Literature DB >> 33790511

Validation of an Isothermal Amplification Platform for Microbial Identification and Antimicrobial Resistance Detection in Blood: A Prospective Study.

Harish M Maheshwarappa1, Prasadini Guru2, Reddy Sailaja Mundre3, Nima Lawrence3, Snehali Majumder4, Alben Sigamani4, C N Anupama3, Sudeshna Adak3.   

Abstract

Background: Recent advances in nucleic acid amplification technique (NAAT)-based identification of pathogens in blood stream infections (BSI) have revolutionized molecular diagnostics in comparison to traditional clinical microbiology practice of blood culture. Rapid pathogen detection with point-of-care diagnostic-applicable platform is prerequisite for efficient patient management. The aim of the study is to evaluate an in-house developed, lyophilized OmiX-AMP pathogen test for the detection of top six BSI-causing bacteria along with two major antimicrobial resistance (AMR) markers of carbapenem and compare it to the traditional blood culture-based detection. Materials and methods: One hundred forty-three patients admitted to the Medical Intensive Care Unit, Narayana Hrudayalaya, Bangalore, with either suspected or proven sepsis, of either gender, of age ≥18 years were enrolled for the study. Pathogen DNA extracted from blood culture sample using OmiX pReP method was amplified at isothermal conditions and analyzed in real time using OmiX Analysis software.
Results: Among the processed 143 samples, 54 were true negative, 83 were true positive, 3 were false negative, and 2 were false positive as analyzed by OmiX READ software. Gram-negative bacteria (91.3%) and gram-positive bacteria (75%) were detected with 100% specificity and 95.6% sensitivity along with the AMR marker pattern with a turnaround time of 4 hours from sample collection to results.
Conclusion: OmiX-AMP pathogen test detected pathogens with 96.5% concordance in comparison to traditional blood culture. Henceforth, OmiX-AMP pathogen test could be used as a readily deployable diagnostic kit even in low-resource settings. How to cite this article: Maheshwarappa HM, Guru P, Mundre RS, Lawrence N, Majumder S, Sigamani A, et al. Validation of an Isothermal Amplification Platform for Microbial Identification and Antimicrobial Resistance Detection in Blood: A Prospective Study. Indian J Crit Care Med 2021;25(3):299-304.
Copyright © 2021; Jaypee Brothers Medical Publishers (P) Ltd.

Entities:  

Keywords:  Blood stream infection; Diagnosis; Isothermal amplification; Pathogen detection; Sepsis

Year:  2021        PMID: 33790511      PMCID: PMC7991769          DOI: 10.5005/jp-journals-10071-23761

Source DB:  PubMed          Journal:  Indian J Crit Care Med        ISSN: 0972-5229


INTRODUCTION

Blood stream infections (BSI) ranging from mild bacteremia to potentially life-threatening septic shock are posing a major healthcare burden worldwide.[1,2] A delay in appropriate treatment could lead to multiorgan failure and eventual death.[3] Overall mortality due to sepsis in developing countries like India is about 63%, of which 34% of deaths were from the intensive care unit (ICU)of hospitals.[4] Traditional blood culture (BC) takes 48–72 hours for pathogen detection with culture positivity rates of 10–25%.[5,6] Meanwhile treating patients with high-end antibiotics like carbapenems and colistin has changed the epidemiology and susceptibility patterns of microorganisms, with a huge impact on antimicrobial stewardship.[7-9] The higher turnaround time (TAT) along with the lack of sensitivity and contamination issues associated with BC testing highlight the need for a more rapid and accurate method for pathogen detection and antibiotic susceptibility patterns.[10] Nucleic acid amplification technique (NAAT)-based molecular diagnostic methods enable rapid pathogen identification (ID) in 2–7 hours to complement or to confirm the BC results.[11,12] Recently, loop-mediated isothermal amplification (LAMP) has emerged as a point-of-care (POC) deployable technique with characteristics like better amplification efficiency, 2–3 pairs of sequence-specific primers, and requirement of simple water bath/dry bath to maintain isothermal conditions.[13,14] World Health Organization has authorized LAMP-based tuberculosis test—Xpert MTB/RIF® (Xpert) (Cepheid, Sunnyvale, CA, USA) in 2013, but high consumable costs, need of sophisticated instrumentation, and maintenance limits its usage as a POC test.[15] Reaction components of LAMP in lyophilized format have been reported for human African Trypanosomiasis and Coxiella burnetii, which require minimal technical expertise and easy workflow.[16,17] However, there is no dried or lyophilized isothermal assay available commercially for the diagnosis of BSI in low resource settings. In order to provide a cost-effective, easy-to-use diagnostic platform that can be POC deployable, OmiX Labs has developed an isothermal test for BSI called OmiX-AMP pathogen test to detect the gene signatures of top 6 bacterial pathogens and related antibiotic resistance based on Indian epidemiology. The bacterial pathogens in the panel include Escherichia coli, Klebsiella pneumoniae, Acinetobacter baumannii, Pseudomonas aeruginosa, Enterococcus spp., and Staphylococcus aureus along with carbapenem antibiotic-resistant markers: NDM and OXA-48. In this study, we have clinically validated the OmiX-AMP pathogen test, and concordance was established in comparison to traditional BC test results of critically ill patients. As the first study using such a platform for isothermal tests for BSI, it was preferred to first validate in BCs and compare it to the existing tests in the market.

