in

Genetic and phylogenetic analysis of dissimilatory iodate-reducing bacteria identifies potential niches across the world’s oceans

[adace-ad id="91168"]
  • 1.

    Carpenter LJ. Biogeochemical cycles | iodine. Encyclopedia of Atmospheric Sciences: Elsevier; United States; 2015. p. 205–19.

  • 2.

    Chemburkar SR, Deming KC, Reddy RE. Chemistry of thyroxine: an historical perspective and recent progress on its synthesis. Tetrahedron. 2010;66:1955–62.

    CAS 
    Article 

    Google Scholar 

  • 3.

    Schweizer U, Steegborn C. Thyroid hormones—from crystal packing to activity to reactivity. Angew Chem. 2015;54:12856–8.

    CAS 
    Article 

    Google Scholar 

  • 4.

    Küpper FC, Feiters MC, Olofsson B, Kaiho T, Yanagida S, Zimmermann MB, et al. Commemorating two centuries of iodine research: an interdisciplinary overview of current research. Angew Chem. 2011;50:11598–620.

    Article 
    CAS 

    Google Scholar 

  • 5.

    Manley SL, Dastoor MN. Methyl iodide (CH3I) production by kelp and associated microbes. Mar Biol. 1988;98:477–82.

    CAS 
    Article 

    Google Scholar 

  • 6.

    Lebel LS, Dickson RS, Glowa GA. Radioiodine in the atmosphere after the Fukushima Dai-ichi nuclear accident. J Environ Radioact. 2016;151:82–93.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 7.

    Luther GW, Wu J, Cullen JB. Redox chemistry of iodine in seawater. Aquatic chemistry. Advances in chemistry. 244: American Chemical Society; Washington, DC; 1995. p. 135–55.

  • 8.

    Gonzales J, Tymon T, Küpper FC, Edwards MS, Carrano CJ. The potential role of kelp forests on iodine speciation in coastal seawater. PloS ONE. 2017;12:e0180755.

    PubMed 
    PubMed Central 
    Article 
    CAS 

    Google Scholar 

  • 9.

    Vedamati J, Goepfert T, Moffett JW. Iron speciation in the eastern tropical South Pacific oxygen minimum zone off Peru. Limnol Oceanogr. 2014;59:1945–57.

    Article 

    Google Scholar 

  • 10.

    Tsunogai S, Sase T. Formation of iodide-iodine in the ocean. Deep Sea Res Oceanogr Abstr. 1969;16:489–96.

    CAS 
    Article 

    Google Scholar 

  • 11.

    Councell TB, Landa ER, Lovley DR. Microbial reduction of iodate. Water Air Soil Pollut. 1997;100:99–106.

    CAS 
    Article 

    Google Scholar 

  • 12.

    Youngblut MD, Tsai C-L, Clark IC, Carlson HK, Maglaqui AP, Gau-Pan PS, et al. Perchlorate reductase is distinguished by active site aromatic gate residues. J Biol Chem. 2016;291:9190–202.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 13.

    Farrenkopf AM, Dollhopf ME, Chadhain SN, Luther GW, Nealson KH. Reduction of iodate in seawater during Arabian Sea incubations and in laboratory cultures of the marine Shewanella putrefaciens strain MR-4 shipboard bacterium. Mar Chem. 1997;57:347–54.

    CAS 
    Article 

    Google Scholar 

  • 14.

    Amachi S, Kawaguchi N, Muramatsu Y, Tsuchiya S, Watanabe Y, Shinoyama H, et al. Dissimilatory iodate reduction by marine Pseudomonas sp. strain SCT. Appl Environ Microbiol. 2007;73:5725–30.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 15.

    Yamazaki C, Kashiwa S, Horiuchi A, Kasahara Y, Yamamura S, Amachi S. A novel dimethylsulfoxide reductase family of molybdenum enzyme, Idr, is involved in iodate respiration by Pseudomonas sp. SCT. Environ Microbiol. 2020;22:2196–212.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 16.

    Youngblut MD, Wang O, Barnum TP, Coates JD. (Per)chlorate in biology on earth and beyond. Annu Rev Microbiol. 2016;70:435–57.

