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Zhao Z, Marotta F, Wu M. Thanos: An R Package for the Gene-Centric Analysis of Functional Potential in Metagenomic Samples. Microorganisms 2024; 12:1264. [PMID: 39065033 PMCID: PMC11278725 DOI: 10.3390/microorganisms12071264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 06/13/2024] [Accepted: 06/18/2024] [Indexed: 07/28/2024] Open
Abstract
As the amount of metagenomic sequencing continues to increase, there is a growing need for tools that help biologists make sense of the data. Specifically, researchers are often interested in the potential of a microbial community to carry out a metabolic reaction, but this analysis requires knitting together multiple software tools into a complex pipeline. Thanos offers a user-friendly R package designed for the pathway-centric analysis and visualization of the functions encoded within metagenomic samples. It allows researchers to go beyond taxonomic profiles and find out, quantitatively, which pathways are prevalent in an environment, as well as comparing different environments in terms of their functional potential. The analysis is based on the sequencing depth of the genes of interest, either in the metagenome-assembled genomes (MAGs) or in the assembled reads (contigs), using a normalization strategy that enables comparison across samples. The package can import the data from multiple formats and offers functions for the visualization of the results as bar plots of the functional profile, box plots of compare functions across samples, and annotated pathway graphs. By streamlining the analysis of the functional potential encoded in microbial communities, Thanos can enable impactful discoveries in all the fields touched by metagenomics, from human health to the environmental sciences.
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Affiliation(s)
- Zhe Zhao
- College of Life Sciences, Zhejiang University, Hangzhou 310058, China;
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, 69117 Heidelberg, Germany;
| | - Federico Marotta
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, 69117 Heidelberg, Germany;
| | - Min Wu
- College of Life Sciences, Zhejiang University, Hangzhou 310058, China;
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Quax TEF, Wolf YI, Koehorst JJ, Wurtzel O, van der Oost R, Ran W, Blombach F, Makarova KS, Brouns SJJ, Forster AC, Wagner EGH, Sorek R, Koonin EV, van der Oost J. Differential translation tunes uneven production of operon-encoded proteins. Cell Rep 2013; 4:938-44. [PMID: 24012761 DOI: 10.1016/j.celrep.2013.07.049] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2012] [Revised: 07/15/2013] [Accepted: 07/31/2013] [Indexed: 12/27/2022] Open
Abstract
Clustering of functionally related genes in operons allows for coregulated gene expression in prokaryotes. This is advantageous when equal amounts of gene products are required. Production of protein complexes with an uneven stoichiometry, however, requires tuning mechanisms to generate subunits in appropriate relative quantities. Using comparative genomic analysis, we show that differential translation is a key determinant of modulated expression of genes clustered in operons and that codon bias generally is the best in silico indicator of unequal protein production. Variable ribosome density profiles of polycistronic transcripts correlate strongly with differential translation patterns. In addition, we provide experimental evidence that de novo initiation of translation can occur at intercistronic sites, allowing for differential translation of any gene irrespective of its position on a polycistronic messenger. Thus, modulation of translation efficiency appears to be a universal mode of control in bacteria and archaea that allows for differential production of operon-encoded proteins.
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Affiliation(s)
- Tessa E F Quax
- Laboratory of Microbiology, Wageningen University, Dreijenplein 10, 6703 HB Wageningen, The Netherlands.
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Mathew R, Chatterji D. The evolving story of the omega subunit of bacterial RNA polymerase. Trends Microbiol 2006; 14:450-5. [PMID: 16908155 DOI: 10.1016/j.tim.2006.08.002] [Citation(s) in RCA: 53] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2006] [Revised: 07/10/2006] [Accepted: 08/02/2006] [Indexed: 10/24/2022]
Abstract
Omega (omega) is the smallest subunit of bacterial RNA polymerase (RNAP). Although identified early in RNAP research, its function remained ambiguous and shrouded by controversy for a considerable period. It has subsequently been shown that the protein has a structural role in maintenance of the conformation of the largest subunit, beta', and recruitment of beta' to the enzyme assembly. Conservation of this function across all forms of life indicates the importance of its role. Several recent observations have suggested additional functional roles for this protein and have settled some long-standing controversies surrounding it. In this context, revisiting the omega subunit story is especially interesting; here, we review the progress of omega research since its discovery and highlight the importance of these recent observations.
