PreprintCited by 24Bacterial Genetics and BiotechnologyHeat shock proteins researchGenomics and Phylogenetic Studies

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Uncovering the temporal dynamics and regulatory networks of thermal stress response in a hyperthermophile using transcriptomics and proteomics

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Preprint — published as 10.1128/mbio.02174-23 · Paper page

Abstract

Extremophiles, such as the hyperthermophilic archaeon Pyrococcus furiosus , thrive under extreme conditions and must rapidly adapt to changes in the physical parameters of their natural environment for short-term and long-term survival. When inhabiting hydrothermal vents, these organisms face substantial temperature gradients, necessitating the evolution of adaptive thermal stress mechanisms. However, the dynamics and coordination of cellular responses at the transcriptome and proteome levels remain underexplored. This study presents an integrated analysis of RNA-sequencing and mass spectrometry data to elucidate the transcriptomic and proteomic responses to heat and cold shock stress and recovery in P. furiosus . Our results reveal surprisingly rapid and dynamic changes in gene and protein expression patterns associated with these stress responses. Heat shock triggers extensive transcriptome reprogramming, orchestrated by the transcriptional regulator Phr, which targets a broader gene repertoire than previously demonstrated. For heat shock signature genes, RNA levels swiftly return to baseline upon recovery, while protein levels remain persistently upregulated, reflecting a rapid but more sustained response. Intriguingly, cold shock at 4°C elicits distinct short-term and long-term responses at both RNA and protein levels. By conducting a cluster analysis, we identified gene sets with either congruent or contrasting trends in RNA and protein changes. Notably, these clusters represent well-separated arCOG groups and appear to be tailored to their individual cellular responses. Our study provides a comprehensive overview of the cellular response to temperature stress, advancing our understanding of stress response mechanisms in hyperthermophilic archaea and provide valuable insights into the molecular adaptations that facilitate life in extreme environments.

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Research works printed but not linked: 112

