Drug tolerance and persistence in bacteria, fungi and cancer cells: Role of non-genetic heterogeneity
Open accessAbstract
A common feature of bacterial, fungal and cancer cell populations upon treatment is the presence of tolerant and persistent cells able to survive, and sometimes grow, even in the presence of usually inhibitory or lethal drug concentrations, driven by non-genetic differences among individual cells in a population. Here we review and compare data obtained on drug survival in bacteria, fungi and cancer cells to unravel common characteristics and cellular pathways, and to point their singularities. This comparative work also allows to cross-fertilize ideas across fields. We particularly focus on the role of gene expression variability in the emergence of cell-cell non-genetic heterogeneity because it represents a possible common basic molecular process at the origin of most persistence phenomena and could be monitored and tuned to help improve therapeutic interventions.
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Persister cells might obtain stronger antioxidant capacity by upregulating enzymes like SODs or alkyl hydroperoxide reductase 1.
“As antifungals can increase levels of ROS, persister cells might obtain stronger antioxidant capacity by upregulating enzymes, like superoxide dismutases (SODs) or alkyl hydroperoxide reductase 1, etc. [127].”
From Insight into the Mechanisms and Clinical Relevance of Antifungal Heteroresistance (2025) · cites this paper as [127]
The Fungal persisters section says antifungals produce ROS and that C. albicans persisters highly express SODs, which protect against miconazole-induced ROS. It says AHP1 correlates with persister levels in biofilms, but does not say persisters upregulate AHP1 or establish that it increases their antioxidant capacity. No page number is available in our copy. (LLM, conf=0.85)
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Cites
Stochastic Gene Expression in a Single Cell
Elowitz, M. B., Levine, A. J., Siggia, E. D., & Swain, P. S. (2002) · Science · doi:10.1126/science.1070919 · Cited by 5,441 · see citing works
A Chromatin-Mediated Reversible Drug-Tolerant State in Cancer Cell Subpopulations
Sharma, S. V., Lee, D. Y., Li, B., Quinlan, M. P., Takahashi, F., Maheswaran, S., McDermott, U., Azizian, N., Zou, L., Fischbach, M. A., et al. (2010) · Cell · doi:10.1016/j.cell.2010.02.027 · Cited by 2,770 · see citing works
Nature, Nurture, or Chance: Stochastic Gene Expression and Its Consequences
Raj, A., & van Oudenaarden, A. (2008) · Cell · doi:10.1016/j.cell.2008.09.050 · Cited by 2,593 · see citing works
Lewis, K. (2010) · Annual Review of Microbiology · doi:10.1146/annurev.micro.112408.134306 · Cited by 1,858 · see citing works
Drug-tolerant persister cancer cells are vulnerable to GPX4 inhibition
Hangauer, M. J., Viswanathan, V. S., Ryan, M. J., Bole, D., Eaton, J. K., Matov, A., Galeas, J., Dhruv, H. D., Berens, M. E., Schreiber, S. L., et al. (2017) · Nature · doi:10.1038/nature24297 · Cited by 1,799 · see citing works
Noise in Gene Expression: Origins, Consequences, and Control
Raser, J. M., & O’Shea, E. K. (2005) · Science · doi:10.1126/science.1105891 · Cited by 1,719 · see citing works
Molecular Mechanisms of Antibacterial Multidrug Resistance
Alekshun, M. N., & Levy, S. B. (2007) · Cell · doi:10.1016/j.cell.2007.03.004 · Cited by 1,648 · see citing works
Molecular mechanisms of antibiotic resistance revisited
Darby, E. M., Trampari, E., Siasat, P., Gaya, M. S., Alav, I., Webber, M. A., & Blair, J. M. A. (2023) · Nature Reviews Microbiology · doi:10.1038/s41579-022-00820-y · Cited by 1,398 · see citing works
Phenotypic Diversity, Population Growth, and Information in Fluctuating Environments
Kussell, E. L., & Leibler, S. (2005) · Science · doi:10.1126/science.1114383 · Cited by 1,357 · see citing works
Definitions and guidelines for research on antibiotic persistence
Balaban, N. Q., Helaine, S., Lewis, K., Ackermann, M., Aldridge, B., Andersson, D. I., Brynildsen, M. P., Bumann, D., Camilli, A., Collins, J. J., et al. (2019) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0196-3 · Cited by 1,313 · see citing works
Rare cell variability and drug-induced reprogramming as a mode of cancer drug resistance
Shaffer, S. M., Dunagin, M. C., Torborg, S. R., Torre, E. A., Emert, B., Krepler, C., Beqiri, M., Sproesser, K., Brafford, P. A., Xiao, M., et al. (2017) · Nature · doi:10.1038/nature22794 · Cited by 1,218 · see citing works
The global problem of antifungal resistance: prevalence, mechanisms, and management
Perlin, D. S., Rautemaa-Richardson, R., & Alastruey-Izquierdo, A. (2017) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(17)30316-x · Cited by 1,055 · see citing works
Non-genetic origins of cell-to-cell variability in TRAIL-induced apoptosis
Spencer, S. L., Gaudet, S., Albeck, J. G., Burke, J. M., & Sorger, P. K. (2009) · Nature · doi:10.1038/nature08012 · Cited by 1,023 · see citing works
Hata, A. N., Niederst, M. J., Archibald, H. L., Gomez-Caraballo, M., Siddiqui, F. M., Mulvey, H. E., Maruvka, Y. E., Ji, F., Bhang, H.-E. C., Krishnamurthy Radhakrishna, V., et al. (2016) · Nature Medicine · doi:10.1038/nm.4040 · Cited by 985 · see citing works
Toward Minimal Residual Disease-Directed Therapy in Melanoma
Rambow, F., Rogiers, A., Marin-Bejar, O., Aibar, S., Femel, J., Dewaele, M., Karras, P., Brown, D., Chang, Y. H., Debiec-Rychter, M., et al. (2018) · Cell · doi:10.1016/j.cell.2018.06.025 · Cited by 771 · see citing works
The great escape: tumour cell plasticity in resistance to targeted therapy
Boumahdi, S., & de Sauvage, F. J. (2019) · Nature Reviews Drug Discovery · doi:10.1038/s41573-019-0044-1 · Cited by 759 · see citing works
Internalization of Salmonella by Macrophages Induces Formation of Nonreplicating Persisters
Hélaine, S., Cheverton, A. M., Watson, K. G., Faure, L. M., Matthews, S. A., & Holden, D. W. (2014) · Science · doi:10.1126/science.1244705 · Cited by 744 · see citing works
Drug resistance and tolerance in fungi.