  • 17.

    Toporek YJ, Mok JK, Shin HD, Lee BD, Lee MH, DiChristina TJ. Metal reduction and protein secretion genes required for Iodate Reduction by Shewanella oneidensis. Appl Environ Microbiol. 2019;85:e02115–18.

  • 18.

    Carlström CI, Lucas LN, Rohde RA, Haratian A, Engelbrektson AL, Coates JD. Characterization of an anaerobic marine microbial community exposed to combined fluxes of perchlorate and salinity. Appl Microbiol Biotechnol. 2016;100:9719–32.

    PubMed 
    Article 
    CAS 
    PubMed Central 

    Google Scholar 

  • 19.

    Yip KC-W, Gu J-D. A novel bacterium involved in the degradation of 2-methylindole isolated from sediment of Inner Deep Bay of Hong Kong. Appl Environ Biotechnol. 2015;1:52–63.

    Article 

    Google Scholar 

  • 20.

    Glazyrina J, Materne EM, Dreher T, Storm D, Junne S, Adams T, et al. High cell density cultivation and recombinant protein production with Escherichia coli in a rocking-motion-type bioreactor. Micro Cell Fact. 2010;9:1–11.

    Article 
    CAS 

    Google Scholar 

  • 21.

    Loferer-Krössbacher M, Klima J, Psenner R. Determination of bacterial cell dry mass by transmission electron microscopy and densitometric image analysis. Appl Environ Microbiol. 1998;64:688–94.

    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 22.

    McInerney MJ, Beaty PS. Anaerobic community structure from a nonequilibrium thermodynamic perspective. Can J Microbiol. 1988;34:487–93.

    CAS 
    Article 

    Google Scholar 

  • 23.

    Stern JH, Passchier AA. The heats of formation of triiodide and iodate ions. J Phys Chem. 1962;66:752–3.

    CAS 
    Article 

    Google Scholar 

  • 24.

    Weber KA, Achenbach LA, Coates JD. Microorganisms pumping iron: anaerobic microbial iron oxidation and reduction. Nat Rev Microbiol. 2006;4:752–64.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 25.

    Leimkühler S, Iobbi-Nivol C. Bacterial molybdoenzymes: Old enzymes for new purposes. FEMS Microbiol Rev. 2016;40:1–18.

    PubMed 
    Article 
    CAS 
    PubMed Central 

    Google Scholar 

  • 26.

    McEwan AG, Ridge JP, McDevitt CA, Hugenholtz P. The DMSO reductase family of microbial molybdenum enzymes: Molecular properties and role in the dissimilatory reduction of toxic elements. Geomicrobiol J. 2002;19:3–21.

    CAS 
    Article 

    Google Scholar 

  • 27.

    Chaudhuri SK, O’Connor SM, Gustavson RL, Achenbach LA, Coates JD. Environmental factors that control microbial perchlorate reduction. Appl Environ Microbiol. 2002;68:4425–30.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 28.

    Snel B, Bork P, Huynen MA. Genomes in flux: the evolution of archaeal and proteobacterial gene content. Genome Res. 2002;12:17–25.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 29.

    Saunders JK, Fuchsman CA, McKay C, Rocap G. Complete arsenic-based respiratory cycle in the marine microbial communities of pelagic oxygen-deficient zones. Proc Natl Acad Sci USA. 2019;116:9925–30.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 30.

    Dabir DV, Leverich EP, Kim SK, Tsai FD, Hirasawa M, Knaff DB, et al. A role for cytochrome c and cytochrome c peroxidase in electron shuttling from Erv1. EMBO J. 2007;26:4801–11.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 31.

    Martins D, Kathiresan M, English AM. Cytochrome c peroxidase is a mitochondrial heme-based H2O2 sensor that modulates antioxidant defense. Free Radic Biol Med. 2013;65:541–51.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 32.

    Almagro Armenteros JJ, Tsirigos KD, Sønderby CK, Petersen TN, Winther O, Brunak S, et al. SignalP 5.0 improves signal peptide predictions using deep neural networks. Nat Biotechnol. 2019;37:420–3.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 33.

