Environmental shaping of codon usage and functional adaptation across microbial communities.

Microbial communities represent the largest portion of the Earth's biomass. Metagenomics projects use high-throughput sequencing to survey these communities and shed light on genetic capabilities that enable microbes to inhabit every corner of the biosphere. Metagenome studies are generally based on (i) classifying and ranking functions of identified genes; and (ii) estimating the phyletic distribution of constituent microbial species. To understand microbial communities at the systems level, it is necessary to extend these studies beyond the species' boundaries and capture higher levels of metabolic complexity. We evaluated 11 metagenome samples and demonstrated that microbes inhabiting the same ecological niche share common preferences for synonymous codons, regardless of their phylogeny. By exploring concepts of translational optimization through codon usage adaptation, we demonstrated that community-wide bias in codon usage can be used as a prediction tool for lifestyle-specific genes across the entire microbial community, effectively considering microbial communities as meta-genomes. These findings set up a 'functional metagenomics' platform for the identification of genes relevant for adaptations of entire microbial communities to environments. Our results provide valuable arguments in defining the concept of microbial species through the context of their interactions within the community

Gene Loss and Horizontal Gene Transfer Contributed to the Genome Evolution of the Extreme Acidophile “Ferrovum”

Indexación: Web of Science. Scopus.Acid mine drainage (AMD), associated with active and abandoned mining sites, is a habitat for acidophilic microorganisms that gain energy from the oxidation of reduced sulfur compounds and ferrous iron and that thrive at pH below 4. Members of the recently proposed genus "Ferrovurn" are the first acidophilic iron oxidizers to be described within the Betaproteobacteria. Although they have been detected as typical community members in AMD habitats worldwide, knowledge of their phylogenetic and metabolic diversity is scarce. Genomics approaches appear to be most promising in addressing this lacuna since isolation and cultivation of "Ferrovurn" has proven to be extremely difficult and has so far only been successful for the designated type strain-Ferrovum myxofaciens" P3G. In this study, the genomes of two novel strains of "Ferrovurn" (PN-J185 and Z-31) derived from water samples of a mine water treatment plant were sequenced. These genomes were compared with those of "Ferrovum" sp. JA12 that also originated from the mine water treatment plant, and of the type strain (P3G). Phylogenomic scrutiny suggests that the four strains represent three "Ferrovum" species that cluster in two groups (1 and 2). Comprehensive analysis of their predicted metabolic pathways revealed that these groups harbor characteristic metabolic profiles, notably with respect to motility, chemotaxis, nitrogen metabolism, biofilm formation and their potential strategies to cope with the acidic environment. For example, while the "F myxofaciens" strains (group 1) appear to be motile and diazotrophic, the non-motile group 2 strains have the predicted potential to use a greater variety of fixed nitrogen sources. Furthermore, analysis of their genome synteny provides first insights into their genome evolution, suggesting that horizontal gene transfer and genome reduction in the group 2 strains by loss of genes encoding complete metabolic pathways or physiological features contributed to the observed diversification.http://journal.frontiersin.org/article/10.3389/fmicb.2016.00797/ful

Genomic Inference of the Metabolism and Evolution of the Archaeal Phylum Aigarchaeota

Microbes of the phylum Aigarchaeota are widely distributed in geothermal environments, but their physiological and ecological roles are poorly understood. Here we analyze six Aigarchaeota metagenomic bins from two circumneutral hot springs in Tengchong, China, to reveal that they are either strict or facultative anaerobes, and most are chemolithotrophs that can perform sulfide oxidation. Applying comparative genomics to the Thaumarchaeota and Aigarchaeota, we find that they both originated from thermal habitats, sharing 1154 genes with their common ancestor. Horizontal gene transfer played a crucial role in shaping genetic diversity of Aigarchaeota and led to functional partitioning and ecological divergence among sympatric microbes, as several key functional innovations were endowed by Bacteria, including dissimilatory sulfite reduction and possibly carbon monoxide oxidation. Our study expands our knowledge of the possible ecological roles of the Aigarchaeota and clarifies their evolutionary relationship to their sister lineage Thaumarchaeota

Genomic and transcriptomic characterization of novel iron oxidizing bacteria of the genus “Ferrovum“

