The alarmones (p)ppGpp are part of the heat shock response of Bacillus subtilis
Jazyk angličtina Země Spojené státy americké Médium electronic-ecollection
Typ dokumentu časopisecké články, práce podpořená grantem
PubMed
32176689
PubMed Central
PMC7098656
DOI
10.1371/journal.pgen.1008275
PII: PGENETICS-D-19-01023
Knihovny.cz E-zdroje
- MeSH
- Bacillus subtilis genetika MeSH
- bakteriální proteiny genetika MeSH
- ligasy genetika MeSH
- reakce na tepelný šok genetika MeSH
- regulace genové exprese u bakterií genetika MeSH
- Publikační typ
- časopisecké články MeSH
- práce podpořená grantem MeSH
- Názvy látek
- bakteriální proteiny MeSH
- guanosine 3',5'-polyphosphate synthetases MeSH Prohlížeč
- ligasy MeSH
Bacillus subtilis cells are well suited to study how bacteria sense and adapt to proteotoxic stress such as heat, since temperature fluctuations are a major challenge to soil-dwelling bacteria. Here, we show that the alarmones (p)ppGpp, well known second messengers of nutrient starvation, are also involved in the heat stress response as well as the development of thermo-resistance. Upon heat-shock, intracellular levels of (p)ppGpp rise in a rapid but transient manner. The heat-induced (p)ppGpp is primarily produced by the ribosome-associated alarmone synthetase Rel, while the small alarmone synthetases RelP and RelQ seem not to be involved. Furthermore, our study shows that the generated (p)ppGpp pulse primarily acts at the level of translation, and only specific genes are regulated at the transcriptional level. These include the down-regulation of some translation-related genes and the up-regulation of hpf, encoding the ribosome-protecting hibernation-promoting factor. In addition, the alarmones appear to interact with the activity of the stress transcription factor Spx during heat stress. Taken together, our study suggests that (p)ppGpp modulates the translational capacity at elevated temperatures and thereby allows B. subtilis cells to respond to proteotoxic stress, not only by raising the cellular repair capacity, but also by decreasing translation to concurrently reduce the protein load on the cellular protein quality control system.
Hannover Medical School Research Core Unit Metabolomics Hannover Germany
Institute for Biochemistry and Molecular Biology University of Hamburg Hamburg Germany
Institute of Infectiology University of Münster Münster Germany
Institute of Microbiology Czech Academy of Sciences Prague Czech Republic
Institute of Microbiology Leibniz Universität Hannover Hannover Germany
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Storz G, Hengge R, American Society for Microbiology, editors. Bacterial stress responses. 2nd ed Washington, DC: ASM Press; 2011.
Mogk A, Huber D, Bukau B. Integrating protein homeostasis strategies in prokaryotes. Cold Spring Harb Perspect Biol. 2011;3 10.1101/cshperspect.a004366 PubMed DOI PMC
Hartl FU, Bracher A, Hayer-Hartl M. Molecular chaperones in protein folding and proteostasis. Nature. 2011;475: 324–332. 10.1038/nature10317 PubMed DOI
Lindquist S. The Heat-Shock Response. Annual Review of Biochemistry. 1986;55: 1151–1191. 10.1146/annurev.bi.55.070186.005443 PubMed DOI
Lim B, Gross CA. Cellular Response to Heat Shock and Cold Shock In: Storz G, Hengge R, editors. Bacterial stress responses 2nd edition Washington, DC: ASM press, American Society for Microbiology; 2010. pp. 93–114.
