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1.
Microbiome ; 12(1): 120, 2024 Jul 02.
Artigo em Inglês | MEDLINE | ID: mdl-38956705

RESUMO

BACKGROUND: Functional redundancy (FR) is widely present, but there is no consensus on its formation process and influencing factors. Taxonomically distinct microorganisms possessing genes for the same function in a community lead to within-community FR, and distinct assemblies of microorganisms in different communities playing the same functional roles are termed between-community FR. We proposed two formulas to respectively quantify the degree of functional redundancy within and between communities and analyzed the FR degrees of carbohydrate degradation functions in global environment samples using the genetic information of glycoside hydrolases (GHs) encoded by prokaryotes. RESULTS: Our results revealed that GHs are each encoded by multiple taxonomically distinct prokaryotes within a community, and the enzyme-encoding prokaryotes are further distinct between almost any community pairs. The within- and between-FR degrees are primarily affected by the alpha and beta community diversities, respectively, and are also affected by environmental factors (e.g., pH, temperature, and salinity). The FR degree of the prokaryotic community is determined by deterministic factors. CONCLUSIONS: We conclude that the functional redundancy of GHs is a stabilized community characteristic. This study helps to determine the FR formation process and influencing factors and provides new insights into the relationships between prokaryotic community biodiversity and ecosystem functions. Video Abstract.


Assuntos
Bactérias , Biodiversidade , Glicosídeo Hidrolases , Polissacarídeos , Glicosídeo Hidrolases/metabolismo , Glicosídeo Hidrolases/genética , Polissacarídeos/metabolismo , Bactérias/genética , Bactérias/classificação , Bactérias/metabolismo , Ecossistema , Microbiota , Células Procarióticas/metabolismo , Células Procarióticas/classificação , Filogenia , Concentração de Íons de Hidrogênio
2.
PLoS Biol ; 22(7): e3002717, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-39008452

RESUMO

Immune defence mechanisms exist across the tree of life in such diversity that prokaryotic antiviral responses have historically been considered unrelated to eukaryotic immunity. Mechanisms of defence in divergent eukaryotes were similarly believed to be largely clade specific. However, recent data indicate that a subset of modules (domains and proteins) from prokaryote defence systems are conserved in eukaryotes and populate many stages of innate immune pathways. In this Essay, we propose the notion of ancestral immunity, which corresponds to the set of immune modules conserved between prokaryotes and eukaryotes. After offering a typology of ancestral immunity, we speculate on the selective pressures that could have led to the differential conservation of specific immune modules across domains of life. The exploration of ancestral immunity is in its infancy and appears full of promises to illuminate immune evolution, and also to identify and decipher immune mechanisms of economic, ecological, and therapeutic importance.


Assuntos
Imunidade Inata , Animais , Células Procarióticas/imunologia , Filogenia , Humanos , Evolução Biológica , Eucariotos/imunologia , Evolução Molecular
3.
Methods Mol Biol ; 2819: 263-277, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-39028511

RESUMO

This protocol describes the application of atomic force microscopy for structural analysis of prokaryotic and organellar nucleoids. It is based on a simple cell manipulation procedure that enables stepwise dissection of the nucleoid. The procedure includes (i) on-substrate lysis of cells and (ii) enzyme treatment, followed by atomic force microscopy. This type of dissection analysis permits analysis of nucleoid structure ranging from the fundamental units assembled on DNA to higher-order levels of organization. The combination with molecular-genetic and biochemical techniques further permits analysis of the functions of key nucleoid factors relevant to signal-induced structural reorganization or building up of basic structures, as seen for Dps in Escherichia coli and TrmBL2 in Thermococcus kodakarensis. These systems are described here as examples of the successful application of AFM for this purpose. Moreover, we describe the procedures needed for quantitative analysis of the data.