Acidophilic iron oxidizing bacteria of the betaproteobacterial genus “Ferrovum” are ubiquitously distributed in acid mine drainage (AMD) habitats worldwide. Since their isolation and maintenance in the laboratory has proved to be extremely difficult, members of this genus are not accessible to a “classical” microbiological characterization with exception of the designated type strain “Ferrovum myxofaciens” P3G. The present study reports the characterization of “Ferrovum” strains at genome and transcriptome level. “Ferrovum” sp. JA12, “Ferrovum” sp. PN-J185 and “F. myxofaciens” Z-31 represent the iron oxidizers of the mixed cultures JA12, PN-J185 and Z-31. The mixed cultures were derived from the mine water treatment plant Tzschelln close to the lignite mining site in Nochten (Lusatia, Germany). The mixed cultures also contain a heterotrophic strain of the genus Acidiphilium. The genome analysis of Acidiphilium sp. JA12-A1, the heterotrophic contamination of the mixed culture JA12, indicates an interspecies carbon and phosphate transfer between Acidiphilium and “Ferrovum” in the mixed culture, and possibly also in their natural habitat. The comparison of the inferred metabolic potentials of four “Ferrovum” strains and the analysis of their phylogenetic relationships suggest the existence of two subgroups within the genus “Ferrovum” (i.e. the operational taxonomic units OTU-1 and OUT-2) harboring characteristic metabolic profiles. OTU-1 includes the “F. myxofaciens” strains P3G and Z-31, which are predicted to be motile and diazotrophic, and to have a higher acid tolerance than OTU-2. The latter includes two closely related proposed species represented by the strains JA12 and PN-J185, which appear to lack the abilities of motility, chemotaxis and molecular nitrogen fixation. Instead, both OTU-2 strains harbor the potential to use urea as alternative nitrogen source to ammonium, and even nitrate in case of the JA12-like species. The analysis of the genome architectures of the four “Ferrovum” strains suggests that horizontal gene transfer and loss of metabolic genes, accompanied by genome reduction, have contributed to the evolution of the OTUs. A trial transcriptome study of “Ferrovum” sp. JA12 supports the ferrous iron oxidation model inferred from its genome sequence, and reveals the potential relevance of several hypothetical proteins in ferrous iron oxidation. Although the inferred models in “Ferrovum” spp. share common features with the acidophilic iron oxidizers of the Acidithiobacillia, it appears to be more similar to the neutrophilic iron oxidizers Mariprofundus ferrooxydans (“Zetaproteobacteria”) and Sideroxydans lithotrophicus (Betaproteobacteria). These findings suggest a common origin of ferrous iron oxidation in the Beta- and “Zetaproteobacteria”, while the acidophilic lifestyle of “Ferrovum” spp. may have been acquired later, allowing them to also colonize acid mine drainage habitats.:EIDESSTATTLICHE ERKLÄRUNG ... 2 CONTENT ... 4 SUMMARY ... 9 CHAPTER I ... 11 ORIGIN AND MICROBIOLOGY OF ACID MINE DRAINAGE ... 11 ACIDOPHILIC IRON OXIDIZING BACTERIA OF THE GENUS “FERROVUM” ... 12 APPLICATION OF OMICS-BASED APPROACHES TO CHARACTERIZE ACIDOPHILES ... 14 AIMS OF THE PRESENT WORK ... 15 CHAPTER II ... 17 ABSTRACT ... 18 INTRODUCTION ... 18 METHODS ... 19 GENOME PROJECT HISTORY ... 19 GROWTH CONDITIONS AND GENOMIC DNA PREPARATION ... 20 GENOME SEQUENCING AND ASSEMBLY ... 20 GENOME ANNOTATION ... 21 RESULTS ... 21 CLASSIFICATION AND FEATURES ... 21 GENOME PROPERTIES ... 24 INSIGHTS FROM THE GENOME SEQUENCE ... 24 COMPARATIVE GENOMICS ... 28 CONCLUSIONS ... 30 ACKNOWLEDGMENTS ... 32 AUTHOR CONTRIBUTIONS ... 32 CHAPTER III ... 33 ABSTRACT ... 34 INTRODUCTION ... 34 METHODS ... 36 ORIGIN AND CULTIVATION OF “FERROVUM” STRAIN JA12 ... 36 GENOME SEQUENCING, ASSEMBLY AND ANNOTATION ... 37 VISUALIZATION OF THE NEARLY COMPLETE GENOME ... 38 PHYLOGENETIC ANALYSIS ... 39 PREDICTION OF MOBILE GENETIC ELEMENTS ... 39 NUCLEOTIDE SEQUENCE ACCESSION NUMBER ... 39 RESULTS AND DISCUSSION ... 39 PHYLOGENETIC CLASSIFICATION OF “FERROVUM” STRAIN JA12 ... 39 GENOME PROPERTIES ... 40 NUTRIENT ASSIMILATION AND BIOMASS PRODUCTION ... 44 Carbon dioxide fixation ... 44 Central carbon metabolism ... 45 Nitrogen ... 47 Phosphate ... 49 Sulfate ... 50 ENERGY METABOLISM ... 50 Ferrous iron oxidation ... 50 Other redox reactions connected to the quinol pool ... 54 Predicted formate dehydrogenase ... 55 STRATEGIES TO ADAPT TO ACIDIC ENVIRONMENTS, HIGH METAL LOADS AND OXIDATIVE STRESS ... 55 Acidic environment ... 55 Strategies to cope with high metal and metalloid loads ... 58 Oxidative stress ... 59 HORIZONTAL GENE TRANSFER ... 60 CONCLUSIONS ... 61 ACKNOWLEDGMENTS ... 62 AUTHORS\' CONTRIBUTIONS ... 62 CHAPTER IV ... 63 ABSTRACT ... 64 INTRODUCTION ... 64 METHODS ... 66 ORIGIN AND CULTIVATION OF “FERROVUM” STRAINS PN-J185 AND Z-31 ... 66 GENOME SEQUENCING, ASSEMBLY AND ANNOTATION ... 66 PREDICTION OF MOBILE GENETIC ELEMENTS ... 67 COMPARATIVE GENOMICS ... 68 Phylogenomic analysis ... 68 Assignment of protein-coding genes to the COG classification ... 68 Identification of orthologous proteins ... 68 Comparison and analysis of genome architectures ... 69 RESULTS ... 69 GENERAL GENOME FEATURES AND PHYLOGENETIC RELATIONSHIP OF THE FOUR “FERROVUM” STRAINS ... 69 COMPARISON OF INFERRED METABOLIC TRAITS ... 