    Berks BC. The twin-arginine protein translocation pathway. Annu Rev Biochem. 2015;84:843–64.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 34.

    Toporek M, Michałowska-Kaczmarczyk AM, Michałowski T. Disproportionation reactions of HIO and NaIO in static and dynamic systems. Am J Anal Chem. 2014;5:1046.

    CAS 
    Article 

    Google Scholar 

  • 35.

    Ellis KV, Van Vree HBRJ. Iodine used as a water-disinfectant in turbid waters. Water Res. 1989;23:671–6.

    CAS 
    Article 

    Google Scholar 

  • 36.

    Alternative drinking-water disinfectants: bromine, iodine and silver. Geneva: World Health Organization; 2018. Licence: CC BY-NC-SA 3.0 IGO.

  • 37.

    Liebensteiner MG, Pinkse MWH, Schaap PJ, Stams AJM, Lomans BP. Archaeal (per)chlorate reduction at high temperature: An interplay of biotic and abiotic reactions. Science. 2013;340:85–7.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 38.

    Dudley M, Salamone A, Nerenberg R. Kinetics of a chlorate-accumulating, perchlorate-reducing bacterium. Water Res. 2008;42:2403–10.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 39.

    Melnyk RA, Youngblut MD, Clark IC, Carlson HK, Wetmore KM, Price MN, et al. Novel mechanism for scavenging of hypochlorite involving a periplasmic methionine-rich peptide and methionine sulfoxide reductase. MBio. 2015;6:e00233-15.

  • 40.

    Steinegger M, Söding J. MMseqs2 enables sensitive protein sequence searching for the analysis of massive data sets. Nat Biotechnol. 2017;35:1026–8.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 41.

    Ordoñez OF, Rasuk MC, Soria MN, Contreras M, Farías ME. Haloarchaea from the Andean Puna: biological role in the energy metabolism of arsenic. Microb Ecol. 2018;76:695–705.

    PubMed 
    Article 
    CAS 
    PubMed Central 

    Google Scholar 

  • 42.

    Anantharaman K, Brown CT, Hug LA, Sharon I, Castelle CJ, Probst AJ, et al. Thousands of microbial genomes shed light on interconnected biogeochemical processes in an aquifer system. Nat Commun. 2016;7:1–11.

    Article 
    CAS 

    Google Scholar 

  • 43.

    Becraft ED, Woyke T, Jarett J, Ivanova N, Godoy-Vitorino F, Poulton N, et al. Rokubacteria: genomic giants among the uncultured bacterial phyla. Front Microbiol. 2017;8:2264.

  • 44.

    He Z, Cai C, Wang J, Xu X, Zheng P, Jetten MSM, et al. A novel denitrifying methanotroph of the NC10 phylum and its microcolony. Sci Rep. 2016;6:1–10.

    Article 
    CAS 

    Google Scholar 

  • 45.

    Melnyk RA, Engelbrektson A, Clark IC, Carlson HK, Byrne-Bailey K, Coates JD. Identification of a perchlorate reduction genomic island with novel regulatory and metabolic genes. Appl Environ Microbiol. 2011;77:7401–4.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 46.

    Scornavacca C, Zickmann F, Huson DH. Tanglegrams for rooted phylogenetic trees and networks. Bioinformatics. 2011;27:i248–56.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 47.

    Juhas M, van der Meer JR, Gaillard M, Harding RM, Hood DW, Crook DW. Genomic islands: tools of bacterial horizontal gene transfer and evolution. FEMS Microbiol Rev. 2009;33:376–93.

    CAS 
    PubMed 
    Article 

    Google Scholar 

  • 48.

    Reiter WD, Palm P, Yeats S. Transfer RNA genes frequently serve as integration sites for prokaryotic genetic elements. Nucleic Acids Res. 1989;17:1907–14.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 49.

    Larbig KD, Christmann A, Johann A, Klockgether J, Hartsch T, Merkl R, et al. Gene islands integrated into tRNAGly genes confer genome diversity on a Pseudomonas aeruginosa clone. J Bacteriol. 2002;184:6665–80.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 50.