Berman, J., & Krysan, D. J. (2020) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0322-2 · Cited by 654 · cited 5× · see citing works
“These subpopulations (5 – 90% of the population) grow slowly in these conditions while the non-tolerant cells do not grow or have no detectable growth after 48 h in the drug[6] (Fig.”
BackgroundInfluentialNon-genetic mechanisms of therapeutic resistance in cancer
Marine, J., Dawson, S., & Dawson, M. (2020) · Nature Reviews. Cancer · doi:10.1038/s41568-020-00302-4 · Cited by 617 · see citing works
Kussell, E. L., Kishony, R., Balaban, N. Q., & Leibler, S. (2005) · Genetics · doi:10.1534/genetics.104.035352 · Cited by 583 · see citing works
Diverse drug-resistance mechanisms can emerge from drug-tolerant cancer persister cells
Ramirez, M., Rajaram, S., Steininger, R. J., Osipchuk, D., Roth, M. A., Morinishi, L. S., Evans, L., Ji, W., Hsu, C.-H., Thurley, K., et al. (2016) · Nature Communications · doi:10.1038/ncomms10690 · Cited by 581 · see citing works
Non-inherited antibiotic resistance
Levin, B. R., & Rozen, D. E. (2006) · Nature Reviews Microbiology · doi:10.1038/nrmicro1445 · Cited by 546 · see citing works
Dynamic Persistence of Antibiotic-Stressed Mycobacteria
Wakamoto, Y., Dhar, N., Chait, R., Schneider, K., Signorino‐Gelo, F., Leibler, S., & McKinney, J. D. (2013) · Science · doi:10.1126/science.1229858 · Cited by 536 · see citing works
Adaptive Chromatin Remodeling Drives Glioblastoma Stem Cell Plasticity and Drug Tolerance
Liau, B. B., Sievers, C., Donohue, L. K., Gillespie, S. M., Flavahan, W. A., Miller, T. E., Venteicher, A. S., Hebert, C. H., Carey, C. D., Rodig, S. J., et al. (2017) · Cell stem cell · doi:10.1016/j.stem.2016.11.003 · Cited by 535 · see citing works
SOS Response Induces Persistence to Fluoroquinolones in Escherichia coli
Dörr, T., Lewis, K., & Vulić, M. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000760 · Cited by 530 · see citing works
Amphotericin forms an extramembranous and fungicidal sterol sponge
Anderson, T. M., Clay, M. C., Cioffi, A. G., Diaz, K. A., Hisao, G. S., Tuttle, M. D., Nieuwkoop, A. J., Comellas, G., Maryum, N., Wang, S., et al. (2014) · Nature Chemical Biology · doi:10.1038/nchembio.1496 · Cited by 528 · see citing works
<i>Candida albicans</i> Biofilms Produce Antifungal-Tolerant Persister Cells
LaFleur, M. D., Kumamoto, C. A., & Lewis, K. (2006) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00684-06 · Cited by 521 · see citing works
Cycling cancer persister cells arise from lineages with distinct programs
Oren, Y., Tsabar, M., Cuoco, M. S., Amir-Zilberstein, L., Cabanos, H. F., Hütter, J.-C., Hu, B., Thakore, P. I., Tabaka, M., Fulco, C. P., et al. (2021) · Nature · doi:10.1038/s41586-021-03796-6 · Cited by 514 · see citing works
Mechanisms and clinical relevance of bacterial heteroresistance
Andersson, D. I., Nicoloff, H., & Hjort, K. (2019) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0218-1 · Cited by 513 · see citing works
Adaptive mutability of colorectal cancers in response to targeted therapies
Russo, M., Crisafulli, G., Sogari, A., Reilly, N. M., Arena, S., Lamba, S., Bartolini, A., Amodio, V., Magrì, A., Novara, L., et al. (2019) · Science · doi:10.1126/science.aav4474 · Cited by 433 · see citing works
Stochasticity of metabolism and growth at the single-cell level
Kiviet, D. J., Nghe, P., Walker, N., Boulineau, S., Šunderlíková, V., & Tans, S. J. (2014) · Nature · doi:10.1038/nature13582 · Cited by 419 · see citing works
Enhanced Efflux Activity Facilitates Drug Tolerance in Dormant Bacterial Cells
Pu, Y., Zhao, Z., Li, Y., Zou, J., Ma, Q., Zhao, Y., Ke, Y., Zhu, Y., Chen, H., Baker, M. A. B., et al. (2016) · Molecular Cell · doi:10.1016/j.molcel.2016.03.035 · Cited by 379 · see citing works
Bet Hedging in Yeast by Heterogeneous, Age-Correlated Expression of a Stress Protectant
Levy, S. F., Ziv, N., & Siegal, M. L. (2012) · PLoS Biology · doi:10.1371/journal.pbio.1001325 · Cited by 371 · see citing works
Windels, E. M., Michiels, J. E., Fauvart, M., Wenseleers, T., den Bergh, B. V., & Michiels, J. J. (2019) · The ISME Journal · doi:10.1038/s41396-019-0344-9 · Cited by 366 · see citing works
Arrested Protein Synthesis Increases Persister-Like Cell Formation
Kwan, B. W., Valenta, J. A., Benedik, M. J., & Wood, T. K. (2013) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.02135-12 · Cited by 358 · see citing works
Regulation of phenotypic variability by a threshold-based mechanism underlies bacterial persistence
Rotem, E., Loinger, A., Ronin, I., Levin-Reisman, I., Gabay, C., Noam Shoresh, F., Biham, O., & Balaban, N. Q. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1004333107 · Cited by 351 · see citing works
Persistence of Uropathogenic Escherichia coli in the Face of Multiple Antibiotics
Blango, M. G., & Mulvey, M. A. (2010) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00014-10 · Cited by 330 · see citing works
Persistent Cancer Cells: The Deadly Survivors
Shen, S., Vagner, S., & Robert, C. (2020) · Cell · doi:10.1016/j.cell.2020.10.027 · Cited by 304 · see citing works
Non-Darwinian dynamics in therapy-induced cancer drug resistance
