Physiological cost of antibiotic resistance: Insights from a ribosome variant in bacteria
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Antibiotic-resistant ribosome variants arise spontaneously in bacterial populations; however, their impact on the overall bacterial physiology remains unclear. We studied the naturally arising antibiotic-resistant L22* ribosome variant of Bacillus subtilis and identified a Mg 2+ -dependent physiological cost. Coculture competition experiments show that Mg 2+ limitation hinders the growth of the L22* variant more than the wild type (WT), even under antibiotic pressure. This growth disadvantage of L22* cells is not due to lower ribosome abundance but rather due to reduced intracellular Mg 2+ levels. Coarse-grained elastic-network modeling of ribosome conformational dynamics suggests that L22* ribosomes associate more tightly with Mg 2+ when compared to WT. We combined the structural modeling and experimental measurements in a steady-state model to predict cellular adenosine 5′-triphosphate (ATP) levels, which also depend on Mg 2+ . Experiments confirmed a predicted ATP drop in L22* cells under Mg 2+ limitation, while WT cells were less affected. Intracellular competition for a finite Mg 2+ pool can thus suppress the establishment of an antibiotic-resistant ribosome variant.
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A coarse-grained elastic network model has been used to identify those sites with the greatest dynamic flexibility as candidates for the most labile cation binding sites.
“As an alternative approach to infer the lability of ribosome-bound Mg2+ ions, a coarse-grained elastic network model has been used to identify those sites with the greatest dynamic flexibility as candidates for the most labile cation binding sites.69”
From Metals in Motion: Understanding Labile Metal Pools in Bacteria (2025) · cites this paper as [69]
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Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764 · see citing works
Structure and Mechanism of a Metal-Sensing Regulatory RNA
Dann, C. E., Wakeman, C. A., Sieling, C. L., Baker, S. C., Irnov, I., & Winkler, W. C. (2007) · Cell · doi:10.1016/j.cell.2007.06.051 · Cited by 386 · see citing works
The Role of Conformational Dynamics and Allostery in Modulating Protein Evolution
Campitelli, P., Modi, T., Kumar, S., & Ozkan, S. B. (2020) · Annual Review of Biophysics · doi:10.1146/annurev-biophys-052118-115517 · Cited by 190 · see citing works
Self-citationMagnesium Flux Modulates Ribosomes to Increase Bacterial Survival
Lee, D.-Y. D., Galera-Laporta, L., Bialecka-Fornal, M., Moon, E. C., Shen, Z., Briggs, S. P., Garcia-Ojalvo, J., & Süel, G. M. (2019) · Cell · doi:10.1016/j.cell.2019.01.042 · Cited by 147 · see citing works
Self-citationPi, H., Wendel, B. M., & Helmann, J. D. (2020) · Journal of Bacteriology · doi:10.1128/jb.00711-19 · Cited by 35 · see citing works
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Research works printed but not linked: 68
- [1]J. Poehlsgaard, S. Douthwaite, The bacterial ribosome as a target for antibiotics. Nat. Rev. Microbiol. 3, 870– 881 (2005). 16261170
- [2]R. A. Sharrock, T. Leighton, H. G. Wittmann, Macrolide and aminoglycoside antibiotic resistance mutations in the Bacillus subtilis ribosome resulting in temperature-sensitive sporulation. Mol. Gen. Genet. 183, 538– 543 (1981). 6801428
- [3]S. H. Thorbjarnardóttir, R. Á. Magnúsdóttir, G. Eggertsson, S. A. Kagan, Ó. S. Andrésson, Mutations determining generalized resistance to aminoglycoside antibiotics in Escherichia coli. Mol. Gen. Genet. 161, 89– 98 (1978). 353502
- [4]P. Buckel, A. Buchberger, A. Böck, H. G. Wittmann, Alteration of ribosomal protein L6 in mutants of Escherichia coli resistant to gentamicin. Mol. Gen. Genet. 158, 47– 54 (1977). 342908
