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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1668407</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Insights into <italic>Mycobacterium abscessus</italic> survival under prolonged potassium deficiency and starvation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Grigorov</surname><given-names>Artem S.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author">
<name><surname>Martini</surname><given-names>Billy A.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sorokin</surname><given-names>Vladimir V.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Azhikina</surname><given-names>Tatyana L.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Mulyukin</surname><given-names>Andrey L.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name><surname>Salina</surname><given-names>Elena G.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<aff id="aff1"><label>1</label><institution>Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences</institution>, <city>Moscow</city>,&#xa0;<country country="check-value">Russia</country></aff>
<aff id="aff2"><label>2</label><institution>Bach Institute of Biochemistry, Research Center of Biotechnology of the Russian Academy of Sciences</institution>, <city>Moscow</city>,&#xa0;<country country="check-value">Russia</country></aff>
<aff id="aff3"><label>3</label><institution>Winogradsky Institute of Microbiology, Research Center of Biotechnology of the Russian Academy of Sciences</institution>, <city>Moscow</city>,&#xa0;<country country="check-value">Russia</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Elena G. Salina, <email xlink:href="mailto:elenasalina@yandex.ru">elenasalina@yandex.ru</email></corresp>
<fn fn-type="equal" id="fn003">
<label>&#x2020;</label>
<p>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-26">
<day>26</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1668407</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>27</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Grigorov, Martini, Sorokin, Azhikina, Mulyukin and Salina.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Grigorov, Martini, Sorokin, Azhikina, Mulyukin and Salina</copyright-holder>
<license>
<ali:license_ref start_date="2025-11-26">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p><italic>Mycobacterium abscessus</italic> (Mab) is known for its ability to cause chronic infections, to be resistant to antimicrobial agents and to survive for extended periods in different non-replicative states (NRS), including persistence, dormancy or starvation. Functional metabolic pathways for Mab surviving in particular NRS caused by potassium depletion or by starvation, which are the conditions common in infected hosts or natural environments, remains unexplored. Dormant and starved Mab cultures were able to maintain viability, exhibiting decreased <sup>3</sup>H&#x2010;uracil incorporation and altered cell ultrastructure compared to actively growing cells. Specifically, dormant Mab populations were heterogeneous in the ability to cope with potassium deficiency, either maintaining very low or near-normal K<sup>+</sup>-levels, or capturing other cations. Transcriptome and proteome profiling revealed both common and specific metabolic reprogramming in dormant and starved Mab, including downregulation of the major biosynthetic pathways and upregulation of &#x3b2;-oxidation of fatty acid. Specifically, dormant Mab cells were enriched in the dormancy regulator DosR and the potassium-transporting Kdp system, corresponding to their enhanced transcription. Unlike dormant Mab, starved Mab contained an elevated pool of proteins underrepresented in transcriptome, such as the DNA-binding histone-like protein and the universal stress proteins. In dormant Mab, up- or down-regulation at the transcriptional and translational level matches better than in starved cells. Notably, transcripts and proteins of the MmpL and MmpS family, which are associated with mycobacterial virulence, and lipid-transporting Mce proteins, which modulate host-cell signaling, were depleted in the both dormant and starved Mab. Overall, the results of this study provide insight into molecular mechanisms by which Mab adapts to clinically relevant and long-term environmental stresses and survives in NRS.</p>
</abstract>
<kwd-group>
<kwd><italic>Mycobacterium abscessus</italic></kwd>
<kwd>non-tuberculous mycobacteria</kwd>
<kwd>dormancy</kwd>
<kwd>starvation</kwd>
<kwd>non-replicative state</kwd>
<kwd>survival</kwd>
<kwd>cation homeostasis</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare financial support was received for the research and/or publication of this article. This work was supported in part by the Russian Science Foundation &#x2013; Grant 23-15-00173 (transcriptome and prote&#x43e;me studies of non-replicating M. abscessus).</funding-statement>
</funding-group>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="68"/>
<page-count count="17"/>
<word-count count="9026"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Clinical and Diagnostic Microbiology and Immunology</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p><italic>Mycobacterium abscessus</italic> (Mab) is a fast-growing, non-tuberculous mycobacterium that is notorious for its resistance to antimicrobial agents and its ability to cause chronic infections (<xref ref-type="bibr" rid="B23">Johansen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B12">Cocorullo et&#xa0;al., 2025</xref>). Like Koch&#x2019;s bacillus, Mab can cause latent infections and persist in the host for extended periods, sometimes for decades, before causing acute infections (<xref ref-type="bibr" rid="B36">Medjahed et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B62">Viljoen et&#xa0;al., 2016</xref>) and are capable of surviving in human macrophages (<xref ref-type="bibr" rid="B43">Roux et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B62">Viljoen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Dubois et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B23">Johansen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B58">Tour&#xe9; et&#xa0;al., 2023</xref>). Latent mycobacterial infections have been associated with dormancy (<xref ref-type="bibr" rid="B68">Zhang, 2004</xref>; <xref ref-type="bibr" rid="B29">Lewis, 2007</xref>; <xref ref-type="bibr" rid="B10">Chao and Rubin, 2010</xref>; <xref ref-type="bibr" rid="B61">Verma et&#xa0;al., 2022</xref>), a state of reduced metabolic activity and growth arrest, enabling bacteria to survive in different niches. The mechanisms by which Mab persists in the host organism are not understood; only the recent study has suggested that this bacterium adopts a dormant-like phenotype within lipid droplets of adipocytes (<xref ref-type="bibr" rid="B27">Kurihara et&#xa0;al., 2025</xref>).</p>
<p>When Mab enters a non-replicative state (NRS), it becomes much less susceptible or absolutely tolerant to many clinically used antibiotics, as demonstrated in comprehensive <italic>in vitro</italic> assays with several NRS types and biofilms (<xref ref-type="bibr" rid="B67">Yam et&#xa0;al., 2020</xref>), or with disparate models, including starvation in phosphate buffer (<xref ref-type="bibr" rid="B8">Berube et&#xa0;al., 2018</xref>), hypoxia (<xref ref-type="bibr" rid="B16">Feilcke et&#xa0;al., 2025</xref>), and prolonged incubation in potassium-free medium (<xref ref-type="bibr" rid="B40">Mulyukin et&#xa0;al., 2023</xref>). The development or adoption of NRS models is currently needed to find agents that will be effective in combatting persistent Mab and treating latent infections caused by this mycobacterium (<xref ref-type="bibr" rid="B67">Yam et&#xa0;al., 2020</xref>). Furthermore, the above-mentioned studies have already demonstrated <italic>in vitro</italic> the effect of some new antimicrobials against non-replicating Mab.</p>
<p>The molecular mechanisms underlying Mab survival and adaptation to a number of clinically relevant conditions or stressful factors have been explored not as comprehensively as those of <italic>M. tuberculosis</italic> (Mtb) non-replicative state (<xref ref-type="bibr" rid="B9">Betts et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B6">Bacon et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B63">Voskuil et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B57">Taneja et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B48">Salina et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B22">Ignatov et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B1">Aguilar-Ayala et&#xa0;al., 2017</xref>). Transcriptional responses of Mab were examined upon exposure to NO-induced hypoxia, erythromycin or kanamycin, or artificial cystic fibrosis (CF) sputum (<xref ref-type="bibr" rid="B37">Miranda-CasoLuengo et&#xa0;al., 2016</xref>); hypoxia (<xref ref-type="bibr" rid="B52">Simcox et&#xa0;al., 2023</xref>); some transition metal cations (Co<sup>2+</sup> and Ni<sup>2+</sup>) (<xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2024</xref>) and upon intracellular survival in amoebae or murine macrophages (<xref ref-type="bibr" rid="B14">Dubois et&#xa0;al., 2019</xref>).</p>
<p>In this study, we focused on two NRS models: the aged post-stationary Mab cultures grown under potassium depletion and the starved cell suspensions in phosphate buffer. Both potassium deficiency (<xref ref-type="bibr" rid="B56">Tan, 2021</xref>) and starvation (<xref ref-type="bibr" rid="B8">Berube et&#xa0;al., 2018</xref>) can occur, on the one hand, in the local milieu of the host. On the other hand, these conditions are common for natural ecosystems, from which several Mab strains have been isolated and characterized (<xref ref-type="bibr" rid="B60">Vang et&#xa0;al., 2022</xref>). Moreover, potassium deficiency can be observed in the phagosome due to the operation of a K<sup>+</sup>-efflux pump (<xref ref-type="bibr" rid="B64">Wiese and Seydel, 1996</xref>; <xref ref-type="bibr" rid="B2">Amaral et&#xa0;al., 2007</xref>). Potassium is known to be capable of controlling host colonization in many bacterial species including Mtb (<xref ref-type="bibr" rid="B35">MacGilvary et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Liu et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B17">Gries et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B53">Stingl et&#xa0;al., 2007</xref>).</p>
