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Arros P, Palma D, Gálvez-Silva M, Gaete A, Gonzalez H, Carrasco G, Coche J, Perez I, Castro-Nallar E, Galbán C, Varas MA, Campos M, Acuña J, Jorquera M, Chávez FP, Cambiazo V, Marcoleta AE. Life on the edge: Microbial diversity, resistome, and virulome in soils from the union glacier cold desert. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 957:177594. [PMID: 39571816 DOI: 10.1016/j.scitotenv.2024.177594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 11/12/2024] [Accepted: 11/14/2024] [Indexed: 11/30/2024]
Abstract
The high-latitude regions of Antarctica remain among the most remote, extreme, and least explored areas on Earth. Still, microbial life has been reported in these environments, with limited information on their genetic properties and functional capabilities. Although diverse autochthonous multidrug-resistant bacteria were found in Antarctic Peninsula soils, posing whether these soils could act as a source of resistance determinants that could emerge among pathogens, we still lack information regarding the resistome of areas closer to the South Pole. Moreover, no previous studies have evaluated the pathogenic potential of microbes inhabiting Antarctic soils. In this work, we combined metagenomic and culture-dependent approaches to investigate the microbial diversity, resistome, virulome, and mobile genetic elements (MGEs) in soils from Union Glacier, a cold desert in West Antarctica. Despite the extreme conditions, several bacterial phyla were found, predominating Actinomycetota and Pseudomonadota, with limited archaeal and fungal taxa. Contrastive with Ecology Glacier soils from King George Island, the Union Glacier soil bacterial community is significantly less diverse, mainly attributed to scarce moisture. We recovered >80 species-level representative genomes (SRGs) of predominant bacteria and an ammonia-oxidating nitrogen- and carbon-fixing archaeon from a novel species of Nitrosocosmicus. Several resistance and virulence genes were found in Union Glacier soils, similar to those in other Antarctic cold desert areas but significantly distinct from those observed in maritime Antarctica and other non-cryosphere biomes. Furthermore, we characterized bacterial isolates resistant to up to 24 clinical antibiotics, mainly Pseudomonas, Arthrobacter, Plantibacter, and Flavobacterium. Moreover, some isolates produced putative virulence factors, including siderophores, pyocyanins, and exoenzymes with hemolytic, lecithinase, protease, and DNAse activity. This evidence uncovers a largely unexplored resistome and virulome hosted by deep Antarctica's soil microbial communities and the presence of bacteria with pathogenic potential, highlighting the relevance of One Health approaches for environmental surveillance in this continent.
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Affiliation(s)
- Patricio Arros
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Daniel Palma
- Laboratorio de Bioinformática y Expresión Génica, Instituto de Nutrición y Tecnología de los Alimentos, Universidad de Chile and Millenium Institute Center for Genome Regulation (CRG), Santiago, Chile
| | - Matías Gálvez-Silva
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Alexis Gaete
- Laboratorio de Bioinformática y Expresión Génica, Instituto de Nutrición y Tecnología de los Alimentos, Universidad de Chile and Millenium Institute Center for Genome Regulation (CRG), Santiago, Chile
| | - Hugo Gonzalez
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Gabriela Carrasco
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile; Laboratorio de Microbiología de Sistemas, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - José Coche
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Ian Perez
- Laboratorio de Microbiología de Sistemas, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Eduardo Castro-Nallar
- Departamento de Microbiología, Facultad de Ciencias de la Salud, Universidad de Talca, Talca, Chile; Centro de Ecología Integrativa, Universidad de Talca, Campus Lircay, Talca, Chile; Anillo en Ciencia y Tecnología Antártica POLARIX, Chile
| | - Cristóbal Galbán
- Anillo en Ciencia y Tecnología Antártica POLARIX, Chile; GEMA, Center for Genomics, Ecology & Environment, Universidad Mayor, Camino La Pirámide, 5750, Huechuraba, Santiago 8580745, Chile; Institute of Environment, Florida International University, University Park, Miami, FL 33199, USA
| | - Macarena A Varas
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Marco Campos
- Laboratorio de Ecología Microbiana Aplicada (EMALAB), Departamento de Ciencias Químicas y Recursos Naturales, Universidad de La Frontera, Temuco, Chile
| | - Jacquelinne Acuña
- Laboratorio de Ecología Microbiana Aplicada (EMALAB), Departamento de Ciencias Químicas y Recursos Naturales, Universidad de La Frontera, Temuco, Chile
| | - Milko Jorquera
- Laboratorio de Ecología Microbiana Aplicada (EMALAB), Departamento de Ciencias Químicas y Recursos Naturales, Universidad de La Frontera, Temuco, Chile
| | - Francisco P Chávez
- Laboratorio de Microbiología de Sistemas, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile
| | - Verónica Cambiazo
- Laboratorio de Bioinformática y Expresión Génica, Instituto de Nutrición y Tecnología de los Alimentos, Universidad de Chile and Millenium Institute Center for Genome Regulation (CRG), Santiago, Chile
| | - Andrés E Marcoleta
- Grupo de Microbiología Integrativa, Departamento de Biología, Facultad de Ciencias, Universidad de Chile, Santiago, Chile.
