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Uncovering axes of variation among single-cell cancer specimens. Nat Methods 2020; 17:302-310. [PMID: 31932777 DOI: 10.1038/s41592-019-0689-z] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2019] [Accepted: 11/18/2019] [Indexed: 01/22/2023]
Abstract
While several tools have been developed to map axes of variation among individual cells, no analogous approaches exist for identifying axes of variation among multicellular biospecimens profiled at single-cell resolution. For this purpose, we developed 'phenotypic earth mover's distance' (PhEMD). PhEMD is a general method for embedding a 'manifold of manifolds', in which each datapoint in the higher-level manifold (of biospecimens) represents a collection of points that span a lower-level manifold (of cells). We apply PhEMD to a newly generated drug-screen dataset and demonstrate that PhEMD uncovers axes of cell subpopulational variation among a large set of perturbation conditions. Moreover, we show that PhEMD can be used to infer the phenotypes of biospecimens not directly profiled. Applied to clinical datasets, PhEMD generates a map of the patient-state space that highlights sources of patient-to-patient variation. PhEMD is scalable, compatible with leading batch-effect correction techniques and generalizable to multiple experimental designs.
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Abstract
Gram-negative bacteria in infections, biofilms, and industrial settings often stop growing due to nutrient depletion, immune responses, or environmental stresses. Bacteria in this state tend to be tolerant to antibiotics and are often referred to as dormant. Rhodopseudomonas palustris, a phototrophic alphaproteobacterium, can remain fully viable for more than 4 months when its growth is arrested. Here, we show that protein synthesis, specific proteins involved in translation, and a stringent response are required for this remarkable longevity. Because it can generate ATP from light during growth arrest, R. palustris is an extreme example of a bacterial species that will stay alive for long periods of time as a relatively homogeneous population of cells and it is thus an excellent model organism for studies of bacterial longevity. There is evidence that other Gram-negative species also continue to synthesize proteins during growth arrest and that a stringent response is required for their longevity as well. Our observations challenge the notion that growth-arrested cells are necessarily dormant and metabolically inactive and suggest that such bacteria may have a level of metabolic activity that is higher than many would have assumed. Our results also expand our mechanistic understanding of a crucial but understudied phase of the bacterial life cycle.IMPORTANCE We are surrounded by bacteria, but they do not completely dominate our planet despite the ability of many to grow extremely rapidly in the laboratory. This has been interpreted to mean that bacteria in nature are often in a dormant state. We investigated life in growth arrest of Rhodopseudomonas palustris, a proteobacterium that stays alive for months when it is not growing. We found that cells were metabolically active, and they continued to synthesize proteins and mounted a stringent response, both of which were required for their longevity. Our results suggest that long-lived bacteria are not necessarily inactive but have an active metabolism that is well adjusted to life without growth.
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A Rhodobacter sphaeroides protein mechanistically similar to Escherichia coli DksA regulates photosynthetic growth. mBio 2014; 5:e01105-14. [PMID: 24781745 PMCID: PMC4010833 DOI: 10.1128/mbio.01105-14] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
ABSTRACT DksA is a global regulatory protein that, together with the alarmone ppGpp, is required for the "stringent response" to nutrient starvation in the gammaproteobacterium Escherichia coli and for more moderate shifts between growth conditions. DksA modulates the expression of hundreds of genes, directly or indirectly. Mutants lacking a DksA homolog exhibit pleiotropic phenotypes in other gammaproteobacteria as well. Here we analyzed the DksA homolog RSP2654 in the more distantly related Rhodobacter sphaeroides, an alphaproteobacterium. RSP2654 is 42% identical and similar in length to E. coli DksA but lacks the Zn finger motif of the E. coli DksA globular domain. Deletion of the RSP2654 gene results in defects in photosynthetic growth, impaired utilization of amino acids, and an increase in fatty acid content. RSP2654 complements the growth and regulatory defects of an E. coli strain lacking the dksA gene and modulates transcription in vitro with E. coli RNA polymerase (RNAP) similarly to E. coli DksA. RSP2654 reduces RNAP-promoter complex stability in vitro with RNAPs from E. coli or R. sphaeroides, alone and synergistically with ppGpp, suggesting that even though it has limited sequence identity to E. coli DksA (DksAEc), it functions in a mechanistically similar manner. We therefore designate the RSP2654 protein DksARsp. Our work suggests that DksARsp has distinct and important physiological roles in alphaproteobacteria and will be useful for understanding structure-function relationships in DksA and the mechanism of synergy between DksA and ppGpp. IMPORTANCE The role of DksA has been analyzed primarily in the gammaproteobacteria, in which it is best understood for its role in control of the synthesis of the translation apparatus and amino acid biosynthesis. Our work suggests that DksA plays distinct and important physiological roles in alphaproteobacteria, including the control of photosynthesis in Rhodobacter sphaeroides. The study of DksARsp, should be useful for understanding structure-function relationships in the protein, including those that play a role in the little-understood synergy between DksA and ppGpp.