  1. 10.1016/S1367-5931(00)00183-6 · DOI
  2. 10.1080/10408410701451948 · DOI
  3. 10.1016/S0014-5793(99)00663-8 · DOI
  4. 10.1007/s00253-015-6874-9 · DOI
  5. 10.1128/JB.183.17.5198-5202.2001 · DOI
  6. 10.1128/JB.187.21.7325-7332.2005 · DOI
  7. 2003, Heat Shock Response by the Hyperthermophilic Archaeon Pyrococcus furiosus, Society, 69, 2365
  8. 10.1007/BF00413027 · DOI
  9. 10.1073/pnas.210395997 · DOI
  10. 10.1007/s00792-009-0278-7 · DOI
  11. 2014, Comprehensive Analytical Chemistry, 65, 15
  12. 2017, Colonization of Black Smokers by Hyperthermophilic Microorganisms, Trends Microbiol, 25, 92, 10.1016/j.tim.2016.11.002 · DOI
  13. 10.3389/fmicb.2018.00524 · DOI
  14. 10.1038/345179a0 · DOI
  15. 10.1128/AEM.00984-14 · DOI
  16. 10.1186/gb-2004-5-10-117 · DOI
  17. 2022, Growth temperature and chromatinization in archaea, Nat. Microbiol, 7, 1932, 10.1038/s41564-022-01245-2 · DOI
  18. 10.1371/journal.pcbi.0030005 · DOI · Paper page
  19. 10.1007/s00792-017-0929-z · DOI
  20. 10.1038/309677a0 · DOI · Paper page
  21. 10.1042/ETLS20180024 · DOI
  22. 10.1016/j.molcel.2010.10.006 · DOI
  23. 10.1007/s007920070001 · DOI
  24. 2021, Cold Shock Response in Bacteria, Annu. Rev. Genet, 55, 377, 10.1146/annurev-genet-071819-031654 · DOI
  25. 10.1016/S1095-6433(00)00359-7 · DOI
  26. 10.4161/rna.7.6.13482 · DOI
  27. 10.1093/femsre/fux015 · DOI
  28. 10.1128/AEM.01281-07 · DOI
  29. 10.1046/j.1365-2958.1999.01166.x · DOI
  30. 2019, Helicobacter pylori Stress-Response: Definition of the HrcA Regulon, Microorganisms, 7, 436, 10.3390/microorganisms7100436 · DOI
  31. 10.21775/cimb.006.125 · DOI
  32. 10.1046/j.1365-2958.1998.00683.x · DOI
  33. 10.1042/BJ20060166 · DOI
  34. 10.1016/j.jinsphys.2005.06.007 · DOI
  35. 10.1007/s00018-008-7458-y · DOI
  36. 10.1021/tx300264x · DOI
  37. 10.1128/JB.00395-07 · DOI
  38. 10.1074/jbc.M209250200 · DOI
  39. 10.1016/j.jmb.2007.03.044 · DOI
  40. 10.1128/JB.00924-09 · DOI
  41. 10.1007/s00792-020-01184-y · DOI
  42. 10.1046/j.1365-2958.2003.03418.x · DOI
  43. 10.4161/rna.28452 · DOI
  44. Gelsinger, D.R. and DiRuggiero, J . (2018) Transcriptional Landscape and Regulatory Roles of Small Noncoding RNAs in the Oxidative Stress Response of the Haloarchaeon Haloferax volcanii. J. Bacteriol., 200. · DOI
  45. 10.1146/annurev-genet-120417-031300 · DOI
  46. 2023, A Genome-Scale Atlas Reveals Complex Interplay of Transcription and Translation in an Archaeon, mSystems, 0, e00816
  47. Grünberger, F. , Reichelt, R. , Bunk, B. , Spröer, C. , Overmann, J. , Rachel, R. , Grohmann, D. and Hausner, W . (2019) Next Generation DNA-Seq and Differential RNA-Seq Allow Re-annotation of the Pyrococcus furiosus DSM 3638 Genome and Provide Insights Into Archaeal Antisense Transcription. Front. Microbiol., 10. · DOI
  48. 10.1046/j.1462-2920.2002.00335.x · DOI
  49. 2019, Combined transcriptomics– metabolomics profiling of the heat shock response in the hyperthermophilic archaeon Pyrococcus furiosus, Extremophiles, 23, 101, 10.1007/s00792-018-1065-0 · DOI
  50. 2020, Supramolecular tholos-like architecture constituted by archaeal proteins without functional annotation, Sci. Rep, 10, 1540, 10.1038/s41598-020-58371-2 · DOI
  51. 10.3390/life5010818 · DOI
  52. 10.1128/JB.187.1.336-348.2005 · DOI
  53. 10.1093/nar/gkw1331 · DOI
  54. 2021, Promoter-proximal elongation regulates transcription in archaea, Nat. Commun, 12, 5524, 10.1038/s41467-021-25669-2 · DOI
  55. 2016, Widespread formation of alternative 3ʹ UTR isoforms via transcription termination in archaea, Nat. Microbiol, 1, 16143, 10.1038/nmicrobiol.2016.143 · DOI
  56. 10.1093/nar/gkaa702 · DOI
  57. 10.1186/1471-2164-14-745 · DOI · Paper page
  58. 10.1111/j.1365-2958.2008.06525.x · DOI
  59. 10.1186/s12864-015-2360-0 · DOI
  60. Reichelt, R. , Ruperti, K.M.A.A. , Kreuzer, M. , Dexl, S. , Thomm, M. and Hausner, W . (2018) The transcriptional regulator TFB-RF1 activates transcription of a putative ABC transporter in Pyrococcus furiosus. Front. Microbiol., 9. · DOI
  61. Grünberger, F. , Reichelt, R. , Waege, I. , Ned, V. , Bronner, K. , Kaljanac, M. , Weber, N. , El Ahmad, Z. , Knauss, L. , Madej, M.G. , et al. (2021) CopR, a Global Regulator of Transcription to Maintain Copper Homeostasis in Pyrococcus furiosus. Front. Microbiol., 11. · DOI
  62. 10.1093/nar/30.2.482 · DOI · Paper page
  63. 10.1261/rna.049130.114 · DOI
  64. 10.1046/j.1365-2958.1999.01524.x · DOI
  65. 10.1111/j.1462-2920.2005.00751.x · DOI
  66. 2006, Bacterial and archaeal phylotypes associated with distinct mineralogical layers of a white smoker spire from a deep-sea hydrothermal vent site (9oN, East Pacific Rise). Environ. Microbiol, 8, 909
  67. 10.1111/j.1574-6968.2001.tb10606.x · DOI
  68. 2016, Single TRAM domain RNA-binding proteins in Archaea: functional insight from Ctr3 from the Antarctic methanogen Methanococcoides burtonii, Environ. Microbiol, 18, 2810, 10.1111/1462-2920.13229 · DOI
  69. 2017, Conserved TRAM Domain Functions as an Archaeal Cold Shock Protein via RNA Chaperone Activity, Front. Microbiol, 8, 1597, 10.3389/fmicb.2017.01597 · DOI
  70. 10.1111/j.1462-2920.2011.02467.x · DOI
  71. 10.1016/j.femsre.2004.10.002 · DOI
  72. 10.1042/BST0390089 · DOI
  73. 10.1093/nar/gkaa304 · DOI
  74. Schmitt, E. , Coureux, P.-D. , Kazan, R. , Bourgeois, G. , Lazennec-Schurdevin, C. and Mechulam, Y . (2020) Recent Advances in Archaeal Translation Initiation. Front. Microbiol., 11. · DOI
  75. 10.1093/nar/gkf433 · DOI
  76. 10.1128/JB.00743-16 · DOI
  77. 2003, Biosynthesis of riboflavin in Archaea, Eur. J. Biochem, 270, 1025, 10.1046/j.1432-1033.2003.03478.x · DOI
  78. 10.1111/mmi.13668 · DOI
  79. 10.1111/j.1365-2958.2010.07275.x · DOI
  80. 2020, Single-cell RNA-sequencing reports growth-condition-specific global transcriptomes of individual bacteria, Nat. Microbiol, 5, 1202, 10.1038/s41564-020-0774-1 · DOI
  81. 2023, Bacterial droplet-based single-cell RNA-seq reveals antibiotic-associated heterogeneous cellular states, Cell, 186, 877, 10.1016/j.cell.2023.01.002 · DOI · Paper page
  82. 10.1093/bioinformatics/bty560 · DOI · Paper page
  83. 10.1038/nmeth.1923 · DOI · Paper page
  84. 10.1093/bioinformatics/btp352 · DOI · Paper page
  85. 10.1186/s13059-014-0550-8 · DOI · Paper page
  86. 10.1093/NAR/GKZ114 · DOI
  87. 10.1093/bioinformatics/btu170 · DOI · Paper page
  88. 10.1101/gr.209601.116 · DOI
  89. 10.1261/rna.078937.121 · DOI
  90. 10.7554/eLife.62047 · DOI
  91. 10.1186/s13059-020-02238-2 · DOI
  92. 10.1101/2021.06.14.448286 · DOI
  93. 2021, New strategies to improve minimap2 alignment accuracy, Bioinformatics, 37, 4572, 10.1093/bioinformatics/btab705 · DOI
  94. 10.1093/bioinformatics/bty191 · DOI · Paper page
  95. 2019, Welcome to the Tidyverse, J. Open Source Softw, 4, 1686, 10.21105/joss.01686 · DOI · Paper page
  96. 10.1002/pmic.201300035 · DOI
  97. 10.1074/mcp.TIR118.000900 · DOI
  98. 10.1038/s41592-020-00998-0 · DOI
  99. 10.1093/nar/gkv007 · DOI · Paper page
  100. 10.1101/2022.12.17.520879 · DOI
  101. 10.1093/nar/gkaa1268 · DOI
  102. Young, M.D. , Wakefield, M.J. , Smyth, G.K. and Oshlack, A . (2010) Gene ontology analysis for RNA-seq: accounting for selection bias. Genome Biol., 11. · DOI · Paper page
  103. 2019, Key Concepts and Challenges in Archaeal Transcription, J. Mol. Biol, 431, 4184, 10.1016/j.jmb.2019.06.020 · DOI
  104. 10.1093/nar/gkp335 · DOI · Paper page
  105. 10.1093/bioinformatics/btx469 · DOI
  106. 10.1186/1748-7188-6-26 · DOI · Paper page
  107. 10.1093/nar/gkt1048 · DOI
  108. 10.1093/nar/gky1131 · DOI · Paper page
  109. 10.1093/nar/15.3.1281 · DOI · Paper page
  110. 2022, The European Nucleotide Archive in 2021, Nucleic Acids Res, 50, D106, 10.1093/nar/gkab1051 · DOI
  111. 10.1093/NAR/GKAB1038 · DOI · Paper page
  112. 2019, Combined transcriptomics– metabolomics profiling of the heat shock response in the hyperthermophilic archaeon Pyrococcus furiosus, Extremophiles, 23, 101, 10.1007/s00792-018-1065-0 · DOI