<p>However, dormant mycobacteria are particular models for omics studies, since the acquirement and maturation of a NRS typically require specific conditions and a prolonged period of time, as it was demonstrated for Mtb (<xref ref-type="bibr" rid="B19">Hampshire et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B57">Taneja et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B50">Shleeva et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B48">Salina et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B22">Ignatov et&#xa0;al., 2015</xref>) and <italic>M. smegmatis</italic> (<xref ref-type="bibr" rid="B5">Anuchin et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B39">Mulyukin et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B51">Shleeva et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B59">Trutneva et&#xa0;al., 2018</xref>). Phenotypically, the Mab&#x2019;s response to the prolonged incubation under K<sup>+</sup>-deficiency involved entering a particular state of dormancy in which the major population retained the ability to reactivate in a fresh nutritionally complete liquid medium but not on nutrient agar (<xref ref-type="bibr" rid="B40">Mulyukin et&#xa0;al., 2023</xref>). To the best of our knowledge, the functional networks and active or conserved metabolic pathways in dormant and starved Mab remain unexplored. Based on our studies with Mtb (<xref ref-type="bibr" rid="B22">Ignatov et&#xa0;al., 2015</xref>), it can be assumed that <italic>de novo</italic> mRNA synthesis may be significantly attenuated in non-replicating Mab with substantial decrease in the number of transcripts in comparison to actively growing bacteria. We hypothesize that dormant and starved Mab will possess either common or specific sets of differentially regulated genes and proteins, similar to what has already been demonstrated for various dormant Mtb models (<xref ref-type="bibr" rid="B26">Kundu and Basu, 2021</xref>). It is possible that the transcriptomic and proteomic profiles reflecting the switching molecular mechanisms involved in low K<sup>+</sup> induced dormancy or starvation survival of Mab will have a lot in common with dormant Mtb cells obtained under the same conditions, albeit with more pronounced &#x2018;non-culturability&#x2019; (<xref ref-type="bibr" rid="B48">Salina et&#xa0;al., 2014a</xref>). The question of how well the transcriptomic and proteomic profiles of dormant and starved Mab will align with each other is intriguing.</p>
<p>Here, using a combination of transcriptomic, proteomic, and electron microscopy methods we investigated the strategies of Mab survival during growth arrest and metabolic cessation under potassium deficiency and nutrient starvation.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Bacterium and media</title>
<p><italic>M. abscessus</italic> ATCC 19977<sup>T</sup> from European Polytechnic School of Lausanne (Lausanne, Switzerland) was stored at &#x2212;70&#xb0;C. Starter cultures were initially grown from frozen stocks in Middlebrook 7H9 medium (Himedia, India) with 10% ADS (0.5% BSA, 0.2% dextrose, 0.085% sodium chloride) and 0.05% Tween-80 (Neofroxx GmbH, Germany) for 2&#x2013;3 days.</p>
<p>For nutrient starvation a mid-log phase culture with OD<sub>600</sub> = 1.5 was washed twice with 10 mM PBS (8.1 mM Na<sub>2</sub>HPO<sub>4</sub>, 1.5 mM KH<sub>2</sub>PO<sub>4</sub>, 137 mM NaCl and 2.7 mM KCl) containing 0.025% of tyloxapol (Sigma-Aldrich, USA), diluted to OD<sub>600</sub> = 0.25 in the same buffer with 0.025% of tyloxapol and incubated without shaking at 37&#xb0;C for 6 weeks.</p>
<p>For low-potassium dormancy starter cultures were initially grown from frozen stocks in Sauton medium containing (per 1L): KH<sub>2</sub>PO<sub>4</sub>, 0.5 g; MgSO<sub>4</sub>&#xb7;7H<sub>2</sub>O, 1.4 g; L-asparagine, 4 g; glycerol, 60 mL; ferric ammonium citrate, 0.05 g; sodium citrate, 2 g; 1% ZnSO<sub>4</sub> &#xb7; 7H<sub>2</sub>O, 0.1 mL; H<sub>2</sub>O, to 1 L; pH 7.0 (adjusted with 1 M NaOH) with 10% ADS (0.5% BSA, 0.2% dextrose, 0.085% sodium chloride) and 0.05% Tween-80 at 37&#xb0;C with shaking at 200 rpm for 4 days. The grown cultures were inoculated (0.25%) into potassium-free Sauton media in which K<sup>+</sup> ions (3.7 mM) were equimolarly substituted for Na<sup>+</sup> ions (<xref ref-type="bibr" rid="B47">Salina et&#xa0;al., 2014b</xref>) with addition of 10% ADS and 0.05% Tween-80, and incubated in loose-capped flasks at 37&#xb0;C with shaking at 200 rpm for 40&#x2013;45 days.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Viability tests</title>
<p>Tenfold serially diluted cell suspensions were plated in triplicates onto the solid Sauton medium supplemented with 10% ADS in Perti dishes and incubated at 37&#xb0;C for 6 days, followed by CFU counting. For the MPN assays, the same tenfold serial dilutions were inoculated into liquid Sauton medium supplemented with 10% ADS and 0.05% Tween-80, in 96-well Corning plates. The plates were left to stand at 37&#xb0;C for 10 days. Wells with visible bacterial growth were counted as positive, and MPN values were calculated with 95% confidence limits using statistical tables designed based on probability histograms (<xref ref-type="bibr" rid="B13">de Man, 1975</xref>). MPN values were calculated by counting wells with visible turbidity for a series of at least five serial tenfold dilutions prepared in triplicate. The exact confidence limits, with a minimal probability of 95%, for each MPN value were obtained from the corresponding statistical tables (<xref ref-type="bibr" rid="B13">de Man, 1975</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>[<sup>3</sup>H]-Uracil incorporation</title>
<p>Samples of bacterial cultures (1 mL) with <italic>ca</italic> 1&#xd7;10<sup>8</sup> cells were incubated with 1 &#x3bc;L of 5.6-<sup>3</sup>H uracil (1 mCi) at 37&#xb0;C with agitation for 5 h. Two hundred microliters of bacterial cultures were placed in 3 ml 7% ice-cold CCl<sub>3</sub>COOH and incubated on ice for 20 min, followed by filtration through a glass microfiber filter (Whatman, UK). Precipitated cells were washed with 3 ml 7% CCl<sub>3</sub>COOH and 6 ml 96% ethanol. Air-dried filters were placed in 10 ml of scintillation liquid Ultima GoldTM (Perkin Elmer, USA), and the radioactivity incorporation was measured using a LS analyzer (Beckman Instruments, USA) and expressed as counts per minute (cpm).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Transmission electron microscopy</title>
<p>Cells were pelleted at 4000 g for 10 min, washed in sterile mQ water with further centrifugation, fixed in 2.5% glutaraldehyde (w/v) in 0.1 M sodium cacodylate buffer (pH 7.2) for 2.5 h, then post-fixed in 1% (w/v) osmium tetroxide in the same buffer for 12 h. The fixed material was embedded, dehydrated, and polymerized in capsules according to the previously described protocol (<xref ref-type="bibr" rid="B46">Salina et&#xa0;al., 2024</xref>). Thin sections were prepared using an Ultrotome III (LKB-Produkter, Sweden), mounted on Formvar-coated copper grids (Jeol, Tokyo, Japan), stained with aqueous 3% uranyl acetate followed by 3.5% lead citrate for 20 min at 37&#xb0;C, and air-dried for 24 h. Specimens were examined under a JEM-1400 electron microscope (Jeol, Japan).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>TEM with energy dispersive X-ray spectroscopy</title>
<p>Pelleted cells were washed with distilled water, dropped in 5&#x2013;10-&#x3bc;L aliquots onto Formvar-coated and carbon-reinforced copper grids, and air-dried for 12 h. Specimens were subjected to EDX spectroscopy analysis in the TEM mode with the recording of chemical element maps for the whole or selected fields or point spectra using a JEM-1400 microscope (Jeol, Japan) equipped with an energy dispersive X-ray analysis system (EDXA, Inca Energy-350, Oxford Instruments, UK), operating at an accelerating voltage of 80 keV (tilt angle, 15&#xb0;). The examination procedure was based on selection of a TEM image and EDX spectroscopy to chemical elements in the whole image, or the region of interest with mapping of all or optionally selected elements using Aztec software (Oxford Instruments, UK). A map for each element was automatically marked with different colors. Electron microscopy studies were performed in the UNIQEM Collection Core Facility.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Analysis of images</title>
<p>Individual cells (182 &#x2013; 226) on appropriate thin section TEM images were assigned to specific morphological types with further calculation of their total occurrence relative to all intact cells for each control or experimental group. The presence of chemical elements in cells for unfixed specimens was demonstrated by comparing elemental maps with the same TEM image recorded prior to X-ray probing. Individual cells (168 &#x2013; 216) for the control and K<sup>+</sup>-free conditions were grouped to categories of normal (N), depleted (D) and subzero (sZ) intracellular potassium levels based on the relative K content (%) in total map spectra or point spectra through a cell. To approximate the total potassium abundance, we proposed to use a parameter I <sub>K</sub><sup>+</sup> = C <sub>K</sub>/S &#xd7; N<sub>cells</sub>, where C<sub>K</sub> is the relative K<sup>+</sup> content (%) in the total map spectrum of a field; S is the total area (in microns) and N<sub>cells</sub> is the number of cells in the field. The ratios of intracellular to extracellular potassium content were estimated approximately from the K counts in point spectra through a cell and the nearest cell-free space, or from the counts in spectra for areas contouring single or multiple cells versus the extracellular space.</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>RNA isolation</title>