MATERIALS AND METHODS

Study Design and Ethics Approval

The study was designed to recruit 150 patients with suspected BSI, from whom blood samples were collected for standard culture by BD BACTEC FX™ system (USA). Patients admitted to medical intensive care unit with suspected/proven sepsis and ≥18 years of age of either gender were approved by the institutional review board of Narayana Hrudayalaya, Bangalore, India (protocol number-NHH/MEC-S01/A-1-2019). The study has been registered with The Clinical Trials Registry-India, with the registration number: CTRI/2019/04/018459.

BC for ID and Antibiotic Susceptibility Test (AST)

The enrolled 150 samples were 100 BC-positive and 50 BC-negative cases and the study design allowed for 90% power to detect the top 2 pathogens with 5% type I error. Blood samples were collected in BD BACTEC™ plus anaerobic and aerobic bottles separately and incubated for a period of 7 days. BC bottles that beeped positive were processed for Gram staining and subculturing in blood agar and MacConkey's agar medium for organism ID. Meanwhile, 2 ml of blood from BC-positive bottles and BC-negative bottles (no growth after 7 days of incubation) was sent to the OmiX-AMP pathogen test platform. The information of the pathogen identified by BC and AST were kept confidential and only made available at the end of the validation study with the OmiX-AMP pathogen test results.

DNA Extraction by OmiX pReP Method

For each BC sample received, a unique ID and barcode were generated and immediately processed for DNA extraction. To the 200 μL of BC sample, 100 μL of 2% red blood cell lysis buffer was added, incubated at 95°C for 2 minutes, and centrifuged at 8000 rpm for 5 minutes. Pellet was resuspended in 75 μL of ARCIS solution-I, from which 60 μL was transferred to a fresh tube containing 60 μL of ARCIS solution-II. The suspension was incubated at 95°C for 3 minutes and centrifuged at 8000 rpm for 3 minutes. The supernatant-containing DNA was collected into a fresh tube and utilized either immediately or stored at −20°C until the amplification was performed.

Lyophilization of Master Mix for OmiX-AMP Pathogen Test

OmiX-AMP pathogen test was prepared using LAMP master mix and dispensed into plasma-treated 0.2 ml clear tubes. The dispensed formulation tubes were freeze-dried using OmiX proprietary lyophilization program in Genesis SP Scientific pilot freeze dryer. After freeze-drying, lyophilized tubes were visually checked for “white cake” appearances, assembled in OmiX-AMP ID sepsis test kit format of eight unitized panels (in duplicates) along with a positive control and a negative control in the silver pouches with a desiccant and stored at room temperature. Tris-Cl (pH 8.8)–based reaction buffer was provided with each pouch for reagent reconstitution before testing reaction. The quality of each manufactured batch of the OmiX-AMP test kit was tested with the OmiX laboratory standard control DNA samples. Quality-approved batches were used for testing clinical samples.