Pisco, A. O., Brock, A., Zhou, J., Moor, A. E., Mojtahedi, M., Jackson, D. A., & Huang, S. (2013) · Nature Communications · doi:10.1038/ncomms3467 · Cited by 289 · see citing works
Pisco, A. O., & Huang, S. (2015) · British Journal of Cancer · doi:10.1038/bjc.2015.146 · Cited by 278 · see citing works
Bacterial Persisters and Infection: Past, Present, and Progressing
Gollan, B., Grabe, G. J., Michaux, C., & Hélaine, S. (2019) · Annual Review of Microbiology · doi:10.1146/annurev-micro-020518-115650 · Cited by 274 · see citing works
Rosenberg, A., Ene, I. V., Bibi, M., Zakin, S., Segal, E. S., Ziv, N., Dahan, A. M., Colombo, A. L., Bennett, R. J., & Berman, J. (2018) · Nature Communications · doi:10.1038/s41467-018-04926-x · Cited by 270 · cited 2× · see citing works
“Beyond resistance, drug tolerance relies on different properties as it is defined as the ability of fungi to survive longer times to drug exposure, without an increase in MIC[67,68].”
BackgroundInterplay between gene expression noise and regulatory network architecture
Chalancon, G., Ravarani, C. N. J., Balaji, S., Martínez-Arias, A., Aravind, L., Jothi, R., & Babu, M. M. (2012) · Trends in Genetics · doi:10.1016/j.tig.2012.01.006 · Cited by 264 · see citing works
Memory and Fitness Optimization of Bacteria under Fluctuating Environments
Lambert, G., & Kussell, E. L. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004556 · Cited by 259 · see citing works
Salmonella persisters promote the spread of antibiotic resistance plasmids in the gut
Bakkeren, E., Huisman, J. S., Fattinger, S. A., Hausmann, A., Furter, M., Egli, A., Slack, E. M. C., Sellin, M. E., Bonhoeffer, S., Regoes, R. R., et al. (2019) · Nature · doi:10.1038/s41586-019-1521-8 · Cited by 258 · see citing works
Hinohara, K., Wu, H.-J., Vigneau, S., McDonald, T. O., Igarashi, K. J., Yamamoto, K. N., Madsen, T., Fassl, A., Egri, S. B., Papanastasiou, M., et al. (2018) · Cancer Cell · doi:10.1016/j.ccell.2018.10.014 · Cited by 255 · see citing works
Sanglard, D., Ischer, F., & Bille, J. (2001) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.45.4.1174-1183.2001 · Cited by 247 · see citing works
Challenges in measuring and understanding biological noise
Eling, N., Morgan, M. D., & Marioni, J. C. (2019) · Nature Reviews Genetics · doi:10.1038/s41576-019-0130-6 · Cited by 247 · see citing works
Contribution of phenotypic heterogeneity to adaptive antibiotic resistance
Sánchez-Romero, M. A., & Casadesús, J. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1316084111 · Cited by 244 · see citing works
Phenotypic bistability in Escherichia coli's central carbon metabolism
Kotte, O., Volkmer, B., Radzikowski, J. L., & Heinemann, M. (2014) · Molecular Systems Biology · doi:10.15252/msb.20135022 · Cited by 242 · see citing works
Heterogeneity in efflux pump expression predisposes antibiotic-resistant cells to mutation
Meouche, I. E., & Dunlop, M. J. (2018) · Science · doi:10.1126/science.aar7981 · Cited by 240 · see citing works
Patients with Long-Term Oral Carriage Harbor High-Persister Mutants of <i>Candida albicans</i>
LaFleur, M. D., Qi, Q., & Lewis, K. (2010) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00860-09 · Cited by 237 · see citing works
Tsai, H.-F., Krol, A. A., Sarti, K. E., & Bennett, J. E. (2006) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.50.4.1384-1392.2006 · Cited by 237 · see citing works
HipBA–promoter structures reveal the basis of heritable multidrug tolerance
Schumacher, M. A., Balani, P., Min, J., Chinnam, N. B., Hansen, S., Vulić, M., Lewis, K., & Brennan, R. G. (2015) · Nature · doi:10.1038/nature14662 · Cited by 230 · see citing works
Su, Y., Wei, W., Robert, L., Xue, M., Tsoi, J., García-Díaz, Á., Moreno, B. H., Kim, J.-W., Ng, R. H., Lee, J. W., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1712064115 · Cited by 226 · see citing works
Yeast ATP-Binding Cassette Transporters Conferring Multidrug Resistance
Prasad, R., & Goffeau, A. (2012) · Annual Review of Microbiology · doi:10.1146/annurev-micro-092611-150111 · Cited by 221 · see citing works
Slow growth determines nonheritable antibiotic resistance in Salmonella enterica
Pontes, M. H., & Groisman, E. A. (2019) · Science Signaling · doi:10.1126/scisignal.aax3938 · Cited by 207 · see citing works
Bergmiller, T., Andersson, A. M. C., Tomasek, K., Balleza, E., Kiviet, D. J., Hauschild, R., Tkačik, G., & Guet, C. C. (2017) · Science · doi:10.1126/science.aaf4762 · Cited by 206 · see citing works
Transient heterogeneity in extracellular protease production by Bacillus subtilis
Veening, J., Igoshin, O. A., Eijlander, R. T., Nijland, R., Hamoen, L. W., & Kuipers, O. P. (2008) · Molecular Systems Biology · doi:10.1038/msb.2008.18 · Cited by 205 · see citing works
Screening for noise in gene expression identifies drug synergies
Dar, R. D., Hosmane, N. N., Arkin, M. R., Siliciano, R. F., & Weinberger, L. S. (2014) · Science · doi:10.1126/science.1250220 · Cited by 200 · see citing works
Hallstrom, T. C., & Moye-Rowley, W. S. (2000) · Journal of Biological Chemistry · doi:10.1074/jbc.m007338200 · Cited by 194 · see citing works