<p>Bacterial cultures were rapidly cooled on ice, pelleted upon centrifugation (3700 g, 10 min, +4&#xb0;C), and disrupted with 0.1 mm zirconia beads using a Bead Beater (BioSpec Products, USA) as previously described (<xref ref-type="bibr" rid="B45">Rustad et&#xa0;al., 2008</xref>). After extraction with phenol-chloroform, DNA was removed upon treatment with Turbo DNase (Life Technologies, USA). Then, total RNA was isolated and purified using RNeasy Mini Kit (Qiagen, The Netherlands) according to the manufacturer&#x2019;s protocol. RNA was quantified spectrophotometrically using a NanoDropOne (Thermo Fisher Scientific, USA) and checked for the integrity upon electrophoretic separation in 1% agarose gels.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>RNA-seq and data analysis</title>
<p>RNA samples were depleted of 16S and 23S rRNA using the NEBNext<sup>&#xae;</sup> rRNA Depletion Kit (Bacteria) (NEB, USA). Sequencing libraries were generated from the ribosomal transcript-depleted RNA using the NEBNext<sup>&#xae;</sup> Ultra&#x2122; II Directional RNA Library Prep Kit for Illumina according to the manufacturer&#x2019;s protocol. Sequencing was performed on an Illumina NovaSeq 6000 (Illumina Inc, USA) in paired-end mode as 150 nt long reads.</p>
<p>After a quality control evaluation using FastQC (<xref ref-type="bibr" rid="B4">Andrews, 2010</xref>), the reads were mapped to the <italic>M. abscessus</italic> reference genome (CU458896.1, <ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/">http://www.ncbi.nlm.nih.gov/</ext-link>) with Bowtie2 (<xref ref-type="bibr" rid="B28">Langmead and Salzberg, 2012</xref>); the alignment was performed with the &#x201c;-local&#x201d; and &#x201c;-dovetail&#x201d; options. Calculation of the mapped fragments for all genes was performed with the feature Counts program from the Subread package (<xref ref-type="bibr" rid="B30">Liao et&#xa0;al., 2014</xref>). Only unambiguously mapped non-chimeric fragments were used in subsequent analysis.</p>
<p>We identified differentially expressed genes (DEGs) using the DESeq2 software package (<xref ref-type="bibr" rid="B33">Love et&#xa0;al., 2014</xref>) according to the following criteria: adjusted <italic>p</italic>-value &lt; 0.01 and |log<sub>2</sub> fold change (log<sub>2</sub> FC)| value &#x2265; 2.0. DEGs were then assigned to the functional categories using the EggNOG Database (<xref ref-type="bibr" rid="B21">Huerta-Cepas et&#xa0;al., 2016</xref>). Gene set enrichment analysis (GSEA) was performed using GSEA software (<xref ref-type="bibr" rid="B38">Mootha et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B54">Subramanian et&#xa0;al., 2005</xref>) to identify significantly enriched or attenuated functional pathways. All RNA-seq data were deposited in the GEO repository under the accession number GSE293824. Pearson correlation coefficients between RNA-seq and proteome log2 fold changes were calculated for genes with statistically significant changes in both datasets. Genes with missing values were excluded.</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Quantitative real-time PCR</title>
<p>Total RNA (0.1 &#xb5;g per each sample) was converted to cDNA with random 9-mer primers and M-MuLV reverse transcriptase (Termo Fisher Scientific, USA). Quantitative PCR was performed using qPCRmix-HS SYBR (Evrogen, Russia) and the Real-time CFX96 Touch Cycler (BioRad, USA) under the cycling conditions: 95&#xb0;C for 10 s, 60&#xb0;C for 10 s, 72&#xb0;C for 10 s, repeat 40 times, primers are listed in <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>. In the end of amplification, the dissociation curves were plotted to confirm the specificity of the PCR product. All real-time experiments were repeated in triplicate. The results were normalized against the 16S rRNA gene.</p>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Sample preparation for proteomics</title>
<p>Cells from the same cultures, used for RNA isolation, were pelleted upon centrifugation (10 min, 3700 g), resuspended in hot lysis buffer (100 mM Tris-HCl, pH 8.5, 1% SDS, 10 mM DTT), heated at 95&#xb0;C for 15 min and disrupted with 0.1 mm zirconia beads in a Bead Beater (BioSpec Products, USA). The lysate was centrifuged at 12,000 rpm 4&#xb0;C for 15 min and filtered through a 20-&#x3bc;m filter. The protein concentration was determined using the micro BCA protein assay kit (Thermo Fisher Scientific, USA). Aliquots containing 50 mg protein were diluted to 1 mg/mL with lysis buffer, and Tris (2-carboxyethyl)phosphine (TCEP) and chloroacetamide (CAA) were added at the final concentrations of 10 and 20 mM for cysteine reduction and alkylation, respectively, performed by heating at 80&#xb0;C for 10 min. Proteins were precipitated with five volumes of acetone at &#x2212;20&#xb0;C overnight; pellets were washed twice with acetone, resuspended in 50 mL of 100 mM Tris pH 8.5, 1% (<italic>w</italic>/<italic>v</italic>) SDS by sonication, and treated with trypsin (Promega, USA) added at the ratio 1/100 (<italic>w/w</italic>, trypsin to protein) for 2 h at 37&#xb0;C. Then, the second trypsin portion 1/100 <italic>w</italic>/<italic>w</italic> was added, and the samples were incubated overnight at 37&#xb0;C. Proteolysis was stopped by adding 1% TFA, and precipitated SDS was removed by centrifugation.</p>
</sec>
<sec id="s2_11">
<label>2.11</label>
<title>Liquid chromatography with tandem mass spectrometry</title>
<p>LC-MS analysis was carried out in an Ultimate 3000 RSLCnano HPLC system connected to a Q Exactive Plus mass spectrometer (TermoFisher Scientific, USA). Protein samples were loaded directly without solid-phase extraction into a trap column (20 &#xd7; 0.1 mm) packed with Inertsil ODS3 3-mm sorbent (GLSciences, Japan) in the loading buffer (2% acetonitrile, 98% H<sub>2</sub>O, 0.1% trifluoroacetic acid) at the flow rate of 10 mL/min and separated in a fused silica column (500 &#xd7; 0.1 mm) packed with Reprosil PUR C18AQ 1.9 (Dr. Maisch GmbH, Germany) into the emitter prepared with P2000 Laser Puller (Sutter Instrument Co., USA) (<xref ref-type="bibr" rid="B25">Kovalchuk et&#xa0;al., 2019</xref>).</p>
<p>Samples were eluted with a linear gradient of solvent A (0.1% formic acid in water) and solvent B (80% acetonitrile, 19.9% H<sub>2</sub>O, 0.1% formic acid) from 4 to 36% of solvent B over 1 h at 0.44 mL/min at room temperature. MS data were collected in the data-dependent acquisition mode. MS1 parameters were as follows: resolution, 70K; scan range, 350&#x2013;2000; max injection time, 50 ms; automatic gain control target (AGC), 3 &#xd7; 10<sup>6</sup>. Ions were isolated with a 1.4 m/z window and 0.2 m/z offset targeting 10 highest-intensity peaks with +2 to +6 charge and 8 &#xd7; 10<sup>3</sup> minimum AGC; peptide match was set to preferred, isotope exclusion enabled, and dynamic exclusion set to 40 s. MS2 fragmentation was carried out in the higher-energy collision dissociation mode at 17,5K resolution with 27% normalized collision energy. Ions were accumulated for a maximum of 45 ms with target AGC of 1 &#xd7; 10<sup>5</sup>.</p>
<p>Each sample was analyzed in three biological replicates. MS raw files were analyzed using PEAKS Studio 8.5 (Bioinformatics Solutions Inc., Canada) (<xref ref-type="bibr" rid="B34">Ma et&#xa0;al., 2003</xref>) and peak lists were searched against UniProtKB/TrEMBLE FASTA (canonical and isoform; version of November 2023) for <italic>M. abscessus</italic> ATCC 19977 with methionine oxidation and asparagine and glutamine deamidation as variable modifications. False discovery rate was set to 0.01 for peptide-spectrum matches and determined by searching a reverse database. Enzyme specificity was set to trypsin in the database search. Peptide identification was performed with an allowed initial precursor mass deviation up to 10 ppm and an allowed fragment mass deviation of 0.05 Da. The MS proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository (<xref ref-type="bibr" rid="B42">Perez-Riverol et&#xa0;al., 2019</xref>) with the dataset identifier PXD065271.</p>
</sec>
<sec id="s2_12">
<label>2.12</label>
<title>Statistics</title>
<p>Experiments were conducted in three biological replications at least. Statistical analysis was performed using Microsoft<sup>&#xae;</sup> Office<sup>&#xae;</sup> Excel 2016 MSO (16.0.4639.1000). The data were expressed as the mean &#xb1; standard deviation. Data were analyzed using Student&#x2019;s unpaired <italic>t</italic>-test; <italic>p</italic> &lt; 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Dormant and starved Mab as models for transcriptomic and proteomic studies</title>
<p>For this study, we reproduced the model of Mab dormancy acquired through prolonged incubations of cultures grown in Sauton-based potassium-free medium (<xref ref-type="bibr" rid="B40">Mulyukin et&#xa0;al., 2023</xref>) and employed the model of nutrient starvation in PBS. The physiological and morphological features of the dormant and starved mycobacteria were compared to those of growing mid-log cultures in the complete Middlebrook 7H9 medium and are described below.</p>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Viability and deceleration of metabolic activity</title>