- [5]R. Nessar, J. M. Reyrat, A. Murray, B. Gicquel, Genetic analysis of new 16S rRNA mutations conferring aminoglycoside resistance in Mycobacterium abscessus. J. Antimicrob. Chemother. 66, 1719– 1724 (2011). 21652621 PMC3133489
- [6]D. Criswell, V. L. Tobiason, J. S. Lodmell, D. S. Samuels, Mutations conferring aminoglycoside and spectinomycin resistance in Borrelia burgdorferi. Antimicrob. Agents Chemother. 50, 445– 452 (2006). 16436695 PMC1366916
- [7]S. Chiba, A. Lamsa, K. Pogliano, A ribosome-nascent chain sensor of membrane protein biogenesis in Bacillus subtilis. EMBO J. 28, 3461– 3475 (2009). 19779460 PMC2782093
- [9]P. Sander, B. Springer, T. Prammananan, A. Sturmfels, M. Kappler, M. Pletschette, E. C. Böttger, Fitness cost of chromosomal drug resistance-conferring mutations. Antimicrob. Agents Chemother. 46, 1204– 1211 (2002). 11959546 PMC127173
- [10]A. H. Melnyk, A. Wong, R. Kassen, The fitness costs of antibiotic resistance mutations. Evol. Appl. 8, 273– 283 (2015). 25861385 PMC4380921
- [11]D. I. Andersson, D. Hughes, Antibiotic resistance and its cost: Is it possible to reverse resistance? Nat. Rev. Microbiol. 8, 260– 271 (2010). 20208551
- [12]S. Hernando-Amado, F. Sanz-García, P. Blanco, J. L. Martínez, Fitness costs associated with the acquisition of antibiotic resistance. Essays Biochem. 61, 37– 48 (2017). 28258228
- [13]D. Drygin, R. A. Zimmermann, Magnesium ions mediate contacts between phosphoryl oxygens at positions 2122 and 2176 of the 23S rRNA and ribosomal protein L1. RNA 6, 1714– 1726 (2000). 11142372 PMC1370042
- [14]D. J. Klein, P. B. Moore, T. A. Steitz, The contribution of metal ions to the structural stability of the large ribosomal subunit. RNA 10, 1366– 1379 (2004). 15317974 PMC1370624
- [15]A. S. Petrov, C. R. Bernier, C. Hsiao, C. D. Okafor, E. Tannenbaum, J. Stern, E. Gaucher, D. Schneider, N. V. Hud, S. C. Harvey, L. D. Williams, RNA-magnesium-protein interactions in large ribosomal subunit. J. Phys. Chem. B 116, 8113– 8120 (2012). 22712611
- [16]B. S. Schuwirth, M. A. Borovinskaya, C. W. Hau, W. Zhang, A. Vila-Sanjurjo, J. M. Holton, J. H. D. Cate, Structures of the bacterial ribosome at 3.5 Å resolution. Science 310, 827– 834 (2005). 16272117
- [17]T. Zou, S. B. Ozkan, S. Cavagnero, Electrostatic effect of the ribosomal surface on nascent polypeptide dynamics. ACS Chem. Biol. 8, 1195– 1204 (2013). 23517476
- [18]Z. Guo, M. Gibson, S. Sitha, S. Chu, U. Mohanty, Role of large thermal fluctuations and magnesium ions in t-RNA selectivity of the ribosome. Proc. Natl. Acad. Sci. U.S.A. 108, 3947– 3951 (2011). 21368154 PMC3054037
- [19]A. Rozov, I. Khusainov, K. E. Omari, R. Duman, V. Mykhaylyk, M. Yusupov, E. Westhof, A. Wagner, G. Yusupova, Importance of potassium ions for ribosome structure and function revealed by long-wavelength X-ray diffraction. Nat. Commun. 10, 2519 (2019). 31175275 PMC6555806
- [20]K. M. Fagerbakke, S. Norland, M. Heldal, The inorganic ion content of native aquatic bacteria. Can. J. Microbiol. 45, 304– 311 (1999). 10420582
- [21]R. L. Weiss, B. W. Kimes, D. R. Morris, Cations and ribosome structure. III. Effects on the 30S and 50S subunits of replacing bound Mg2+ by inorganic cations. Biochemistry 12, 450– 456 (1973). 4566933
- [22]K. H. Nierhaus, Mg2+, K+, and the ribosome. J. Bacteriol. 196, 3817– 3819 (2014). 25225274 PMC4248827
- [24]R. F. Gesteland, Unfolding of Escherichia coli ribosomes by removal of magnesium. J. Mol. Biol. 18, 356– 371 (1966). 4961271
- [25]G. Blaha, N. Burkhardt, K. H. Nierhaus, Formation of 70S ribosomes: Large activation energy is required for the adaptation of exclusively the small ribosomal subunit. Biophys. Chem. 96, 153– 161 (2002). 12034437
- [26]A. Liiv, M. O’Connor, Mutations in the intersubunit bridge regions of 23 S rRNA. J. Biol. Chem. 281, 29850– 29862 (2006). 16891309
- [27]F. I. Wolf, A. Cittadini, Chemistry and biochemistry of magnesium. Mol. Aspects Med. 24, 3– 9 (2003). 12537985