Metadata

Authors
Grünberger, F., Schmid, G., Ahmad, Z. E., Fenk, M., Vogl, K., Reichelt, R., Hausner, W., Urlaub, H., Lenz, C., & Grohmann, D.
Affiliations
  • University of Regensburg (DE)
  • Universitätsmedizin Göttingen (DE)
Corresponding author
  • Grünberger, Felix
  • Grohmann, Dina
Venue
mBio
Publisher
openRxiv
Published
2023-05-02
Volume
14
Issue
6
Pages
e0217423-e0217423
ISSN
2150-7511 (ISSN-L)
OpenAlex
W4387660875
Cited by
24
References
1
Citations by year
2026: 10 · 2025: 7 · 2024: 6 · 2023: 1
FWCI
3.98
Type
journal article
Language
en
Open access
Licence
cc-by
Locations
  • mBio (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • University of Regensburg Publication Server (University of Regensburg) (acceptedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • GoeScholar The Publication Server of the Georg-August-Universität Göttingen (Georg-August-Universität Göttingen) (submittedVersion, cc-by)
  • University of Regensburg Publication Server (University of Regensburg)
Funders
  • Universitätsmedizin Göttingen
  • Deutsche Forschungsgemeinschaft (SPP 2141, SFB 960, SFB960-TPA7)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Heat shock proteins research
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
Keywords
Pyrococcus furiosus, hyperthermophilic archaea, thermal stress response, heat shock, cold shock, transcriptome, proteome, gene expression dynamics, translational regulation, ribosomal proteins, 5' leader sequence, promoter elements, stress recovery, extremophile adaptation
MeSH terms
Hot Temperature, Mass Spectrometry, Stress, Physiological, Heat-Shock Response, Archaeal Proteins, Gene Expression Regulation, Archaeal, Pyrococcus furiosus, Proteome, Gene Expression Profiling, Proteomics, Gene Regulatory Networks, Cold-Shock Response, Transcriptome

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