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Boutte CC, Crosson S. Bacterial lifestyle shapes stringent response activation. Trends Microbiol 2013; 21:174-80. [PMID: 23419217 DOI: 10.1016/j.tim.2013.01.002] [Citation(s) in RCA: 180] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2012] [Revised: 01/16/2013] [Accepted: 01/18/2013] [Indexed: 01/24/2023]
Abstract
Bacteria inhabit enormously diverse niches and have a correspondingly large array of regulatory mechanisms to adapt to often inhospitable and variable environments. The stringent response (SR) allows bacteria to quickly reprogram transcription in response to changes in nutrient availability. Although the proteins controlling this response are conserved in almost all bacterial species, recent work has illuminated considerable diversity in the starvation cues and regulatory mechanisms that activate stringent signaling proteins in bacteria from different environments. In this review, we describe the signals and genetic circuitries that control the stringent signaling systems of a copiotroph, a bacteriovore, an oligotroph, and a mammalian pathogen -Escherichia coli, Myxococcus xanthus, Caulobacter crescentus, and Mycobacterium tuberculosis, respectively - and discuss how control of the SR in these species is adapted to their particular lifestyles.
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Affiliation(s)
- Cara C Boutte
- Department of Immunology and Infectious Diseases, Harvard School of Public Health, Boston, MA, USA
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Boutte CC, Crosson S. The complex logic of stringent response regulation in Caulobacter crescentus: starvation signalling in an oligotrophic environment. Mol Microbiol 2011; 80:695-714. [PMID: 21338423 PMCID: PMC3093662 DOI: 10.1111/j.1365-2958.2011.07602.x] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
Bacteria rapidly adapt to nutritional changes via the stringent response, which entails starvation-induced synthesis of the small molecule, ppGpp, by RelA/SpoT homologue (Rsh) enzymes. Binding of ppGpp to RNA polymerase modulates the transcription of hundreds of genes and remodels the physiology of the cell. Studies of the stringent response have primarily focused on copiotrophic bacteria such as Escherichia coli; little is known about how stringent signalling is regulated in species that live in consistently nutrient-limited (i.e. oligotrophic) environments. Here we define the input logic and transcriptional output of the stringent response in the oligotroph, Caulobacter crescentus. The sole Rsh protein, SpoT(CC), binds to and is regulated by the ribosome, and exhibits AND-type control logic in which amino acid starvation is a necessary but insufficient signal for activation of ppGpp synthesis. While both glucose and ammonium starvation upregulate the synthesis of ppGpp, SpoT(CC) detects these starvation signals by two independent mechanisms. Although the logic of stringent response control in C. crescentus differs from E. coli, the global transcriptional effects of elevated ppGpp are similar, with the exception of 16S rRNA transcription, which is controlled independently of spoT(CC). This study highlights how the regulatory logic controlling the stringent response may be adapted to the nutritional niche of a bacterial species.
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Affiliation(s)
- Cara C. Boutte
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL, USA
| | - Sean Crosson
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL, USA
- The Committee on Microbiology, The University of Chicago, Chicago, IL, USA
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Cellini A, Scoarughi GL, Poggiali P, Santino I, Sessa R, Donini P, Cimmino C. Stringent control in the archaeal genus Sulfolobus. Res Microbiol 2004; 155:98-104. [PMID: 14990261 DOI: 10.1016/j.resmic.2003.11.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2003] [Accepted: 11/11/2003] [Indexed: 10/26/2022]
Abstract
Six Archaea belonging to the phylum Euryarchaeota were previously analyzed with respect to stringent control. Only one of the strains studied was shown to possess Bacteria-like stringent control over stable RNA accumulation; ppGpp and pppGpp production was totally lacking in all Archaea analyzed. To broaden our knowledge of stringent control in the Archaea, we examined here the accumulation of stable RNA and the production of ppGpp and pppGpp under amino acid starvation in three species of the genus Sulfolobus belonging to the Crenarchaeota, an archaeal phylum distant from the Euryarchaeota. In these species the accumulation of sRNA was arrested when aminoacylation of tRNA was inhibited by pseudomonic acid. Furthermore, stringent control of stable RNA accumulation was relaxed by some protein synthesis inhibitors that do not interfere with aminoacylation of tRNA, a feature typical of bacterial stringent control. Neither ppGpp nor pppGpp could be detected during growth or under amino acid starvation, and the intracellular GTP levels did not decrease in the course of the stringent response. These results show that: (1) stringency is widespread in wild-type thermoacidophilic archaea; (2) in the crenarchaeal species analyzed here SC depends on the deaminoacylation of tRNA; (3) in the strains analyzed ppGpp is not produced during normal growth nor during the stringent reaction; it is therefore not an effector either of SC over sRNA synthesis or of growth control. (p)ppGpp appears to be completely absent from the Archaea and thus constitutes an additional feature that distinguishes the Bacteria from the Archaea.