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Zhang L, Xu W, Jiang J, Li R, Gu J, Liang W. Metagenomic insights on promoting the removal of resistome in aerobic composting pig manure by lightly burned modified magnesite. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 957:177101. [PMID: 39490844 DOI: 10.1016/j.scitotenv.2024.177101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Revised: 10/15/2024] [Accepted: 10/19/2024] [Indexed: 11/05/2024]
Abstract
The antibiotic resistance genes (ARGs) have become a serious issue facing public health. In this study, light-burned magnesite with a high specific surface area at 650 °C (MS650) was used for aerobic composting, evaluating its effect on the resistome during pig manure composting. Different concentrations of MS650 reduced the abundance of the resistome, including seven high-risk ARGs, class two metal and biocide resistance genes (MBRGs), and human pathogenic bacteria (HPBs). The addition of 2.5 % MS650 (L1) in the composting had the best reduction effect on ARGs, MBRGs and HPBs. ARG and microbial community assembly are deterministic processes. Proteobacteria and Actinobacteria was the main factor associated with the decrease in ARGs, followed by virulence factor genes (VFGs, 44.2 %). The reduction in MBRGs by MS650 mainly suppressed HGT by reducing the Isfinder abundance. To summarize, MS650 is an effective method to improve emission reduction of ARGs and MBRGs. This study provided a theoretical basis for improving the engineering application potential of MS650.
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Affiliation(s)
- Li Zhang
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Wanying Xu
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Jiangxiang Jiang
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Ronghua Li
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Jie Gu
- College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Wen Liang
- College of Agronomy, Northwest A&F University, Yangling, Shaanxi 712100, China; College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi 712100, China.
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Shu Q, Gao H, Li RJ, Chen HY, Na GS. The source and dissemination of ARGs in pristine environments: Elucidating the role of migratory birds in the Arctic. JOURNAL OF HAZARDOUS MATERIALS 2024; 480:136272. [PMID: 39476698 DOI: 10.1016/j.jhazmat.2024.136272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Revised: 10/05/2024] [Accepted: 10/23/2024] [Indexed: 12/01/2024]
Abstract
Antibiotic resistance genes (ARGs) are a class of emerging contaminants that significantly threaten public health. In this work, the profiles of ARGs and microbial communities in the soil, sediment, migratory bird, and local deer fecal samples collected from the Arctic were characterized using a metagenomic approach. The results retrieved the baseline profiles of ARGs and identified the role of migratory birds in disseminating ARGs in the Arctic. A total of 26 ARG types and 718 subtypes were determined, and 131 core ARGs were identified. All the samples were dominated by multidrug resistance genes, and some genes resistant to antibiotics commonly used in anthropogenic were also detected. Characterization of ARGs in bird fecal samples was significantly distinct from other media, with higher abundance, richness, and unique ARGs detected. Proteobacteria was the most predominant phylum in soil and fecal samples, while Thaumarchaeota was prevalent in sediment samples. Firmicutes harbored the majority of ARGs in all samples. The results of FEAST indicated that migratory birds were crucial allochthonous ARG sources in the Arctic. These significant findings shed light on the global spread of ARGs and should facilitate efforts to map baseline levels of ARGs before the era of antibiotics.