Assuntos
Microscopia de Força Atômica , Microscopia de Força Atômica/métodos , Escherichia coli/genética , Genoma Bacteriano , Thermococcus/genética , Células Procarióticas/metabolismo
4.
ISME J ; 18(1)2024 Jan 08.
Artigo em Inglês | MEDLINE | ID: mdl-38861418

RESUMO

Molecular observational tools are useful for characterizing the composition and genetic endowment of microbial communities but cannot measure fluxes, which are critical for the understanding of ecosystems. To overcome these limitations, we used a mechanistic inference approach to estimate dissolved organic carbon (DOC) production and consumption by phytoplankton operational taxonomic units and heterotrophic prokaryotic amplicon sequence variants and inferred carbon fluxes between members of this microbial community from Western English Channel time-series data. Our analyses focused on phytoplankton spring and summer blooms, as well as bacteria summer blooms. In spring blooms, phytoplankton DOC production exceeds heterotrophic prokaryotic consumption, but in bacterial summer blooms heterotrophic prokaryotes consume three times more DOC than produced by the phytoplankton. This mismatch is compensated by heterotrophic prokaryotic DOC release by death, presumably from viral lysis. In both types of summer blooms, large amounts of the DOC liberated by heterotrophic prokaryotes are reused through internal recycling, with fluxes between different heterotrophic prokaryotes being at the same level as those between phytoplankton and heterotrophic prokaryotes. In context, internal recycling accounts for approximately 75% and 30% of the estimated net primary production (0.16 vs 0.22 and 0.08 vs 0.29 µmol l-1 d-1) in bacteria and phytoplankton summer blooms, respectively, and thus represents a major component of the Western English Channel carbon cycle. We have concluded that internal recycling compensates for mismatches between phytoplankton DOC production and heterotrophic prokaryotic consumption, and we encourage future analyses on aquatic carbon cycles to investigate fluxes between heterotrophic prokaryotes, specifically internal recycling.


Assuntos
Bactérias , Carbono , Processos Heterotróficos , Fitoplâncton , Estações do Ano , Fitoplâncton/metabolismo , Carbono/metabolismo , Bactérias/metabolismo , Bactérias/classificação , Bactérias/genética , Ciclo do Carbono , Células Procarióticas/metabolismo , Ecossistema
5.
Arch Microbiol ; 206(7): 297, 2024 Jun 11.
Artigo em Inglês | MEDLINE | ID: mdl-38861039

RESUMO

The microbe-mediated conversion of nitrate (NO3-) to ammonium (NH4+) in the nitrogen cycle has strong implications for soil health and crop productivity. The role of prokaryotes, eukaryotes and their phylogeny, physiology, and genetic regulations are essential for understanding the ecological significance of this empirical process. Several prokaryotes (bacteria and archaea), and a few eukaryotes (fungi and algae) are reported as NO3- reducers under certain conditions. This process involves enzymatic reactions which has been catalysed by nitrate reductases, nitrite reductases, and NH4+-assimilating enzymes. Earlier reports emphasised that single-cell prokaryotic or eukaryotic organisms are responsible for this process, which portrayed a prominent gap. Therefore, this study revisits the similarities and uniqueness of mechanism behind NO3- -reduction to NH4+ in both prokaryotes and eukaryotes. Moreover, phylogenetic, physiological, and genetic regulation also shed light on the evolutionary connections between two systems which could help us to better explain the NO3--reduction mechanisms over time. Reports also revealed that certain transcription factors like NtrC/NtrB and Nit2 have shown a major role in coordinating the expression of NO3- assimilation genes in response to NO3- availability. Overall, this review provides a comprehensive information about the complex fermentative and respiratory dissimilatory nitrate reduction to ammonium (DNRA) processes. Uncovering the complexity of this process across various organisms may further give insight into sustainable nitrogen management practices and might contribute to addressing global environmental challenges.


Assuntos
Compostos de Amônio , Archaea , Bactérias , Nitratos , Oxirredução , Filogenia , Nitratos/metabolismo , Compostos de Amônio/metabolismo , Bactérias/genética , Bactérias/metabolismo , Bactérias/classificação , Archaea/genética , Archaea/metabolismo , Archaea/classificação , Eucariotos/genética , Eucariotos/metabolismo , Células Procarióticas/metabolismo , Fungos/genética , Fungos/metabolismo , Fungos/classificação , Ciclo do Nitrogênio/genética , Nitrito Redutases/genética , Nitrito Redutases/metabolismo
6.
Sci Total Environ ; 946: 173921, 2024 Oct 10.
Artigo em Inglês | MEDLINE | ID: mdl-38906291