<p>The stationary phase of Mab cultures in K<sup>+</sup>-free medium was reached by day 5, and the further development of already-grown populations occurred without a decline in the number of viable cells capable of growing in fresh complete (with K<sup>+</sup>) Sauton liquid medium as judged by MPN values (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). Starting on day 28, K<sup>+</sup>-deprived cultures entered a state of transient &#x2018;non-culturability&#x2019; with a significant decline of colony-forming ability, as evidenced by CFU dynamics at constant MPN levels (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). From 41 to 44 days of incubation, over 98% of the Mab population could not be enumerated upon CFU counting though they were detectable using MPN assays (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). Starved Mab suspensions, prepared by pelleting cells (10 min, 4000 g) from mid-log cultures, followed by washing and resuspending in PBS, exhibited nearly unchanged CFU and MPN titers during incubation for up to 6 weeks (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). The transition to a non-culturable state did not occur in the starved Mab suspensions judging from that both CFU and MPN counts remained within the same order of magnitude (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). Mab cells incubated in K<sup>+</sup>-free medium over prolonged incubation period (41 days) were used as the dormant model. This time point was selected on the basis of the substantial loss colony formation (CFU counts) yet the sustained viability (MPN counts) (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>). The other physiological state is represented by Mab cells, which were incubated in PBS for 14 days and are used as the starvation model. Both CFU and MPN values remained constant over a 45-day period (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1A</bold></xref>), and the selection of the time point was not crucial in terms of viability maintenance by starved Mab. Both these models of non-culturability of Mab were subjected to further analysis of metabolic activity, cell morphology, and transcriptomic and proteomic profiles.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Viability and transcriptional activity of starved and dormant Mab cells. <bold>(A)</bold> CFU and MPN values of Mab cultures under nutrient starvation in PBS and prolonged incubation in K<sup>+</sup>-free medium. The experiment was repeated three times with similar results, a typical experiment is presented. <bold>(B)</bold> Incorporation of [<sup>3</sup>H]-uracil into 3-day active growing mid-log, 14-day PBS-starved and post-stationary 41-day-old dormant Mab cells in K<sup>+</sup>-free medium expressed as counts per minute (cpm) and normalized to the viable cell numbers, corresponding total amount of viable bacteria. The experiments were performed independently twice in triplicates; the mean values and standard deviations are shown here: **p&lt;0.01, ***p&lt;0.001, unpaired <italic>t</italic>-test.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g001.tif">
<alt-text content-type="machine-generated">Graph A shows the cell count over 45 days for MPN Dormant, MPN Starved, CFU Starved, and CFU Dormant states. MPN lines are higher than CFU lines. Graph B is a bar chart comparing viable bacteria counts for Active, Starved, and Dormant states, with Active showing the highest count. Significant differences are noted with asterisks.</alt-text>
</graphic></fig>
<p>Normalized <sup>3</sup>H&#x2010;uracil incorporation values (radioactivity counts per minute, cpm, per the viable cell numbers) were statistically significantly lower by more than twenty times in samples of post-stationary 41-day-old dormant Mab cells in K<sup>+</sup>-free medium than in samples from mid-log cultures (3 days) in the complete Middlebrook 7H9 medium (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>). These results suggest a profound decrease in transcriptional activity in dormant Mab cells under the conditions used, though not to undetectable levels. Starved Mab cells (14 days) displayed a transcription activity at the ~40% level of actively growing cultures, as inferred based on the corresponding values of <sup>3</sup>H&#x2010;uracil incorporation (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>).</p>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Transmission electron microscopy imaging</title>
<sec id="s3_1_2_1">
<label>3.1.2.1</label>
<title>Active cultures</title>
<p>Mab cells that possessed the intact cell wall and cytoplasmic membrane, and finely grained cytoplasm (classified as vegetative cells, <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref> and magnified images <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2J, N</bold></xref>) constituted the predominant (92%) cell type V in the control mid-log cultures grown in the complete Middlebrook 7H9 medium. Dead and cell-wall deficient cells comprised a minor fraction, amounting to no more than 4% of total cells (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Thin section TEM images of <italic>M. abscessus</italic> cells in mid-logarithmic cultures (3 days), dormant K<sup>+</sup>-depleted cultures (41 days), and starved suspensions in PBS (14 days). General views <bold>(A, B, D, E, G, H)</bold>, enlarged images of the different cell types <bold>(J, K, L, M)</bold>, and magnified fragments of cell envelopes <bold>(N&#x2013;Q)</bold> are shown. Bars: <bold>(A, B, D, E, G, H)</bold> = 1 &#xb5;m; <bold>(J&#x2013;M)</bold> = 500 nm. The percentage of different cells types <bold>(C, F, I)</bold> was calculated based on the examinations of 182&#x2013;226 cells. Designations for cell types: V, vegetative cells; dt1, cells with the granules and electron-transparent inclusions; dt2, cells exhibiting heterogeneous cytoplasm, characterized by an electron-dense periphery and a low-density central part; dt3, cells with altered cell walls and the dense, homogeneous cytoplasm; un, uncommon morphological type; cwd, cell-wall-deficient cells. Comments and descriptions can be found in the section 3.1.2. Other designations: inc and INC, small and large transparent or low-density inclusions, respectively; hdCy and ldCy, highly dense and low-density regions in the cytoplasm, respectively; strcw and thcw, stratified and thickened cell walls, respectively; n, nucleoid; Ls, a loosened mycolic acid layer in cell-wall deficient cells. Individual layers in stratified cell walls are demarcated with arrows (image <bold>M</bold>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g002.tif">
<alt-text content-type="machine-generated">Collage of microscopic images and bar graphs showing cell types and proportions. Panels A and B depict cells in Middlebrook 7H9 medium; C shows the percentage of cell types with vegetative cells dominating. Panels D and E illustrate cells in potassium-free medium; F indicates more diverse cell types. G and H display cells in phosphate-buffered saline; I shows similar diversity. Enlarged images (J-M) detail morphological features. Panels N-Q focus on cell wall differences, highlighting distinct structures such as strcw and thcw. Bars and labels identify various cell types like v, cwd, dt1, dt2, dt3, un, and dead.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_1_2_2">
<label>3.1.2.2</label>
<title>General features of dormant and starved cultures</title>
<p>Mab cells in 41-day-old cultures in K<sup>+</sup>-free medium (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2D, E</bold></xref>) or in cultures starved for 14 days (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2G, H</bold></xref>) exhibited differences in morphology compared to vegetative cells (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2A, B</bold></xref>). The substantial fraction of intact cells in the aged cultures exhibited the morphological traits of dormant Mab, characterized by the absence of cell division, the preservation of subcellular structures, and less or more pronounced changes in the cell envelopes and/or the cytoplasm. Cells containing conspicuous electron-transparent inclusions in the cytoplasm constituted approximately 20% and 28% in dormant and starved cultures, respectively (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2F, I</bold></xref>) and were rarely observed (~ 1%) among actively growing Mab cells (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2C</bold></xref>).</p>
</sec>
<sec id="s3_1_2_3">
<label>3.1.2.3</label>
<title>Cell types</title>
<p>Dormant cells were classified into three distinct morphological types (dt1, dt2, dt3) (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2K&#x2013;M</bold></xref>), which collectively constituted approximately half (46 &#x2013; 48%) of the cell population that was subjected to K<sup>+</sup>-deprivation or starvation (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2F, I</bold></xref>). The dt1 type was distinguished by the presence of electron-transparent inclusions of various sizes and numerous granules of low density (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2K</bold></xref>). The type dt2 of cells was characterized by the heterogeneous cytoplasm with an electron-dense periphery and a low-density central part (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2L</bold></xref>). The type 3 encompassed cells exhibiting the stratified cell wall composed of alternating layers with varying density (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2M, O</bold></xref>) or the thickened and homogenous cell envelope (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2P</bold></xref>) and homogenous cytoplasm. The profile of cellular envelopes of the d3 type cells was found to differ from that of vegetative cells (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2N</bold></xref>). Cells that exhibited a curved or angular shape and inclusions (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2H</bold></xref>) were classified under to the category &#x201c;un&#x201d;, which designates an uncommon type. Consequently, the morphological diversity of Mab cells was intrinsic to the dormant and starved Mab cultures in contrast to actively growing populations.</p>
</sec>
<sec id="s3_1_2_4">
<label>3.1.2.4</label>
<title>Minor differences</title>
