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1.
PLoS One ; 19(5): e0303132, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38768224

RESUMEN

There are few studies comparing proportion, frequency, mortality and mortality rate following antimicrobial-resistant (AMR) infections between tertiary-care hospitals (TCHs) and secondary-care hospitals (SCHs) in low and middle-income countries (LMICs) to inform intervention strategies. The aim of this study is to demonstrate the utility of an offline tool to generate AMR reports and data for a secondary data analysis. We conducted a secondary-data analysis on a retrospective, multicentre data of hospitalised patients in Thailand. Routinely collected microbiology and hospital admission data of 2012 to 2015, from 15 TCHs and 34 SCHs were analysed using the AMASS v2.0 (www.amass.website). We then compared the burden of AMR bloodstream infections (BSI) between those TCHs and SCHs. Of 19,665 patients with AMR BSI caused by pathogens under evaluation, 10,858 (55.2%) and 8,807 (44.8%) were classified as community-origin and hospital-origin BSI, respectively. The burden of AMR BSI was considerably different between TCHs and SCHs, particularly of hospital-origin AMR BSI. The frequencies of hospital-origin AMR BSI per 100,000 patient-days at risk in TCHs were about twice that in SCHs for most pathogens under evaluation (for carbapenem-resistant Acinetobacter baumannii [CRAB]: 18.6 vs. 7.0, incidence rate ratio 2.77; 95%CI 1.72-4.43, p<0.001; for carbapenem-resistant Pseudomonas aeruginosa [CRPA]: 3.8 vs. 2.0, p = 0.0073; third-generation cephalosporin resistant Escherichia coli [3GCREC]: 12.1 vs. 7.0, p<0.001; third-generation cephalosporin resistant Klebsiella pneumoniae [3GCRKP]: 12.2 vs. 5.4, p<0.001; carbapenem-resistant K. pneumoniae [CRKP]: 1.6 vs. 0.7, p = 0.045; and methicillin-resistant Staphylococcus aureus [MRSA]: 5.1 vs. 2.5, p = 0.0091). All-cause in-hospital mortality (%) following hospital-origin AMR BSI was not significantly different between TCHs and SCHs (all p>0.20). Due to the higher frequencies, all-cause in-hospital mortality rates following hospital-origin AMR BSI per 100,000 patient-days at risk were considerably higher in TCHs for most pathogens (for CRAB: 10.2 vs. 3.6,mortality rate ratio 2.77; 95%CI 1.71 to 4.48, p<0.001; CRPA: 1.6 vs. 0.8; p = 0.020; 3GCREC: 4.0 vs. 2.4, p = 0.009; 3GCRKP, 4.0 vs. 1.8, p<0.001; CRKP: 0.8 vs. 0.3, p = 0.042; and MRSA: 2.3 vs. 1.1, p = 0.023). In conclusion, the burden of AMR infections in some LMICs might differ by hospital type and size. In those countries, activities and resources for antimicrobial stewardship and infection control programs might need to be tailored based on hospital setting. The frequency and in-hospital mortality rate of hospital-origin AMR BSI are important indicators and should be routinely measured to monitor the burden of AMR in every hospital with microbiology laboratories in LMICs.


Asunto(s)
Bacteriemia , Centros de Atención Terciaria , Humanos , Centros de Atención Terciaria/estadística & datos numéricos , Estudios Retrospectivos , Tailandia/epidemiología , Bacteriemia/mortalidad , Bacteriemia/tratamiento farmacológico , Bacteriemia/microbiología , Femenino , Masculino , Infección Hospitalaria/mortalidad , Infección Hospitalaria/microbiología , Infección Hospitalaria/tratamiento farmacológico , Infección Hospitalaria/epidemiología , Antibacterianos/uso terapéutico , Antibacterianos/farmacología , Farmacorresistencia Bacteriana , Persona de Mediana Edad , Anciano , Adulto , Mortalidad Hospitalaria
2.
Artículo en Inglés | MEDLINE | ID: mdl-23682440

RESUMEN

Melioidosis is highly prevalent in Northeast Thailand which is associated with high incidence of Burkholderia pseudomallei present in the soil of this region. B. pseudomallei when present in biofilm becomes resistant to numerous environmental factors and also to certain antibiotics. In this study, we examined the effects of several environmentally relevant factors (salinity, iron, manganese and temperature) on biofilm formation of four clinical ribotypes of B. pseudomallei commonly found in Northeast Thailand. The results showed that biofilm formation increased when B. pseudomallei were grown in modified Vogel and Bonner's medium containing 0.85-1.7 M NaCl or 100-500 microM iron (FeSO4). Low temperature (20 degrees C) also induced more biofilm formation than 30 degrees C or 37 degrees C. On the other hand, protease production and bacterial motility were adversely affected but not in the case of low temperature. Results from this study should be useful in the development of prevention measures or controlling B. pseudomallei biofilm formation in the environment.


