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Li W, Huang T, Liu C, Wushouer H, Yang X, Wang R, Xia H, Li X, Qiu S, Chen S, Ho HC, Huang C, Shi L, Guan X, Tian G, Liu G, Ebi KL, Yang L. Changing climate and socioeconomic factors contribute to global antimicrobial resistance. Nat Med 2025:10.1038/s41591-025-03629-3. [PMID: 40295742 DOI: 10.1038/s41591-025-03629-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Accepted: 03/04/2025] [Indexed: 04/30/2025]
Abstract
Climate change poses substantial challenges in containing antimicrobial resistance (AMR) from a One Health perspective. Using 4,502 AMR surveillance records involving 32 million tested isolates from 101 countries (1999-2022), we analyzed the impact of socioeconomic and environmental factors on AMR. We also established forecast models based on several scenarios, considering antimicrobial consumption reduction, sustainable development initiatives and different shared socioeconomic pathways under climate change. Our findings reveal growing AMR disparities between high-income countries and low- and middle-income countries under different shared socioeconomic pathway scenarios. By 2050, compared with the baseline, sustainable development efforts showed the most prominent effect by reducing AMR prevalence by 5.1% (95% confidence interval (CI): 0.0-26.6%), surpassing the effect of antimicrobial consumption reduction. Key contributors include reducing out-of-pocket health expenses (3.6% (95% CI: -0.5 to 21.4%)); comprehensive immunization coverage (1.2% (95% CI: -0.1% to 8.2%)); adequate health investments (0.2% (95% CI: 0.0-2.4%)) and universal access to water, sanitation and hygiene services (0.1% (95% CI: 0.0-0.4%)). These findings highlight the importance of sustainable development strategies as the most effective approach to help low- and middle-income countries address the dual challenges of climate change and AMR.
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Affiliation(s)
- Weibin Li
- School of Public Health, Sun Yat-sen University, Guangzhou, China
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
| | - Tingting Huang
- Laboratory of Cloud-Precipitation Physics and Severe Storms, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, China
| | - Chaojie Liu
- School of Psychology and Public Health, La Trobe University, Melbourne, Victoria, Australia
| | - Haishaerjiang Wushouer
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
- International Research Center for Medicinal Administration, Peking University, Beijing, China
| | - Xinyi Yang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Ruonan Wang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Haohai Xia
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Xiying Li
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Shengyue Qiu
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Shanquan Chen
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, London, UK
| | - Hung Chak Ho
- Department of Public and International Affairs, City University of Hong Kong, Hong Kong SAR, China
| | - Cunrui Huang
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Luwen Shi
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
- International Research Center for Medicinal Administration, Peking University, Beijing, China
| | - Xiaodong Guan
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, China
- International Research Center for Medicinal Administration, Peking University, Beijing, China
| | - Guobao Tian
- School of Medicine, Sun Yat-sen University, Shenzhen, China
| | - Gordon Liu
- National School of Development, Peking University, Beijing, China
- Institute for Global Health and Development, Peking University, Beijing, China
| | - Kristie L Ebi
- Center for Health and the Global Environment, University of Washington, Seattle, WA, USA
| | - Lianping Yang
- School of Public Health, Sun Yat-sen University, Guangzhou, China.
- Institute for Global Health and Development, Peking University, Beijing, China.
- Sun Yat-sen Global Health Institute, Institute of State Governance, Sun Yat-sen University, Guangzhou, China.