Regulation of Noise in Gene Expression
Sánchez, Á., Choubey, S., & Kondev, J. (2013) · Annual Review of Biophysics · doi:10.1146/annurev-biophys-083012-130401 · Cited by 194 · see citing works
Shaffer, S. M., Emert, B. L., Hueros, R. A. R., Cote, C. J., Harmange, G., Schaff, D. L., Sizemore, A. E., Gupte, R. K., Torre, E. A., Singh, A., et al. (2020) · Cell · doi:10.1016/j.cell.2020.07.003 · Cited by 184 · see citing works
Principles and mechanisms of non-genetic resistance in cancer
Bell, C. C., & Gilan, O. (2019) · British Journal of Cancer · doi:10.1038/s41416-019-0648-6 · Cited by 182 · see citing works
A Genome-Wide Analysis of Promoter-Mediated Phenotypic Noise in Escherichia coli
Silander, O., Nikolić, N., Zaslaver, A., Bren, A., Kikoin, I., Alon, U. S., & Ackermann, M. (2012) · PLoS Genetics · doi:10.1371/journal.pgen.1002443 · Cited by 171 · see citing works
Goormaghtigh, F., & Melderen, L. V. (2019) · Science Advances · doi:10.1126/sciadv.aav9462 · Cited by 170 · see citing works
Variability within rare cell states enables multiple paths toward drug resistance
Emert, B. L., Cote, C. J., Torre, E. A., Dardani, I. P., Jiang, C., Jain, N., Shaffer, S. M., & Raj, A. (2021) · Nature Biotechnology · doi:10.1038/s41587-021-00837-3 · Cited by 168 · see citing works
Bacterial persisters are a stochastically formed subpopulation of low-energy cells
Manuse, S., Shan, Y., Cañas-Duarte, S. J., Bakshi, S., Sun, W.-S. W., Mori, H., Paulsson, J., & Lewis, K. (2021) · PLoS Biology · doi:10.1371/journal.pbio.3001194 · Cited by 154 · see citing works
Stochastic activation of a DNA damage response causes cell-to-cell mutation rate variation
Uphoff, S., Lord, N. D., Okumuş, B., Potvin-Trottier, L., Sherratt, D. J., & Paulsson, J. (2016) · Science · doi:10.1126/science.aac9786 · Cited by 148 · see citing works
(p)ppGpp and Its Role in Bacterial Persistence: New Challenges
Pacios, O., Blasco, L., Bleriot, I., Fernández-García, L., Ambroa, A., López, M. C., Bou, G., Cantón, R., García‐Contreras, R., Wood, T. K., et al. (2020) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.01283-20 · Cited by 144 · see citing works
Fungal persister cells: The basis for recalcitrant infections?
Wuyts, J., Van Dijck, P., & Holtappels, M. (2018) · PLOS Pathogens · doi:10.1371/journal.ppat.1007301 · Cited by 136 · see citing works
Escherichia coli can survive stress by noisy growth modulation
Patange, O., Schwall, C., Jones, M., Villava, C. E., Griffith, D. A., Phillips, A., & Locke, J. C. W. (2018) · Nature Communications · doi:10.1038/s41467-018-07702-z · Cited by 130 · see citing works
El Meouche, I., Siu, Y., & Dunlop, M. J. (2016) · Scientific Reports · doi:10.1038/srep19538 · Cited by 120 · see citing works
Orthogonal control of expression mean and variance by epigenetic features at different genomic loci
Dey, S. S., Foley, J. E., Limsirichai, P., Schaffer, D. V., & Arkin, A. P. (2015) · Molecular Systems Biology · doi:10.15252/msb.20145704 · Cited by 119 · see citing works
Superoxide dismutases are involved in Candida albicans biofilm persistence against miconazole
Bink, A., Vandenbosch, D., Coenye, T., Nelis, H., Cammue, B. P. A., & Thevissen, K. (2011) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00280-11 · Cited by 119 · see citing works
Ontogeny and Vulnerabilities of Drug-Tolerant Persisters in HER2+ Breast Cancer
Chang, C. A., Jen, J., Jiang, S., Sayad, A., Mer, A. S., Brown, K. R., Nixon, A. M. L., Dhabaria, A., Tang, K. H., Venet, D., et al. (2022) · Cancer Discovery · doi:10.1158/2159-8290.cd-20-1265 · Cited by 119 · see citing works
Defining the frontiers between antifungal resistance, tolerance and the concept of persistence
Delarze, E., & Sanglard, D. (2015) · Drug Resistance Updates · doi:10.1016/j.drup.2015.10.001 · Cited by 118 · see citing works
Sandoval‐Motta, S., Cluzel, P., & Aldana, M. (2015) · PLoS ONE · doi:10.1371/journal.pone.0118464 · Cited by 109 · see citing works
Li, P., Seneviratne, C. J., Alpi, E., Vizcaino, J. A., & Jin, L. (2015) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00543-15 · Cited by 95 · see citing works
Stress‐response balance drives the evolution of a network module and its host genome
González, C., Ray, J. C. J., Manhart, M., Adams, R., Nevozhay, D., Morozov, A. V., & Balázsi, G. (2015) · Molecular Systems Biology · doi:10.15252/msb.20156185 · Cited by 90 · see citing works
Role of network-mediated stochasticity in mammalian drug resistance
Farquhar, K. S., Charlebois, D. A., Szenk, M., Cohen, J., Nevozhay, D., & Balázsi, G. (2019) · Nature Communications · doi:10.1038/s41467-019-10330-w · Cited by 89 · see citing works
Host stress drives tolerance and persistence: The bane of anti-microbial therapeutics
Hélaine, S., Conlon, B. P., Davis, K. M., & Russell, D. G. (2024) · Cell Host & Microbe · doi:10.1016/j.chom.2024.04.019 · Cited by 89 · see citing works
The role of Candida albicans stress response pathways in antifungal tolerance and resistance
Iyer, K. R., Robbins, N., & Cowen, L. E. (2022) · iScience · doi:10.1016/j.isci.2022.103953 · Cited by 88 · see citing works