<p>Intact curved cells belonging to the un type (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2H</bold></xref>) accounted for approximately 23% in the starved populations (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2I</bold></xref>) and were almost absent in the control and aged K<sup>+</sup>-sequestered cultures (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2C, F</bold></xref>). The features of cell wall deficiency, including disruption of the outer mycolic acid layer (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2Q</bold></xref>), were more prevalent (~25%) for Mab under long potassium deficiency stress than in the starved (10%) and control (2.5%) cultures (<xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2C, F, I</bold></xref>, respectively). Notwithstanding these insignificant differences, dormant and starved Mab populations exhibited comparable morphologies.</p>
</sec>
</sec>
<sec id="s3_1_3">
<label>3.1.3</label>
<title>Biogenic elements and cationic homeostasis</title>
<p>Qualitative TEM-EDX spectroscopy analysis with mapping of carbon, oxygen, phosphorus, sulfur, nitrogen, and cations in fields with mycobacteria and cell-free space showed that the majority of cells maintain pools of biogenic elements in both the active and aged cultures (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>). Cells in 41-day old K<sup>+</sup>-depleted cultures and 14-day starved suspensions had decreased pools of P, S and N compared to actively growing populations (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>). Overall, Mab cells subjected to prolonged starvation or potassium deprivation were heterogeneous in the accumulation of monovalent (K and Na) and bivalent (Mg and Ca) cations. Some cells with depleted K<sup>+</sup> levels in the both aged cultures contained higher amounts of the other cations, especially calcium, while actively growing mycobacteria with well detectable potassium levels contained low amounts of Na, Mg, Ca (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>TEM-EDX analysis: images of fields with <italic>M. abscessus</italic> cells and colored maps of potassium, sodium, magnesium, and calcium. Bars, 2.5 &#xb5;m.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g003.tif">
<alt-text content-type="machine-generated">Field images with corresponding cation maps for potassium (K), sodium (Na), magnesium (Mg), and calcium (Ca) under three conditions: mid-log culture in 7H9 medium for 3 days, potassium-free medium for 41 days, and phosphate-buffered saline (PBS) for 14 days. The maps illustrate varied cation distributions and spectra counts, indicating different cellular uptake or retention levels in each condition.</alt-text>
</graphic></fig>
<p>Based on the EDX spectra, we approximated the proportions of cells with the normal (N), deficient (D), and subzero (sZ) levels of potassium in the control mid-log cultures and long-stored K<sup>+</sup>-deprived populations for which initial sources of potassium were the inoculated cells and probably admixtures in reagents. In the control cultures, the cells with the normal K<sup>+</sup> constituted 87%, and potassium-deficient and potassium-free mycobacteria shared smaller fractions (8% and 5%, respectively) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>). The potassium abundance index I<sub>K+</sub>, which we derived from EDX spectral data, varied from 0.15 &#xd7;10<sup>&#x2013;3</sup> to 0.29 &#xd7;10<sup>&#x2013;3</sup> in normalized units of the relative K<sup>+</sup> content (%/&#xb5;m<sup>2</sup>&#xd7;N<sub>cells</sub>) for mid-log cultures growing without potassium deficiency. The ratio of intracellular to extracellular potassium (K<sup>+int</sup>/K<sup>+extr</sup>) was in a rather narrow range, from 1 to15 (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>).</p>
<p>Under long-term K<sup>+</sup> deprivation, cells with reduced and subzero K<sup>+</sup> levels (35% and 36%) were dominant over cells with the normal or near normal potassium pool, as judged from differential counting cells in all examined fields and can be visualized from elemental maps (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>, <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>). It is noteworthy that the mycobacterial culture under prolonged potassium depletion stress appeared heterogeneous at both the single cell and multicellular levels. There were cells with the similar I<sub>K+</sub>, and K<sup>+int</sup>/K<sup>+extr</sup> parameters as in the case of no-deficiency growth (subpopulation 1); small clumps with the fewer I<sub>K+</sub> and higher K<sup>+int</sup>/K<sup>+extr</sup> than for those active culture (subpopulation 2), and clumps experiencing severe potassium deficiency (subpopulation 3) in which few cells only were able to maintain the potassium homeostasis (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>).</p>
<p>Post-stationary Mab cells grown in K<sup>+</sup>-free medium, which remained viable over prolonged incubation period (41 days) despite losing the colony-forming ability, and Mab cells, incubated in PBS for 14 days, showed significantly reduced metabolic activity and changed morphology. For brevity, we will use below the designations &#x2018;active&#x2019;, &#x2018;dormant&#x2019; and &#x2018;starved&#x2019; cells without detailing of the growth stage, media, and incubation time.</p>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Transcriptomic profiles of dormant and starved Mab</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>General description</title>
<p>RNA-seq data from three replicates of active, dormant, and starved Mab cultures were analyzed to identify up- or down-regulated genes. The analysis showed the less percentage of mapped coding sequences (CDS) in dormant cells (average 44.40%) and starved cells (average 47.88%) than in active bacteria (average 67.56%) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;3</bold></xref>). Differentially expressed genes (DEGs) were defined as genes whose expression changed by more than fourfold (|Log<sub>2</sub>FC| &gt; 2, p.adj &#x2264; 0.01) in dormant or starved Mab compared to active cells. A total of 668 DEGs were identified in dormant Mab, of which 527 were up-regulated and 141 were down-regulated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). In starved Mab, 692 DEGs were detected, 436 were up-regulated and 256 were down-regulated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>).</p>
<p>Principal component analysis (PCA) confirmed the technical quality of the transcriptomes and revealed unique transcriptional clusters for active, dormant, and starved Mab (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). The transcriptomic profiles of dormant and starved Mab displayed a partial overlapping in DEGs, as shown in the Venn diagrams (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). Of the up-regulated DEGs, a total of 209 were&#xa0;common, while 318 and 227 were specific to dormant and&#xa0;starved mycobacteria, respectively (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). Of the repressed genes, 68 were common, and while 73 and 188 appeared specific to the corresponding physiological states (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). The expression level of some DEGs was confirmed by qPCR (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Principal component analysis (PCA) of 3-day active mid-log (A), 41-day dormant (D), 14-day PBS-starved (P) Mab cultures.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g004.tif">
<alt-text content-type="machine-generated">A scatter plot showing three groups: active (red), dormant (green), and starved (blue). The x-axis represents PC1 with 56 percent variance, and the y-axis represents PC2 with 35 percent variance. Active group points are clustered at the origin, dormant points are in the upper right, and starved points are in the lower right.</alt-text>
</graphic></fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>The Venn diagram of transcriptomic responses in dormant and starved Mab in comparison to active grown mid-log bacteria grown in balanced medium. <bold>(A)</bold> Up-regulated genes. <bold>(B)</bold> Down-regulated genes. (|Log<sub>2</sub>FC| &gt; 2, p.adj &#x2264; 0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g005.tif">
<alt-text content-type="machine-generated">Two Venn diagrams labeled A and B compare numbers of items in two categories: Dormant and Starved. In diagram A, Dormant includes 318 items, Starved has 227, with 209 overlapping. In diagram B, Dormant contains 73 items, Starved has 188, with 68 overlapping.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Functional categories of DEGs</title>
<p>In order to gain some insight into general mechanisms involved in the maintenance of bacterial viability over prolonged pressure of the growth-unsupportive conditions, the DEGs were grouped into the functional categories in accordance with the EggNOG Database (<xref ref-type="bibr" rid="B21">Huerta-Cepas et&#xa0;al., 2016</xref>) Up-regulated genes for both dormant and starved Mab cultures showed overlapped enrichment in three key functional EggNOG categories: K (transcription), C (energy production and conversion) and O (post-translational modification, protein turnover, chaperones) as shown in (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Gene set enrichment analysis (GSEA) results comparing dormant and starved versus active grown mid-log Mab. The EggNOG functional categories were analyzed to identify differentially enriched gene sets. Bars in red indicate significant enrichment under potassium deficiency and nutrient starvation (FDR q-value &lt; 0.25), bars in blue show significant down-regulation in these conditions (FDR q-value &lt; 0.25), and bars in gray represent non-significant gene sets (FDR q-value &#x2265; 0.25).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g006.tif">
<alt-text content-type="machine-generated">Bar chart comparing normalized enrichment scores (NES) for M. abscessus EggNOG functional categories under dormancy and PBS conditions. Categories like transcription, energy production, and chaperones are highlighted. Blue bars represent NES with FDR q-value less than 0.25, while red bars indicate NES with FDR q-value equal to or more than 0.25. Bars are shown in two columns for both conditions.</alt-text>
</graphic></fig>