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2
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Bae HW, Choi SY, Cho YH. An outer membrane determinant for RNA phage genome entry in Pseudomonas aeruginosa. iScience 2024; 27:108675. [PMID: 38213628 PMCID: PMC10783630 DOI: 10.1016/j.isci.2023.108675] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 11/06/2023] [Accepted: 12/05/2023] [Indexed: 01/13/2024] Open
Abstract
Host range of a phage is determined at the various life cycle stages during phage infection. We reported the limited phage-receptor interaction between the RNA phage, PP7 and its host Pseudomonas aeruginosa strains: PAO1 has susceptible type IV pilus (TFP) pilin, whereas PA14 has resistant pilin. Here, we have created a PA14 derivative (PA14P) with the PAO1 pilin gene and found that other determinants than TFP pilin could limit PP7 infectivity in PA14P. Transposon mutant screens revealed that PP7 infectivity was restored in the PA14P mutants (htrB2) lacking a secondary acyltransferase in lipid A biosynthesis. The lack of this enzyme increased the RNA phage entry, which is deemed attributed to the loosened lipopolysaccharide (LPS) structure. Polymyxin B treatment also selectively increased the RNA phage entry. These results demonstrated that LPS structures could limit the entry stage of RNA phages, providing another determinant for the host range in diverse P. aeruginosa strains.
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Affiliation(s)
- Hee-Won Bae
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Gyeonggi-do 13488, Korea
| | - Shin-Yae Choi
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Gyeonggi-do 13488, Korea
| | - You-Hee Cho
- Department of Pharmacy, College of Pharmacy and Institute of Pharmaceutical Sciences, CHA University, Gyeonggi-do 13488, Korea
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Tomaś N, Myszka K, Wolko Ł, Juzwa W. Global transcriptome analysis of Pseudomonas aeruginosa NT06 response to potassium chloride, sodium lactate, sodium citrate, and microaerophilic conditions in a fish ecosystem. FEMS Microbiol Lett 2024; 371:fnae043. [PMID: 38845372 PMCID: PMC11538994 DOI: 10.1093/femsle/fnae043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Revised: 05/25/2024] [Accepted: 06/05/2024] [Indexed: 06/29/2024] Open
Abstract
Pseudomonas aeruginosa is an opportunistic pathogen that recently has been increasingly isolated from foods, especially from minimally processed fish-based products. Those are preserved by the addition of sodium chloride (NaCl) and packaging in a modified atmosphere. However, the current trends of minimizing NaCl content may result in an increased occurrence of P. aeruginosa. NaCl can be replaced with potassium chloride (KCl) or sodium salts of organic acids. Herein, we examined the antimicrobial effects of KCl, sodium lactate (NaL), sodium citrate (NaC), and sodium acetate (NaA) against P. aeruginosa NT06 isolated from fish. Transcriptome response of cells grown in medium imitating a fish product supplemented with KCl and KCl/NaL/NaC and maintained under microaerophilic conditions was analysed. Flow cytometry analysis showed that treatment with KCl and KCl/NaL/NaC resulted in changed metabolic activity of cells. In response to KCl and KCl/NaL/NaC treatment, genes related to cell maintenance, stress response, quorum sensing, virulence, efflux pump, and metabolism were differentially expressed. Collectively, our results provide an improved understanding of the response of P. aeruginosa to NaCl alternative compounds that can be implemented in fish-based products and encourage further exploration of the development of effective methods to protect foods against the P. aeruginosa, underestimate foodborne bacteria.