Helmann JD, Wu MF, Kobel PA, Gamo FJ, Wilson M, Morshedi MM, et al. Global transcriptional response of Bacillus subtilis to heat shock. J Bacteriol. 2001;183: 7318–7328. 10.1128/JB.183.24.7318-7328.2001 PubMed DOI PMC
Winkler J, Seybert A, Konig L, Pruggnaller S, Haselmann U, Sourjik V, et al. Quantitative and spatio-temporal features of protein aggregation in Escherichia coli and consequences on protein quality control and cellular ageing. EMBO J. 2010;29: 910–23. 10.1038/emboj.2009.412 PubMed DOI PMC
Völker U, Mach H, Schmid R, Hecker M. Stress proteins and cross-protection by heat shock and salt stress in Bacillus subtilis. J Gen Microbiol. 1992;138: 2125–2135. 10.1099/00221287-138-10-2125 PubMed DOI
Runde S, Molière N, Heinz A, Maisonneuve E, Janczikowski A, Elsholz AKW, et al. The role of thiol oxidative stress response in heat-induced protein aggregate formation during thermotolerance in PubMed
Hecker M, Schumann W, Völker U. Heat-shock and general stress response in PubMed DOI
Mogk A, Homuth G, Scholz C, Kim L, Schmid FX, Schumann W. The GroE chaperonin machine is a major modulator of the CIRCE heat shock regulon of PubMed DOI PMC
Krüger E, Hecker M. The first gene of the PubMed PMC
Elsholz AKW, Michalik S, Zühlke D, Hecker M, Gerth U. CtsR, the Gram-positive master regulator of protein quality control, feels the heat. The EMBO Journal. 2010;29: 3621–3629. 10.1038/emboj.2010.228 PubMed DOI PMC
Hecker M, Pané-Farré J, Völker U. SigB-Dependent General Stress Response in PubMed DOI
Nakano S, Küster-Schöck E, Grossman AD, Zuber P. Spx-dependent global transcriptional control is induced by thiol-specific oxidative stress in PubMed DOI PMC
Rochat T, Nicolas P, Delumeau O, Rabatinová A, Korelusová J, Leduc A, et al. Genome-wide identification of genes directly regulated by the pleiotropic transcription factor Spx in PubMed DOI PMC
Schäfer H, Heinz A, Sudzinová P, Voß M, Hantke I, Krásný L, et al. Spx, the central regulator of the heat and oxidative stress response in PubMed DOI
Leichert LIO, Scharf C, Hecker M. Global characterization of disulfide stress in PubMed DOI PMC
Potrykus K, Cashel M. (p)ppGpp: still magical? Annu Rev Microbiol. 2008;62: 35–51. 10.1146/annurev.micro.62.081307.162903 PubMed DOI
Hauryliuk V, Atkinson GC, Murakami KS, Tenson T, Gerdes K. Recent functional insights into the role of (p)ppGpp in bacterial physiology. Nat Rev Microbiol. 2015;13: 298–309. 10.1038/nrmicro3448 PubMed DOI PMC
Haseltine WA, Block R. Synthesis of guanosine tetra- and pentaphosphate requires the presence of a codon-specific, uncharged transfer ribonucleic acid in the acceptor site of ribosomes. Proc Natl Acad Sci USA. 1973;70: 1564–1568. 10.1073/pnas.70.5.1564 PubMed DOI PMC
Wendrich TM, Blaha G, Wilson DN, Marahiel MA, Nierhaus KH. Dissection of the Mechanism for the Stringent Factor RelA. Molecular Cell. 2002;10: 779–788. 10.1016/s1097-2765(02)00656-1 PubMed DOI
Arenz S, Abdelshahid M, Sohmen D, Payoe R, Starosta AL, Berninghausen O, et al. The stringent factor RelA adopts an open conformation on the ribosome to stimulate ppGpp synthesis. Nucleic Acids Res. 2016;44: 6471–6481. 10.1093/nar/gkw470 PubMed DOI PMC
Brown A, Fernández IS, Gordiyenko Y, Ramakrishnan V. Ribosome-dependent activation of stringent control. Nature. 2016;534: 277–280. 10.1038/nature17675 PubMed DOI PMC