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Affiliation(s)
- Renjith Mathew
- Molecular Biophysics Unit, Indian Institute of Science, Bangalore-560012, India
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Seyfang A, Landfear SM. Substrate depletion upregulates uptake of myo-inositol, glucose and adenosine in Leishmania. Mol Biochem Parasitol 1999; 104:121-30. [PMID: 10589986 DOI: 10.1016/s0166-6851(99)00138-3] [Citation(s) in RCA: 23] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
Leishmania flagellates undergo a digenetic life cycle in the gut of the sandfly insect vector and in macrophage phagolysosomes of the mammalian host. This involves vast changes of the environment to which the parasite has to adapt, including temperature, pH and concentration of nutrients between different types of meals of the insect vector or within the enclosed intracellular environment of the phagolysosome. The regulation of transporters for important organic substrates in Leishmania donovani, Leishmania mexicana and Leishmania enriettii has been investigated. A pronounced upregulation of inositol (25-fold), adenosine (11-fold) or glucose (5-fold) uptake activities was found when cells were depleted of the respective substrates during culture. Inositol-depleted cells showed a half-maximal uptake rate at nanomolar inositol concentration. Depletion of inositol only affected inositol uptake but did not affect uptake of glucose analog or proline in control experiments, indicating the specificity of the mechanism(s) underlying transport regulation. Adenosine-depleted cells showed an approximately 10-fold increase in both adenosine and uridine uptake, both mediated by the L. donovani nucleoside transporter 1 (LdNT1), but no change in guanosine uptake, which is mediated by the L. donovani nucleoside transporter 2 (LdNT2). These results suggest that extracellular adenosine concentration specifically regulates LdNT1 transport activity and does not affect LdNT2. The data imply that upregulation of transport activities by substrate depletion is a general phenomenon in protozoan flagellates, which is in remarkable contrast to bacteria where upregulation typically follows an increase of extracellular organic substrate. Hence, the parasites can maximize the uptake of important nutrients from the host even under limiting conditions, whereas bacteria often have dormant stages (spores) to overcome unfavorable environmental conditions or are heterotrophic for organic substrates.
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Affiliation(s)
- A Seyfang
- Department of Molecular Microbiology and Immunology, School of Medicine, Oregon Health Sciences University, Portland 97201-3098, USA.
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Hanafusa T, Saito K, Tominaga A, Enomoto M. Nucleotide sequence and regulated expression of the Salmonella fljA gene encoding a repressor of the phase 1 flagellin gene. MOLECULAR & GENERAL GENETICS : MGG 1993; 236:260-6. [PMID: 8437573 DOI: 10.1007/bf00277121] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The nucleotide sequence of Salmonella abortus-equi fljA, which together with the phase 2 flagellin gene constitutes the fljBA operon and encodes the repressor for the phase 1 flagellin gene fliC, was determined. The repressor was predicted to be a basic protein consisting of 179 amino acid residues (M(r) = 20419 Da) encoded by ORFII. This was confirmed by the fact that host fliC is repressed by plasmid-encoded ORFII, which indeed expresses a 20 kDa product as determined by urea SDS-polyacrylamide gel electrophoresis. An amino acid sequence capable of forming a helix-turn-helix type of structure was predicted in the C-terminal region of FljA. A rho-independent intercistronic terminator was detected between fljB and fljA. Chloramphenicol acetyltransferase (CAT) assays of fusions indicated that the terminator is capable of reducing expression of fljA to the level of a few percent, relative to fljB in broth cultures and to 1% in M9 glycerol cultures.
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Affiliation(s)
- T Hanafusa
- Department of Biology, Faculty of Science, Okayama University, Japan
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Abstract
The lexotype of a cell is defined as a set of quantitative characters of its informational macromolecular gene products, notably proteins, as observed under specified environmental conditions. This definition can be applied to cells in several ways that need to be distinguished. It can refer to the protein lexotype, to RNA lexotypes; to the steady-state lexotype, synthesis lexotype, functional protein lexotype; to the in situ lexotype and standard-environment lexotype. When used without qualification, the term lexotype may be applied to the standard-environment, steady-state protein lexotype. Some difficulties that currently limit our ability to determine lexotypes are assessed. Reasons are given why abnormal cellular states, such as states of disease, should often be characterizable by means of protein markers not themselves involved in the disease process and why one expects to find markers in tissues other than the one in which a certain pathological process may be anticipated to occur. There are three routes through which biological systems can produce secondary protein markers, namely through gene regulatory chains, through chromosomal gene linkage, and through "physiological linkage" of genes. The partly stable, partly shifting, yet defined relations between tissue lexotypes are considered. A number of potentially important fields of application of rigorous quantitative analyses of protein profiles are listed. One particular use of the technology is to investigate a hypothesis linking aging to degenerative diseases with late onset. According to this hypothesis, such diseases appear in later life as the cellular concentration of the active form of a protein passes a certain threshold in the course of the aging process.