Optimizing adaptive cancer therapy: dynamic programming and evolutionary game theory
Gluzman, M. O., Scott, J. G., & Vladimirsky, A. (2020) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.2019.2454 · Cited by 87 · see citing works
Mitosch, K., Rieckh, G., & Bollenbach, T. (2017) · Cell Systems · doi:10.1016/j.cels.2017.03.001 · Cited by 84 · see citing works
Sampaio, N. M. V., Blassick, C. M., Andreani, V., Lugagne, J., & Dunlop, M. J. (2022) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2115032119 · Cited by 84 · see citing works
Many Chromosomal Genes Modulate MarA-Mediated Multidrug Resistance in Escherichia coli
Ruiz, C., & Levy, S. B. (2010) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.01420-09 · Cited by 83 · see citing works
Nikolić, N., Barner, T., & Ackermann, M. (2013) · BMC Microbiology · doi:10.1186/1471-2180-13-258 · Cited by 81 · see citing works
Apoptosis in Candida biofilms exposed to amphotericin B
Al-Dhaheri, R. S., & Douglas, L. J. (2010) · Journal of Medical Microbiology · doi:10.1099/jmm.0.015784-0 · Cited by 81 · see citing works
Phenotypic heterogeneity in persisters: a novel ‘hunker’ theory of persistence
Urbaniec, J., Xu, Y., Hu, Y., Hingley‐Wilson, S., & McFadden, J. (2021) · FEMS Microbiology Reviews · doi:10.1093/femsre/fuab042 · Cited by 80 · see citing works
Antibiotic persistence and tolerance: not just one and the same
Ronneau, S., Hill, P. W. S., & Hélaine, S. (2021) · Current Opinion in Microbiology · doi:10.1016/j.mib.2021.09.017 · Cited by 80 · see citing works
Schuh, L., Saint-Antoine, M., Sanford, E. M., Emert, B. L., Singh, A., Marr, C., Raj, A., & Goyal, Y. (2020) · Cell Systems · doi:10.1016/j.cels.2020.03.004 · Cited by 79 · see citing works
Redox signaling in drug-tolerant persister cells as an emerging therapeutic target
Zhang, Z., Tan, Y., Huang, C., & Wei, X. (2023) · EBioMedicine · doi:10.1016/j.ebiom.2023.104483 · Cited by 75 · see citing works
Genetic screening for single-cell variability modulators driving therapy resistance
Torre, E. A., Arai, E., Bayatpour, S., Jiang, C., Beck, L. E., Emert, B. L., Shaffer, S. M., Mellis, I. A., Fane, M. E., Alicea, G. M., et al. (2021) · Nature Genetics · doi:10.1038/s41588-020-00749-z · Cited by 71 · see citing works
Enhancing bacterial survival through phenotypic heterogeneity
Ruiz, L. M. R., Williams, C. L., & Tamayo, R. (2020) · PLoS Pathogens · doi:10.1371/journal.ppat.1008439 · Cited by 69 · see citing works
Russo, M., Pompei, S., Sogari, A., Corigliano, M., Crisafulli, G., Puliafito, A., Lamba, S., Erriquez, J., Bertotti, A., Gherardi, M., et al. (2022) · Nature Genetics · doi:10.1038/s41588-022-01105-z · Cited by 69 · see citing works
Sahoo, S., Mishra, A., Kaur, H., Hari, K., Muralidharan, S., Mandal, S., & Jolly, M. K. (2021) · NAR Cancer · doi:10.1093/narcan/zcab027 · Cited by 67 · see citing works
Self-citationEfflux Pumps in Drug Resistance of Candida
Prasad, R., Gaur, N., Gaur, M., & Komath, S. (2006) · Infectious Disorders - Drug Targets · doi:10.2174/187152606784112164 · Cited by 64 · see citing works
Smith, A., Kaczmar, A., Bamford, R. A., Smith, C., Frustaci, S., Kovacs-Simon, A., O’Neill, P., Moore, K., Paszkiewicz, K. H., Titball, R. W., et al. (2018) · Frontiers in Microbiology · doi:10.3389/fmicb.2018.01739 · Cited by 64 · see citing works
Wang, X., Kang, Y., Luo, C., Zhao, T., Liu, L., Jiang, X., Fu, R., An, S., Chen, J., Jiang, N., et al. (2014) · mBio · doi:10.1128/mbio.00942-13 · Cited by 60 · see citing works
Choudhary, D., Lagage, V., Foster, K. R., & Uphoff, S. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.112168 · Cited by 57 · see citing works
Decline in nitrosative stress drives antibiotic persister regrowth during infection
Ronneau, S., Michaux, C., & Hélaine, S. (2023) · Cell Host & Microbe · doi:10.1016/j.chom.2023.05.002 · Cited by 56 · see citing works
Disrupting cellular memory to overcome drug resistance
Harmange, G., Hueros, R. A. R., Schaff, D. L., Emert, B. L., Saint-Antoine, M., Kim, L. C., Niu, Z., Nellore, S., Fane, M. E., Alicea, G. M., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-41811-8 · Cited by 56 · see citing works
Correction: A Genome-Wide Analysis of Promoter-Mediated Phenotypic Noise in Escherichia coli
Silander, O., Nikolić, N., Zaslaver, A., Bren, A., Kikoin, I., Alon, U. S., & Ackermann, M. (2012) · PLoS Genetics · doi:10.1371/annotation/73cf6e53-2141-4918-926b-8d07b073884d · Cited by 54 · see citing works
Temporal and intrinsic factors of rifampicin tolerance in mycobacteria
Richardson, K., Bennion, O. T., Tan, S., Hoang, A. N., Cokol, M., & Aldridge, B. B. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1600372113 · Cited by 53 · see citing works
van Dijk, D., Dhar, R., Missarova, A. M., Espinar, L., Blevins, W. R., Lehner, B., & Carey, L. B. (2015) · Nature Communications · doi:10.1038/ncomms8972 · Cited by 48 · see citing works
Adaptation delay causes a burst of mutations in bacteria responding to oxidative stress
Lagage, V., Chen, V., & Uphoff, S. (2022) · EMBO Reports · doi:10.15252/embr.202255640 · Cited by 47 · see citing works