RESUMO

Prokaryotic abundance and activity are commonly assessed by dividing them into two size-fractions: free-living and attached to particles. Nevertheless, organic matter, essential for the growth of heterotrophic prokaryotes, is present in the environment in a continuum of sizes, from purely dissolved to large particles. Therefore, defining the activity of the prokaryotic community would be more accurate by considering all the distinct size fractions. To achieve this, we measured prokaryotic abundance (PA), heterotrophic prokaryotic activity (as leucine incorporation) and extracellular enzyme activities at a coastal site in the NW Mediterranean Sea. We conducted measurements in both bulk seawater and size fractionated samples sequentially passing through 5 different filter types: 0.2-0.8-3-5-10 µm pore size. Our results indicate that the fraction <0.8 µm contained the highest percentage of cells (91.6 ± 1.1 %) and leucine incorporation rates (72.2 ± 3.5 %). Most of the extracellular enzyme activity appeared in the dissolved fraction (<0.2 µm; 19.8-79.4 %), yet the specific activity of the enzymes (per cell activity) was 100-1000 times higher in the particulate (>0.8 µm) than in the free-living (0.2-0.8 µm) fraction. The size fraction with highest specific activities for leucine incorporation and most of the enzyme activities (ß-glucosidase, esterase, Leu-aminopeptidase and alkaline phosphatase) was the 5-10 µm fraction. In contrast, the higher specific chitobiase activity in the >10 µm fraction, suggests that the prokaryotic community colonizing large particles might be more specialized in the hydrolysis of organic matter of zooplanktonic origin than the community colonizing smaller particles.


Assuntos
Plâncton , Água do Mar , Água do Mar/microbiologia , Mar Mediterrâneo , Células Procarióticas , Monitoramento Ambiental , Bactérias , Processos Heterotróficos
7.
Nucleic Acids Res ; 52(12): 7158-7170, 2024 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-38842939

RESUMO

Prolyl-tRNA synthetases (ProRSs) are unique among aminoacyl-tRNA synthetases (aaRSs) in having two distinct structural architectures across different organisms: prokaryote-like (P-type) and eukaryote/archaeon-like (E-type). Interestingly, Bacillus thuringiensis harbors both types, with P-type (BtProRS1) and E-type ProRS (BtProRS2) coexisting. Despite their differences, both enzymes are constitutively expressed and functional in vivo. Similar to BtProRS1, BtProRS2 selectively charges the P-type tRNAPro and displays higher halofuginone tolerance than canonical E-type ProRS. However, these two isozymes recognize the primary identity elements of the P-type tRNAPro-G72 and A73 in the acceptor stem-through distinct mechanisms. Moreover, BtProRS2 exhibits significantly higher tolerance to stresses (such as heat, hydrogen peroxide, and dithiothreitol) than BtProRS1 does. This study underscores how an E-type ProRS adapts to a P-type tRNAPro and how it may contribute to the bacterium's survival under stress conditions.


Assuntos
Aminoacil-tRNA Sintetases , Bacillus thuringiensis , Aminoacil-tRNA Sintetases/metabolismo , Aminoacil-tRNA Sintetases/genética , Bacillus thuringiensis/genética , Proteínas de Bactérias/metabolismo , Proteínas de Bactérias/genética , Células Procarióticas/metabolismo , Estresse Fisiológico
8.
Bioresour Technol ; 406: 131029, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38925401

RESUMO

Hydrogen production through the metabolic bypass of microalgae photosynthesis is an environmentally friendly method. This review examines the genetic differences in hydrogen production between prokaryotic and eukaryotic microalgae. Additionally, the pathways for enhancing microalgae-based photosynthetic hydrogen generation are summarized. The main strategies for enhancing microalgal hydrogen production involve inhibiting the oxygen-generating process of photosynthesis and promoting the oxygen tolerance of hydrogenase. Future research is needed to explore the regulation of physiological metabolism through quorum sensing in microalgae to enhance photosynthetic hydrogen production. Moreover, effective evaluation of carbon emissions and sequestration across the entire photosynthetic hydrogen production process is crucial for determining the sustainability of microalgae-based production approaches through comprehensive lifecycle assessment. This review elucidates the prospects and challenges associated with photosynthetic hydrogen production by microalgae.