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Affiliation(s)
- Natalia Tomaś
- Department of Biotechnology and Food Microbiology, Faculty of Food Science and Nutrition, Poznan University of Life Sciences, Wojska Polskiego 48, 60–637 Poznań, Poland
- Department of Human Nutrition and Dietotherapy, Faculty of Biological Sciences, University of Zielona Gora, Pałac Kalsk 67, 66–100 Sulechów, Poland
| | - Kamila Myszka
- Department of Biotechnology and Food Microbiology, Faculty of Food Science and Nutrition, Poznan University of Life Sciences, Wojska Polskiego 48, 60–637 Poznań, Poland
| | - Łukasz Wolko
- Department of Biochemistry and Biotechnology, Faculty of Agriculture, Horticulture and Bioengineering, Poznan University of Life Sciences, Dojazd 11, 60–632 Poznań, Poland
| | - Wojciech Juzwa
- Department of Biotechnology and Food Microbiology, Faculty of Food Science and Nutrition, Poznan University of Life Sciences, Wojska Polskiego 48, 60–637 Poznań, Poland
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Li W, Liu C, Ho HC, Shi L, Zeng Y, Yang X, Xia H, Zhang W, Huang C, Yang L. Estimating the effect of increasing ambient temperature on antimicrobial resistance in China: A nationwide ecological study with the difference-in-differences approach. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 882:163518. [PMID: 37080321 DOI: 10.1016/j.scitotenv.2023.163518] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 03/31/2023] [Accepted: 04/11/2023] [Indexed: 05/03/2023]
Abstract
Antimicrobial resistance (AMR) and the possible consequences of rising ambient temperatures brought on by global warming have been extensively discussed. However, the epidemiological evidence on the effects of temperature on AMR is rare and little is known about the role of socioeconomic inequities. This ecological study obtained 31 provinces AMR data of Escherichia Coli (E. coli) from the China Antimicrobial Resistance Surveillance System (CARSS) over the period from 2014 to 2020, which were linked to the meteorological and socioeconomic data published in the China Statistical Yearbook. Modified difference-in-differences (DID) analyses were performed to estimate the effect of ambient temperature on AMR of E. coli to third-generation cephalosporins (ceftriaxone and cefotaxime), carbapenems, and quinolones, adjusting for variations in meteorological and socioeconomic factors. We estimated that every 1 °C increase in average ambient temperature was associated with 2.71 % (95 % confidence interval [CI]: 1.20-4.24), 32.92 % (95 % CI: 15.62-52.81), and 1.81 % (95 % CI: 0.47-3.16) increase in the prevalence of E. coli resistance to third-generation cephalosporins (ceftriaxone and cefotaxime), carbapenems and quinolones, respectively. The link was more profound in the regions with lower temperature and a median level of average humidity, and the regions with lower income, lower expenditure (in economics), lower health resources, and lower hospital admissions. Neither the replacement of the temperature variable nor the alternative approaches for confounding adjustment changed the positive association between ambient temperature and AMR. In general, there exists a positive association between ambient temperature and AMR, although the strength of such an association varies by socioeconomic and health services factors. The association is possibly nonlinear, especially for E. coli resistance to third-generation cephalosporins. The findings suggest that AMR control programs should explicitly incorporate weather patterns to increase their effectiveness.
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Affiliation(s)
- Weibin Li
- Department of Health Management, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Chaojie Liu
- School of Psychology and Public Health, La Trobe University, Melbourne, Australia
| | - Hung Chak Ho
- Department of Anaesthesiology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong
| | - Lin Shi
- Department of Health Management, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yingchao Zeng
- Department of Health Management, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Xinyi Yang
- Department of Health Management, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Haohai Xia
- Department of Health Management, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Wangjian Zhang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Cunrui Huang
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Lianping Yang
- Department of Health Management, School of Public Health, Sun Yat-sen University, Guangzhou, China.
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Li W, Liu C, Ho HC, Shi L, Zeng Y, Yang X, Huang Q, Pei Y, Huang C, Yang L. Association between antibiotic resistance and increasing ambient temperature in China: An ecological study with nationwide panel data. THE LANCET REGIONAL HEALTH - WESTERN PACIFIC 2023; 30:100628. [PMID: 36406382 PMCID: PMC9672962 DOI: 10.1016/j.lanwpc.2022.100628] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 09/20/2022] [Accepted: 10/17/2022] [Indexed: 11/16/2022]
Abstract
Background Antibiotic resistance leads to longer hospital stays, higher medical costs, and increased mortality. However, research into the relationship between climate change and antibiotic resistance remains inconclusive. This study aims to address the gap in the literature by exploring the association of antibiotic resistance with regional ambient temperature and its changes over time. Methods Data were obtained from the China Antimicrobial Surveillance Network (CHINET), monitoring the prevalence of carbapenem-resistant Acinetobacter baumannii (CRAB), Klebsiella pneumoniae (CRKP) and Pseudomonas aeruginosa (CRPA) in 28 provinces/regions over the period from 2005 to 2019. Log-linear regression models were established to determine the association between ambient temperature and antibiotic resistance after adjustment for variations in socioeconomic, health service, and environmental factors. Findings A 1 °C increase in average ambient temperature was associated with 1.14-fold increase (95%-CI [1.07–1.23]) in CRKP prevalence and 1.06-fold increase (95%-CI [1.03–1.08]) in CRPA prevalence. There was an accumulative effect of year-by-year changes in ambient temperature, with the four-year sum showing the greatest effect on antibiotic resistance. Higher prevalence of antibiotic resistance was also associated with higher antibiotic consumption, lower density of health facilities, higher density of hospital beds and higher level of corruption. Interpretation Higher prevalence of antibiotic resistance is associated with increased regional ambient temperature. The development of antibiotic resistance under rising ambient temperature differs across various strains of bacteria. Funding The 10.13039/501100012166National Key R&D Program of China (grant number: 2018YFA0606200), 10.13039/501100001809National Natural Science Foundation of China (grant number: 72074234), 10.13039/501100012476Fundamental Scientific Research Funds for Central Universities, P.R. China (grant number: 22qntd4201), 10.13039/100001547China Medical Board (grant number: CMB-OC-19-337).