<p>The down-regulated genes in the Mab&#x2019;s models fell into a broader range of the categories: J (translation, ribosomal structure and biogenesis), D (cell cycle control, cell division, chromosome partitioning), G (carbohydrate transport and metabolism), M (cell wall/membrane/envelope biogenesis), F (nucleotide transport and metabolism), L (replication, recombination and repair), Q (secondary metabolites biosynthesis, transport and catabolism). Specifically, the down-regulated genes in dormant (but not in starved Mab) were found in the T (signal transduction) and U (intracellular trafficking, secretion, and vesicular transport) categories.</p>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Activated and suppressed KEGG pathways</title>
<p>Gene Set Enrichment Analysis (GSEA) data demonstrated that dormant Mab showed significant enrichment in a total pool of transcripts which are predicted to encode enzymes involved in steroid degradation and lipoic acid metabolism (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;3</bold></xref>). Similarly, starved cells also contained elevated levels of these transcripts, although the pathway enrichment did not reach statistical significance (FDR q-value &#x2265; 0.25) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;3</bold></xref>).</p>
<p>Up-regulated genes included those for lipases, fatty acid-CoA ligases, lipid-transfer protein, acyl-CoA dehydrogenase, acetyl-CoA transferase, enoyl-CoA hydratase, acyl-CoA thiolase, acetyl-CoA acetyltransferases, enoyl-CoA hydratases, providing the accumulation of acetyl-CoA (and propionyl-CoA) and were present at higher levels in dormant and, to a lesser extent, in&#xa0;starved mycobacteria, than in active cells (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). KEGG pathways of nitrogen metabolism and 2-oxocarboxylic acid metabolism were enriched in dormant and to a less extent in starved Mab (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;3</bold></xref>). Transcripts, corresponding to the pyruvate dehydrogenase complex, which is responsible for producing acetyl-CoA from pyruvate, as well as the enzymes involved in the methylmalonyl pathway, which is crucial for the degradation of odd-chain fatty&#xa0;acids showed increased abundance both in dormant and starved Mab (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). The both studied NRS had the increased levels of transcripts for isocitrate lyase&#xa0;MAB_4095c, the key enzyme of glyoxilate shunt and citrate synthase MAB_0932c, the key enzyme of TCA cycle. The other&#xa0;TCA cycle&#x2019;s enzymes were mostly repressed (in starved bacteria) or unchanged (in dormant bacteria) (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). Upregulation of nitrite reductase <italic>nirBD</italic> (MAB_3521c and MAB_3522c, respectively) together with non-proton-pumping type II NADH dehydrogenase <italic>ndh</italic> (MAB_2429c) was found in dormant Mab only with concomitant repression of proton-pumping type I NADH dehydrogenase (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Representation of normalized expression levels of selected genes and proteins involved in key metabolic pathways in active mid-log (A), dormant (D), and PBS-starved (P) Mab. Transcriptomic data (left side of each panel) and proteomic data (right side of each panel) are shown for comparison. Gene expression data were normalized using DESeq2, while protein abundance data were analyzed using appropriate proteomics workflows. Expression values were normalized to z-scores across samples and displayed according to the color code, where red indicates higher expression and blue indicates lower expression relative to the mean. In RNA-seq studies A_1, A_2, A_3 are control samples both for D_1, D_2, D_3 and P_1, P_2, P_3 conditions; in proteomic studies A_1, A_2, A_3 are control samples for D_1, D_2, D_3, and A_4, A_5, A_6 are control samples for P_1, P_2, P_3 conditions.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1668407-g007.tif">
<alt-text content-type="machine-generated">Heat maps depicting the transcriptomic and proteomic data across various metabolic pathways, including fatty acid degradation, TCA cycle, glycolysis, and others. The color scale represents different conditions such as active, K deficiency, and PBS, with values from 2 to -2. Each panel showcases gene expression patterns, with missing data indicated as gray squares.</alt-text>
</graphic></fig>
<p>Both dormant and starved Mab cells had repressed or unchanged pathways of the utilization of simple sugar-based carbon source via glycolysis and pentose phosphate <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). On the whole, growth-related, energy-producing and biosynthetic processes were expectedly attenuated in NRS, highlighting a shift from active proliferation to resource conservation. Cell division proteins, including RodA (MAB_0036c) and proteins of Fts family, were found to be down-regulated in dormant and starved bacteria, confirming the growth arrest in NRS (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). Some proteins of MmpL and MmpS family associated with mycobacterial virulence, as well as proteins of YrbE family, participating in &#x2018;host-pathogen&#x2019; interaction, and lipid-transporting proteins of Mce proteins, modulating host cell signaling, were repressed in dormant and starved Mab (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>).</p>
<p>The inducible potassium-transporting Kdp system was up-regulated in dormant Mab only, while the major constitutive potassium transporter consisting of two Trk proteins, CeoB and CeoC, was unchanged in the both NRS types (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>). It is noteworthy that the dormancy survival regulator <italic>dosR</italic> (MAB_3891c), its counterpart sensor kinase <italic>dosS</italic> (MAB_3890c), and ATP synthase&#x2019;s subunits <italic>atpA-H</italic> were activated only in dormant cells under potassium deficiency (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;4</bold></xref>).</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Proteomic profiles of dormant and starved Mab</title>
<p>Proteomic datasets for active, dormant, and starved Mab were produced and analyzed to reveal different protein expression. Similar to DEGs, differentially expressed proteins (DEPs) were proteins whose abundance differed by |Log<sub>2</sub>FC| &gt; 2 (q-value &#x2264; 0.05) from active cells. Totally, 557 DEPs were identified in dormant Mab; 228 of them were up-regulated and 329 were down-regulated. Starved Mab showed 833 DEPs, 266 up-regulated and 567 down-regulated (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;5</bold></xref>).</p>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Up- or down-regulation in both proteome and transcriptome</title>
<p>Different regulation of proteins showed a strong positive correlation (r = 0.656) with transcriptomic changes in dormant Mab, in contrast to much weaker correlation (r = 0.168) between transcriptome and proteome data for starved Mab (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;4</bold></xref>). Consistent with the up-regulation of transcripts, both dormant and starved Mab were enriched in proteins involved in fatty acid degradation and constituting the pyruvate dehydrogenase complex, as well as transcriptional regulatory proteins of various families (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;5, 6</bold></xref>). Specifically, dormant Mab contained an elevated pool of dormancy regulator DosR (MAB_3891c) (log<sub>2</sub>FC = 2.03) correspondingly to its enhanced transcription (log<sub>2</sub>FC = 3.97). Notably, the activation of the potassium-transporting Kdp system in dormant Mab was evident in both proteome and transcriptome profiles (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;5, 6</bold></xref>). In dormant Mab, ATP-synthase subunits were upregulated at the both translation and transcription levels <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;5, 6</bold></xref>).</p>
<p>In accordance with the transcriptome profile, dormant and starved Mab exhibit a depletion of proteins implicated in cell division (i.e., of the Fts family); in the synthesis of the cell wall and the cell membrane components, and in a variety of biosynthetic pathways (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;5, 6</bold></xref>). It is noteworthy that some proteins of MmpL and MmpS family, which are associated with mycobacterial virulence, and lipid-transporting Mce proteins, modulating host-cell signaling, were also reduced in the both NRS types, in concordance with the down-regulation of their transcription.</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Overrepresentation in proteome <italic>vs</italic> depletion in transcriptome</title>
<p>The elevated or reduced levels of DEPs corresponded well to the up- or down-regulated transcription of their genes in dormant Mab (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>). In starved cells there were a significant proportion of proteins whose expression levels changed in the opposite direction.</p>