Loveland AB, Bah E, Madireddy R, Zhang Y, Brilot AF, Grigorieff N, et al. Ribosome•RelA structures reveal the mechanism of stringent response activation. Elife. 2016;5 10.7554/eLife.17029 PubMed DOI PMC
Atkinson GC, Tenson T, Hauryliuk V. The RelA/SpoT Homolog (RSH) Superfamily: Distribution and Functional Evolution of ppGpp Synthetases and Hydrolases across the Tree of Life. Stiller JW, editor. PLoS ONE. 2011;6: e23479 10.1371/journal.pone.0023479 PubMed DOI PMC
Wendrich TM, Marahiel MA. Cloning and characterization of a relA/spoT homologue from PubMed DOI
Nanamiya H, Kasai K, Nozawa A, Yun C-S, Narisawa T, Murakami K, et al. Identification and functional analysis of novel (p)ppGpp synthetase genes in PubMed DOI
Srivatsan A, Han Y, Peng J, Tehranchi AK, Gibbs R, Wang JD, et al. High-precision, whole-genome sequencing of laboratory strains facilitates genetic studies. PLoS Genet. 2008;4: e1000139 10.1371/journal.pgen.1000139 PubMed DOI PMC
Boutte CC, Crosson S. Bacterial lifestyle shapes stringent response activation. Trends Microbiol. 2013;21: 174–180. 10.1016/j.tim.2013.01.002 PubMed DOI PMC
Irving SE, Corrigan RM. Triggering the stringent response: signals responsible for activating (p)ppGpp synthesis in bacteria. Microbiology. 2018;164: 268–276. 10.1099/mic.0.000621 PubMed DOI
Lopez JM, Dromerick A, Freese E. Response of guanosine 5’-triphosphate concentration to nutritional changes and its significance for PubMed PMC
Kriel A, Bittner AN, Kim SH, Liu K, Tehranchi AK, Zou WY, et al. Direct regulation of GTP homeostasis by (p)ppGpp: a critical component of viability and stress resistance. Mol Cell. 2012;48: 231–241. 10.1016/j.molcel.2012.08.009 PubMed DOI PMC
Krásný L, Gourse RL. An alternative strategy for bacterial ribosome synthesis: PubMed DOI PMC
Krásný L, Tišerová H, Jonák J, Rejman D, Šanderová H. The identity of the transcription +1 position is crucial for changes in gene expression in response to amino acid starvation in PubMed DOI
Geiger T, Wolz C. Intersection of the stringent response and the CodY regulon in low GC Gram-positive bacteria. Int J Med Microbiol. 2014;304: 150–155. 10.1016/j.ijmm.2013.11.013 PubMed DOI
Ratnayake-Lecamwasam M, Serror P, Wong KW, Sonenshein AL. PubMed DOI PMC
Milon P, Tischenko E, Tomsic J, Caserta E, Folkers G, La Teana A, et al. The nucleotide-binding site of bacterial translation initiation factor 2 (IF2) as a metabolic sensor. Proc Natl Acad Sci USA. 2006;103: 13962–13967. 10.1073/pnas.0606384103 PubMed DOI PMC
Corrigan RM, Bellows LE, Wood A, Gründling A. ppGpp negatively impacts ribosome assembly affecting growth and antimicrobial tolerance in Gram-positive bacteria. Proc Natl Acad Sci USA. 2016;113: E1710–1719. 10.1073/pnas.1522179113 PubMed DOI PMC
Steinchen W, Bange G. The magic dance of the alarmones (p)ppGpp: The structural biology of the alarmones (p)ppGpp. Molecular Microbiology. 2016;101: 531–544. PubMed
Vinogradova DS, Zegarra V, Maksimova E, Nakamoto JA, Kasatsky P, Paleskava A, et al. How the initiating ribosome copes with ppGpp to translate mRNAs. PLoS Biol. 2020;18: e3000593 10.1371/journal.pbio.3000593 PubMed DOI PMC
Kanjee U, Ogata K, Houry WA. Direct binding targets of the stringent response alarmone (p)ppGpp: Protein targets of ppGpp. Molecular Microbiology. 2012;85: 1029–1043. 10.1111/j.1365-2958.2012.08177.x PubMed DOI