Truong, T., Zeng, G., Qingsong, L., Kwang, L. T., Tong, C., Chan, F. Y., Wang, Y., & Seneviratne, C. J. (2016) · Molecular & Cellular Proteomics · doi:10.1074/mcp.m116.061523 · Cited by 45 · see citing works
Coupling phenotypic persistence to DNA damage increases genetic diversity in severe stress
Yaakov, G., Lerner, D., Bentele, K., Steinberger, J., & Barkai, N. (2017) · Nature Ecology & Evolution · doi:10.1038/s41559-016-0016 · Cited by 45 · see citing works
Group Behavior and Emergence of Cancer Drug Resistance
Bhattacharya, S., Mohanty, A. R., Achuthan, S., Kotnala, S., Jolly, M. K., Kulkarni, P., & Salgia, R. (2021) · Trends in cancer · doi:10.1016/j.trecan.2021.01.009 · Cited by 43 · see citing works
Self-citationBojsen, R., Regenberg, B., Gresham, D., & Folkesson, A. (2016) · Scientific Reports · doi:10.1038/srep21874 · Cited by 42 · see citing works
Beyond resistance: antifungal heteroresistance and antifungal tolerance in fungal pathogens
Yang, F., & Berman, J. (2024) · Current Opinion in Microbiology · doi:10.1016/j.mib.2024.102439 · Cited by 42 · see citing works
Sheik, A., Muller, E. E. L., Audinot, J., Lebrun, L., Grysan, P., Guignard, C., & Wilmes, P. (2015) · The ISME Journal · doi:10.1038/ismej.2015.181 · Cited by 41 · see citing works
Coherent feedforward transcriptional regulatory motifs enhance drug resistance
Charlebois, D. A., Balázsi, G., & Kærn, M. (2014) · Physical Review E · doi:10.1103/physreve.89.052708 · Cited by 38 · see citing works
The unmet clinical need of novel antifungal drugs
Krysan, D. J. (2017) · Virulence · doi:10.1080/21505594.2016.1276692 · Cited by 37 · see citing works
Drug persistence – From antibiotics to cancer therapies
Kochanowski, K., Morinishi, L. S., Altschuler, S. J., & Wu, L. F. (2018) · Current Opinion in Systems Biology · doi:10.1016/j.coisb.2018.03.003 · Cited by 37 · see citing works
Pre-Disposition and Epigenetics Govern Variation in Bacterial Survival upon Stress
Ni, M., Decrulle, A. L., Fontaine, F., Démarez, A., Taddéi, F., & Lindner, A. B. (2012) · PLoS Genetics · doi:10.1371/journal.pgen.1003148 · Cited by 33 · see citing works
Persistence and drug tolerance in pathogenic yeast
Bojsen, R. K., Regenberg, B., & Folkesson, A. (2016) · Current Genetics · doi:10.1007/s00294-016-0613-3 · Cited by 33 · see citing works
A multi-state model of chemoresistance to characterize phenotypic dynamics in breast cancer
Howard, G. R., Johnson, K. E., Ayala, A. R., Yankeelov, T. E., & Brock, A. (2018) · Scientific Reports · doi:10.1038/s41598-018-30467-w · Cited by 32 · see citing works
Sampaio, N. M. V., & Dunlop, M. J. (2020) · Current Opinion in Microbiology · doi:10.1016/j.mib.2020.08.002 · Cited by 32 · see citing works
Zheng, X., Ali Beyzavi, B., Krakowiak, J., Patel, N., Khalil, A. S., & Pincus, D. (2018) · Cell Reports · doi:10.1016/j.celrep.2018.02.083 · Cited by 31 · see citing works
Dhar, R., Missarova, A. M., Lehner, B., & Carey, L. B. (2019) · eLife · doi:10.7554/elife.38904 · Cited by 31 · see citing works
Noise in bacterial gene expression
Engl, C. (2018) · Biochemical Society Transactions · doi:10.1042/bst20180500 · Cited by 30 · see citing works
Heterogeneity of spontaneous DNA replication errors in single isogenic <i>Escherichia coli</i> cells
Woo, A. C., Faure, L., Dapa, T., & Matic, I. (2018) · Science Advances · doi:10.1126/sciadv.aat1608 · Cited by 29 · see citing works
Probing transient memory of cellular states using single-cell lineages
Singh, A., & Saint-Antoine, M. (2023) · Frontiers in Microbiology · doi:10.3389/fmicb.2022.1050516 · Cited by 29 · see citing works
Howard, G. R., Jost, T. A., Yankeelov, T. E., & Brock, A. (2022) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1009104 · Cited by 28 · see citing works
Forecasting cell fate during antibiotic exposure using stochastic gene expression
Rossi, N. A., Meouche, I. E., & Dunlop, M. J. (2019) · Communications Biology · doi:10.1038/s42003-019-0509-0 · Cited by 24 · see citing works
Capp, J. (2021) · Evolutionary Applications · doi:10.1111/eva.13204 · Cited by 24 · see citing works
Self-citation<i>Aspergillus fumigatus</i> Can Display Persistence to the Fungicidal Drug Voriconazole
Scott, J., Valero, C., Mato-López, Á., Donaldson, I. J., Roldán, A., Chown, H., Van Rhijn, N., Lobo-Vega, R., Gago, S., Furukawa, T., et al. (2023) · Microbiology Spectrum · doi:10.1128/spectrum.04770-22 · Cited by 24 · see citing works
Identification and Elimination of Antifungal Tolerance in Candida auris
Rasouli Koohi, S., Shankarnarayan, S. A., Galon, C. M., & Charlebois, D. A. (2023) · Biomedicines · doi:10.3390/biomedicines11030898 · Cited by 20 · see citing works
Intracellular persister: A stealth agent recalcitrant to antibiotics
Personnic, N., Doublet, P., & Jarraud, S. (2023) · Frontiers in Cellular and Infection Microbiology · doi:10.3389/fcimb.2023.1141868 · Cited by 20 · see citing works
Characteristics and molecular mechanism of drug-tolerant cells in cancer: a review
Liang, X.-W., Liu, B., Chen, J.-C., Cao, Z. W., Chu, F.-R., Xiong, L., Wang, S.-Z., & Wu, J. (2023) · Frontiers in Oncology · doi:10.3389/fonc.2023.1177466 · Cited by 20 · see citing works
Chromatin Structure and Drug Resistance in Candida spp.