    Boyd E, Barkay T. The mercury resistance operon: From an origin in a geothermal environment to an efficient detoxification machine. Front Microbiol. 2012;3:349.

    PubMed 
    PubMed Central 

    Google Scholar 

  • 51.

    Besaury L, Bodilis J, Delgas F, Andrade S, De la Iglesia R, Ouddane B, et al. Abundance and diversity of copper resistance genes cusA and copA in microbial communities in relation to the impact of copper on Chilean marine sediments. Mar Pollut Bull. 2013;67:16–25.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 52.

    Bertelli C, Laird MR, Williams KP, Simon Fraser University Research Computing Group, Lau BY, Hoad G, et al. IslandViewer 4: expanded prediction of genomic islands for larger-scale datasets. Nucleic Acids Res. 2017;45:W30–5.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 53.

    Jin HM, Lee HJ, Kim JM, Park MS, Lee K, Jeon CO. Litorimicrobium taeanense gen. nov., sp. nov., isolated from a sandy beach. Int J Syst Evol Microbiol. 2011;61:1392–6.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 54.

    Alex A, Antunes A. Comparative genomics reveals metabolic specificity of Endozoicomonas isolated from a marine sponge and the genomic repertoire for host-bacteria symbioses. Microorganisms. 2019;7:635.

    CAS 
    PubMed Central 
    Article 

    Google Scholar 

  • 55.

    Kim Y-O, Park S, Nam B-H, Park J-M, Kim D-G, Yoon J-H. Litoreibacter ascidiaceicola sp. nov., isolated from the golden sea squirt Halocynthiaaurantium. Int J Syst Evol Microbiol. 2014;64:2545–50.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 56.

    Kupper FC, Carpenter LJ, McFiggans GB, Palmer CJ, Waite TJ, Boneberg EM, et al. Iodide accumulation provides kelp with an inorganic antioxidant impacting atmospheric chemistry. Proc Natl Acad Sci USA. 2008;105:6954–8.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 57.

    Jung HS, Jeong SE, Chun BH, Quan Z-X, Jeon CO. Rhodophyticola porphyridii gen. nov., sp. nov., isolated from a red alga, Porphyridium marinum. Int J Syst Evol Microbiol. 2019;69:1656–61.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 58.

    Wagner GP, Kin K, Lynch VJ. Measurement of mRNA abundance using RNA-seq data: RPKM measure is inconsistent among samples. Theory Biosci. 2012;131:281–5.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 59.

    Ribicic D, Netzer R, Hazen TC, Techtmann SM, Drabløs F, Brakstad OG. Microbial community and metagenome dynamics during biodegradation of dispersed oil reveals potential key-players in cold Norwegian seawater. Mar Pollut Bull. 2018;129:370–8.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 60.

    Lachkar Z, Lévy M, Smith KS. Strong intensification of the Arabian Sea oxygen minimum zone in response to Arabian Gulf warming. Geophys Res Lett. 2019;46:5420–9.

    CAS 
    Article 

    Google Scholar 

  • 61.

    Farrenkopf AM, Luther GW. Iodine chemistry reflects productivity and denitrification in the Arabian Sea: evidence for flux of dissolved species from sediments of western India into the OMZ. Deep-Sea Res Pt II. 2002;49:2303–18.

    CAS 
    Article 

    Google Scholar 

  • 62.

    Bertagnolli AD, Stewart FJ. Microbial niches in marine oxygen minimum zones. Nat Rev Microbiol. 2018;16:723–9.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 63.

    Cutter GA, Moffett JW, Nielsdóttir MC, Sanial V. Multiple oxidation state trace elements in suboxic waters off Peru: In situ redox processes and advective/diffusive horizontal transport. Mar Chem. 2018;201:77–89.

    CAS 
    Article 

    Google Scholar 

  • 64.

    Karstensen J, Stramma L, Visbeck M. Oxygen minimum zones in the eastern tropical Atlantic and Pacific oceans. Prog Oceanogr. 2008;77:331–50.

    Article 

    Google Scholar 

  • 65.

    Farrenkopf AM, Luther GW, Truesdale VW, Van Der Weijden CH. Sub-surface iodide maxima: evidence for biologically catalyzed redox cycling in Arabian Sea OMZ during the SW intermonsoon. Deep Sea Res Pt II. 1997;44:1391–409.