Assuntos
Hidrogênio , Microalgas , Fotossíntese , Hidrogênio/metabolismo , Microalgas/metabolismo , Fotossíntese/fisiologia , Células Procarióticas/metabolismo , Células Eucarióticas/metabolismo
9.
Cell Rep ; 43(6): 114268, 2024 Jun 25.
Artigo em Inglês | MEDLINE | ID: mdl-38776226

RESUMO

We investigate the distribution and evolution of prokaryotic cell size based on a compilation of 5,380 species. Size spans four orders of magnitude, from 100 nm (Mycoplasma) to more than 1 cm (Thiomargarita); however, most species congregate heavily around the mean. The distribution approximates but is distinct from log normality. Comparative phylogenetics suggests that size is heritable, yet the phylogenetic signal is moderate, and the degree of heritability is independent of taxonomic scale (i.e., fractal). Evolutionary modeling indicates the presence of an optimal cell size to which most species gravitate. The size is equivalent to a coccus of 0.70 µm in diameter. Analyses of 1,361 species with sequenced genomes show that genomic traits contribute to size evolution moderately and synergistically. Given our results, scaling theory, and empirical evidence, we discuss potential drivers that may expand or shrink cells around the optimum and propose a stability landscape model for prokaryotic cell size.


Assuntos
Filogenia , Células Procarióticas , Células Procarióticas/metabolismo , Evolução Biológica , Tamanho Celular , Bactérias/genética
10.
FEBS Lett ; 598(14): 1692-1714, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38750628

RESUMO

Molecular oxygen is a stable diradical. All O2-dependent enzymes employ a radical mechanism. Generated by cyanobacteria, O2 started accumulating on Earth 2.4 billion years ago. Its evolutionary impact is traditionally sought in respiration and energy yield. We mapped 365 O2-dependent enzymatic reactions of prokaryotes to phylogenies for the corresponding 792 protein families. The main physiological adaptations imparted by O2-dependent enzymes were not energy conservation, but novel organic substrate oxidations and O2-dependent, hence O2-tolerant, alternative pathways for O2-inhibited reactions. Oxygen-dependent enzymes evolved in ancestrally anaerobic pathways for essential cofactor biosynthesis including NAD+, pyridoxal, thiamine, ubiquinone, cobalamin, heme, and chlorophyll. These innovations allowed prokaryotes to synthesize essential cofactors in O2-containing environments, a prerequisite for the later emergence of aerobic respiratory chains.


Assuntos
Oxigênio , Oxigênio/metabolismo , Aerobiose , Filogenia , Células Procarióticas/metabolismo , Evolução Molecular , Oxirredução , Enzimas/metabolismo , Enzimas/genética
11.
ISME J ; 18(1)2024 Jan 08.
Artigo em Inglês | MEDLINE | ID: mdl-38709876

RESUMO

The microbiomes in macroalgal holobionts play vital roles in regulating macroalgal growth and ocean carbon cycling. However, the virospheres in macroalgal holobionts remain largely underexplored, representing a critical knowledge gap. Here we unveil that the holobiont of kelp (Saccharina japonica) harbors highly specific and unique epiphytic/endophytic viral species, with novelty (99.7% unknown) surpassing even extreme marine habitats (e.g. deep-sea and hadal zones), indicating that macroalgal virospheres, despite being closest to us, are among the least understood. These viruses potentially maintain microbiome equilibrium critical for kelp health via lytic-lysogenic infections and the expression of folate biosynthesis genes. In-situ kelp mesocosm cultivation and metagenomic mining revealed that kelp holobiont profoundly reshaped surrounding seawater and sediment virus-prokaryote pairings through changing surrounding environmental conditions and virus-host migrations. Some kelp epiphytic viruses could even infect sediment autochthonous bacteria after deposition. Moreover, the presence of ample viral auxiliary metabolic genes for kelp polysaccharide (e.g. laminarin) degradation underscores the underappreciated viral metabolic influence on macroalgal carbon cycling. This study provides key insights into understanding the previously overlooked ecological significance of viruses within macroalgal holobionts and the macroalgae-prokaryotes-virus tripartite relationship.