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Affiliation(s)
- Qin Shu
- National Marine Environmental Monitoring Center, Dalian 116023, China; Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, China
| | - Hui Gao
- National Marine Environmental Monitoring Center, Dalian 116023, China.
| | - Rui-Jing Li
- National Marine Environmental Monitoring Center, Dalian 116023, China
| | - Hai-Yang Chen
- Engineering Research Center of Groundwater Pollution Control and Remediation, Ministry of Education, College of Water Sciences, Beijing Normal University, Beijing 100875, China
| | - Guang-Shui Na
- Hainan Key Laboratory for Coastal Marine Eco-environment and Carbon Sink /Yazhou Bay Innovation Institute/College of Ecology and Environment, Hainan Tropical Ocean University, Sanya 572022, China; National Marine Environmental Monitoring Center, Dalian 116023, China; Frontiers Science Center for Deep Ocean Multispheres and Earth System, and Key Laboratory of Marine Chemistry Theory and Technology, Ministry of Education, Ocean University of China, Qingdao 266100, China.
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de Melo Carlos L, Camacho KF, Duarte AW, de Oliveira VM, Boroski M, Rosa LH, Vieira R, Neto AA, Ottoni JR, Passarini MRZ. Bioprospecting the potential of the microbial community associated to Antarctic marine sediments for hydrocarbon bioremediation. Braz J Microbiol 2024; 55:471-485. [PMID: 38052770 PMCID: PMC10920520 DOI: 10.1007/s42770-023-01199-5] [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: 09/16/2022] [Accepted: 11/27/2023] [Indexed: 12/07/2023] Open
Abstract
Microorganisms that inhabit the cold Antarctic environment can produce ligninolytic enzymes potentially useful in bioremediation. Our study focused on characterizing Antarctic bacteria and fungi from marine sediment samples of King George and Deception Islands, maritime Antarctica, potentially affected by hydrocarbon influence, able to produce enzymes for use in bioremediation processes in environments impacted with petroleum derivatives. A total of 168 microorganism isolates were obtained: 56 from sediments of King George Island and 112 from Deception Island. Among them, five bacterial isolates were tolerant to cell growth in the presence of diesel oil and gasoline and seven fungal were able to discolor RBBR dye. In addition, 16 isolates (15 bacterial and one fungal) displayed enzymatic emulsifying activities. Two isolates were characterized taxonomically by showing better biotechnological results. Psychrobacter sp. BAD17 and Cladosporium sp. FAR18 showed pyrene tolerance (cell growth of 0.03 g mL-1 and 0.2 g mL-1) and laccase enzymatic activity (0.006 UL-1 and 0.10 UL-1), respectively. Our results indicate that bacteria and fungi living in sediments under potential effect of hydrocarbon pollution may represent a promising alternative to bioremediate cold environments contaminated with polluting compounds derived from petroleum such as polycyclic aromatic hydrocarbons and dyes.
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Affiliation(s)
- Layssa de Melo Carlos
- Laboratório de Biotecnologia Ambiental, Universidade Federal da Integração Latino-Americana - UNILA, Av. Tarquínio Joslin dos Santos, 1000 - Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil
| | - Karine Fernandes Camacho
- Laboratório de Biotecnologia Ambiental, Universidade Federal da Integração Latino-Americana - UNILA, Av. Tarquínio Joslin dos Santos, 1000 - Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil
| | | | | | - Marcela Boroski
- Programa de Pós-Graduação Em Energia & Sustentabilidade, Universidade Federal da Integração Latino-Americana - UNILA, Foz Do Iguaçu, Brazil
| | - Luiz Henrique Rosa
- Departamento de Microbiologia, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Rosemary Vieira
- Instituto de Geociências, Universidade Federal Fluminense, Niterói, RJ, Brazil
| | - Arthur A Neto
- Instituto de Geociências, Universidade Federal Fluminense, Niterói, RJ, Brazil
| | - Júlia Ronzella Ottoni
- Laboratório de Biotecnologia Ambiental, Universidade Federal da Integração Latino-Americana - UNILA, Av. Tarquínio Joslin dos Santos, 1000 - Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil
| | - Michel R Z Passarini
- Laboratório de Biotecnologia Ambiental, Universidade Federal da Integração Latino-Americana - UNILA, Av. Tarquínio Joslin dos Santos, 1000 - Jd Universitário, Foz do Iguaçu, PR, 85870-650, Brazil.