    CAS 
    Article 

    Google Scholar 

  • 66.

    Kalvelage T, Lavik G, Jensen MM, Revsbech NP, Löscher C, Schunck H, et al. Aerobic microbial respiration in oceanic oxygen minimum zones. PLoS ONE. 2015;10:e0133526.

    PubMed 
    PubMed Central 
    Article 
    CAS 

    Google Scholar 

  • 67.

    Howarth RW. Nutrient limitation of net primary production in marine ecosystems. Annu Rev Ecol Syst. 1988;19:89–110.

    Article 

    Google Scholar 

  • 68.

    Shalel Levanon S, San K-Y, Bennett GN. Effect of oxygen on the Escherichia coli ArcA and FNR regulation systems and metabolic responses. Biotechnol Bioeng. 2005;89:556–64.

    Article 
    CAS 

    Google Scholar 

  • 69.

    Wright JJ, Konwar KM, Hallam SJ. Microbial ecology of expanding oxygen minimum zones. Nat Rev Microbiol. 2012;10:381–94.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 70.

    Hardisty DS, Horner TJ, Evans N, Moriyasu R, Babbin AR, Wankel SD, et al. Limited iodate reduction in shipboard seawater incubations from the Eastern Tropical North Pacific oxygen deficient zone. Earth Planet Sci Lett. 2021;554:116676.

    CAS 
    Article 

    Google Scholar 

  • 71.

    Li H-P, Yeager CM, Brinkmeyer R, Zhang S, Ho Y-F, Xu C, et al. Bacterial production of organic acids enhances H2O2-dependent iodide oxidation. Environ Sci Technol. 2012;46:4837–44.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 72.

    Shiroyama K, Kawasaki Y, Unno Y, Amachi S. A putative multicopper oxidase, IoxA, is involved in iodide oxidation by Roseovarius sp. strain A-2. Biosci Biotechnol Biochem. 2015;79:1898–905.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 73.

    Lavik G, Stührmann T, Brüchert V, Van der Plas A, Mohrholz V, Lam P, et al. Detoxification of sulphidic African shelf waters by blooming chemolithotrophs. Nature. 2009;457:581–4.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 74.

    Wadley MR, Stevens DP, Jickells T, Hughes C, Chance R, Hepach H, et al. Modelling iodine in the ocean. Earth Space Sci Open Access Arch. 2020:46. https://doi.org/10.1002/essoar.10502078.1.

  • 75.

    Waite TJ, Truesdale VW. Iodate reduction by Isochrysis galbana is relatively insensitive to de-activation of nitrate reductase activity—are phytoplankton really responsible for iodate reduction in seawater? Mar Chem. 2003;81:137–48.

    CAS 
    Article 

    Google Scholar 

  • 76.

    Coates JD, Achenbach LA. Microbial perchlorate reduction: rocket-fuelled metabolism. Nat Rev Microbiol. 2004;2:569–80.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 77.

    Jones DS, Bailey JV, Flood BE. Sedimenticola thiotaurini sp. nov., a sulfur-oxidizing bacterium isolated from salt marsh sediments, and emended descriptions of the genus Sedimenticola and Sedimenticola selenatireducens. Int J Syst Evol Microbiol. 2015;65:2522–30.

    PubMed 
    Article 
    CAS 
    PubMed Central 

    Google Scholar 

  • 78.

    Kanehisa M, Sato Y. KEGG Mapper for inferring cellular functions from protein sequences. Protein Sci. 2020;29:28–35.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 79.

    Boden R, Hutt LP, Rae AW. Reclassification of Thiobacillus aquaesulis (Wood & Kelly, 1995) as Annwoodia aquaesulis gen. nov., comb. nov., transfer of Thiobacillus (Beijerinck, 1904) from the Hydrogenophilales to the Nitrosomonadales, proposal of Hydrogenophilalia class. nov. within the ‘Proteobacteria’, and four new families within the orders Nitrosomonadales and Rhodocyclales. Int J Syst Evol Microbiol. 2017;67:1191–205.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 80.