Asunto(s)
Biopelículas/crecimiento & desarrollo , Burkholderia pseudomallei/crecimiento & desarrollo , Ambiente , Burkholderia pseudomallei/genética , Burkholderia pseudomallei/fisiología , Humanos , Hierro , Manganeso , Ribotipificación , Salinidad , Suelo/química , Temperatura
3.
Antibiotics (Basel) ; 12(8)2023 Aug 04.
Artículo en Inglés | MEDLINE | ID: mdl-37627707

RESUMEN

Antimicrobial resistance (AMR) has emerged as an urgent global public health issue that requires immediate attention. Methicillin-resistant staphylococci (MRS) is a major problem, as it may cause serious human and animal infections, eventually resulting in death. This study determined the proportional distribution, genetic characteristics, and antimicrobial susceptibility of mecA- or mecC-carrying staphylococci isolated from food chain products. A total of 230 samples were taken from meat, food, fermented food, and food containers. Overall, 13.9% (32/230) of the samples were identified to have Staphylococcus aureus isolates; of those, 3.9% (9/230) were MRS, with eight mecA-positive and one mecC-positive samples, and 1.3% (3/230) methicillin-resistant Staphylococcus aureus (MRSA). MRSA strains belonging to three sequence types (ST9, ST22, and a newly identified ST), three different spa types (T005, t526, and a newly identified type), and three different SCCmec types (IV, V, and an unidentified SCCmec) were detected. Additionally, eight mecA-positive staphylococcal isolates were identified as S. haemolyticus, S. sciuri, S. simulans, and S. warneri, while the mecC-harboring isolate was S. xylosus. The enterotoxin gene, SEm, was detected at 1.56% in S. aureus, whereas SEq was detected at 0.31%, and SEi was also found in MRSA. Our study emphasizes the importance of enhanced hygiene standards in reducing the risk of occupational and foodborne MRSA infections associated with the handling or consumption of meat, food, and preserved food products.

4.
Microbiol Resour Announc ; 10(8)2021 Feb 25.
Artículo en Inglés | MEDLINE | ID: mdl-33632863

RESUMEN

Here, we report the whole-genome sequence of multidrug-resistant Salmonella enterica serovar Cannstatt harboring mcr-1.1, isolated from a fatal sepsis case. Genomic analysis revealed that the isolate was sequence type 2390 carrying mcr-1.1, bla CTX-M-14, aac(3)IId, aac(6')Iaa, floR, qnrS1, sul2, tetA, and tetM Three Inc plasmids were observed, including the IncX4 plasmid containing mcr-1.1.

5.
Microbiol Resour Announc ; 10(30): e0061621, 2021 Jul 29.
Artículo en Inglés | MEDLINE | ID: mdl-34323603

RESUMEN

Here, we report the whole-genome sequence of a methicillin-resistant Staphylococcus aureus strain harboring staphylococcal cassette chromosome mec (SCCmec) type IX, isolated from a fatal bacteremic pneumonia case. Genomic analysis revealed that the isolate was sequence type 9 and spa type t3446, carrying multiple antimicrobial resistance genes comprising mecA, blaZ, aac(6')-aph(2″), aadD, ant(6)-Ia, lsa(E), dfrG, tet(M), fexA, and lnu(B).