- [28]M. Montero, G. Eydallin, A. M. Viale, G. Almagro, F. J. Muñoz, M. Rahimpour, M. T. Sesma, E. Baroja-Fernández, J. Pozueta-Romero, Escherichia coli glycogen metabolism is controlled by the PhoP-PhoQ regulatory system at submillimolar environmental Mg2+ concentrations, and is highly interconnected with a wide variety of cellular processes. Biochem. J. 424, 129– 141 (2009). 19702577
- [29]M. H. Pontes, J. Yeom, E. A. Groisman, Reducing ribosome biosynthesis promotes translation during low Mg2+ stress. Mol. Cell 64, 480– 492 (2016). 27746019 PMC5500012
- [30]M. H. Pontes, A. Sevostyanova, E. A. Groisman, When too much ATP is bad for protein synthesis. J. Mol. Biol. 427, 2586– 2594 (2015). 26150063 PMC4531837
- [31]N. Nagai, T. Fukuhata, Y. Ito, Effect of magnesium deficiency on intracellular ATP levels in human lens epithelial cells. Biol. Pharm. Bull. 30, 6– 10 (2007). 17202650
- [32]Y. Shindo, R. Yamanaka, K. Suzuki, K. Hotta, K. Oka, Intracellular magnesium level determines cell viability in the MPP+ model of Parkinson’s disease. Biochim. Biophys. Acta 1853, 3182– 3191 (2015). 26319097
- [34]Z. Kurkcuoglu, I. Bahar, P. Doruker, ClustENM: ENM-based sampling of essential conformational space at full atomic resolution. J. Chem. Theory Comput. 12, 4549– 4562 (2016). 27494296 PMC5088496
- [35]K. Chang, J. Wen, L. Yang, Functional importance of mobile ribosomal proteins. Biomed. Res. Int. 2015, 1– 11 (2015). PMC4592705 26457300
- [36]Y. Wang, A. J. Rader, I. Bahar, R. L. Jernigan, Global ribosome motions revealed with elastic network model. J. Struct. Biol. 147, 302– 314 (2004). 15450299
- [37]M. T. Zimmermann, K. Jia, R. L. Jernigan, Ribosome mechanics informs about mechanism. J. Mol. Biol. 428, 802– 810 (2016). 26687034 PMC4789072
- [38]F. Tama, M. Valle, J. Frank, C. L. Brooks III, Dynamic reorganization of the functionally active ribosome explored by normal mode analysis and cryo-electron microscopy. Proc. Natl. Acad. Sci. U.S.A. 100, 9319– 9323 (2003). 12878726 PMC170916
- [39]M. Ikeguchi, J. Ueno, M. Sato, A. Kidera, Protein structural change upon ligand binding: Linear response theory. Phys. Rev. Lett. 94, 078102 (2005). 15783858
- [40]M. M. Tirion, Large amplitude elastic motions in proteins from a single-parameter, atomic analysis. Phys. Rev. Lett. 77, 1905– 1908 (1996). 10063201
- [41]I. Bahar, T. R. Lezon, L. Yang, E. Eyal, Global dynamics of proteins: Bridging between structure and function. Annu. Rev. Biophys. 39, 23– 42 (2010). 20192781 PMC2938190
- [42]Z. N. Gerek, S. Kumar, S. Banu Ozkan, Structural dynamics flexibility informs function and evolution at a proteome scale. Evol. Appl. 6, 423– 433 (2013). 23745135 PMC3673471
- [43]Z. N. Gerek, O. Keskin, S. B. Ozkan, Identification of specificity and promiscuity of PDZ domain interactions through their dynamic behavior. Proteins 77, 796– 811 (2009). 19585657
- [45]T. Modi, J. Huihui, K. Ghosh, S. B. Ozkan, Ancient thioredoxins evolved to modern-day stability-function requirement by altering native state ensemble. Philos. Trans. R. Soc. Lond. B Biol. Sci. 373, 20170184 (2018). 29735738 PMC5941179
- [46]P. Campitelli, L. Swint-Kruse, S. B. Ozkan, Substitutions at nonconserved rheostat positions modulate function by rewiring long-range dynamic interactions. Mol. Biol. Evol. 38, 201– 214 (2021). 32780837 PMC7783170
- [47]I. C. Kazan, P. Sharma, M. I. Rahman, A. Bobkov, R. Fromme, G. Ghirlanda, S. B. Ozkan, Design of novel cyanovirin-N variants by modulation of binding dynamics through distal mutations. eLife 11, e67474 (2022). 36472898 PMC9725752
- [48]J. Lu, M. I. Rahman, I. C. Kazan, N. R. Halloran, A. A. Bobkov, S. B. Ozkan, G. Ghirlanda, Engineering gain-of-function mutants of a WW domain by dynamics and structural analysis. Protein Sci. 32, e4759 (2023). 37574787 PMC10464296