71 Identification of core genes and flexible genes ... 71 Comparison of the central metabolism ... 74 Central carbon metabolism ... 74 Nitrogen metabolism ... 77 Energy metabolism ... 78 Cell mobility and chemotaxis ... 78 Diversity of predicted stress tolerance mechanisms ... 78 Maintaining the intracellular pH homeostasis ... 78 Coping with high metal loads ... 79 Oxidative stress management ... 79 IDENTIFICATION OF POTENTIAL DRIVING FORCES OF GENOME EVOLUTION ... 80 Prediction of mobile genetic elements ... 81 Linking the differences in the predicted metabolic profiles to the genome architectures ... 82 Gene cluster associated with flagella formation and chemotaxis in “F. myxofaciens” ... 84 Gene clusters associated with the utilization of alternative nitrogen sources ... 86 Gene cluster associated with carboxysome formation in “F. myxofaciens” and OTU-2 strain JA12 ... 87 Putative genomic islands in the OTU-strain JA12 ... 89 CRISPR/Cas in “F. myxofaciens” Z-31: a defense mechanism against foreign DNA ... 91 DISCUSSION ... 92 THE COMPARISON OF THEIR METABOLIC PROFILES INDICATES THE EXISTENCE OF OTU- AND STRAIN-SPECIFIC FEATURES ... 92 GENOME EVOLUTION OF THE “FERROVUM” STRAINS APPEARS TO BE DRIVEN BY HORIZONTAL GENE TRANSFER AND GENOME REDUCTION ... 94 Horizontal gene transfer ... 94 Mechanisms of genome reduction ... 95 CONCLUDING REMARKS ... 98 ACKNOWLEDGMENTS ... 98 AUTHOR CONTRIBUTIONS ... 98 CHAPTER V ... 99 ABSTRACT ... 100 INTRODUCTION ... 100 METHODS ... 102 CULTIVATION OF THE “FERROVUM”-CONTAINING MIXED CULTURE JA12 ... 102 Up-scaling of pre-cultures for the transcriptome study ... 103 Experimental setup of the transcriptome study ... 103 Cell harvest from large culture volumes ... 106 EXTRACTION OF TOTAL RNA ... 106 LIBRARY CONSTRUCTION AND SEQUENCING ... 107 DATA ANALYSIS ... 107 Processing of raw data ... 107 Quantification of gene expression levels ... 108 Functional analysis ... 108 RESULTS ... 108 CULTIVATION OF THE MIXED CULTURE JA12 IN THE MULTIPLE BIOREACTOR SYSTEM ... 108 Growth monitoring ... 108 Microbial composition ... 111 RNA SEQUENCING (RNA-SEQ) ... 112 FUNCTIONAL CATEGORIZATION OF EXPRESSED GENES ... 113 Functional assignment of highly expressed genes ... 117 Functional assignment of poorly expressed genes ... 121 COMPARISON OF EXPRESSION LEVELS OF GENES PREDICTED TO BE INVOLVED IN OXIDATIVE STRESS MANAGEMENT ... 122 DISCUSSION ... 124 METABOLIC PATHWAYS RELEVANT UNDER CULTURE CONDITIONS MIMICKING THE NATURAL CONDITIONS IN THE MINE WATER TREATMENT PLANT ... 125 Novel insights into the energy metabolism of “Ferrovum” sp. JA12 ... 125 Insights from poorly expressed genes ... 126 VARIATION OF GENE EXPRESSION PATTERNS UNDER THE DIFFERENT CONDITIONS ... 128 EVALUATION OF THE EXPERIMENTAL SET-UP INVOLVING THE MULTIPLE BIOREACTOR SYSTEM ... 129 CONCLUDING REMARKS: SIGNIFICANCE OF THE PRESENT TRANSCRIPTOME STUDY ... 130 ACKNOWLEDGMENTS ... 131 AUTHOR CONTRIBUTIONS ... 131 CHAPTER VI ... 133 ABSTRACT ... 133 EXTENDED INSIGHTS INTO THE FERROUS IRON OXIDATION IN BETAPROTEOBACTERIA ... 133 MECHANISMS OF PHYLOGENETIC AND METABOLIC DIVERSIFICATION WITHIN THE GENUS “FERROVUM” ... 136 INFERRED ROLES OF “FERROVUM” SPP. IN THE MICROBIAL NETWORK OF THE MINE WATER TREATMENT PLANT ... 138 PERSPECTIVES ... 143 REFERENCES ... 145 SUPPLEMENTARY MATERIAL ... 170 DATA DVD ... 170 SUPPLEMENTARY MATERIAL FOR CHAPTER III ... 171 NUCLEOTIDE ACCESSION NUMBERS ... 171 PHYLOGENETIC ANALYSIS ... 171 GENOME PROPERTIES ... 173 NUTRIENT ASSIMILATION ... 174 Carbon metabolism ... 174 FERROUS IRON OXIDATION ... 176 HORIZONTAL GENE TRANSFER ... 179 SUPPLEMENTARY MATERIAL FOR CHAPTER IV ... 180 PHYLOGENETIC ANALYSIS ... 180 ASSIGNMENT OF PROTEIN-CODING GENES TO THE COG CLASSIFICATION ... 180 COMPARISON OF THE CENTRAL METABOLISM ... 181 Predicted metabolic potential of the four “Ferrovum” strains ... 181 Genes predicted to be involved in the central metabolism, energy metabolism, cell motility and stress management in the four “Ferrovum” strains ... 183 PREDICTED MOBILE GENETIC ELEMENTS IN THE GENOMES OF THE FOUR “FERROVUM” STRAINS ... 184 THE FLAGELLA AND CHEMOTAXIS GENE CLUSTER ... 184 THE UREASE GENE CLUSTER ... 185 THE CARBOXYSOME GENE CLUSTER ... 186 PUTATIVE GENOMIC ISLANDS IN “FERROVUM” SP. JA12 ... 187 Gene content of the genomic islands ... 187 Flanking sites of the putative genomic islands 1 and 2 ... 188 SUPPLEMENTARY MATERIAL FOR CHAPTER V ... 189 ORGANIZATION AND OPERATION OF THE LABFORS 5 MULTIPLE BIOREACTOR SYSTEM ... 189 INVESTIGATION OF THE MICROBIAL COMPOSITION IN THE IRON OXIDIZING MIXED CULTURE JA12 ... 192 SUPPLEMENTARY DATA OF THE TRANSCRIPTOME DATA ANALYSIS ... 193 RNA-Seq statistics ... 193 Expression strength of protein-coding genes ... 194 Expression of genes involved in carboxysome formation ... 197 Expression of a ribosomal proteins-encoding gene cluster ... 199 Expression of a gene cluster presumably involved in ferrous iron oxidation ... 202 Lowest expressed genes ... 205 Expression of genes predicted to be involved in oxidative stress response ... 206 ACKNOWLEDGMENTS ... 208 COLLEAGUES ... 208 ERFOLGSTEAM “JUNGE FRAUEN AN DIE SPITZE” (“YOUNG WOMEN TO THE TOP“) ... 208 FAMILY AND FRIENDS ... 209 FUNDING ... 209 CURRICULUM VITAE ... 210 LIST OF PUBLICATIONS ... 212 RESEARCH ARTICLES ... 212 CONFERENCE PROCEEDINGS ... 212 ORAL PRESENTATIONS AND POSTERS ... 21