O’Kane, C. J., Weild, R., & Hyland, E. M. (2020) · Journal of Fungi · doi:10.3390/jof6030121 · Cited by 19 · see citing works
Li, X., & Thirumalai, D. (2022) · Journal of The Royal Society Interface · doi:10.1098/rsif.2021.0803 · Cited by 18 · see citing works
Optimizing combination therapy in a murine model of HER2+ breast cancer
Lima, E. A. B. F., Wyde, R. A. F., Sorace, A. G., & Yankeelov, T. E. (2022) · Computer Methods in Applied Mechanics and Engineering · doi:10.1016/j.cma.2022.115484 · Cited by 18 · see citing works
Copy Number Heterogeneity in the Virulence Plasmid of Salmonella enterica
Sánchez-Romero, M. A., Mérida-Floriano, Á., & Casadesús, J. (2020) · Frontiers in Microbiology · doi:10.3389/fmicb.2020.599931 · Cited by 16 · see citing works
Kerkez, I., Tulkens, P. M., Tenson, T., Françoise Van Bambeke, A., & Putrinš, M. (2021) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.01468-21 · Cited by 16 · see citing works
Cellular heterogeneity: yeast-side story
Pinheiro, S., Pandey, S., & Pelet, S. B. (2021) · Fungal Biology Reviews · doi:10.1016/j.fbr.2021.11.005 · Cited by 16 · see citing works
Mathematical characterization of population dynamics in breast cancer cells treated with doxorubicin
Yang, E. Y., Howard, G. R., Brock, A., Yankeelov, T. E., & Lorenzo, G. (2022) · Frontiers in Molecular Biosciences · doi:10.3389/fmolb.2022.972146 · Cited by 15 · see citing works
Biochemical determinants of ObgE‐mediated persistence
Verstraeten, N., Gkekas, S., Kint, C. I., Deckers, B., den Bergh, B. V., Herpels, P., Louwagie, E., Knapen, W., Wilmaerts, D., Dewachter, L., et al. (2019) · Molecular Microbiology · doi:10.1111/mmi.14382 · Cited by 12 · see citing works
Engineered gene networks enable non‐genetic drug resistance and enhanced cellular robustness
Camellato, B. R., Roney, I. J., Azizi, A., Charlebois, D. A., & Kærn, M. (2019) · Engineering Biology · doi:10.1049/enb.2019.0009 · Cited by 10 · see citing works
Guthrie, J. D., & Charlebois, D. A. (2022) · Physical Biology · doi:10.1088/1478-3975/ac8c17 · Cited by 10 · see citing works
Does transcriptional heterogeneity facilitate the development of genetic drug resistance?
Farquhar, K. S., Koohi, S. R., & Charlebois, D. A. (2021) · BioEssays · doi:10.1002/bies.202100043 · Cited by 9 · see citing works
Optimal phenotypic adaptation in fluctuating environments
George, J. T. (2023) · Biophysical Journal · doi:10.1016/j.bpj.2023.10.019 · Cited by 6 · see citing works
Unlocking the enigma of phenotypic drug tolerance: Mechanisms and emerging therapeutic strategies
Mishra, A., Thakare, R., Santani, B. G., Yabaji, S. M., Dixit, S. K., & Srivastava, K. K. (2023) · Biochimie · doi:10.1016/j.biochi.2023.12.009 · Cited by 5 · see citing works
Ye, M., Chen, H., Liu, C., Ren, A.-J., Yang, H., & Wang, S.-S. (2022) · Journal of Applied Microbiology · doi:10.1111/jam.15718 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [24]Andersson D.I. Nicoloff H. Hjort K. Mechanisms and clinical relevance of bacterial heteroresistance Nat. Rev. Microbiol. 17 2019 479 496 31235888
- [38]El Meouche I. Siu Y. Dunlop M.J. Stochastic expression of a multiple antibiotic resistance activator confers transient resistance in single cells Sci. Rep. 6 2016 19538 26758525 PMC4725842
Cited by
Sorted by citations
Pani, S., & Mohapatra, S. S. (2024) · Archives of Microbiology · doi:10.1007/s00203-024-04173-3 · Cited by 22 · see citing works
Engineered Nanoparticles for Combating Drug-Resistant Bacteria and Bacterial Biofilms
Печникова, Н. А., Poimenidou, M., Patsidou, C., Zafeiriou-Chatziefraimidou, M., Iliadis, I., & Yaremenko, A. V. (2025) · ACS Nano Medicine · doi:10.1021/acsnanomed.5c00060 · Cited by 25 · see citing works
Cancer drug resistance as learning of signaling networks
Keresztes, D., Kerestély, M., Szarka, L., Kovács, B. M., Schulc, K., Veres, D. V., & Csermely, P. (2025) · Biomedicine & Pharmacotherapy · doi:10.1016/j.biopha.2025.117880 · Cited by 16 · see citing works
Insight into the Mechanisms and Clinical Relevance of Antifungal Heteroresistance
Su, Y., Li, Y., Yi, Q., Xu, Y., Sun, T., & Li, Y. (2025) · Journal of Fungi · doi:10.3390/jof11020143 · Cited by 18 · see citing works
“As antifungals can increase levels of ROS, persister cells might obtain stronger antioxidant capacity by upregulating enzymes, like superoxide dismutases (SODs) or alkyl hydroperoxide reductase 1, etc. [127].”