Assuntos
Bactérias , Kelp , Microbiota , Água do Mar , Kelp/microbiologia , Água do Mar/microbiologia , Água do Mar/virologia , Bactérias/genética , Bactérias/classificação , Bactérias/metabolismo , Bactérias/isolamento & purificação , Metagenômica , Alga Marinha/microbiologia , Alga Marinha/virologia , Sedimentos Geológicos/microbiologia , Sedimentos Geológicos/virologia , Células Procarióticas/virologia , Células Procarióticas/metabolismo , Bacteriófagos/genética , Bacteriófagos/fisiologia , Bacteriófagos/isolamento & purificação , Viroma
12.
Methods Mol Biol ; 2802: 33-55, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38819555

RESUMO

The identification of orthologous genes is relevant for comparative genomics, phylogenetic analysis, and functional annotation. There are many computational tools for the prediction of orthologous groups as well as web-based resources that offer orthology datasets for download and online analysis. This chapter presents a simple and practical guide to the process of orthologous group prediction, using a dataset of 10 prokaryotic proteomes as example. The orthology methods covered are OrthoMCL, COGtriangles, OrthoFinder2, and OMA. The authors compare the number of orthologous groups predicted by these various methods, and present a brief workflow for the functional annotation and reconstruction of phylogenies from inferred single-copy orthologous genes. The chapter also demonstrates how to explore two orthology databases: eggNOG6 and OrthoDB.


Assuntos
Genômica , Filogenia , Genômica/métodos , Biologia Computacional/métodos , Software , Células Procarióticas/metabolismo , Bases de Dados Genéticas , Anotação de Sequência Molecular/métodos , Família Multigênica , Genoma Bacteriano
13.
Methods Mol Biol ; 2802: 189-213, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38819561

RESUMO

The data generated in nearly 30 years of bacterial genome sequencing has revealed the abundance of transposable elements (TE) and their importance in genome and transcript remodeling through the mediation of DNA insertions and deletions, structural rearrangements, and regulation of gene expression. Furthermore, what we have learned from studying transposition mechanisms and their regulation in bacterial TE is fundamental to our current understanding of TE in other organisms because much of what has been observed in bacteria is conserved in all domains of life. However, unlike eukaryotic TE, prokaryotic TE sequester and transmit important classes of genes that impact host fitness, such as resistance to antibiotics and heavy metals and virulence factors affecting animals and plants, among other acquired traits. This provides dynamism and plasticity to bacteria, which would otherwise be propagated clonally. The insertion sequences (IS), the simplest form of prokaryotic TE, are autonomous and compact mobile genetic elements. These can be organized into compound transposons, in which two similar IS can flank any DNA segment and render it transposable. Other more complex structures, called unit transposons, can be grouped into four major families (Tn3, Tn7, Tn402, Tn554) with specific genetic characteristics. This chapter will revisit the prominent structural features of these elements, focusing on a genomic annotation framework and comparative analysis. Relevant aspects of TE will also be presented, stressing their key position in genome impact and evolution, especially in the emergence of antimicrobial resistance and other adaptive traits.


Assuntos
Elementos de DNA Transponíveis , Genoma Bacteriano , Genômica , Anotação de Sequência Molecular , Elementos de DNA Transponíveis/genética , Genômica/métodos , Bactérias/genética , Evolução Molecular , Células Procarióticas/metabolismo
14.
Sci Adv ; 10(20): eadn5143, 2024 May 17.
Artigo em Inglês | MEDLINE | ID: mdl-38748788

RESUMO

Marine heterotrophic prokaryotes primarily take up ambient substrates using transporters. The patterns of transporters targeting particular substrates shape the ecological role of heterotrophic prokaryotes in marine organic matter cycles. Here, we report a size-fractionated pattern in the expression of prokaryotic transporters throughout the oceanic water column due to taxonomic variations, revealed by a multi-"omics" approach targeting ATP-binding cassette (ABC) transporters and TonB-dependent transporters (TBDTs). Substrate specificity analyses showed that marine SAR11, Rhodobacterales, and Oceanospirillales use ABC transporters to take up organic nitrogenous compounds in the free-living fraction, while Alteromonadales, Bacteroidetes, and Sphingomonadales use TBDTs for carbon-rich organic matter and metal chelates on particles. The expression of transporter proteins also supports distinct lifestyles of deep-sea prokaryotes. Our results suggest that transporter divergency in organic matter assimilation reflects a pronounced niche separation in the prokaryote-mediated organic matter cycles.