Biology of archaea from a novel family Cuniculiplasmataceae (Thermoplasmata) ubiquitous in hyperacidic environments

The order Thermoplasmatales (Euryarchaeota) is represented by the most acidophilic organisms known so far that are poorly amenable to cultivation. Earlier culture-independent studies in Iron Mountain (California) pointed at an abundant archaeal group, dubbed 'G-plasma'. We examined the genomes and physiology of two cultured representatives of a Family Cuniculiplasmataceae, recently isolated from acidic (pH 1-1.5) sites in Spain and UK that are 16S rRNA gene sequence-identical with 'G-plasma'. Organisms had largest genomes among Thermoplasmatales (1.87-1.94 Mbp), that shared 98.7-98.8% average nucleotide identities between themselves and 'G-plasma' and exhibited a high genome conservation even within their genomic islands, despite their remote geographical localisations. Facultatively anaerobic heterotrophs, they possess an ancestral form of A-type terminal oxygen reductase from a distinct parental clade. The lack of complete pathways for biosynthesis of histidine, valine, leucine, isoleucine, lysine and proline pre-determines the reliance on external sources of amino acids and hence the lifestyle of these organisms as scavengers of proteinaceous compounds from surrounding microbial community members. In contrast to earlier metagenomics-based assumptions, isolates were S-layer-deficient, non-motile, non-methylotrophic and devoid of iron-oxidation despite the abundance of methylotrophy substrates and ferrous iron in situ, which underlines the essentiality of experimental validation of bioinformatic predictions