- [49]N. J. Ose, P. Campitelli, T. Modi, I. C. Kazan, S. Kumar, S. B. Ozkan, Some mechanistic underpinnings of molecular adaptations of SARS-COV-2 spike protein by integrating candidate adaptive polymorphisms with protein dynamics. eLife 12, RP92063 (2023). PMC11076047 38713502
- [51]M. Varadi, S. Anyango, M. Deshpande, S. Nair, C. Natassia, G. Yordanova, D. Yuan, O. Stroe, G. Wood, A. Laydon, A. Žídek, T. Green, K. Tunyasuvunakool, S. Petersen, J. Jumper, E. Clancy, R. Green, A. Vora, M. Lutfi, M. Figurnov, A. Cowie, N. Hobbs, P. Kohli, G. Kleywegt, E. Birney, D. Hassabis, S. Velankar, AlphaFold Protein Structure Database: Massively expanding the structural coverage of protein-sequence space with high-accuracy models. Nucleic Acids Res. 50, D439– D444 (2022). 34791371 PMC8728224
- [52]G. Akanuma, K. Yamazaki, Y. Yagishi, Y. Iizuka, M. Ishizuka, F. Kawamura, Y. Kato-Yamada, Magnesium suppresses defects in the formation of 70S ribosomes as well as in sporulation caused by lack of several individual ribosomal proteins. J. Bacteriol. 200, e0021218 (2018). PMC6112008 29967120
- [53]C. G. England, E. B. Ehlerding, W. Cai, NanoLuc: A small luciferase is brightening up the field of bioluminescence. Bioconjug. Chem. 27, 1175– 1187 (2016). 27045664 PMC4871753
- [54]B. He, J. D. Helmann, Metalation of extracytoplasmic proteins and bacterial cell envelope homeostasis. Annu. Rev. Microbiol. 78, 10.1146/annurev-micro-041522-091507 (2024). PMC11922083 38960447 · DOI · Paper page
- [55]U. Moran, R. Phillips, R. Milo, SnapShot: Key numbers in biology. Cell 141, 1262– 1262.e1 (2010). 20603006
- [56]R. Mempin, H. Tran, C. Chen, H. Gong, K. K. Ho, S. Lu, Release of extracellular ATP by bacteria during growth. BMC Microbiol. 13, 301 (2013). 24364860 PMC3882102
- [57]D. A. Schneider, R. L. Gourse, Relationship between growth rate and ATP concentration in Escherichia coli: A bioassay for available cellular ATP. J. Biol. Chem. 279, 8262– 8268 (2004). 14670952
- [58]M. Scott, S. Klumpp, E. M. Mateescu, T. Hwa, Emergence of robust growth laws from optimal regulation of ribosome synthesis. Mol. Syst. Biol. 10, 747 (2014). 25149558 PMC4299513
- [59]E. Bosdriesz, D. Molenaar, B. Teusink, F. J. Bruggeman, How fast-growing bacteria robustly tune their ribosome concentration to approximate growth-rate maximization. FEBS J. 282, 2029– 2044 (2015). 25754869 PMC4672707
- [60]J. L. Ross, The dark matter of biology. Biophys. J. 111, 909– 916 (2016). 27602719 PMC5018137
- [62]A. W. Foster, T. R. Young, P. T. Chivers, N. J. Robinson, Protein metalation in biology. Curr. Opin. Chem. Biol. 66, 102095 (2022). 34763208 PMC8867077
- [63]W. Jahnen-Dechent, M. Ketteler, Magnesium basics. Clin. Kidney J. 5, i3– i14 (2012). 26069819 PMC4455825
- [64]I. Arganda-Carreras, V. Kaynig, C. Rueden, K. W. Eliceiri, J. Schindelin, A. Cardona, H. S. Seung, Trainable weka segmentation: A machine learning tool for microscopy pixel classification. Bioinformatics 33, 2424– 2426 (2017). 28369169
- [65]T. Zou, V. A. Risso, J. A. Gavira, J. M. Sanchez-Ruiz, S. B. Ozkan, Evolution of conformational dynamics determines the conversion of a promiscuous generalist into a specialist enzyme. Mol. Biol. Evol. 32, 132– 143 (2015). 25312912
- [66]T. Modi, S. B. Ozkan, Mutations utilize dynamic allostery to confer resistance in TEM-1 β-lactamase. Int. J. Mol. Sci. 19, 3808 (2018). 30501088 PMC6321620
- [67]C. Atilgan, A. R. Atilgan, Perturbation-response scanning reveals ligand entry-exit mechanisms of ferric binding protein. PLOS Comput. Biol. 5, e1000544 (2009). 19851447 PMC2758672
- [68]M. A. Borovinskaya, S. Shoji, J. M. Holton, K. Fredrick, J. H. D. Cate, A steric block in translation caused by the antibiotic spectinomycin. ACS Chem. Biol. 2, 545– 552 (2007). 17696316 PMC4624401
- [70]D. Calvetti, L. Reichel, A. Sorensen, An implicitly restarted Lanczos method for large symmetric eigenvalue problems. Electron. Trans. Numer. Anal. 2, 1– 21 (1994).