Zhang Y, Zborníková E, Rejman D, Gerdes K. Novel (p)ppGpp Binding and Metabolizing Proteins of PubMed DOI PMC
Wang B, Dai P, Ding D, Del Rosario A, Grant RA, Pentelute BL, et al. Affinity-based capture and identification of protein effectors of the growth regulator ppGpp. Nat Chem Biol. 2019;15: 141–150. 10.1038/s41589-018-0183-4 PubMed DOI PMC
Bokinsky G, Baidoo EEK, Akella S, Burd H, Weaver D, Alonso-Gutierrez J, et al. HipA-triggered growth arrest and β-lactam tolerance in Escherichia coli are mediated by RelA-dependent ppGpp synthesis. J Bacteriol. 2013;195: 3173–3182. 10.1128/JB.02210-12 PubMed DOI PMC
Dalebroux ZD, Swanson MS. ppGpp: magic beyond RNA polymerase. Nat Rev Microbiol. 2012;10: 203–212. 10.1038/nrmicro2720 PubMed DOI
Mostertz J, Scharf C, Hecker M, Homuth G. Transcriptome and proteome analysis of PubMed
Hantke I, Schäfer H, Janczikowski A, Turgay K. YocM a small heat shock protein can protect PubMed DOI
Gaca AO, Kudrin P, Colomer-Winter C, Beljantseva J, Liu K, Anderson B, et al. From (p)ppGpp to (pp)pGpp: Characterization of Regulatory Effects of pGpp Synthesized by the Small Alarmone Synthetase of PubMed DOI PMC
Hecker M, Völker U, Heim C. RelA-independent (p)ppGpp accumulation and heat shock protein induction after salt stress in DOI
Pöther D-C, Liebeke M, Hochgräfe F, Antelmann H, Becher D, Lalk M, et al. Diamide triggers mainly S Thiolations in the cytoplasmic proteomes of PubMed DOI PMC
Drzewiecki K, Eymann C, Mittenhuber G, Hecker M. The yvyD gene of PubMed PMC
Tagami K, Nanamiya H, Kazo Y, Maehashi M, Suzuki S, Namba E, et al. Expression of a small (p)ppGpp synthetase, YwaC, in the (p)ppGpp(0) mutant of PubMed DOI PMC
Cashel M. The Control of Ribonucleic Acid Synthesis in Escherichia coli : IV. RELEVANCE OF UNUSUAL PHOSPHORYLATED COMPOUNDS FROM AMINO ACID-STARVED STRINGENT STRAINS. Journal of Biological Chemistry. 1969;244: 3133–3141. PubMed
Schreiber G, Metzger S, Aizenman E, Roza S, Cashel M, Glaser G. Overexpression of the relA gene in PubMed
Nouri H, Monnier A-F, Fossum-Raunehaug S, Maciag-Dorszynska M, Cabin-Flaman A, Képès F, et al. Multiple links connect central carbon metabolism to DNA replication initiation and elongation in PubMed DOI PMC
Lopez JM, Marks CL, Freese E. The decrease of guanine nucleotides initiates sporulation of PubMed DOI
Tojo S, Satomura T, Kumamoto K, Hirooka K, Fujita Y. Molecular Mechanisms Underlying the Positive Stringent Response of the PubMed DOI PMC
Tojo S, Kumamoto K, Hirooka K, Fujita Y. Heavy involvement of stringent transcription control depending on the adenine or guanine species of the transcription initiation site in glucose and pyruvate metabolism in PubMed DOI PMC
Kriel A, Brinsmade SR, Tse JL, Tehranchi AK, Bittner AN, Sonenshein AL, et al. GTP Dysregulation in PubMed DOI PMC
Eymann C, Homuth G, Scharf C, Hecker M. PubMed DOI PMC
Zhang S, Haldenwang WG. RelA is a component of the nutritional stress activation pathway of the PubMed DOI PMC
Zhang S, Haldenwang WG. Contributions of ATP, GTP, and redox state to nutritional stress activation of the PubMed DOI PMC
Molière N, Hoßmann J, Schäfer H, Turgay K. Role of Hsp100/Clp Protease Complexes in Controlling the Regulation of Motility in PubMed DOI PMC