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Affiliation(s)
- Andrea Cellini
- Dipartimento di Biologia Cellulare e dello Sviluppo, Università La Sapienza, Via dei Sardi 70, 00185 Rome, Italy
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Scoarughi GL, Cimmino C, Donini P. Helicobacter pylori: a eubacterium lacking the stringent response. J Bacteriol 1999; 181:552-5. [PMID: 9882669 PMCID: PMC93409 DOI: 10.1128/jb.181.2.552-555.1999] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Accumulation of 16S rRNA and production of guanosine polyphosphates (pppGpp and ppGpp) were studied during amino acid starvation in three wild-type strains of Helicobacter pylori. All strains exhibit a relaxed phenotype with respect to accumulation of 16S rRNA. This constitutes the first example of a wild-type eubacterium showing a relaxed phenotype. The guanosine polyphosphate levels do not rise as a result of amino acid starvation, as expected for relaxed organisms. However, in both growing and starved cells, basal levels of the two polyphosphates appeared to be present, demonstrating that the enzymatic machinery for guanosine polyphosphate production is present in this organism. These findings are discussed within the framework of the hypothesis that stringent control is a physiological control mechanism more important for the fitness of prokaryotes growing in the general environment than for those that inhabit protected niches.
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Affiliation(s)
- G L Scoarughi
- Dipartimento di Biologia Cellulare e dello Sviluppo, Università "La Sapienza," 00185 Rome, Italy
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Whitehead KE, Webber GM, England RR. Accumulation of ppGpp in Streptococcus pyogenes and Streptococcus rattus following amino acid starvation. FEMS Microbiol Lett 1998; 159:21-6. [PMID: 9485590 DOI: 10.1111/j.1574-6968.1998.tb12836.x] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
We have re-examined the stringent response of Streptococcus rattus and Streptococcus pyogenes, two organisms that had originally been reported not to accumulate ppGpp following amino acid deprivation. We conclude that ppGpp does accumulate when S. rattus and S. pyogenes are deprived of isoleucine by mupirocin addition. The kinetics of ppGpp accumulation was faster in S. pyogenes compared with S. rattus. Cell fractionation and analysis of in vitro ppGpp synthesis showed that in S. pyogenes most activity was associated with the S-100 ribosomal pellet, whereas in S. rattus the S-100 soluble fraction contained greater activity. The addition of 20% methanol or salt-washed ribosomes to the assay mixture did not stimulate the in vitro (p)ppGpp synthesis activity of fractions isolated from S. rattus or S. pyogenes. Western blot analysis of whole-cell extracts with anti-RelA antibody demonstrated that neither organism cross-reacted under conditions that detected RelA in E. coli CF1648. However, cross-reaction with anti-RelSeq antibody was observed in S. pyogenes but not S. rattus, suggesting that ppGpp synthesis is carried out by a putative SpoT protein in S. pyogenes and by a functionally unknown protein in S. rattus.