Assuntos
Microbiota , Água do Mar/microbiologia , Células Procarióticas/metabolismo , Transportadores de Cassetes de Ligação de ATP/metabolismo , Especificidade por Substrato , Filogenia , Bactérias/metabolismo , Bactérias/classificação , Organismos Aquáticos/metabolismo , Proteínas de Membrana Transportadoras/metabolismo , Carbono/metabolismo
15.
PLoS One ; 19(5): e0301172, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-38696408

RESUMO

Horizontal gene transfer (HGT) is a powerful evolutionary force that considerably shapes the structure of prokaryotic genomes and is associated with genomic islands (GIs). A GI is a DNA segment composed of transferred genes that can be found within a prokaryotic genome, obtained through HGT. Much research has focused on detecting GIs in genomes, but here we pursue a new course, which is identifying possible preferred locations of GIs in the prokaryotic genome. Here, we identify the locations of the GIs within prokaryotic genomes to examine patterns in those locations. Prokaryotic GIs were analyzed according to the genome structure that they are located in, whether it be a circular or a linear genome. The analytical investigations employed are: (1) studying the GI locations in relation to the origin of replication (oriC); (2) exploring the distances between GIs; and (3) determining the distribution of GIs across the genomes. For each of the investigations, the analysis was performed on all of the GIs in the data set. Moreover, to void bias caused by the distribution of the genomes represented, the GIs in one genome from each species and the GIs of the most frequent species are also analyzed. Overall, the results showed that there are preferred sites for the GIs in the genome. In the linear genomes, these sites are usually located in the oriC region and terminus region, while in the circular genomes, they are located solely in the terminus region. These results also showed that the distance distribution between the GIs is almost exponential, which proves that GIs have preferred sites within genomes. The oriC and termniuns are preferred sites for the GIs and a possible natural explanation for this could be connected to the content of the oriC region. Moreover, the content of the GIs in terms of its protein families was studied and the results demonstrated that the majority of frequent protein families are close to identical in each section.


Assuntos
Transferência Genética Horizontal , Ilhas Genômicas , Genoma Bacteriano , Genoma Arqueal , Origem de Replicação/genética , Células Procarióticas/metabolismo
16.
Bioinformatics ; 40(4)2024 Mar 29.
Artigo em Inglês | MEDLINE | ID: mdl-38561180

RESUMO

SUMMARY: Sequence technology advancements have led to an exponential increase in bacterial genomes, necessitating robust taxonomic classification methods. The Percentage Of Conserved Proteins (POCP), proposed initially by Qin et al. (2014), is a valuable metric for assessing prokaryote genus boundaries. Here, I introduce a computational pipeline for automated POCP calculation, aiming to enhance reproducibility and ease of use in taxonomic studies. AVAILABILITY AND IMPLEMENTATION: The POCP-nf pipeline uses DIAMOND for faster protein alignments, achieving similar sensitivity to BLASTP. The pipeline is implemented in Nextflow with Conda and Docker support and is freely available on GitHub under https://github.com/hoelzer/pocp. The open-source code can be easily adapted for various prokaryotic genome and protein datasets. Detailed documentation and usage instructions are provided in the repository.


Assuntos
Células Procarióticas , Software , Reprodutibilidade dos Testes , Genoma Bacteriano
17.
Gigascience ; 132024 01 02.
Artigo em Inglês | MEDLINE | ID: mdl-38649300

RESUMO

BACKGROUND: The virome obtained through virus-like particle enrichment contains a mixture of prokaryotic and eukaryotic virus-derived fragments. Accurate identification and classification of these elements are crucial to understanding their roles and functions in microbial communities. However, the rapid mutation rates of viral genomes pose challenges in developing high-performance tools for classification, potentially limiting downstream analyses. FINDINGS: We present IPEV, a novel method to distinguish prokaryotic and eukaryotic viruses in viromes, with a 2-dimensional convolutional neural network combining trinucleotide pair relative distance and frequency. Cross-validation assessments of IPEV demonstrate its state-of-the-art precision, significantly improving the F1-score by approximately 22% on an independent test set compared to existing methods when query viruses share less than 30% sequence similarity with known viruses. Furthermore, IPEV outperforms other methods in accuracy on marine and gut virome samples based on annotations by sequence alignments. IPEV reduces runtime by at most 1,225 times compared to existing methods under the same computing configuration. We also utilized IPEV to analyze longitudinal samples and found that the gut virome exhibits a higher degree of temporal stability than previously observed in persistent personal viromes, providing novel insights into the resilience of the gut virome in individuals. CONCLUSIONS: IPEV is a high-performance, user-friendly tool that assists biologists in identifying and classifying prokaryotic and eukaryotic viruses within viromes. The tool is available at https://github.com/basehc/IPEV.