Paget MSB, Molle V, Cohen G, Aharonowitz Y, Buttner MJ. Defining the disulphide stress response in Streptomyces coelicolor A3(2): identification of the sigmaR regulon. Molecular Microbiology. 2001;42: 1007–1020. 10.1046/j.1365-2958.2001.02675.x PubMed DOI
Gaca AO, Abranches J, Kajfasz JK, Lemos JA. Global transcriptional analysis of the stringent response in PubMed PMC
Schmidt EK, Clavarino G, Ceppi M, Pierre P. SUnSET, a nonradioactive method to monitor protein synthesis. Nat Methods. 2009;6: 275–277. 10.1038/nmeth.1314 PubMed DOI
Svitil AL, Cashel M, Zyskind JW. Guanosine tetraphosphate inhibits protein synthesis PubMed
Diez S, Ryu J, Caban K, Gonzalez RL, Dworkin J. (p)ppGpp directly regulates translation initiation during entry into quiescence. bioRxiv. 2019; 807917 10.1101/807917 PubMed DOI PMC
Zhang S, Scott JM, Haldenwang WG. Loss of ribosomal protein L11 blocks stress activation of the PubMed DOI PMC
Beckert B, Abdelshahid M, Schäfer H, Steinchen W, Arenz S, Berninghausen O, et al. Structure of the PubMed DOI PMC
Trinquier A, Ulmer JE, Gilet L, Figaro S, Hammann P, Kuhn L, et al. tRNA Maturation Defects Lead to Inhibition of rRNA Processing via Synthesis of pppGpp. Molecular Cell. 2019;0 10.1016/j.molcel.2019.03.030 PubMed DOI
Engman J, von Wachenfeldt C. Regulated protein aggregation: a mechanism to control the activity of the ClpXP adaptor protein YjbH. Mol Microbiol. 2015;95: 51–63. 10.1111/mmi.12842 PubMed DOI
Fitzsimmons LF, Liu L, Kim J-S, Jones-Carson J, Vázquez-Torres A. PubMed DOI PMC
Hyduke DR, Jarboe LR, Tran LM, Chou KJY, Liao JC. Integrated network analysis identifies nitric oxide response networks and dihydroxyacid dehydratase as a crucial target in Escherichia coli. Proceedings of the National Academy of Sciences. 2007;104: 8484–8489. 10.1073/pnas.0610888104 PubMed DOI PMC
Richardson AR, Payne EC, Younger N, Karlinsey JE, Thomas VC, Becker LA, et al. Multiple Targets of Nitric Oxide in the Tricarboxylic Acid Cycle of Salmonella enterica Serovar Typhimurium. Cell Host & Microbe. 2011;10: 33–43. 10.1016/j.chom.2011.06.004 PubMed DOI PMC
Gallant J, Palmer L, Pao CC. Anomalous synthesis of ppGpp in growing cells. Cell. 1977;11: 181–185. 10.1016/0092-8674(77)90329-4 PubMed DOI
Katz A, Orellana O. Protein Synthesis and the Stress Response. In: Biyani M, editor. Cell-Free Protein Synthesis. InTech; 2012.
Kramer GF, Baker JC, Ames BN. Near-UV stress in Salmonella typhimurium: 4-thiouridine in tRNA, ppGpp, and ApppGpp as components of an adaptive response. J Bacteriol. 1988;170: 2344–2351. 10.1128/jb.170.5.2344-2351.1988 PubMed DOI PMC
Hahn J, Tanner AW, Carabetta VJ, Cristea IM, Dubnau D. ComGA-RelA interaction and persistence in the PubMed DOI PMC
Scott JM, Haldenwang WG. Obg, an essential GTP binding protein of PubMed PMC
Bruel N, Castanié-Cornet M-P, Cirinesi A-M, Koningstein G, Georgopoulos C, Luirink J, et al. Hsp33 controls elongation factor-Tu stability and allows PubMed DOI PMC
Maaβ S, Wachlin G, Bernhardt J, Eymann C, Fromion V, Riedel K, et al. Highly precise quantification of protein molecules per cell during stress and starvation responses in PubMed DOI PMC
Walter P, Ron D. The unfolded protein response: from stress pathway to homeostatic regulation. Science. 2011;334: 1081–1086. 10.1126/science.1209038 PubMed DOI