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Affiliation(s)
- K E Whitehead
- Department of Applied Biology, University of Central Lancashire, Preston, UK
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Mechold U, Cashel M, Steiner K, Gentry D, Malke H. Functional analysis of a relA/spoT gene homolog from Streptococcus equisimilis. J Bacteriol 1996; 178:1401-11. [PMID: 8631718 PMCID: PMC177815 DOI: 10.1128/jb.178.5.1401-1411.1996] [Citation(s) in RCA: 92] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
We examined the functional attributes of a gene encountered by sequencing the streptokinase gene region of Streptococcus equisimilis H46A. This gene, originally called rel, here termed relS. equisimilis, is homologous to two related Escherichia coli genes, spoT and relA, that function in the metabolism of guanosine 5',3'-polyphosphates [(p)ppGpp]. Studies with a variety of E. coli mutants led us to deduce that the highly expressed rel S. equisimilis gene encodes a strong (p)ppGppase and a weaker (p)ppGpp synthetic activity, much like the spoT gene, with a net effect favoring degradation and no complementation of the absence of the relA gene. We verified that the Rel S. equisimilis protein, purified from an E. coli relA spoT double mutant, catalyzed a manganese-activated (p)ppGpp 3'-pyrophosphohydrolase reaction similar to that of the SpoT enzyme. This Rel S. equisimilis protein preparation also weakly catalyzed a ribosome-independent synthesis of (p)ppGpp by an ATP to GTP 3'-pyrophosphoryltransferase reaction when degradation was restricted by the absence of manganese ions. An analogous activity has been deduced for the SpoT protein from genetic evidence. In addition, the Rel S. equisimilis protein displays immunological cross-reactivity with polyclonal antibodies specific for SpoT but not for RelA. Despite assignment of rel S. equisimilis gene function in E. coli as being similar to that of the native spoT gene, disruptions of rel S. equisimilis in S. equisimilis abolish the parental (p)ppGpp accumulation response to amino acid starvation in a manner expected for relA mutants rather than spoT mutants.
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Affiliation(s)
- U Mechold
- Institute for Molecular Biology, Jena University, Germany
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Abstract
Accumulation of stable RNA and production of guanosine polyphosphates (ppGpp and pppGpp) were studied during amino acid starvation in four species of halobacteria. In two of the four species, stable RNA was under stringent control, whereas one of the remaining two species was relaxed and the other gave an intermediate phenotype. The stringent reaction was reversed by anisomycin, an effect analogous to the chloroamphenicol-induced reversal of stringency in the eubacteria. During the stringent response, neither ppGpp nor pppGpp accumulation took place during starvation. In both growing and starved cells a very low basal level of the two polyphosphates appeared to be present. In the stringent species the intracellular concentration of GTP did not diminish but actually increased during the course of the stringent response. These data demonstrate that (i) wild-type halobacteria can have either the stringent or the relaxed phenotype (all wild-type eubacteria tested have been shown to be stringent); (ii) stringency in the halobacteria is dependent on the deaminoacylation of tRNA, as in the eubacteria; and (iii) in the halobacteria, ppGpp is not an effector of stringent control over stable-RNA synthesis.
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Affiliation(s)
- C Cimmino
- Dipartimento di Biologia Cellulare e dello Sviluppo, Università, La Sapienza, Rome, Italy
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Nègre D, Cortay JC, Donini P, Cozzone AJ. Relationship between guanosine tetraphosphate and accuracy of translation in Salmonella typhimurium. Biochemistry 1989; 28:1814-9. [PMID: 2470403 DOI: 10.1021/bi00430a058] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
In bacteria a high level of mistranslation is observed in amino acid starved rel-, but not rel+, strains, and mistranslation can be studied qualitatively by means of "stuttering" experiments in two-dimensional protein gels. It has been suggested that the low level of mistranslation that occurs in rel+ strains is assured by guanosine 5'-diphosphate 3'-diphosphate (ppGpp), a nucleotide whose intracellular concentration greatly increases in rel+ cells under amino acid starvation. In the present study the relationship between level of ppGpp and mistranslation was analyzed by performing stuttering experiments in amino acid starved bacteria that contained either high or low levels of ppGpp. Three strains of Salmonella typhimurium were used in these experiments: a relA+ hisT+ strain (TA997), a relA+ hisT strain (TA1001), and a relA hisT strain (PD2). These strains were first characterized with respect to macromolecular syntheses and ppGpp levels under exponential growth and under amino acid starvation. Both rel+ strains exhibited stringent control over RNA synthesis. ppGpp accumulated to high levels when TA997 was starved for either of three amino acids. Starvation of TA1001 for histidine did not cause accumulation of ppGpp, whereas starvation for lysine and arginine produced high levels of ppGpp. Extracts from the three strains, obtained either under exponential growth or under amino acid starvation, were then subjected to two-dimensional electrophoretic anaylsis: mistranslation was observed whenever ppGpp was absent. In particular, starvation of TA1001 for histidine resulted in high mistranslation frequencies, while under lysine and arginine starvation mistranslation was undetectable, regardless of whether the cells were rel+ or rel-.(ABSTRACT TRUNCATED AT 250 WORDS)
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Affiliation(s)
- D Nègre
- Laboratoire de Biologie Moléculaire, Université de Lyon, Villeurbanne, France
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