Segéňová, I., Víglaš, J., Pagáč, T., & Olejníková, P. (2025) · Journal of Fungi · doi:10.3390/jof11060428 · Cited by 6 · see citing works
Feng, D., Chen, J., Li, G., Yang, X., Xiong, Y., Lao, A., Huang, S., & Zheng, Z. (2025) · Microorganisms · doi:10.3390/microorganisms13040806 · Cited by 3 · see citing works
Polyploid giant cancer cells (PGCC): short-term return to multicellularity
Vinogradov, A. E., & Anatskaya, O. V. (2025) · Biological Research · doi:10.1186/s40659-025-00650-1 · Cited by 3 · see citing works
Jamadar, I. S., Kumar, K., Khan, S. A., Khan, A., Akhtar, M. N., & Bakar, E. A. (2025) · Results in Engineering · doi:10.1016/j.rineng.2025.106080 · Cited by 3 · see citing works
Cyclo-Stationary Distributions of mRNA and Protein Counts for Random Cell Division Times
Ali, S. Y., Saran, A., Prasad, A., Singh, A., & Das, D. (2025) · PRX Life · doi:10.1103/ysj3-gkrr · Cited by 3 · see citing works
System level network data and models attack cancer drug resistance
Kerestély, M., Keresztes, D., Szarka, L., Kovács, B. M., Schulc, K., Veres, D. V., & Csermely, P. (2025) · British Journal of Pharmacology · doi:10.1111/bph.17469 · Cited by 3 · see citing works
Zhan, Z., Cui, Y., He, S., Chang, J., & Shi, X. (2025) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkaf155 · Cited by 2 · see citing works
Beyond resistance: Emerging methods to dissect drug responses in Leishmania
de Oliveira, B. C. D., Arias-del-Angel, J. A., May, N. H., Barrett, M. P., Domagalska, M. A., & Beneke, T. (2026) · PLoS Pathogens · doi:10.1371/journal.ppat.1014331 · Cited by 2 · see citing works
Quiceno, E., Rodríguez-Almonacid, C. C., Omeir, K., Ancira, J. S., Phillips, C. D., & Karamysheva, Z. N. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.05.29.726936 · Cited by 2 · see citing works
Sarangi, M. K., Kar, S. K., Singh, L. P., Das, S., ADHIKARI, S. N. R., Singh, A., Parashar, T., Joshi, M. D., & Mishra, N. (2026) · Peptide Science · doi:10.1002/pep2.70023 · Cited by 1 · see citing works
Shahid, U. (2026) · The Journal of Precision Medicine Health and Disease · doi:10.1016/j.premed.2026.100030 · Cited by 1 · see citing works
Cellular plasticity as a dynamic regulator of death sensitivity and drug resistance in cancer
Malode, S., Desai, S. A., Mhatre, D., Patel, V., Chhajed, F., & Surade, S. (2026) · Cell Death · doi:10.1016/j.celld.2026.100016 · Cited by 1 · see citing works
Deng, Y., Beahm, D. R., Maurais, H. E., Etheridge, K., Schultz, D., & Sarpeshkar, R. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.01.30.702957
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Singhal, N., & Kumar, M. (2026) · Progress in molecular biology and translational science · doi:10.1016/bs.pmbts.2026.02.001
Sarpeshkar, R., Deng, Y., Beahm, D. R., Maurais, H. E., Etheridge, K., & Schultz, D. (2026) · Research Square · doi:10.21203/rs.3.rs-9022969/v1
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Ali, S. Y., Prasad, A., Singh, A., & Das, D. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.04.23.720286
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Li, X., Zhou, Z., Lin, H., Guo, J., Wu, W., Goldman, G. H., Lu, L., & Zhang, Y. (2026) · Mycology: An International Journal on Fungal Biology · doi:10.1080/21501203.2026.2679240
Quiceno, E., Rodríguez-Almonacid, C. C., Omeir, K., Ancira, J. S., Phillips, C. D., & Karamysheva, Z. N. (2026) · PLoS Pathogens · doi:10.1371/journal.ppat.1014682
- Authors
- El Meouche, I., Jain, P., Jolly, M. K., & Capp, J.-P.
- Affiliations
- Indian Institute of Science Bangalore (IN)
- Centre National de la Recherche Scientifique (FR)
- Corresponding author
- Capp, Jean-Pascal
- Venue
- Translational Oncology
- Publisher
- Elsevier BV
- Published
- 2024-11
- Volume
- 49
- Pages
- 102069
- ISSN
- 1936-5233 (ISSN-L)
- PMC
- PMC11364053
- OpenAlex
- W4401412353
- Cited by
- 22
- References
- 144
- Citations by year
- 2026: 11 · 2025: 10 · 2024: 1
- FWCI
- 5.84
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Translational Oncology (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- NOT FOUND REPOSITORY (Indian Institute of Science Bangalore) (acceptedVersion)
- HAL (submittedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Keywords
- drug tolerance, bacterial persistence, fungal persistence, cancer cell persistence, non-genetic heterogeneity, gene expression variation, antibiotic resistance, antifungal resistance, cancer chemotherapy resistance
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