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García-Laviña CX, Morel MA, García-Gabarrot G, Castro-Sowinski S. Phenotypic and resistome analysis of antibiotic and heavy metal resistance in the Antarctic bacterium Pseudomonas sp. AU10. Braz J Microbiol 2023; 54:2903-2913. [PMID: 37783937 PMCID: PMC10689667 DOI: 10.1007/s42770-023-01135-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Accepted: 09/20/2023] [Indexed: 10/04/2023] Open
Abstract
Resistance to antibiotics and heavy metals in Antarctic bacteria has been investigated due to anthropogenic impact on the continent. However, there is still much to learn about the genetic determinants of resistance in native bacteria. In this study, we investigated antibiotic, heavy metal, and metalloid resistance in Pseudomonas sp. AU10, isolated from King George Island (Antarctica), and analyzed its genome to look for all the associated genetic determinants (resistome). We found that AU10 displayed resistance to Cr(VI), Cu(II), Mn(II), Fe(II), and As(V), and produced an exopolysaccharide with high Cr(VI)-biosorption capacity. Additionaly, the strain showed resistance to aminopenicillins, cefotaxime, aztreonam, azithromycin, and intermediate resistance to chloramphenicol. Regarding the resistome, we did not find resistance genes in AU10's natural plasmid or in a prophage context. Only a copper resistance cluster indicated possible horizontal acquisition. The mechanisms of resistance found were mostly efflux systems, several sequestering proteins, and a few enzymes, such as an AmpC β-lactamase or a chromate reductase, which would account for the observed phenotypic profile. In contrast, the presence of a few gene clusters, including the terZABCDE operon for tellurite resistance, did not correlate with the expected phenotype. Despite the observed resistance to multiple antibiotics and heavy metals, the lack of resistance genes within evident mobile genetic elements is suggestive of the preserved nature of AU10's Antarctic habitat. As Pseudomonas species are good bioindicators of human impact in Antarctic environments, we consider that our results could help refine surveillance studies based on monitoring resistances and associated resistomes in these populations.
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Affiliation(s)
- César X García-Laviña
- Sección Bioquímica, Facultad de Ciencias, Universidad de la República, Iguá 4225, 11400, Montevideo, Uruguay
| | - María A Morel
- Laboratorio de Microbiología de Suelos, Facultad de Ciencias, Universidad de la República, Iguá 4225, 11400, Montevideo, Uruguay
- Laboratorio de Microbiología Molecular, Departamento BIOGEM, Instituto de Investigaciones Biológicas Clemente Estable (IIBCE), Av. Italia 3318, 11600, Montevideo, Uruguay
| | - Gabriela García-Gabarrot
- Departamento de Laboratorios, Ministerio de Salud Pública, Alfredo Navarro 3051, 11600, Montevideo, Uruguay
| | - Susana Castro-Sowinski
- Sección Bioquímica, Facultad de Ciencias, Universidad de la República, Iguá 4225, 11400, Montevideo, Uruguay.
- Laboratorio de Microbiología Molecular, Departamento BIOGEM, Instituto de Investigaciones Biológicas Clemente Estable (IIBCE), Av. Italia 3318, 11600, Montevideo, Uruguay.
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Ordine JVW, de Souza GM, Tamasco G, Virgilio S, Fernandes AFT, Silva-Rocha R, Guazzaroni ME. Metagenomic Insights for Antimicrobial Resistance Surveillance in Soils with Different Land Uses in Brazil. Antibiotics (Basel) 2023; 12:antibiotics12020334. [PMID: 36830245 PMCID: PMC9952835 DOI: 10.3390/antibiotics12020334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 01/30/2023] [Accepted: 02/03/2023] [Indexed: 02/09/2023] Open
Abstract
Land-use conversion changes soil properties and their microbial communities, which, combined with the overuse of antibiotics in human and animal health, promotes the expansion of the soil resistome. In this context, we aimed to profile the resistome and the microbiota of soils under different land practices. We collected eight soil samples from different locations in the countryside of São Paulo (Brazil), assessed the community profiles based on 16S rRNA sequencing, and analyzed the soil metagenomes based on shotgun sequencing. We found differences in the communities' structures and their dynamics that were correlated with land practices, such as the dominance of Staphylococcus and Bacillus genera in agriculture fields. Additionally, we surveyed the abundance and diversity of antibiotic resistance genes (ARGs) and virulence factors (VFs) across studied soils, observing a higher presence and homogeneity of the vanRO gene in livestock soils. Moreover, three β-lactamases were identified in orchard and urban square soils. Together, our findings reinforce the importance and urgency of AMR surveillance in the environment, especially in soils undergoing deep land-use transformations, providing an initial exploration under the One Health approach of environmental levels of resistance and profiling soil communities.