Microbial diversity and biogenic methane potential of a thermogenic-gas coal mine

The microbial communities and biogenic methane potential of a gas coal mine were investigated by cultivation-independent and cultivation-dependent approaches. Stable carbon isotopic analysis indicated that in situ methane in the coal mine was dominantly of a thermogenic origin. However, a high level of diversity of bacteria and methanogens that were present in the coal mine was revealed by 454 pyrosequencing, and included various fermentative bacteria in the phyla of Actinobacteria, Bacteroidetes, Firmicutes, and Proteobacteria, and acetotrophic, hydrogenotrophic, and methylotrophic methanogens. Methane was produced in enrichments of mine water samples supplemented with acetate under laboratory conditions. The microbial flora obtained from the enrichments could stimulate methane formation from coal samples. 16S rRNA gene clone library analysis indicated that the microbial community from coal cultivation samples supplemented with the enriched microbial consortium was dominated by the anaerobic fermentative Clostridiales and facultative acetoclastic Methanosarcina. This study suggests that the biogenic methane potential in the thermogenic-gas coal mine could be stimulated by the indigenous microorganisms

Comparative genomics in acid mine drainage biofilm communities reveals metabolic and structural differentiation of co-occurring archaea

Background Metal sulfide mineral dissolution during bioleaching and acid mine drainage (AMD) formation creates an environment that is inhospitable to most life. Despite dominance by a small number of bacteria, AMD microbial biofilm communities contain a notable variety of coexisting and closely related Euryarchaea, most of which have defied cultivation efforts. For this reason, we used metagenomics to analyze variation in gene content that may contribute to niche differentiation among co-occurring AMD archaea. Our analyses targeted members of the Thermoplasmatales and related archaea. These results greatly expand genomic information available for this archaeal order. Results We reconstructed near-complete genomes for uncultivated, relatively low abundance organisms A-, E-, and Gplasma, members of Thermoplasmatales order, and for a novel organism, Iplasma. Genomic analyses of these organisms, as well as Ferroplasma type I and II, reveal that all are facultative aerobic heterotrophs with the ability to use many of the same carbon substrates, including methanol. Most of the genomes share genes for toxic metal resistance and surface-layer production. Only Aplasma and Eplasma have a full suite of flagellar genes whereas all but the Ferroplasma spp. have genes for pili production. Cryogenic-electron microscopy (cryo-EM) and tomography (cryo-ET) strengthen these metagenomics-based ultrastructural predictions. Notably, only Aplasma, Gplasma and the Ferroplasma spp. have predicted iron oxidation genes and Eplasma and Iplasma lack most genes for cobalamin, valine, (iso)leucine and histidine synthesis. Conclusion The Thermoplasmatales AMD archaea share a large number of metabolic capabilities. All of the uncultivated organisms studied here (A-, E-, G-, and Iplasma) are metabolically very similar to characterized Ferroplasma spp., differentiating themselves mainly in their genetic capabilities for biosynthesis, motility, and possibly iron oxidation. These results indicate that subtle, but important genomic differences, coupled with unknown differences in gene expression, distinguish these organisms enough to allow for co-existence. Overall this study reveals shared features of organisms from the Thermoplasmatales lineage and provides new insights into the functioning of AMD communities.United States. Dept. of Energy. Genomics:GTL (Grant DE-FG02-05ER64134)National Science Foundation (U.S.). Graduate Research Fellowshi