OmiX Assay Using OmiX-AMP Pathogen Test

For each clinical sample, a unitized panel pouch was utilized. Reconstitution buffer (20 μL) was added to each tube to reconstitute the lyophilized reagents. Then, 5 μL of DNA was added to each of the 18 reaction tubes. The reaction tubes for 1 or 2 samples (18 or 36 tubes) were then placed in the Rotor–Gene Q-device (Qiagen) and heated to 65°C for 1 hour, and a final denaturation of 2 minutes at 95°C to inactivate the enzyme. No template control run was performed at regular intervals to ensure no amplicon contamination prevailed in the lab setup. At the end of the run, the real-time fluorescence data collected on the Rotor–Gene Q-device were exported to analyze the results using OmiX Analysis software.

Statistical Analysis

Sensitivity, specificity, positive and negative predictive values, and their 95% confidence intervals were computed using the epiR package in R-software. Cohen's kappa was calculated as a measure of agreement between the organism identified by the OmiX-AMP pathogen test and the standard BC results. For this purpose, “negative” cases were of three types; (a) negative in culture; (b) positive in culture but negative for the six panel organisms, with a different organism identified; and (c) positive in culture but no organism identified and culture considered to have a contaminant or coagulase-negative Staphylococci (CoNS).

RESULTS

Pathogen Identification

In the present study, a total of 100 positive and 50 negative BC samples were evaluated using the OmiX-AMP pathogen test from February 2019 to June 2019. Among the 150 BCs, 6 samples were used to standardize the process, 1 sample was not processed due to insufficient quantity, and 143 samples were considered for the study (Flowchart 1).
Flowchart 1

Flowchart of blood culture samples considered for the study

Flowchart of blood culture samples considered for the study Of 143 subjects, 86 were men (age: 18–93 with average of 55.9 years) and 57 were women (age: 23–88.9 with average of 57.1 years). The majority of the samples were from old age of ≥60 (n = 65) followed by age of 31–59 years (n = 57). Young age people were less affected according to the study (n = 21). Of the 143 BC samples, 89 were culture positive and 54 were culture negative as per standard BC results. Of these 89 culture-positive cases, 50 were positive for the pathogens which are part of the OmiX-AMP pathogen test, 15 were CoNS which are considered in BSI as contaminants, and 24 samples were positive for off-panel organisms (Table S1). The rate of OmiX panel organisms was 73% [(50+15)/89] and 27% of cases were not part of the OmiX-AMP panel.
Table S1

List of off-panel organisms detected in blood culture and considered negative in OmiX-AMP pathogen test

Off-panel organismsNumber
Bacillus pumilus1
Burkholderia cepacia7
Morganella morganii ssp. morganii1
Aeromonas caviae1
Streptococcus constellatus1
Streptococcus pyogenes1
Acinetobacter nosocomialis1
Acinetobacter radioresistens1
Ralstonia mannitolilytica1
Elizabethkingia meningoseptica MDR1
Pseudomonas monteilii MDR1
Enterobacter cloacae XDR1
Candida species1
Candida tropicalis2
Candida orthopsilosis1
Candida albicans1
Candida glabrata1
Total24
The OmiX-AMP pathogen test detected 45 of 50 OmiX panel-related organisms that included E. coli,[16] K. pneumoniae,[14] A. baumannii,[10] P. aeruginosa,[2] Enterococcus sp.[2], and S. aureus[1] (Table 1). Fifty-four no-growth cases in culture and fifteen cases of CoNS were reported as negative in the OmiX-AMP pathogen test. Figure 1 demonstrates the correlation between no growth to date (NH) BC results and OmiX-AMP pathogen test.
Table 1

The number of samples detected for in-panel and off-panel organisms by the NH blood culture identification vs. OmiX-AMP pathogen detection

OmiX-AMP pathogen detection
NegativeE. coliK. pneumoniaeA. baumanniiP. aeruginosaEnterococcus sppS. aureusNegativeOff-panelTotal
NH blood culture pathogen IDNo growth540000000054
E. coli016000000016
K. pneumoniae201400000016
A. baumannii110100000012
P. aeruginosa0000200002
Enterococcus spp.1000020003
S. aureus0000001001
CoNS000000015015
Other000000024024
Total58171410221390143
Fig. 1