Rallu F, Gruss A, Ehrlich SD, Maguin E. Acid- and multistress-resistant mutants of PubMed DOI
VanBogelen RA, Kelley PM, Neidhardt FC. Differential induction of heat shock, SOS, and oxidation stress regulons and accumulation of nucleotides in PubMed DOI PMC
Abranches J, Martinez AR, Kajfasz JK, Chávez V, Garsin DA, Lemos JA. The molecular alarmone (p)ppGpp mediates stress responses, vancomycin tolerance, and virulence in PubMed DOI PMC
Okada Y, Makino S, Tobe T, Okada N, Yamazaki S. Cloning of rel from Listeria monocytogenes as an osmotolerance involvement gene. Appl Environ Microbiol. 2002;68: 1541–1547. 10.1128/AEM.68.4.1541-1547.2002 PubMed DOI PMC
Yang X, Ishiguro EE. Temperature-Sensitive Growth and Decreased Thermotolerance Associated with relA Mutations in PubMed DOI PMC
Khakimova M, Ahlgren HG, Harrison JJ, English AM, Nguyen D. The stringent response controls catalases in Pseudomonas aeruginosa and is required for hydrogen peroxide and antibiotic tolerance. J Bacteriol. 2013;195: 2011–2020. 10.1128/JB.02061-12 PubMed DOI PMC
Sambrook J, Russell DW. Molecular cloning: a laboratory manual. 3rd ed Cold Spring Harbor, N.Y: Cold Spring Harbor Laboratory Press; 2001.
Spizizen J. TRANSFORMATION OF BIOCHEMICALLY DEFICIENT STRAINS OF BACILLUS SUBTILIS BY DEOXYRIBONUCLEATE. Proc Natl Acad Sci USA. 1958;44: 1072–1078. 10.1073/pnas.44.10.1072 PubMed DOI PMC
Nakano MM, Zhu Y, Liu J, Reyes DY, Yoshikawa H, Zuber P. Mutations conferring amino acid residue substitutions in the carboxy-terminal domain of RNA polymerase alpha can suppress clpX and clpP with respect to developmentally regulated transcription in PubMed DOI
Arnaud M, Chastanet A, Débarbouillé M. New vector for efficient allelic replacement in naturally nontransformable, low-GC-content, gram-positive bacteria. Appl Environ Microbiol. 2004;70: 6887–6891. 10.1128/AEM.70.11.6887-6891.2004 PubMed DOI PMC
Stülke J, Hanschke R, Hecker M. Temporal activation of beta-glucanase synthesis in PubMed DOI
Lamy M-C, Zouine M, Fert J, Vergassola M, Couve E, Pellegrini E, et al. CovS/CovR of group B streptococcus: a two-component global regulatory system involved in virulence: The CovS/CovR regulatory system of Streptococcus agalactiae. Molecular Microbiology. 2004;54: 1250–1268. 10.1111/j.1365-2958.2004.04365.x PubMed DOI
Nuss AM, Heroven AK, Waldmann B, Reinkensmeier J, Jarek M, Beckstette M, et al. Transcriptomic Profiling of Yersinia pseudotuberculosis Reveals Reprogramming of the Crp Regulon by Temperature and Uncovers Crp as a Master Regulator of Small RNAs. Sharma CM, editor. Genet PLoS. 2015;11: e1005087 10.1371/journal.pgen.1005087 PubMed DOI PMC
Langmead B, Salzberg SL. Fast gapped-read alignment with Bowtie 2. Nat Methods. 2012;9: 357–359. 10.1038/nmeth.1923 PubMed DOI PMC
Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, et al. The Sequence Alignment/Map format and SAMtools. Bioinformatics. 2009;25: 2078–2079. 10.1093/bioinformatics/btp352 PubMed DOI PMC
Anders S, Huber W. Differential expression analysis for sequence count data. Genome Biol. 2010;11: R106 10.1186/gb-2010-11-10-r106 PubMed DOI PMC
Edgar R, Domrachev M, Lash AE. Gene Expression Omnibus: NCBI gene expression and hybridization array data repository. Nucleic Acids Res. 2002;30: 207–210. 10.1093/nar/30.1.207 PubMed DOI PMC