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Affiliation(s)
- Weibin Li
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Chaojie Liu
- School of Psychology and Public Health, La Trobe University, Melbourne, Australia
| | - Hung Chak Ho
- Department of Anaesthesiology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Lin Shi
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yingchao Zeng
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Xinyi Yang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Qixian Huang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
| | - Yi Pei
- Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Cunrui Huang
- Vanke School of Public Health, Tsinghua University, Beijing, China
| | - Lianping Yang
- School of Public Health, Sun Yat-sen University, Guangzhou, China
- Corresponding author.
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6
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Gong M, Han Y, Wang X, Tao H, Meng F, Hou B, Sun BB, Wang G. Effect of Temperature on Metronidazole Resistance in Helicobacter pylori. Front Microbiol 2021; 12:681911. [PMID: 34093508 PMCID: PMC8170400 DOI: 10.3389/fmicb.2021.681911] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 04/23/2021] [Indexed: 01/14/2023] Open
Abstract
Efficacy of Helicobacter pylori (H. pylori) eradication therapy has declined due to rapid rises in antibiotic resistance. We investigated how increased temperature affected H. pylori (NCTC 11637) growth and its sensitivity to metronidazole in vitro. We performed transcriptomic profiling using RNA-sequencing to identify differentially expressed genes (DEGs) associated with increased temperature. Transcriptional pathways involved in temperature-driven metronidazole resistance changes were analyzed through bioinformatic and literature curation approaches. We showed that H. pylori growth was inhibited at 41°C and inhibition was more apparent with prolonged incubation. Resistance to metronidazole was also reduced—minimum inhibitory concentration for metronidazole decreased from > 256 μg/ml at 37°C to 8 μg/ml at 41°C after culturing for 3 days. RNA-sequencing results, which were highly concordant within treatment conditions, revealed more than one third of genes (583/1,552) to be differentially expressed at increased temperatures with similar proportions up and down-regulated. Quantitative real-time PCR validation for 8 out of 10 DEGs tested gave consistent direction in gene expression changes. We found enrichment for redox and oxygen radical pathways, highlighting a mechanistic pathway driving temperature-related metronidazole resistance. Independent literature review of published genes associated with metronidazole resistance revealed 46 gene candidates, 21 of which showed differential expression and 7 out of 9 DEGs associated with “redox” resistance pathways. Sanger sequencing did not detect any changes in genetic sequences for known resistance genes rdxA, frxA nor fdxB. Our findings suggest that temperature increase can inhibit the growth and reduce H. pylori resistance to metronidazole. Redox pathways are possible potential drivers in metronidazole resistance change induced by temperature. Our study provides insight into potential novel approaches in treating antibiotic resistant H. pylori.
