High-throughput single-cell sequencing identifies photoheterotrophs and chemoautotrophs in freshwater bacterioplankton

Recent discoveries suggest that photoheterotrophs (rhodopsin-containing bacteria (RBs) and aerobic anoxygenic phototrophs (AAPs)) and chemoautotrophs may be significant for marine and freshwater ecosystem productivity. However, their abundance and taxonomic identities remain largely unknown. We used a combination of single-cell and metagenomic DNA sequencing to study the predominant photoheterotrophs and chemoautotrophs inhabiting the euphotic zone of temperate, physicochemically diverse freshwater lakes. Multi-locus sequencing of 712 single amplified genomes, generated by fluorescence-activated cell sorting and whole genome multiple displacement amplification, showed that most of the cosmopolitan freshwater clusters contain photoheterotrophs. These comprised at least 10–23% of bacterioplankton, and RBs were the dominant fraction. Our data demonstrate that Actinobacteria, including clusters acI, Luna and acSTL, are the predominant freshwater RBs. We significantly broaden the known taxonomic range of freshwater RBs, to include Alpha-, Beta-, Gamma- and Deltaproteobacteria, Verrucomicrobia and Sphingobacteria. By sequencing single cells, we found evidence for inter-phyla horizontal gene transfer and recombination of rhodopsin genes and identified specific taxonomic groups involved in these evolutionary processes. Our data suggest that members of the ubiquitous betaproteobacteria Polynucleobacter spp. are the dominant AAPs in temperate freshwater lakes. Furthermore, the RuBisCO (ribulose 1,5-bisphosphate carboxylase/oxygenase) gene was found in several single cells of Betaproteobacteria, Bacteroidetes and Gammaproteobacteria, suggesting that chemoautotrophs may be more prevalent among aerobic bacterioplankton than previously thought. This study demonstrates the power of single-cell DNA sequencing addressing previously unresolved questions about the metabolic potential and evolutionary histories of uncultured microorganisms, which dominate most natural environments.

[1]  D. Lane 16S/23S rRNA sequencing , 1991 .

[2]  V. Yurkov,et al.  Aerobic Anoxygenic Phototrophic Bacteria , 1998, Microbiology and Molecular Biology Reviews.

[3]  Y. Nodasaka,et al.  Roseateles depolymerans gen. nov., sp. nov., a new bacteriochlorophyll a-containing obligate aerobe belonging to the beta-subclass of the Proteobacteria. , 1999, International journal of systematic bacteriology.

[4]  K. Horikoshi,et al.  Rapid Detection and Quantification of Members of the Archaeal Community by Quantitative PCR Using Fluorogenic Probes , 2000, Applied and Environmental Microbiology.

[5]  B. Neilan,et al.  Xanthogenate nucleic acid isolation from cultured and environmental cyanobacteria , 2000 .

[6]  E. Casamayor,et al.  Identification of and Spatio-Temporal Differences between Microbial Assemblages from Two Neighboring Sulfurous Lakes: Comparison by Microscopy and Denaturing Gradient Gel Electrophoresis , 2000, Applied and Environmental Microbiology.

[7]  E. Koonin,et al.  Bacterial rhodopsin: evidence for a new type of phototrophy in the sea. , 2000, Science.

[8]  T. Naganuma,et al.  Phylogenetic Diversity of Ribulose-1,5-Bisphosphate Carboxylase/Oxygenase Large-Subunit Genes from Deep-Sea Microorganisms , 2001, Applied and Environmental Microbiology.

[9]  E. Delong,et al.  Unsuspected diversity among marine aerobic anoxygenic phototrophs , 2002, Nature.

[10]  F. Hagen,et al.  Typical freshwater bacteria: an analysis of available 16S rRNA gene sequences from plankton of lakes and rivers , 2002 .

[11]  S. Kingsmore,et al.  Comprehensive human genome amplification using multiple displacement amplification , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[12]  M. Allgaier,et al.  Aerobic Anoxygenic Photosynthesis in Roseobacter Clade Bacteria from Diverse Marine Habitats , 2003, Applied and Environmental Microbiology.

[13]  E. Delong,et al.  Proteorhodopsin genes are distributed among divergent marine bacterial taxa , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[14]  S. Giovannoni,et al.  The uncultured microbial majority. , 2003, Annual review of microbiology.

[15]  Anders Gorm Pedersen,et al.  RevTrans: multiple alignment of coding DNA from aligned amino acid sequences , 2003, Nucleic Acids Res..

[16]  S. Giovannoni,et al.  Representative Freshwater Bacterioplankton Isolated from Crater Lake, Oregon , 2004, Applied and Environmental Microbiology.

[17]  P. Krader,et al.  Glycine betaine as a cryoprotectant for prokaryotes. , 2004, Journal of microbiological methods.