Bioinformatic Analyses of Unique (Orphan) Core Genes of the Genus Acidithiobacillus: Functional Inferences and Use As Molecular Probes for Genomic and Metagenomic/Transcriptomic Interrogation

Indexación: Web of Science.Using phylogenomic and gene compositional analyses, five highly conserved gene families have been detected in the core genome of the phylogenetically coherent genus Acidithiobacillus of the class Acidithiobacillia. These core gene families are absent in the closest extant genus Thermithiobacillus tepidarius that subtends the Acidithiobacillus genus and roots the deepest in this class. The predicted proteins encoded by these core gene families are not detected by a BLAST search in the NCBI non-redundant database of more than 90 million proteins using a relaxed cut-off of 1.0e(-5). None of the five families has a clear functional prediction. However, bioinformatic scrutiny, using pI prediction, motif/domain searches, cellular location predictions, genomic context analyses, and chromosome topology studies together with previously published transcriptomic and proteomic data, suggests that some may have functions associated with membrane remodeling during cell division perhaps in response to pH stress. Despite the high level of amino acid sequence conservation within each family, there is sufficient nucleotide variation of the respective genes to permit the use of the DNA sequences to distinguish different species of Acidithiobacillus, making them useful additions to the armamentarium of tools for phylogenetic analysis. Since the protein families are unique to the Acidithiobacillus genus, they can also be leveraged as probes to detect the genus in environmental metagenomes and metatranscriptomes, including industrial biomining operations, and acid mine drainage (AMD).http://journal.frontiersin.org/article/10.3389/fmicb.2016.02035/ful

Analysis of metagenomes in extreme environments

Samo je malen broj bakterija prisutnih u biosferi moguće uzgojiti u laboratorijskim uvjetima, i stoga sve veća količina znanja o raznolikosti genoma prokariota dolaze iz direktne analize DNA iz okoliša pomoću visokoprotočnih metoda skupnog naziva Metagenomika. Metagenomom se naziva skup svih gena nekog mikrobnog okoliša. Poznato je da prokariotski genomi pokazuju značajnu nejednakost u korištenju sinonimnih kodona (CUB) (prema eng. codon usage bias). CUB je izravno povezan s razinom ekspresije gena stoga što su kodoni koje koriste visokoeksprimirani geni komplementarni s najrasprostranjenijim tRNA u organizmu. Dakle, CUB gena se može povezati s razinom ekspresije gena kroz translacijsku optimizaciju. Analizom različitih metagenomskih uzoraka pokazali smo da je moguće primijetiti nejednako iskorištenje kodona unutar pojedinog mikrobnog okoliša, kao i da je takvo svojstvo moguće iskoristiti za predviđanje razine ekspresije gena na razini cjelokupnog mikrobnog ekosustava. Primjena ovog pristupa omogućuje istraživanje genske adaptacije mikrobnih organizama na okoliš.Not all prokaryotes are amenable to cultivation in laboratory conditions, and increasing amounts of knowledge about microbial diversity is gained from direct sampling of DNA from environments. A rapidly developing field that studies whole microbial communities is metagenomics, the culture‐independent genomic study of organisms extracted directly from an ecological niche. Prokaryotic genomes show strong codon usage bias (CUB). CUB is directly correlated with expression levels of genes because codons used by genes expressed at high levels are encoded for by the most abundant tRNAs. Therefore, the CUB of a gene can be linked to its expression level through translational optimization. We show that metagenomes, much like genomes, also show CUB and that this phenomenon can be used to predict the expression level of genes at the level of the entire microbial community. We analyzed adaptation of organisms in metagenomes to their extreme environments through this approach