6.
Front Microbiol ; 11: 586368, 2020.
Artículo en Inglés | MEDLINE | ID: mdl-33505364

RESUMEN

Mobile colistin-resistant genes (mcr) have become an increasing public health concern. Since the first report of mcr-1 in Thailand in 2016, perspective surveillance was conducted to explore the genomic characteristics of clinical carbapenem-resistant Enterobacterales (CRE) isolates harboring mcr in 2016-2019. Thirteen (0.28%) out of 4,516 CRE isolates were found to carry mcr genes, including 69.2% (9/13) of E. coli and 30.8% (4/13) of K. pneumoniae isolates. Individual mcr-1.1 was detected in eight E. coli (61.5%) isolates, whereas the co-occurrence of mcr-1.1 and mcr-3.5 was seen in only one E. coli isolate (7.7%). No CRE were detected carrying mcr-2, mcr-4, or mcr-5 through to mcr-9. Analysis of plasmid replicon types carrying mcr revealed that IncX4 was the most common (61.5%; 8/13), followed by IncI2 (15.4%; 2/13). The minimum inhibitory concentration values for colistin were in the range of 4-16 µg/ml for all CRE isolates harboring mcr, suggesting they have 100% colistin resistance. Clermont phylotyping of nine mcr-harboring carbapenem-resistant E. coli isolates demonstrated phylogroup C was predominant in ST410. In contrast, ST336 belonged to CC17, and the KL type 25 was predominant in carbapenem-resistant K. pneumoniae isolates. This report provides a comprehensive insight into the prevalence of mcr-carrying CRE from patients in Thailand. The information highlights the importance of strengthening official active surveillance efforts to detect, control, and prevent mcr-harboring CRE and the need for rational drug use in all sectors.

7.
Sci Rep ; 10(1): 4009, 2020 03 04.
Artículo en Inglés | MEDLINE | ID: mdl-32132604

RESUMEN

Many microbial species have been recognized as enteropathogens for humans. Here, we predicted the causative agents of acute diarrhea using data from multiplex quantitative PCR (qPCR) assays targeting 19 enteropathogens. For this, a case-control study was conducted at eight hospitals in Thailand. Stool samples and clinical data were collected from 370 hospitalized patients with acute diarrhea and 370 non-diarrheal controls. Multiple enteropathogens were detected in 75.7% and 13.0% of diarrheal stool samples using multiplex qPCR and bacterial culture methods, respectively. Asymptomatic carriers of enteropathogens were found among 87.8% and 45.7% of individuals by qPCR and culture methods, respectively. These results suggested the complexity of identifying causative agents of diarrhea. An analysis using the quantification cut-off values for clinical relevance drastically reduced pathogen-positive stool samples in control subjects from 87.8% to 0.5%, whereas 48.9% of the diarrheal stool samples were positive for any of the 11 pathogens. Among others, rotavirus, norovirus GII, Shigella/EIEC, and Campylobacter were strongly associated with acute diarrhea (P-value < 0.001). Characteristic clinical symptoms, epidemic periods, and age-related susceptibility to infection were observed for some enteropathogens. Investigations based on qPCR approaches covering a broad array of enteropathogens might thus improve our understanding of diarrheal disease etiology and epidemiological trends.


Asunto(s)
Bacterias , Diarrea/microbiología , Heces/microbiología , Reacción en Cadena de la Polimerasa Multiplex , Reacción en Cadena en Tiempo Real de la Polimerasa , Enfermedad Aguda , Bacterias/clasificación , Bacterias/genética , Bacterias/aislamiento & purificación , Diarrea/epidemiología , Femenino , Humanos , Masculino , Tailandia/epidemiología
8.
J Glob Antimicrob Resist ; 16: 168-169, 2019 03.
Artículo en Inglés | MEDLINE | ID: mdl-30659982

RESUMEN

OBJECTIVES: Escherichia coli isolates carrying the mcr-1 gene are rarely reported in diarrhoeal patients. Here we report the draft genome sequence of a colistin-resistant E. coli isolated from a hospitalised patient with acute diarrhoea in Thailand. METHODS: Whole genomic DNA of the colistin-resistant E. coli isolate (MSF11) was extracted and was sequenced using an Ion Torrent sequencer with 400-bp read chemistry. The draft genome sequence of MSF11 was analysed with regard to multilocus sequence type (ST), serotype, acquired antimicrobial resistance genes, plasmid replicon types and virulence genes using tools from the Center for Genomic Epidemiology. RESULTS: E. coli strain MSF11 was serotype OUT:H10 and ST226. Acquired antimicrobial resistance genes [blaCTX-M-15, qnrS1, catA2, mdf(A) and mcr-1.1] and virulence-related genes (astA and gad) were identified. The mcr-1 gene contained a single nucleotide polymorphism at position 27 (C→T) of the prototype, and the variant gene was associated with an IncX4-type plasmid. This plasmid-borne colistin resistance mediated by the mcr-1 variant has been observed among colistin-resistant strains from humans, animals and the environment previously reported in Thailand, although the STs and serotypes of the E. coli strains were different. CONCLUSIONS: An mcr-1 variant was identified in an E. coli isolate harbouring the EAST1 (enteroaggregative E. coli heat-stable toxin 1) gene (astA) from a human diarrhoeal stool specimen. This study highlights the potential risk of dissemination of colistin-resistant E. coli in view of the prevalence of the variant gene on IncX4-type plasmids.