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Friedrich CG. Depression of hydrogenase during limitation of electron donors and derepression of ribulosebisphosphate carboxylase during carbon limitation of Alcaligenes eutrophus. J Bacteriol 1982; 149:203-10. [PMID: 6798017 PMCID: PMC216611 DOI: 10.1128/jb.149.1.203-210.1982] [Citation(s) in RCA: 74] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
Alcaligenes eutrophus did not form the key enzymes of autotrophic metabolism, the soluble and particulate hydrogenases and ribulosebisphosphate carboxylase (RuBPC), during heterotrophic growth on succinate in batch cultures. During succinate-limited growth in a chemostat, high activities of both hydrogenases were observed. With decreasing dilution rate (D) the steady-state hydrogenase activity (H) followed first-order kinetics, expressed as follows: H = Hmax .e-alpha.D. An identical correlation was observed when autotrophic growth in a chemostat was limited by molecular hydrogen. During autotrophic growth under oxygen or carbon dioxide limitation, the activity if the soluble hydrogenase was low. These data suggested that hydrogenase formation depended on the availability of reducing equivalents to the cells. RuBPC activities were not correlated with the hydrogenase activities. During succinate-limited growth, RuBPC appeared at intermediate activities. During autotrophic growth in a carbon dioxide-limited chemostat, RuBPC was highly derepressed. RuBPC activity was not detected in cells that suffered from energy limitation with a surplus of carbon, as in a heterotrophic oxygen-limited chemostat, nor was it detected in cells limited in carbon and energy, as in the case of complete exhaustion of a heterotrophic substrate. From these data I concluded that RuBPC formation in A. eutrophus depends on two conditions, namely, carbon starvation and an excess of reducing equivalents.
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Kahn CR, Bertolotti R, Ninio M, Weiss MC. Short-lived cytoplasmic regulators of gene expression in cell cybrids. Nature 1981; 290:717-20. [PMID: 7219557 DOI: 10.1038/290717a0] [Citation(s) in RCA: 37] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Somatic cell hybridization is a valuable tool for investigation the control of gene expression in eukaryotic cells. Studies of hybrid cells, heterokaryons, reconstructed cells and cybrids (cytoplasmic hybrids) have suggested that cytoplasmic factors may be involved in this regulatory process. Unfortunately, studies of this kind usually require that hybrid or modified cells be maintained for some time in a selective environment during which chromosomal losses or other changes may modify the genetic functions of the cells and thus vitiate conclusions about the mechanism of gene regulation. We report here the preparation of cybrids between enucleated mouse fibroblasts (Cl-1-D) and differentiated rat hepatoma cells (Fao) and the use of a combination of histological techniques to identify these modified cells early after fusion without the use of selective media. We found that albumin production in most cybrids was suppressed (extinguished) at 12-20 h after fusion but was restored by 48 h. These results suggest that there is a cytoplasmic factor in the fibroblast which exerts negative control over expression of the albumin gene, but which in the absence of the fibroblast nucleus, is not renewed and therefore short-lived.
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Zuckerkandl E. Controller node complexity: a measure of the degree of gene coordination. J Mol Evol 1979; 14:311-21. [PMID: 395324 DOI: 10.1007/bf01732498] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Lesser BH, Comings DE. Specific interaction between mouse liver non-histone chromosomal proteins and mouse DNA demonstrated by a sequential DNA-protein binding procedure. BIOCHIMICA ET BIOPHYSICA ACTA 1978; 521:117-25. [PMID: 363155 DOI: 10.1016/0005-2787(78)90254-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
The binding of mouse liver chromosomal proteins to DNA has been investigated using the nitrocellulose filter binding technique. Careful purification of the DNA involving nuclease S1 digestion and prefiltration through a nitrocellulose filter is used to reduce background binding in the absence of protein to less than 1%. Procedures involving direct binding of protein to labeled DNA, competition of binding of labeled DNA by unlabeled DNA, and dissociation of DNA . protein complexes with time do not indicate significant preference for binding to mouse DNA relative to Escherichia coli DNA. This specificity is demonstrated much more clearly by a novel type of procedure, which we call a sequential binding procedure. In this procedure non-specific binding proteins are sequestered by incubation with an excess of unlabeled E. coli DNA prior to addition of labeled DNA. Under these conditions, labeled mouse DNA is bound to filters to a 3- to 4-fold greater extent than labeled E. coli DNA.
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Iaccarino M, Guardiola J, De Felice M, Favre R. Regulation of isoleucine and valine biosynthesis. CURRENT TOPICS IN CELLULAR REGULATION 1978; 14:29-73. [PMID: 365469 DOI: 10.1016/b978-0-12-152814-0.50006-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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