Number of in-panel and off-panel organisms detected and the correlation between NH blood culture and OmiX-AMP pathogen test

Number of in-panel and off-panel organisms detected and the correlation between NH blood culture and OmiX-AMP pathogen test The number of samples detected for in-panel and off-panel organisms by the NH blood culture identification vs. OmiX-AMP pathogen detection Among the 121 cases which were either of OmiX panel or negative in BC or CoNS in BC, the Cohen's kappa measure was 0.94 with a 95% confidence interval of 0.89–0.97. This is well above the 0.80 threshold that is considered to be a statistically relevant measure of a high level of agreement. In the 143 cases, the Cohen's kappa measure of agreement is 0.74 with a 95% confidence interval of 0.66–0.82. Table 2 illustrated the true prevalence, sensitivity, specificity, and positive and negative predictive values as computed from the 121 cases which include the OmiX panel organisms, negative in culture, and CoNS identified in culture cases. There was nearly 100% specificity, positive predictive value, and negative predictive value for all organisms. However, due to the low prevalence of some organisms, sensitivity was easily affected.
Table 2

Prevalence, sensitivity, specificity, and positive and negative predictive values of OmiX panel organisms in the study

Rate (95% confidence interval)
True prevalenceSensitivitySpecificityPositive predictive valueNegative predictive value
E. coli0.13 (0.08, 0.21)1.00 (0.79, 1.00)0.99 (0.95, 1.00)0.94 (0.71, 1.00)1.00 (0.97, 1.00)
K. pneumoniae0.13 (0.08, 0.21)0.88 (0.62, 0.98)1.00 (0.97, 1.00)1.00 (0.77, 1.00)0.98 (0.93, 1.00)
A. baumannii0.10 (0.05, 0.17)0.83 (0.52, 0.98)1.00 (0.97, 1.00)1.00 (0.69, 1.00)0.98 (0.94, 1.00)
P. aeruginosa0.02 (0.00, 0.06)1.00 (0.16, 1.00)1.00 (0.97, 1.00)1.00 (0.16, 1.00)1.00 (0.97, 1.00)
Enterococcus spp.0.02 (0.01, 0.07)0.67 (0.09, 0.99)1.00 (0.97, 1.00)1.00 (0.16, 1.00)0.99 (0.95, 1.00)
S. aureus0.01 (0.00, 0.05)1.00 (0.02, 1.00)1.00 (0.97, 1.00)1.00 (0.02, 1.00)1.00 (0.97, 1.00)
Prevalence, sensitivity, specificity, and positive and negative predictive values of OmiX panel organisms in the study

Carbapenem Resistance Pattern Using NDM and OXA-48 as Genetic Markers

AST results from BC for ertapenem and meropenem antibiotics identified 13 E. coli cases as sensitive, 1 as resistant to ertapenem, and the other 2 as resistant to both ertapenem and meropenem antibiotics, while the OmiX-AMP test detected 12 of 13 AST-sensitive samples with a sensitivity of 92.3% and the other as sensitive. The other two E. coli positive and resistant to ertapenem and meropenem, one was detected for NDM and the other for OXA-48 marker in OmiX-AMP test. The OmiX-AMP test detected 11 of 12 resistant cases for OXA-48[10] and NDM[1] with a sensitivity of 91.6% (11/12). Among the four sensitive cases, three were detected negative for NDM and OXA-48 markers with a specificity of 75% and 1 sensitive K. pneumoniae for ertapenem and meropenem was detected as positive for OXA-48 in OmiX-AMP test. A. baumannii and P. aeruginosa were the two main non-fermenting gram-negative bacteria (GNB) covered in the OmiX-AMP pathogen panel. Among the 12 A. baumannii positive cases, 8 were resistant to both meropenem and ertapenem antibiotics, while the OmiX-AMP test showed that only 4 were positive for NDM marker and the other 4 samples were detected sensitive to the NDM and OXA-48 markers, resulting in false negatives. The two P. aeruginosa positive cases detected in both BC and OmiX-AMP pathogen test were sensitive to antibiotics with 100% specificity. OmiX-AMP pathogen test detected two of the three monomicrobial Enterococcus spp. positive cases and two of the two polymicrobial infections (detected along with A. baumannii) with a sensitivity of 80% and the other one was detected negative to the OmiX panel, resulting in one false-negative result and found sensitive to antibiotics in both the tests with 100% specificity. Only one S. aureus was detected positive in both BC and OmiX-AMP pathogen test and was found sensitive to antibiotics with 100% specificity. Fig. 2 represents overall carbapenem resistant and sensitive cases detected in NH BC and OmiX-AMP pathogen test. Among the 24 off-panel organisms identified in BC, 24 were detected as negative in the OmiX-AMP sepsis panel.
Fig. 2