Asunto(s)
Colistina/farmacología , Farmacorresistencia Bacteriana , Proteínas de Escherichia coli/genética , Escherichia coli/clasificación , Escherichia coli/efectos de los fármacos , Genoma Bacteriano , Enfermedad Aguda , Antibacterianos/farmacología , Técnicas de Tipificación Bacteriana , Diarrea/microbiología , Infecciones por Escherichia coli/microbiología , Femenino , Variación Genética , Humanos , Pruebas de Sensibilidad Microbiana , Persona de Mediana Edad , Tipificación de Secuencias Multilocus , Plásmidos/genética , Tailandia , Secuenciación Completa del Genoma
9.
Microbiologyopen ; 7(1)2018 02.
Artículo en Inglés | MEDLINE | ID: mdl-29178614

RESUMEN

The ability of Burkholderia pseudomallei to persist and survive in the environment is a health problem worldwide. Therefore, the antibacterial activities of chitosan against four environmental isolates of B. pseudomallei from soil in Khon Kaen, Thailand, were investigated. Antibacterial activities were assessed by a plate count technique after treatment with 0.2, 0.5, 1, 2 or 5 mg ml-1 chitosan for 0, 24 and 48 hr. Chitosan at 5 mg ml-1 completely killed all four B. pseudomallei isolates within 24 hr, whilst 2 mg ml-1 chitosan lowered the viability of B. pseudomallei by 20% within the same time span. Chitosan may act by disruption of the cell membrane, releasing intracellular components that can be detected spectrophotometrically at 260 and 280 nm. Transmission electron microscopy inspection of chitosan-treated B. pseudomallei revealed damage to the bacterial membranes. This study demonstrated the effective antibacterial activity by chitosan against B. pseudomallei. Chitosan causes disruption of the bacterial cell membrane, release of intracellular constituents and cell death. This study revealed the inhibitory potential of chitosan for mitigating B. pseudomallei occurrences.


Asunto(s)
Antibacterianos/farmacología , Burkholderia pseudomallei/efectos de los fármacos , Quitosano/farmacología , Burkholderia pseudomallei/aislamiento & purificación , Burkholderia pseudomallei/fisiología , Burkholderia pseudomallei/ultraestructura , Membrana Celular/efectos de los fármacos , Membrana Celular/ultraestructura , Recuento de Colonia Microbiana , Pruebas de Sensibilidad Microbiana , Viabilidad Microbiana/efectos de los fármacos , Microscopía Electrónica de Transmisión , Microbiología del Suelo , Espectrofotometría , Tailandia
10.
J Microbiol Methods ; 151: 76-82, 2018 08.
Artículo en Inglés | MEDLINE | ID: mdl-29928913

RESUMEN

Acute diarrheal diseases are causes of global public health concern, especially in developing countries. A variety of diarrhea-associated microbial species, including bacteria, viruses, and protozoa, have been recognized. Simplified methods for detecting a wide range of diarrheagenic enteric microbes can clarify the etiology and aid in the diagnosis of diarrheal diseases. Here, we report a quantitative real-time (q)PCR-based method for simultaneous detection of 24 targets from 19 microbes suspected of causing diarrhea in stool specimens. We first selected the 24 oligonucleotide primer sets and hydrolysis probes conjugated with the fluorescent reporter dyes FAM, NED, or ABY, along with an internal control, and the passive reference dye ROX to establish a single-plate panel assay. The 12-duplex qPCR panel showed high linearity, with R2 values of 0.981-1.0 and limits of detection ranging from 1 to 103 fg for bacterial DNA (1-200 cells), 10-102 copies for viral DNA/RNA, and 10 fg for parasitic DNA (equivalent to approximately 1 parasite) per reaction. The accuracy and robustness of the assay was demonstrated in experiments using clinical stool specimens. This platform is low cost and easily customizable, and can be applied to various types of qPCR instruments and experimental designs for surveillance of acute diarrhea.