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Affiliation(s)
- João Vitor Wagner Ordine
- Department of Biology, Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto, University of São Paulo, Ribeirão Preto 14040-900, SP, Brazil
| | - Gabrielle Messias de Souza
- Department of Biology, Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto, University of São Paulo, Ribeirão Preto 14040-900, SP, Brazil
| | - Gustavo Tamasco
- ByMyCell Inova Simples. Avenue Dra. Nadir Águiar, 1805-Supera Parque, Ribeirão Preto 14056-680, SP, Brazil
| | - Stela Virgilio
- ByMyCell Inova Simples. Avenue Dra. Nadir Águiar, 1805-Supera Parque, Ribeirão Preto 14056-680, SP, Brazil
| | - Ana Flávia Tonelli Fernandes
- Department of Biology, Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto, University of São Paulo, Ribeirão Preto 14040-900, SP, Brazil
| | - Rafael Silva-Rocha
- ByMyCell Inova Simples. Avenue Dra. Nadir Águiar, 1805-Supera Parque, Ribeirão Preto 14056-680, SP, Brazil
| | - María-Eugenia Guazzaroni
- Department of Biology, Faculdade de Filosofia, Ciências e Letras de Ribeirão Preto, University of São Paulo, Ribeirão Preto 14040-900, SP, Brazil
- Correspondence: ; Tel.: +55-(16)-33153680
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Otur Ç, Okay S, Kurt-Kızıldoğan A. Whole genome analysis of Flavobacterium aziz-sancarii sp. nov., isolated from Ardley Island (Antarctica), revealed a rich resistome and bioremediation potential. CHEMOSPHERE 2023; 313:137511. [PMID: 36509185 DOI: 10.1016/j.chemosphere.2022.137511] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 11/29/2022] [Accepted: 12/06/2022] [Indexed: 06/17/2023]
Abstract
Despite being one of the most isolated regions in the world, Antarctica is at risk of increased contamination with potentially toxic elements and other toxic chemicals through anthropogenic interventions. In this study, a psychrotolerant bacterium was isolated using the lake water collected from Ardley Island (Antarctica), which can grow at temperatures between 4 and 30 °C and pH values between 6.0 and 9.0. The isolate, named AC, had protease, amylase, and lipase activities with no NaCl tolerance and could degrade 1-5% diesel fuel. Multilocus sequence analysis (MLSA) using 16S rRNA, gyrB, tuf, and rpoD genes resulted in 92.91-98.6% sequence similarities between the isolate AC and other Flavobacterium spp. Whole genome analysis indicated that the genome length of Flavobacterium sp. AC is 5.8 Mbp with a GC content of 34.04% and 1274 genes predicted. The strain AC branched independently from other Flavobacterium spp. in the phylogenetic and phylogenomic trees and ranked a new species named Flavobacterium aziz-sancarii. Genome mining identified several cold-inducible genes, including stress-associated genes such as cold-shock proteins, chaperones, carotenoid biosynthetic genes, or oxidative-stress response genes. In addition, virulence, gliding motility, and biofilm-related genes were determined. Its genome contains 35 and 88 open-reading frames related to potentially toxic element and antibiotic resistance, respectively. F. aziz-sancarii showed a remarkable tolerance of Cr and Ni, with minimal inhibitory concentration values of 2.88 and 2.81 mM, respectively. Pb, Cu, and Zn exposure resulted in moderate toxicity (2.14-2.41 mM), while Cd showed the highest inhibitory effect in bacterial growth (0.74 mM). Antibiotic susceptibility testing indicated multidrug-resistant phenotype in correlation to in silico prediction of antibiotic resistance genes. Overall, our results contribute to biodiversity of Antarctica and provide new insights into resistome profile of Antarctic microorganisms. Additionally, the diesel degradation feature of F. aziz-sancarii offers potential use for the bioremediation of hydrocarbon-contaminated polar ecosystems.
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Affiliation(s)
- Çiğdem Otur
- Department of Agricultural Biotechnology, Faculty of Agriculture, Ondokuz Mayıs University, 55139, Samsun, Turkey
| | - Sezer Okay
- Department of Vaccine Technology, Vaccine Institute, Hacettepe University, 06230, Ankara, Turkey
| | - Aslıhan Kurt-Kızıldoğan
- Department of Agricultural Biotechnology, Faculty of Agriculture, Ondokuz Mayıs University, 55139, Samsun, Turkey.
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