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Affiliation(s)
- Meiliang Gong
- Department of Laboratory Medicine, Second Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Yingjie Han
- Department of Gastroenterology, Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Diseases, Beijing, China.,Department of Oncology, Fifth Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Xuning Wang
- Department of Surgery, First Medical Center, Chinese PLA General Hospital, Beijing, China
| | - Hongjin Tao
- Department of Gastroenterology, Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Fansen Meng
- Department of Gastroenterology, Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Baicun Hou
- Department of Gastroenterology, Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Benjamin B Sun
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom.,Royal Free Hospital, London, United Kingdom
| | - Gangshi Wang
- Department of Gastroenterology, Second Medical Center, Chinese PLA General Hospital, National Clinical Research Center for Geriatric Diseases, Beijing, China
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Mizdal CR, Stefanello ST, Nogara PA, Antunes Soares FA, de Lourenço Marques L, de Campos MMA. Molecular docking, and anti-biofilm activity of gold-complexed sulfonamides on Pseudomonas aeruginosa. Microb Pathog 2018; 125:393-400. [DOI: 10.1016/j.micpath.2018.10.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2018] [Revised: 09/30/2018] [Accepted: 10/01/2018] [Indexed: 01/07/2023]
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Kawalek A, Glabski K, Bartosik AA, Fogtman A, Jagura-Burdzy G. Increased ParB level affects expression of stress response, adaptation and virulence operons and potentiates repression of promoters adjacent to the high affinity binding sites parS3 and parS4 in Pseudomonas aeruginosa. PLoS One 2017; 12:e0181726. [PMID: 28732084 PMCID: PMC5521831 DOI: 10.1371/journal.pone.0181726] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Accepted: 07/06/2017] [Indexed: 12/14/2022] Open
Abstract
Similarly to its homologs in other bacteria, Pseudomonas aeruginosa partitioning protein ParB facilitates segregation of newly replicated chromosomes. Lack of ParB is not lethal but results in increased frequency of anucleate cells production, longer division time, cell elongation, altered colony morphology and defective swarming and swimming motility. Unlike in other bacteria, inactivation of parB leads to major changes of the transcriptome, suggesting that, directly or indirectly, ParB plays a role in regulation of gene expression in this organism. ParB overproduction affects growth rate, cell division and motility in a similar way as ParB deficiency. To identify primary ParB targets, here we analysed the impact of a slight increase in ParB level on P. aeruginosa transcriptome. ParB excess, which does not cause changes in growth rate and chromosome segregation, significantly alters the expression of 176 loci. Most notably, the mRNA level of genes adjacent to high affinity ParB binding sites parS1-4 close to oriC is reduced. Conversely, in cells lacking either parB or functional parS sequences the orfs adjacent to parS3 and parS4 are upregulated, indicating that direct ParB- parS3/parS4 interactions repress the transcription in this region. In addition, increased ParB level brings about repression or activation of numerous genes including several transcriptional regulators involved in SOS response, virulence and adaptation. Overall, our data support the role of partitioning protein ParB as a transcriptional regulator in Pseudomonas aeruginosa.
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Affiliation(s)
- Adam Kawalek
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Department of Microbial Biochemistry, Warsaw, Poland
| | - Krzysztof Glabski
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Department of Microbial Biochemistry, Warsaw, Poland
| | - Aneta Agnieszka Bartosik
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Department of Microbial Biochemistry, Warsaw, Poland
| | - Anna Fogtman
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Laboratory of Microarray Analysis, Warsaw, Poland
| | - Grazyna Jagura-Burdzy
- Institute of Biochemistry and Biophysics, Polish Academy of Sciences, Department of Microbial Biochemistry, Warsaw, Poland
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Zhu L, Li Y, Wang J, Wang X. Identification of two secondary acyltransferases of lipid A in Pseudomonas putida
KT2442. J Appl Microbiol 2017; 123:478-490. [DOI: 10.1111/jam.13499] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2017] [Revised: 05/16/2017] [Accepted: 05/16/2017] [Indexed: 12/18/2022]
Affiliation(s)
- L. Zhu
- School of Biotechnology; Jiangnan University; Wuxi China
| | - Y. Li
- State Key Laboratory of Food Science and Technology; Wuxi China
| | - J. Wang
- School of Biotechnology; Jiangnan University; Wuxi China
| | - X. Wang
- School of Biotechnology; Jiangnan University; Wuxi China
- State Key Laboratory of Food Science and Technology; Wuxi China
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