Asunto(s)
Diarrea/diagnóstico , Diarrea/microbiología , Diarrea/parasitología , Diarrea/virología , Técnicas de Diagnóstico Molecular/métodos , Reacción en Cadena en Tiempo Real de la Polimerasa/métodos , Animales , Bacterias/genética , Bacterias/patogenicidad , ADN Bacteriano , ADN Protozoario , ADN Viral , Heces/microbiología , Heces/parasitología , Heces/virología , Humanos , Parásitos/genética , Parásitos/patogenicidad , ARN Viral , Sensibilidad y Especificidad , Virus/genética , Virus/patogenicidad
11.
Sci Rep ; 8(1): 1631, 2018 01 26.
Artículo en Inglés | MEDLINE | ID: mdl-29374205

RESUMEN

Vibrio cholerae inhabits aquatic environments worldwide and has over 200 recognized serogroups classified by O-polysaccharide specificity. Here, we report that V. cholerae selects either of two genetic traits during their evolution. Sequencing of the specific gene locus MS6_A0927 revealed that 339 of 341 strains of V. cholerae and closely related Vibrio species originating from 34 countries over a century carried either metY (M) (~1,269 bp) or luxR-hchA (LH) (~1,600 bp) genes, and consequently those vibrios were separated into two clusters, M (45.4%) and LH (54.6%). Only two strains contained both M and LH in the same locus. Moreover, extensive polymorphisms in those genes were detected in M and LH with 79 and 46 sequence variations, respectively. V. cholerae O1 strains isolated from cholera outbreaks worldwide, and some non-O1 strains evolving from O1 via exchange of genes encoding cell surface polysaccharides possessed LH alleles. Analysis of polymorphisms in the gene locus implicated a high degree of genetic diversity and identical subpopulations among the V. cholerae species.


Asunto(s)
Evolución Molecular , Genes Bacterianos , Variación Genética , Genotipo , Vibrio cholerae/clasificación , Vibrio cholerae/genética , Cólera/microbiología , Análisis por Conglomerados , Salud Global , Humanos , Análisis de Secuencia de ADN
12.
Am J Trop Med Hyg ; 97(5): 1323-1328, 2017 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-28820711

RESUMEN

Cholera, caused by Vibrio cholerae, remains a global threat to public health. In Myanmar, the availability of published information on the occurrence of the disease is scarce. We report here that cholera incidence in Mandalay generally exhibited a single annual peak, with an annual average of 312 patients with severe dehydration over the past 5 years (since 2011) and was closely associated with the rainy season. We analyzed cholera outbreaks, characterized 67 isolates of V. cholerae serogroup O1 in 2015 from patients from Mandalay, and compared them with 22 V. cholerae O1 isolates (12 from Mandalay and 10 from Yangon) in 2014. The isolates carried the classical cholera toxin B subunit (ctxB), the toxin-coregulated pilus A (tcpA) of Haitian type, and repeat sequence transcriptional regulator (rstR) of El Tor type. Two molecular typing methods, pulsed-field gel electrophoresis and multiple-locus variable-number tandem repeat analysis (MLVA), differentiated the 89 isolates into seven pulsotypes and 15 MLVA profiles. Pulsotype Y15 and one MLVA profile (11, 7, 7, 16, 7) were predominantly found in the isolates from cholera outbreaks in Mandalay, 2015. Pulsotypes Y11, Y12, and Y15 with some MLVA profiles were detected in the isolates from two remote areas, Mandalay and Yangon, with temporal changes. These data suggested that cholera spread from the seaside to the inland area in Myanmar.