<p>Starved Mab cells exhibited enrichment in ATP-synthase, proton-pumping type I NADH dehydrogenase, enzymes of TCA, and demonstrated a depletion of the corresponding transcripts (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>). The universal stress protein MAB_2489 was represented well in the proteome (log<sub>2</sub>FC = 4.03) and down-regulated in the transcriptome of starved Mab (log<sub>2</sub>FC = &#x2013; 4.45), as well as UbiA prenyltransferase MAB_0173 (log<sub>2</sub>FC = 5.73 <italic>vs</italic> &#x2013;2.61), which is involved in ubiquinone synthesis (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>). The predicted non-ribosomal peptide synthase, MAB_0510c, which can be implicated in the cell response to a lack of ribosomal activity and in an alternative mechanism of assembling essential proteins from non-proteinogenic substrates, was found at high levels in the proteome (log<sub>2</sub>FC = 3.79), oppositely to its transcription (log<sub>2</sub>FC = &#x2013; 4.45). The DNA-binding histone-like protein, MAB_3292c, which participate in H<sub>2</sub>O<sub>2</sub> defense and thus contributes to bacterial survival, was present at substantial levels (log<sub>2</sub>FC = 2.56) in starved Mab thought its transcription was suppressed (log<sub>2</sub>FC =&#x2013;3.39) (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>). It is noteworthy that starved cells had an enriched pool of proteins (oppositely to transcripts) such as arabinosyltransferase, MAB_0189c, (log<sub>2</sub>FC = 2.41 in proteome <italic>vs</italic> log<sub>2</sub>FC = &#x2013;2.24 in transcriptome) and UDP-galactofuranosyl transferase, MAB_0171, (log<sub>2</sub>FC = 2.14 <italic>vs</italic> log<sub>2</sub>FC = &#x2013;2.38). These enzymes play a pivotal role&#xa0;in the polymerization of arabinogalactan, the key component of&#xa0;the mycobacterial cell wall, and can be involved in cell wall strengthening during the initial stages of adaptation.</p>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Underrepresentation in proteome <italic>vs</italic> enrichment in transcriptome</title>
<p>Both dormant and starved Mab exhibited a decrease in proteins involved in antioxidant mechanisms, including thioredoxin (MAB_2739c), glutaredoxin (MAB_3994c), deazaflavin-dependent nitroreductase (MAB_2860c), and in the initiation of transcription including factor RbpA (MAB_2208c), sigma-70 factor (MAB_1363), and sigma factor modulator (MAB_2512), though their transcription was increased (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>). Specifically, dormant Mab cells were enriched in a positive regulator of the DosRS system, MAB_2014c, contrastingly to its transcript (log<sub>2</sub>FC = &#x2013; 2.19 and 2.04, respectively). Starved Mab were depleted in the other predicted DosRS regulators, such as MAB_4426 (log<sub>2</sub>FC = &#x2013;2.61 and 5.04), MAB_2562c (log<sub>2</sub>FC = &#x2013;2.50 and 4.36), and MAB_2386 (log<sub>2</sub>FC = &#x2013;2.05 and 2.38), oppositely to their evident enrichment in the transcriptomic profile (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;6</bold></xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Evidently, both dormancy under potassium deficiency and starvation in PBS model NRS of Mab have both common and distinctive features. Not only dormant but also starved cells possess the retained viability and the reduced metabolism (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The results of the TEM examinations provide evidence that the two NRS populations examined under this study exhibit differences in morphology when compared to actively growing Mab, as previously reported (<xref ref-type="bibr" rid="B40">Mulyukin et&#xa0;al., 2023</xref>). Furthermore, these populations demonstrated a notable heterogeneity in the structure of cells, a feature that distinguishes them from active cultures. Finally, these NRS populations harbored similar cell types to be essential for adaptation (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). Nevertheless, the observed cell morphologies of Mab (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>) appear to differ from surviving Mab populations that were initially grown in rich liquid medium and subjected to harsh antibiotic treatment for prolonged period (<xref ref-type="bibr" rid="B46">Salina et&#xa0;al., 2024</xref>). A significant proportion of post-stationary Mab cells, which were incubated for prolonged time in the spent K<sup>+</sup>-free medium, lost the ability to form colonies, adopting a transitional &#x2018;non-culturability&#x2019;, and required a special condition to resume growth (i.e., the use of liquid medium). Moreover, they showed strongly diminished <sup>3</sup>H&#x2010;uracil incorporation, an indicative of metabolic repression. On the contrary, Mab cells survived in PBS without significant loss of colony-forming ability and exhibited a higher level of metabolic activity than Mab cultures under potassium sequestration (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Based on these differences, long-stored K<sup>+</sup>-depleted Mab cultures were considered as model of deep dormancy, whereas starved Mab were regarded to be in immature quiescent state.</p>
<p>The potassium deficiency was chosen for this study not only due to its importance for Mab survival under different conditions, including antibiotic treatment (<xref ref-type="bibr" rid="B40">Mulyukin et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B46">Salina et&#xa0;al., 2024</xref>). Potassium, as an abundant cation, regulates numerous metabolic pathways in various bacteria, including Mtb (<xref ref-type="bibr" rid="B56">Tan, 2021</xref>; <xref ref-type="bibr" rid="B11">Chen et&#xa0;al., 2025</xref>) and its role in the bacterial response to diverse environmental cues extends beyond controlling osmotic stress (<xref ref-type="bibr" rid="B15">Epstein, 2003</xref>; <xref ref-type="bibr" rid="B65">Wood, 2011</xref>). Particularly, potassium deficiency can occur in phagosomes due to the operation of a K<sup>+</sup>-efflux pump (<xref ref-type="bibr" rid="B64">Wiese and Seydel, 1996</xref>; <xref ref-type="bibr" rid="B2">Amaral et&#xa0;al., 2007</xref>). The ability of dormant Mab cells to cope with potassium deficiency by maintaining (or not) very low or near-normal K<sup>+</sup> levels or by taking up other cations (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>) reflects adaptability to changes in its concentrations at particular loci.</p>
<p>The main and new is the finding, that despite two distinctive stimuli to form NRS, both dormant and starved Mab have common changes in their transcriptomic and proteomic signatures. These changes reflect global reprogramming of bacterial metabolism which implies switching off the majority of growth- and biosynthesis-related activities and enhancing some &#x2018;alternative&#x2019; pathways, including those involved in utilization of lipids and fatty acids as carbon and energy source, and glyoxylate shunt (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>, <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;4, 5, 6</bold></xref>). It is noteworthy, that elevated level of protein and/or transcript for isocitrate lyase, nitrate reductase NirBD, and uncoupled non-proton-transporting type II NADH dehydrogenase with the suppression of the proton-transporting type I NADH dehydrogenase operon, especially in dormant Mab, denotes a &#x2018;hypoxic-like&#x2019; response though our experimental conditions did not imply oxygen deprivation. The similar modulation pattern was observed for profoundly &#x2018;non-culturable&#x2019; Mtb cells formed under the similar conditions (<xref ref-type="bibr" rid="B48">Salina et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B22">Ignatov et&#xa0;al., 2015</xref> BMC). Consequently, a &#x2018;hypoxic-like&#x2019; response can be regarded as the general adaptation program for persisting mycobacteria, ensuring their survival in NRS by a &#x2018;lean&#x2019; scenario due to suppression of the central metabolic pathways.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Up- and down regulation of Mab metabolic pathways under various stress conditions.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Condition</th>
<th valign="middle" align="center">Selected upregulated genes and pathways</th>
<th valign="middle" align="center">Selected downregulated genes and pathways</th>
<th valign="middle" align="center">References</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Dormancy<break/>under low-K<sup>+</sup> conditions,<break/>41 d</td>
<td valign="top" align="left">inducible potassium-transporting Kdp system<break/>&#x3b2;-oxidation of fatty acids; glyoxylate shunt;<break/>pyruvate dehydrogenase complex; methylmalonyl pathway;<break/>proton-transporting NADH dehydrogenase type-I;<break/>ATP synthase subunits,<break/><italic>dosRS</italic>;<break/>oxidative and multiple stress response;<break/>heat shock proteins<break/><italic>whiB7</italic></td>
<td valign="top" align="left">glycolysis and pentose phosphate pathways;<break/>ribosomal proteins; cell division;<break/>proton-transporting NADH dehydrogenase type I;<break/>MmpL and MmpS proteins, Mce proteins, YrbE proteins<break/>mycobactin clusters</td>
<td valign="top" align="left">This study</td>
</tr>
<tr>
<td valign="top" align="left">Nutrient limitation in PBS, 14 d</td>
<td valign="top" align="left">&#x3b2;-oxidation of fatty acids; glyoxylate shunt;<break/>pyruvate dehydrogenase complex;<break/>methylmalonyl pathway<break/>oxidative and multiple stress response;<break/>heat shock proteins <italic>nirBD</italic>;<break/><italic>whiB7</italic></td>
<td valign="top" align="left">glycolysis and pentose phosphate pathways;<break/>ribosomal proteins; cell division;<break/>ATP synthesis;<break/>proton-transporting NADH dehydrogenase type I;<break/>TCA cycle<break/>MmpL and MmpS proteins, Mce proteins, YrbE proteins<break/>mycobactin clusters</td>
<td valign="top" align="left">This study</td>
</tr>
<tr>
<td valign="top" align="left">NO induced hypoxia,<break/>40 min</td>
<td valign="top" align="left">&#x3b2;-oxidation of fatty acids;<break/><italic>dosRS</italic>;<break/>multiple stress response;<break/>heat shock proteins<break/>mycobactin clusters;<break/>WhiB7 regulon</td>
<td valign="top" align="left">ribosomal proteins</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B37">Miranda-CasoLuengo et&#xa0;al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">Growth in an artificial sputum<break/>(synthetic CF sputum medium),<break/>3 h</td>
<td valign="top" align="left">pyruvate dehydrogenase<break/>complex;<break/>glyoxylate shunt;<break/>proton-transporting NADH dehydrogenase type I<break/>WhiB7 regulon</td>
<td valign="top" align="left">ribosomal proteins<break/>Mce proteins,<break/>YrbE proteins</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B37">Miranda-CasoLuengo et&#xa0;al., 2016</xref></td>
</tr>
<tr>