[18]  B. Fuchs,et al.  Coexistence of dominant groups in marine bacterioplankton community—a combination of experimental and modelling approaches , 2004, Journal of the Marine Biological Association of the United Kingdom.

[19]  E. Casamayor,et al.  Partitioning of CO2 Incorporation Among Planktonic Microbial Guilds and Estimation of In Situ Specific Growth Rates , 2005, Microbial Ecology.

[20]  K. Schleifer,et al.  ARB: a software environment for sequence data. , 2004, Nucleic acids research.

[21]  Matthew R. First,et al.  Growth and grazing rates of bacteria groups with different apparent DNA content in the Gulf of Mexico , 2004 .

[22]  O. Béjà,et al.  Novel Primers Reveal Wider Diversity among Marine Aerobic Anoxygenic Phototrophs , 2005, Applied and Environmental Microbiology.

[23]  J. Pernthaler,et al.  Abundances, Identity, and Growth State of Actinobacteria in Mountain Lakes of Different UV Transparency , 2005, Applied and Environmental Microbiology.

[24]  R. Lasken,et al.  Genomic DNA Amplification from a Single Bacterium , 2005, Applied and Environmental Microbiology.

[25]  J. Antón,et al.  Xanthorhodopsin: A Proton Pump with a Light-Harvesting Carotenoid Antenna , 2005, Science.

[26]  Vladimir N. Minin,et al.  Dual multiple change-point model leads to more accurate recombination detection , 2005, Bioinform..

[27]  D. Kirchman,et al.  Aerobic anoxygenic photosynthesis genes and operons in uncultured bacteria in the Delaware River. , 2005, Environmental microbiology.

[28]  E. Sherr,et al.  Activity and Phylogenetic Diversity of Bacterial Cells with High and Low Nucleic Acid Content and Electron Transport System Activity in an Upwelling Ecosystem , 2005, Applied and Environmental Microbiology.

[29]  J. Spudich,et al.  New Insights into Metabolic Properties of Marine Bacteria Encoding Proteorhodopsins , 2005, PLoS biology.

[30]  H. Grossart,et al.  Diversity and Seasonal Dynamics of Actinobacteria Populations in Four Lakes in Northeastern Germany , 2006, Applied and Environmental Microbiology.

[31]  H. Biebl,et al.  Environmental biology of the marine Roseobacter lineage. , 2006, Annual review of microbiology.

[32]  J. Overmann,et al.  Sandarakinorhabdus limnophila gen. nov., sp. nov., a novel bacteriochlorophyll a-containing, obligately aerobic bacterium isolated from freshwater lakes. , 2006, International journal of systematic and evolutionary microbiology.

[33]  Alexandros Stamatakis,et al.  RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models , 2006, Bioinform..

[34]  E. Sherr,et al.  Similar community structure of biosynthetically active prokaryotes across a range of ecosystem trophic states , 2006 .

[35]  G. Church,et al.  Sequencing genomes from single cells by polymerase cloning , 2006, Nature Biotechnology.

[36]  S. Quake,et al.  Dissecting biological “dark matter” with single-cell genetic analysis of rare and uncultivated TM7 microbes from the human mouth , 2007, Proceedings of the National Academy of Sciences.

[37]  W. Ludwig,et al.  SILVA: a comprehensive online resource for quality checked and aligned ribosomal RNA sequence data compatible with ARB , 2007, Nucleic acids research.

[38]  Marcy Yann,et al.  ヒト口腔からの微量の培養されないTM7微生物の単一細胞遺伝分析による生物学的「不明な物体」の詳細な分析 , 2007 .

[39]  F. Chen,et al.  Distinct distribution pattern of abundance and diversity of aerobic anoxygenic phototrophic bacteria in the global ocean. , 2007, Environmental microbiology.

[40]  S. Giovannoni,et al.  Polyphyletic photosynthetic reaction centre genes in oligotrophic marine Gammaproteobacteria. , 2007, Environmental microbiology.

[41]  R. Stepanauskas,et al.  Matching phylogeny and metabolism in the uncultured marine bacteria, one cell at a time , 2007, Proceedings of the National Academy of Sciences.

[42]  J. Gasol,et al.  A comparative study of the cytometric characteristics of high and low nucleic-acid bacterioplankton cells from different aquatic ecosystems. , 2007, Environmental microbiology.

[43]  B. Ahring,et al.  Specific single-cell isolation and genomic amplification of uncultured microorganisms , 2007, Applied Microbiology and Biotechnology.

[44]  A. Halpern,et al.  The Sorcerer II Global Ocean Sampling Expedition: Northwest Atlantic through Eastern Tropical Pacific , 2007, PLoS biology.

[45]  E. Delong,et al.  Proteorhodopsin photosystem gene clusters exhibit co-evolutionary trends and shared ancestry among diverse marine microbial phyla. , 2007, Environmental microbiology.