Dugar G, Herbig A, Förstner KU, Heidrich N, Reinhardt R, Nieselt K, et al. High-Resolution Transcriptome Maps Reveal Strain-Specific Regulatory Features of Multiple Campylobacter jejuni Isolates. Hughes D, editor. PLoS Genetics. 2013;9: e1003495 10.1371/journal.pgen.1003495 PubMed DOI PMC
Towbin H, Staehelin T, Gordon J. Electrophoretic transfer of proteins from polyacrylamide gels to nitrocellulose sheets: procedure and some applications. Proc Natl Acad Sci USA. 1979;76: 4350–4354. 10.1073/pnas.76.9.4350 PubMed DOI PMC
Laemmli UK. Cleavage of structural proteins during the assembly of the head of bacteriophage T4. Nature. 1970;227: 680–685. 10.1038/227680a0 PubMed DOI
Neuhoff V, Arold N, Taube D, Ehrhardt W. Improved staining of proteins in polyacrylamide gels including isoelectric focusing gels with clear background at nanogram sensitivity using Coomassie Brilliant Blue G-250 and R-250. Electrophoresis. 1988;9: 255–262. 10.1002/elps.1150090603 PubMed DOI
Yarmolinsky MB, Haba GL. INHIBITION BY PUROMYCIN OF AMINO ACID INCORPORATION INTO PROTEIN. Proc Natl Acad Sci USA. 1959;45: 1721–1729. 10.1073/pnas.45.12.1721 PubMed DOI PMC
Nathans D. PUROMYCIN INHIBITION OF PROTEIN SYNTHESIS: INCORPORATION OF PUROMYCIN INTO PEPTIDE CHAINS. Proc Natl Acad Sci USA. 1964;51: 585–592. 10.1073/pnas.51.4.585 PubMed DOI PMC
Krüger E, Witt E, Ohlmeier S, Hanschke R, Hecker M. The clp proteases of PubMed DOI PMC
Schindelin J, Arganda-Carreras I, Frise E, Kaynig V, Longair M, Pietzsch T, et al. Fiji: an open-source platform for biological-image analysis. Nat Methods. 2012;9: 676–682. 10.1038/nmeth.2019 PubMed DOI PMC
Ihara Y, Ohta H, Masuda S. A highly sensitive quantification method for the accumulation of alarmone ppGpp in Arabidopsis thaliana using UPLC-ESI-qMS/MS. J Plant Res. 2015;128: 511–518. 10.1007/s10265-015-0711-1 PubMed DOI
Steinchen W, Schuhmacher JS, Altegoer F, Fage CD, Srinivasan V, Linne U, et al. Catalytic mechanism and allosteric regulation of an oligomeric (p)ppGpp synthetase by an alarmone. Proc Natl Acad Sci USA. 2015;112: 13348–13353. 10.1073/pnas.1505271112 PubMed DOI PMC
Hughes CS, Moggridge S, Müller T, Sorensen PH, Morin GB, Krijgsveld J. Single-pot, solid-phase-enhanced sample preparation for proteomics experiments. Nat Protoc. 2019;14: 68–85. 10.1038/s41596-018-0082-x PubMed DOI
Plubell DL, Wilmarth PA, Zhao Y, Fenton AM, Minnier J, Reddy AP, et al. Extended Multiplexing of Tandem Mass Tags (TMT) Labeling Reveals Age and High Fat Diet Specific Proteome Changes in Mouse Epididymal Adipose Tissue. Mol Cell Proteomics. 2017;16: 873–890. 10.1074/mcp.M116.065524 PubMed DOI PMC
Perez-Riverol Y, Csordas A, Bai J, Bernal-Llinares M, Hewapathirana S, Kundu DJ, et al. The PRIDE database and related tools and resources in 2019: improving support for quantification data. Nucleic Acids Res. 2019;47: D442–D450. 10.1093/nar/gky1106 PubMed DOI PMC
Zhu B, Stülke J. SubtiWiki in 2018: from genes and proteins to functional network annotation of the model organism PubMed DOI PMC
R Core Team. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing; 2018. https://www.R-project.org/
Yu G, Wang L-G, Han Y, He Q-Y. clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters. OMICS: A Journal of Integrative Biology. 2012;16: 284–287. 10.1089/omi.2011.0118 PubMed DOI PMC