<td valign="top" align="left">Intracellular survival in murine macrophages,<break/>16 h</td>
<td valign="top" align="left">&#x3b2;-oxidation of fatty acids; glyoxylate shunt;<break/>pyruvate dehydrogenase<break/>complex;<break/>cholesterol metabolism,<break/>methylmalonyl pathway;<break/><italic>dosR;</italic><break/>oxidative and multiple stress response<break/>heat shock proteins</td>
<td valign="top" align="left">glycolysis and pentose phosphate pathways;<break/>the mycolate operon;</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B14">Dubois et&#xa0;al., 2019</xref></td>
</tr>
<tr>
<td valign="top" align="left">hypoxia<break/>1% O<sub>2</sub>,<break/>5 d</td>
<td valign="top" align="left">&#x3b2;-oxidation of fatty acids;<break/>cholesterol metabolism,<break/><italic>dosRS</italic>;<break/>proton-transporting NADH dehydrogenase type I,<break/>ATP synthase subunits,<break/>Mce proteins</td>
<td valign="top" align="left">ribosomal proteins;<break/>nitrite reduction and extrusion</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B52">Simcox et&#xa0;al., 2023</xref></td>
</tr>
<tr>
<td valign="top" align="left">Co<sup>2+</sup> 625 &#x3bc;M,<break/>2 h</td>
<td valign="top" align="left">glyoxylate shunt<break/>WhiB7 regulon</td>
<td valign="top" align="left">TCA cycle;<break/>glycolysis;<break/>proton-transporting NADH dehydrogenase type I;<break/>ATP synthase subunits,</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2024</xref></td>
</tr>
<tr>
<td valign="top" align="left">Ni<sup>2+</sup> 2500 &#x3bc;M,<break/>2 h</td>
<td valign="top" align="left">glyoxylate shunt<break/>WhiB7 regulon</td>
<td valign="top" align="left">glycolysis;<break/>proton-transporting NADH dehydrogenase type I;<break/>ATP synthase subunits</td>
<td valign="top" align="left"><xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2024</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As expected, a divergence in the transcriptomic and proteomic profiles between the two NRS Mab models examined in this study was observed. Firstly, the activation of the inducible potassium-transporting Kdp system was inherent in dormant Mab obtained under prolonged potassium sequestration, but not in starved bacteria incubated in PBS with the sufficient concentration of K<sup>+</sup>. Remarkably, the Kdp system was found upregulated in Mtb not only after relatively short (4 h) exposure to K<sup>+</sup>-free medium (4 h), (<xref ref-type="bibr" rid="B35">MacGilvary et&#xa0;al., 2019</xref>) but also after prolonged incubation under potassium deficiency for several weeks (<xref ref-type="bibr" rid="B48">Salina et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B22">Ignatov et&#xa0;al., 2015</xref>). Another marked difference is that the dormancy regulator DosR was found activated both in transcriptome and proteome data only in long-stored Mab under potassium depletion, and not in starved Mab. Remarkably, dormant Mab exhibited a strong positive correlation between transcriptome and proteome changes indicating coordinated regulation at both levels, while starved bacteria showed a much weaker correlation between these two datasets (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;4</bold></xref>). We suggest that such discordance between differentially regulated genes and proteins in Mab after a 14-day incubation in PBS may reflect early dormant state in starved bacteria.</p>
<p>A comparison of the transcriptomic signatures of Mab subjected to various clinically relevant and stress conditions (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref> and references therein) with those of dormant and starved Mab shows a significant overlap with bacteria survived in macrophages (<xref ref-type="bibr" rid="B14">Dubois et&#xa0;al., 2019</xref>), incubated in the artificial sputum medium (<xref ref-type="bibr" rid="B37">Miranda-CasoLuengo et&#xa0;al., 2016</xref>), under hypoxic conditions (<xref ref-type="bibr" rid="B37">Miranda-CasoLuengo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B52">Simcox et&#xa0;al., 2023</xref>), and even upon exposure to transition metal cations (<xref ref-type="bibr" rid="B32">Liu et&#xa0;al., 2024</xref>) though to a lesser extent. The most common &#x2018;metabolic features&#x2019; were the activation of lipid degradation and glyoxylate shunt with the repression of glycolytic reactions, cell division, and translation (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>).</p>
<p>Notably, dormant and starved Mab showed the down-regulation of proteins implicated in mycobacterial virulence and host-cell signaling modulation (MmpL and MmpS family), &#x2018;host-pathogen&#x2019; interaction (YrbE family), and lipid transport (Mce family), both in transcriptome and proteome (<xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Tables&#xa0;4, 5, 6</bold></xref>). The suppression of proteins of Mce, MmpL, MmpS and YrbE families was proved to occur in intracellular Mab and in Mab grown the artificial sputum and (<xref ref-type="bibr" rid="B37">Miranda-CasoLuengo et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B14">Dubois et&#xa0;al., 2019</xref>). A question of whether suppressed <italic>de novo</italic> transcription, determined by <sup>3</sup>H-uracil incorporation (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>), is sufficient to support an elevated amount of specific transcripts, particularly in dormant Mab, is a subject of considerable interest. Normally, individual transcripts in bacterial cells are known to have a very short lifetime (<xref ref-type="bibr" rid="B3">Anderson and Dunman, 2009</xref>; <xref ref-type="bibr" rid="B7">Bernstein et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B18">Hambraeus et&#xa0;al., 2003</xref>), however, the preservation of several individual mRNA molecules were demonstrated in rifampicin-treated <italic>M. tuberculosis</italic> cells (<xref ref-type="bibr" rid="B20">Hu et&#xa0;al., 2000</xref>). Remarkably, a significant increase in the average mRNA half-life in <italic>M. tuberculosis</italic> was shown under hypoxic conditions and at low cultivation temperature and (<xref ref-type="bibr" rid="B44">Rustad et&#xa0;al., 2013</xref>). Dormant Mtb cells were found to contain the low-abundant but stable transcriptome during persistence in the &#x2018;zero-CFU&#x2019; state (<xref ref-type="bibr" rid="B22">Ignatov et&#xa0;al., 2015</xref>). Moreover, transcripts were found in endospores of <italic>Bacillus</italic> (<xref ref-type="bibr" rid="B24">Keijser et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B49">Segev et&#xa0;al., 2012</xref>); myxospores of myxobacteria (<xref ref-type="bibr" rid="B41">Mu&#xf1;oz-Dorado et&#xa0;al., 2019</xref>) differentiated small and large resting cells of <italic>M. smegmatis</italic> (<xref ref-type="bibr" rid="B66">Wu et&#xa0;al., 2016</xref>). The mechanism of preservation of transcripts in metabolically inactive cells by biocrystallization of nucleoid and temporary inactivation of RNAses due to their binding to small molecules, accompanied by dehydratation, was suggested recently (<xref ref-type="bibr" rid="B55">Suzina et&#xa0;al., 2019</xref>). Probably, these stored transcripts may contribute to the reversion of dormant Mab to growth under the appropriate conditions.</p>
<p>These data provide new insights into specific metabolic pathways that are crucial for long-term survival of Mab in NRS, when the efficacy of antimicrobial therapy is questionably. Further elucidation of the molecular mechanisms of maintenance of Mab viability during infection and adaptation to clinically relevant stress will suggest new targets for combating these persistent phenotypes and provide cues for the developing of new strategies to overcome mycobacterial infections.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Material</bold></xref>. Further inquiries can be directed to the corresponding author.</p></sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>AG: Conceptualization, Investigation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. BM: Investigation, Writing&#xa0;&#x2013; original draft, Methodology. VS: Investigation, Methodology, Writing &#x2013; original draft. TA: Conceptualization, Methodology, Writing &#x2013; review &amp; editing. AM: Conceptualization,&#xa0;Methodology, Writing &#x2013; original draft, Writing&#xa0;&#x2013; review &amp; editing. ES: Conceptualization, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>We are grateful to Dr R. Ziganshin (Shemyakin and Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences) for LC-MS analysis of proteins; to E. Zakhareva (Bach Institute of Biochemistry, Research Center of Biotechnology of the Russian Academy of Sciences) for assistance in conducting qPCR experiments; to E. Kuntina, M. Sorokina, and I. Dorofeeva (Winogradsky Institute of Microbiology, Research Center of Biotechnology of the Russian Academy of Sciences) for the sample preparation and assistance in conducting electron microscopy examinations.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2025.1668407/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2025.1668407/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SF1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table3.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table4.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table5.xlsx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table6.xlsx" id="SM4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/></sec>
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<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2328141">Andrea Marino</ext-link>, University of Catania, Italy</p></fn>
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<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/252351">Tiago Beites</ext-link>, Universidade do Porto, Portugal</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1126771">Hao Zhang</ext-link>, Washington University in St. Louis, United States</p></fn>
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