Assuntos
Aprendizado Profundo , Viroma , Vírus , Viroma/genética , Vírus/genética , Vírus/classificação , Células Procarióticas/virologia , Genoma Viral , Eucariotos/genética , Eucariotos/virologia , Biologia Computacional/métodos , Software , Humanos
18.
Sci Rep ; 14(1): 9155, 2024 04 21.
Artigo em Inglês | MEDLINE | ID: mdl-38644393

RESUMO

Deep learning models (DLMs) have gained importance in predicting, detecting, translating, and classifying a diversity of inputs. In bioinformatics, DLMs have been used to predict protein structures, transcription factor-binding sites, and promoters. In this work, we propose a hybrid model to identify transcription factors (TFs) among prokaryotic and eukaryotic protein sequences, named Deep Regulation (DeepReg) model. Two architectures were used in the DL model: a convolutional neural network (CNN), and a bidirectional long-short-term memory (BiLSTM). DeepReg reached a precision of 0.99, a recall of 0.97, and an F1-score of 0.98. The quality of our predictions, the bias-variance trade-off approach, and the characterization of new TF predictions were evaluated and compared against those produced by DeepTFactor, as well as against experimental data from three model organisms. Predictions based on our DLM tended to exhibit less variance and bias than those from DeepTFactor, thus increasing reliability and decreasing overfitting.


Assuntos
Aprendizado Profundo , Fatores de Transcrição , Fatores de Transcrição/genética , Fatores de Transcrição/metabolismo , Biologia Computacional/métodos , Células Procarióticas/metabolismo , Redes Neurais de Computação , Eucariotos/genética , Genoma , Células Eucarióticas/metabolismo , Sítios de Ligação
19.
J Hazard Mater ; 470: 134135, 2024 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-38574656

RESUMO

Sb(III) and As(III) share similar chemical features and coexist in the environment. However, their oxidase enzymes have completely different sequences and structures. This raises an intriguing question: Could Sb(III)-oxidizing prokaryotes (SOPs) also oxidize As(III), and vice versa? Regarding this issue, previous investigations have yielded unclear, incorrect and even conflicting data. This work aims to address this matter. First, we prepared an enriched population of SOPs that comprises 55 different AnoA genes, lacking AioAB and ArxAB genes. We found that these SOPs can oxidize both Sb(III) and As(III) with comparable capabilities. To further confirm this finding, we isolated three cultivable SOP strains that have AnoA gene, but lack AioAB and ArxAB genes. We observed that they also oxidize both Sb(III) and As(III) under both anaerobic and aerobic conditions. Secondly, we obtained an enriched population of As(III)-oxidizing prokaryotes (AOPs) from As-contaminated soils, which comprises 69 different AioA genes, lacking AnoA gene. We observed that the AOP population has significant As(III)-oxidizing activities, but lack detectable Sb(III)-oxidizing activities under both aerobic and anaerobic conditions. Therefore, we convincingly show that SOPs can oxidize As(III), but AOPs cannot oxidize Sb(III). These findings clarify the previous ambiguities, confusion, errors or contradictions regarding how SOPs and AOPs oxidize each other's substrate.


Assuntos
Antimônio , Oxirredução , Anaerobiose , Aerobiose , Antimônio/metabolismo , Células Procarióticas/metabolismo , Microbiologia do Solo , Bactérias/metabolismo , Bactérias/genética , Poluentes do Solo/metabolismo
20.
Int J Mol Sci ; 25(7)2024 Apr 03.
Artigo em Inglês | MEDLINE | ID: mdl-38612810

RESUMO

Light is a key environmental component influencing many biological processes, particularly in prokaryotes such as archaea and bacteria. Light control techniques have revolutionized precise manipulation at molecular and cellular levels in recent years. Bacteria, with adaptability and genetic tractability, are promising candidates for light control studies. This review investigates the mechanisms underlying light activation in bacteria and discusses recent advancements focusing on light control methods and techniques for controlling bacteria. We delve into the mechanisms by which bacteria sense and transduce light signals, including engineered photoreceptors and light-sensitive actuators, and various strategies employed to modulate gene expression, protein function, and bacterial motility. Furthermore, we highlight recent developments in light-integrated methods of controlling microbial responses, such as upconversion nanoparticles and optical tweezers, which can enhance the spatial and temporal control of bacteria and open new horizons for biomedical applications.


Assuntos
Nanopartículas , Células Procarióticas , Archaea/genética , Pinças Ópticas
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