Asunto(s)
Cólera/epidemiología , Brotes de Enfermedades , Vibrio cholerae/genética , Proteínas Bacterianas/genética , Técnicas de Tipificación Bacteriana , Cólera/diagnóstico , Toxina del Cólera/genética , Dermatoglifia del ADN , ADN Bacteriano/genética , Electroforesis en Gel de Campo Pulsado , Proteínas Fimbrias/genética , Humanos , Incidencia , Repeticiones de Minisatélite , Epidemiología Molecular , Tipificación Molecular , Mianmar/epidemiología , Lluvia , Proteínas Represoras/genética , Estaciones del Año , Análisis de Secuencia de ADN , Vibrio cholerae/aislamiento & purificación
13.
PLoS One ; 11(8): e0160741, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27529172

RESUMEN

Burkholderia pseudomallei is a Gram-negative bacterium that causes melioidosis. Inhalational exposure leading to pulmonary melioidosis is the most common clinical manifestation with significant mortality. However, the role of B. pseudomallei biofilm phenotype during bacterial-host interaction remains unclear. We hypothesize that biofilm phenotype may play a role in such interactions. In this study, B. pseudomallei H777 (biofilm wild type), B. pseudomallei M10 (biofilm mutant) and B. pseudomallei C17 (biofilm-complemented) strains were used to assess the contribution of biofilm to adhesion to human lung epithelial cells (A549), intracellular interactions, apoptosis/necrosis and impact on proinflammatory responses. Confocal laser scanning microscopy demonstrated that B. pseudomallei H777 and C17 produced biofilm, whereas M10 did not. To determine the role of biofilm in host interaction, we assessed the ability of each of the three strains to interact with the A549 cells at MOI 10. Strain H777 exhibited higher levels of attachment and invasion compared to strain M10 (p < 0.05). In addition, the biofilm-complemented strain, C17 exhibited restored bacterial invasion ability. Flow cytometry combined with a double-staining assay using annexin V and propidium iodide revealed significantly higher numbers of early apoptotic and late apoptotic A549 cells when these were infected with strain H777 (1.52%) and C17 (1.43%) compared to strain M10 (0.85%) (p < 0.05). Strains H777 and C17 were able to stimulate significant secretion of IL-6 and IL-8 compared with the biofilm mutant (p < 0.05). Together, these findings demonstrated the role of biofilm-associated phenotypes of B. pseudomallei in cellular pathogenesis of human lung epithelial cells with respect to initial attachment and invasion, apoptosis and proinflammatory responses.


Asunto(s)
Adhesión Bacteriana , Biopelículas , Burkholderia pseudomallei/fisiología , Citocinas/metabolismo , Células A549 , Citocinas/biosíntesis , Humanos , Inmunidad Innata , Inflamación/metabolismo , Espacio Intracelular/microbiología , Viabilidad Microbiana , Fenotipo
14.
Am J Trop Med Hyg ; 93(5): 1058-65, 2015 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-26324731

RESUMEN

The resilience of Burkholderia pseudomallei, the causative agent of melioidosis, was evaluated in control soil microcosms and in soil microcosms containing NaCl or FeSO4 at 30°C. Iron (Fe(II)) promoted the growth of B. pseudomallei during the 30-day observation, contrary to the presence of 1.5% and 3% NaCl. Scanning electron micrographs of B. pseudomallei in soil revealed their morphological alteration from rod to coccoid and the formation of microcolonies. The smallest B. pseudomallei cells were found in soil with 100 µM FeSO4 compared with in the control soil or soil with 0.6% NaCl (P < 0.05). The colony count on Ashdown's agar and bacterial viability assay using the LIVE/DEAD(®) BacLight(™) stain combined with flow cytometry showed that B. pseudomallei remained culturable and viable in the control soil microcosms for at least 120 days. In contrast, soil with 1.5% NaCl affected their culturability at day 90 and their viability at day 120. Our results suggested that a low salinity and iron may influence the survival of B. pseudomallei and its ability to change from a rod-like to coccoid form. The morphological changes of B. pseudomallei cells may be advantageous for their persistence in the environment and may increase the risk of their transmission to humans.


Asunto(s)
Burkholderia pseudomallei/crecimiento & desarrollo , Melioidosis/microbiología , Microbiología del Suelo , Burkholderia pseudomallei/ultraestructura , Ambiente , Compuestos Férricos/análisis , Humanos , Viabilidad Microbiana , Microscopía Electrónica de Rastreo , Salinidad , Cloruro de Sodio/análisis , Suelo/química
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