- [71]M. Warias, H. Grubmüller, L. V. Bock, tRNA dissociation from EF-Tu after GTP hydrolysis: Primary steps and antibiotic inhibition. Biophys. J. 118, 151– 161 (2020). 31711607 PMC6950810
- [72]A. B. Loveland, G. Demo, N. Grigorieff, A. A. Korostelev, Ensemble cryo-EM elucidates the mechanism of translation fidelity. Nature 546, 113– 117 (2017). 28538735 PMC5657493
- [73]V. Hornak, R. Abel, A. Okur, B. Strockbine, A. Roitberg, C. Simmerling, Comparison of multiple Amber force fields and development of improved protein backbone parameters. Proteins 65, 712– 725 (2006). 16981200 PMC4805110
- [75]J. Humphries, L. Xiong, J. Liu, A. Prindle, F. Yuan, H. A. Arjes, L. Tsimring, G. M. Süel, Species-independent attraction to biofilms through electrical signaling. Cell 168, 200– 209.e12 (2017). 28086091 PMC5497501
- [76]F.-X. Theillet, A. Binolfi, T. Frembgen-Kesner, K. Hingorani, M. Sarkar, C. Kyne, C. Li, P. B. Crowley, L. Gierasch, G. J. Pielak, A. H. Elcock, A. Gershenson, P. Selenko, Physicochemical properties of cells and their effects on intrinsically disordered proteins (IDPs). Chem. Rev. 114, 6661– 6714 (2014). 24901537 PMC4095937
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Metals in Motion: Understanding Labile Metal Pools in Bacteria
Helmann, J. D. (2025) · Biochemistry · doi:10.1021/acs.biochem.4c00726 · Cited by 49 · see citing works
- Authors
- Moon, E. C., Modi, T., Lee, D.-Y. D., Yangaliev, D., Garcia-Ojalvo, J., Ozkan, S. B., & Süel, G. M.
- Affiliations
- University of California San Diego (US)
- Arizona State University (US)
- Stanford University (US)
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona Research Park, Barcelona 08003, Spain.
- Corresponding author
- Süel, Gürol M.
- Venue
- Science Advances
- Published
- 2024-11-15
- Volume
- 10
- Issue
- 46
- Pages
- eadq5249-eadq5249
- ISSN
- 2375-2548 (ISSN-L)
- PMC
- PMC11567004
- OpenAlex
- W4404400194
- Cited by
- 9
- References
- 5
- Citations by year
- 2026: 4 · 2025: 5
- FWCI
- 1.16
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Science Advances (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Repositori digital de la UPF (Universitat Pompeu Fabra) (submittedVersion, cc-by-nc-nd)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- Funders
- National Science Foundation (1715591)
- Bill and Melinda Gates Foundation
- Gordon and Betty Moore Foundation (1715591)
- Ministerio de Ciencia, Innovación y Universidades
- Generalitat de Catalunya
- National Institute of General Medical Sciences (R35GM139645)
- Division of Molecular and Cellular Biosciences (1715591)
- Army Research Office (W911NF10361, W911NF-22-1-0107, W911NF)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA and protein synthesis mechanisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Keywords
- antibiotic resistance, magnesium limitation, Bacillus subtilis, ATP levels, ribosome abundance
- MeSH terms
- Adenosine Triphosphate, Anti-Bacterial Agents, Bacillus subtilis, Magnesium, Ribosomes, Drug Resistance, Bacterial
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