmark (GRID:grid.5117.2) (ISNI:0000 0001 0742 471X)
2 The Institute for Scientific and Technological Research of San Luis Potosi (IPICYT), Environmental Science Department, San Luis Potosí, Mexico (GRID:grid.419262.a) (ISNI:0000 0004 1784 0583)
3 University College of Southeast Norway, Department of Process, Energy and Environmental Technology, Porsgrunn, Norway (GRID:grid.463530.7) (ISNI:0000 0004 7417 509X)
4 Ghent University, Center for Microbial Ecology and Technology, Ghent, Belgium (GRID:grid.5342.0) (ISNI:0000 0001 2069 7798)
5 Durban University of Technology, Institute for Water and Wastewater Technology, Durban, South Africa (GRID:grid.412114.3) (ISNI:0000 0000 9360 9165)
6 Veolia Water Technologies AB, AnoxKaldnes, Lund, Sweden (GRID:grid.412114.3)
7 University of Malaya, Department Of Chemical Engineering, Faculty of Engineering, Kuala Lumpur, Malaysia (GRID:grid.10347.31) (ISNI:0000 0001 2308 5949)
8 Newcastle University, Environmental Engineering, Newcastle, England (GRID:grid.1006.7) (ISNI:0000 0001 0462 7212)
9 Agricultural Research Organization, The Cytryn Lab, Microbial Agroecology, Volcani Center, Rishon Lezion, Israel (GRID:grid.410498.0) (ISNI:0000 0001 0465 9329)
10 INGEBI-CONICET, University of Buenos Aires, Buenos Aires, Argentina (GRID:grid.7345.5) (ISNI:0000 0001 0056 1981)
11 Biological Research Institute “Clemente Estable”, Department of Biochemistry and Microbial Genetics, Montevideo, Uruguay (GRID:grid.7345.5)
12 University of Cyprus, NIREAS-International Water Research Center, Nicosia, Cyprus (GRID:grid.6603.3) (ISNI:0000000121167908)
13 McGill University, Environmental Engineering, Montreal, Canada (GRID:grid.14709.3b) (ISNI:0000 0004 1936 8649)
14 Universidad de Antioquia, School of Microbiology, Medellín, Colombia (GRID:grid.412881.6) (ISNI:0000 0000 8882 5269)
15 Cornell University, School of Civil and Environmental Engineering, Ithaca, USA (GRID:grid.5386.8) (ISNI:000000041936877X)
16 Karlsruhe Institute of Technology (KIT), Water Chemistry and Water Technology and DVGW Research Laboratories, Karlsruhe, Germany (GRID:grid.7892.4) (ISNI:0000 0001 0075 5874)
17 David Jenkins & Associates, Inc, Kensington, USA (GRID:grid.7892.4)
18 Institute for Water Quality and Resource Management, TU Wien, Vienna, Austria (GRID:grid.5329.d) (ISNI:0000 0001 2348 4034)
19 University of Bath, Water Innovation and Research Centre, Bath, England (GRID:grid.7340.0) (ISNI:0000 0001 2162 1699)
20 Singapore Centre of Environmental Life Sciences Engineering (SCELSE) Nanyang Technological University, Singapore, Singapore (GRID:grid.484638.5) (ISNI:0000 0004 7703 9448)
21 King Abdullah University of Science and Technology (KAUST), Water Desalination and Reuse Center, Thuwal, Saudi Arabia (GRID:grid.45672.32) (ISNI:0000 0001 1926 5090)
22 Process Engineering in Urban Water Management, ETH Zürich, Zürich, Switzerland (GRID:grid.5801.c) (ISNI:0000 0001 2156 2780)
23 Warsaw University of Technology, Department of Biology, Warsaw, Poland (GRID:grid.1035.7) (ISNI:0000000099214842)
24 La Trobe University, Environmental Microbial Genetics Lab, Melbourne, Australia (GRID:grid.1018.8) (ISNI:0000 0001 2342 0938)
25 Catalan Institute for Water Research, ICRA, Technologies and Evaluation Area, Girona, Spain (GRID:grid.424734.2) (ISNI:0000 0004 6095 0737)
26 VA Tech Wabag Ltd, Chennai, India (GRID:grid.424734.2)
27 Universidade Nova de Lisboa, Biochemical Engineering Group, Lisboa, Portugal (GRID:grid.10772.33) (ISNI:0000000121511713)
28 Chinese Academy of Sciences, State Key Laboratory of Environmental Aquatic Chemistry, Research Center for Eco-Environmental Sciences, Beijing, China (GRID:grid.9227.e) (ISNI:0000000119573309)
29 Water Research Institute IRSA - National Research Council (CNR), Rome, Italy (GRID:grid.5326.2) (ISNI:0000 0001 1940 4177)
30 La Trobe University, Melbourne, Australia (GRID:grid.1018.8) (ISNI:0000 0001 2342 0938)
31 University of Massachusetts Amherst, Department of Civil and Environmental Engineering, Amherst, USA (GRID:grid.266683.f) (ISNI:0000 0001 2166 5835)
32 Kemira Oyj, Espoo R&D Center, Espo, Finland (GRID:grid.480209.7) (ISNI:0000 0004 0632 1630)
33 Environmental Biotechnology, TU Delft, Delft, The Netherlands (GRID:grid.5292.c) (ISNI:0000 0001 2097 4740)
34 VA Tech Wabag, Philippines Inc., Makati City, Philippines (GRID:grid.5292.c)
35 University of Chemistry and Technology, Department of Water Technology and Environmental Engineering, Prague, Czech Republic (GRID:grid.448072.d) (ISNI:0000 0004 0635 6059)
36 Environmental Life Science Engineering, TU Delft, Delft, The Netherlands (GRID:grid.5292.c) (ISNI:0000 0001 2097 4740)
37 Tsinghua University, School of Environment, Beijing, China (GRID:grid.12527.33) (ISNI:0000 0001 0662 3178)
38 The University of Hong Kong, Environmental Biotechnology Lab, Department of Civil Engineering, Hong Kong, Hong Kong (GRID:grid.194645.b) (ISNI:0000000121742757)