    Brinkmann T, Specht CH, Frimmel FH. Non-linear calibration functions in ion chromatography with suppressed conductivity detection using hydroxide eluents. J Chromatogr. 2002;957:99–109.

    CAS 
    Article 

    Google Scholar 

  • 81.

    Bankevich A, Nurk S, Antipov D, Gurevich AA, Dvorkin M, Kulikov AS, et al. SPAdes: a new genome assembly algorithm and its applications to single-cell sequencing. J Comput Biol. 2012;19:455–77.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 82.

    Wick RR, Schultz MB, Zobel J, Holt KE. Bandage: interactive visualization of de novo genome assemblies. Bioinformatics 2015;31:3350–2.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 83.

    Seemann T. Prokka: rapid prokaryotic genome annotation. Bioinformatics. 2014;30:2068–9.

    CAS 
    PubMed 
    Article 
    PubMed Central 

    Google Scholar 

  • 84.

    Edgar RC. MUSCLE: Multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004;32:1792–7.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 85.

    Finn RD, Clements J, Eddy SR. HMMER web server: Interactive sequence similarity searching. Nucleic Acids Res. 2011;39:W29–37.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 86.

    Price MN, Dehal PS, Arkin AP. FastTree 2-approximately maximum-likelihood trees for large alignments. PLoS ONE. 2010;5:e9490.

    PubMed 
    PubMed Central 
    Article 
    CAS 

    Google Scholar 

  • 87.

    Huerta-Cepas J, Serra F, Bork P. ETE 3: Reconstruction, analysis, and visualization of phylogenomic data. Mol Biol Evol. 2016;33:1635–8.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 88.

    Méheust R, Burstein D, Castelle CJ, Banfield JF. The distinction of CPR bacteria from other bacteria based on protein family content. Nat Commun. 2019;10:4173.

    PubMed 
    PubMed Central 
    Article 
    CAS 

    Google Scholar 

  • 89.

    Barnum TP, Figueroa IA, Carlström CI, Lucas LN, Engelbrektson AL, Coates JD. Genome-resolved metagenomics identifies genetic mobility, metabolic interactions, and unexpected diversity in perchlorate-reducing communities. ISME J. 2018;12:1568–81.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 90.

    Cock PJ, Antao T, Chang JT, Chapman BA, Cox CJ, Dalke A, et al. Biopython: Freely available Python tools for computational molecular biology and bioinformatics. Bioinformatics. 2009;25:1422–3.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 91.

    Karsenti E. The making of Tara Oceans: Funding blue skies research for our Blue Planet. Mol Syst Biol. 2015;11:811.

    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 92.

    Pesant S, Not F, Picheral M, Kandels-Lewis S, Le Bescot N, Gorsky G, et al. Open science resources for the discovery and analysis of Tara Oceans data. Sci Data. 2015;2:1–16.

    Article 
    CAS 

    Google Scholar 

  • 93.

    Langmead B, Salzberg SL. Fast gapped-read alignment with Bowtie 2. Nat Methods. 2012;9:357.

    CAS 
    PubMed 
    PubMed Central 
    Article 

    Google Scholar 

  • 94.

    Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, et al. The sequence alignment/map format and SAMtools. Bioinformatics. 2009;25:2078–9.

    PubMed 
    PubMed Central 
    Article 
    CAS 

    Google Scholar 

  • 95.

    Pedregosa F, Varoquaux G, Gramfort A, Michel V, Thirion B, Grisel O, et al. Scikit-learn: Machine learning in Python. J Mac Learn Res. 2011;12:2825–30.

    Google Scholar 

  • 96.

    Azur MJ, Stuart EA, Frangakis C, Leaf PJ. Multiple imputation by chained equations: what is it and how does it work? Int J methods Psychiatr Res. 2011;20:40–9.

    PubMed 
    PubMed Central 
    Article 

    Google Scholar 


  • Source: Ecology - nature.com

    Sexual competition and kin recognition co-shape the traits of neighboring dioecious Diospyros morrisiana seedlings

    Microbiome diversity and host immune functions influence survivorship of sponge holobionts under future ocean conditions