[46]  Jack A. M. Leunissen,et al.  Turning CFCs into salt. , 1996, Nucleic Acids Res..

[47]  M. Koblížek,et al.  Distribution of aerobic anoxygenic phototrophs in temperate freshwater systems. , 2008, Environmental microbiology.

[48]  D. Kirchman Microbial ecology of the oceans , 2008 .

[49]  Andreas Wilke,et al.  phylogenetic and functional analysis of metagenomes , 2022 .

[50]  J. Gasol,et al.  Physiological Structure and Single‐Cell Activity in Marine Bacterioplankton , 2008 .

[51]  A. Teske,et al.  Uncultured archaea in deep marine subsurface sediments: have we caught them all? , 2008, The ISME Journal.

[52]  F. Tabita,et al.  Phylogenetic and evolutionary relationships of RubisCO and the RubisCO-like proteins and the functional lessons provided by diverse molecular forms , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[53]  W. Doolittle,et al.  Actinorhodopsins: proteorhodopsin-like gene sequences found predominantly in non-marine environments. , 2008, Environmental microbiology.

[54]  E. Casamayor,et al.  Carbon dioxide fixation in the dark by photosynthetic bacteria in sulfide‐rich stratified lakes with oxic‐anoxic interfaces , 2008 .

[55]  A. Eiler,et al.  High Ratio of Bacteriochlorophyll Biosynthesis Genes to Chlorophyll Biosynthesis Genes in Bacteria of Humic Lakes , 2009, Applied and Environmental Microbiology.

[56]  T. Egli,et al.  Isolation and characterization of low nucleic acid (LNA)-content bacteria , 2009, The ISME Journal.

[57]  M. Zubkov Photoheterotrophy in marine prokaryotes , 2009 .

[58]  J. Eisen,et al.  Assembling the Marine Metagenome, One Cell at a Time , 2009, PloS one.

[59]  Weizhong Li,et al.  Analysis and comparison of very large metagenomes with fast clustering and functional annotation , 2009, BMC Bioinformatics.

[60]  Tracy K. Teal,et al.  Systematic artifacts in metagenomes from complex microbial communities , 2009, The ISME Journal.

[61]  W. Doolittle,et al.  Actinorhodopsin genes discovered in diverse freshwater habitats and among cultivated freshwater Actinobacteria , 2009, The ISME Journal.

[62]  C. Lovejoy,et al.  PCR‐Based Diversity Estimates of Artificial and Environmental 18S rRNA Gene Libraries , 2009, The Journal of eukaryotic microbiology.

[63]  M. Madigan,et al.  BchY-Based Degenerate Primers Target All Types of Anoxygenic Photosynthetic Bacteria in a Single PCR , 2009, Applied and Environmental Microbiology.

[64]  E. Delong,et al.  The Light-Driven Proton Pump Proteorhodopsin Enhances Bacterial Survival during Tough Times , 2010, PLoS biology.

[65]  N. Jiao,et al.  Significant roles of bacteriochlorophyll a supplemental to chlorophyll a in the ocean , 2010 .

[66]  S. Langenheder,et al.  Ubiquity of Polynucleobacter necessarius ssp. asymbioticus in lentic freshwater habitats of a heterogeneous 2000 km area. , 2010, Environmental microbiology.

[67]  M. Zubkov,et al.  Differential responses of Prochlorococcus and SAR11-dominated bacterioplankton groups to atmospheric dust inputs in the tropical Northeast Atlantic Ocean. , 2010, FEMS microbiology letters.

[68]  N. Jiao,et al.  Significant roles of bacteriochlorophylla supplemental to chlorophylla in the ocean , 2010, The ISME Journal.

[69]  J. McKinlay,et al.  Carbon dioxide fixation as a central redox cofactor recycling mechanism in bacteria , 2010, Proceedings of the National Academy of Sciences.

[70]  J. Eisen,et al.  Metagenomic Sequencing of an In Vitro-Simulated Microbial Community , 2010, PloS one.

[71]  Itai Sharon,et al.  Widespread distribution of proteorhodopsins in freshwater and brackish ecosystems , 2010, The ISME Journal.

[72]  Harald Meier,et al.  46. ARB: A Software Environment for Sequence Data , 2011 .

[73]  S. Tringe,et al.  Metagenomic Discovery of Biomass-Degrading Genes and Genomes from Cow Rumen , 2011, Science.

[74]  R. Stepanauskas,et al.  What's New Is Old: Resolving the Identity of Leptothrix ochracea Using Single Cell Genomics, Pyrosequencing and FISH , 2011, PloS one.

[75]  Anders F. Andersson,et al.  Novel primers for 16S rRNA-based archaeal community analyses in environmental samples. , 2011, Journal of microbiological methods.

[76]  R. Stepanauskas,et al.  Capturing diversity of marine heterotrophic protists: one cell at a time , 2011, The ISME Journal.