Correlation between resistance and sensitivity for carbapenem markers detected in NH blood culture and OmiX-AMP pathogen test

Correlation between resistance and sensitivity for carbapenem markers detected in NH blood culture and OmiX-AMP pathogen test

DISCUSSION

This study reports validation of an in-house developed, room temperature stable OmiX-AMP pathogen detection kit that detects bacterial pathogens in sepsis-related BSI with 95.69% sensitivity and 100% specificity with 96.5% concordance and was able to generate results in an easy-to-use format with a TAT of 4 hours using OmiX Analysis software. Commercially available molecular-based detection systems include: SeptiFast (Roche), Magicplex Sepsis (Seegene), SeptiTest (Molzym), broad-range polymerase chain reaction (PCR) and electrospray ionization mass spectrometry (PCR/ESI-MS) (IRIDICA), and film array-based BIOFIRE to mention a few. SeptiFast claims to detect 25 BSI pathogens with a sensitivity of 68–69% and specificity of 83–93% in 4.5–6 hours.[18] Magicplex technology could detect 27 organisms and antimicrobial resistance (AMR) markers mecA, vanA, and vanB with a sensitivity of 11–65% and specificity of 77–92%.[19,20] SeptiTest based on broad-range PCR and sequencing detects more than 300 BSI-related pathogens with a sensitivity of 37–87% and specificity of 85.5–100%.[21,22] IRIDICA detects more than 700 pathogens along with mecA, vanA, vanB, and Klebsiella pneumoniae carbapenemase AMR markers with a sensitivity 45–83% and sensitivity range of 69–94%.[23,24] The Food and Drug Administration-approved BIOFIRE based on nested multiplex PCR has a sensitivity of 94.6% and specificity of 100% when only on-panel organisms (24 GNB, gram-positive bacteria, and yeast pathogens, as well as 3 AMR genes) were considered.[25] However, variability in results and the high cost of automation limit their utility as POC diagnostics, especially in emerging markets. BC results for OmiX on-panel organisms revealed that GNB members—E. coli and K. pneumoniae were the most widespread pathogens (64% 32 of 50). Seventy-five percent of detected K. pneumoniae were found resistant to carbapenem panel, OXA-48 in particular (88%) that correlates with the previous studies emphasizing rapidly disseminating carbapenem-resistant E. coli and K. pneumoniae in the population.[26] BC results projected that 70% of the detected A. baumannii were resistant to both ertapenem and meropenem antibiotics, whereas OmiX panel detected resistance in only 57% (NDM) of the AMR culture-positive results. This could be due to the stabilized expression of NDM-2 gene in A. baumannii rather than NDM-1 and OXA-48–mediated resistance.[27] Prevalence of resistance among the pathogens might differ based on the magnitude of the pathogens and the kind of antibiotics being consumed in a particular geographical area.[28] Of the 24 off-panel organisms mentioned in study one, A. nosocomialis was detected as A. baumannii. It could be because the gene signatures of both the organisms display sequence similarity at the genus level as they both belong to Acinetobacter calcoaceticus–baumannii complex, which causes nosocomial infections.[29] Apart from age and gender, this study did not include other clinical parameters and severity of illness characteristics because this is the initial clinical validation of the in-house developed OmiX-AMP pathogen test. It would be worth to include a less-prevalent ICU antibiogram—Burkholderia, Streptococcus, Enterobacter, etc., and fungal species like Candida, etc., to the OmiX-AMP panel. OmiX pReP method with simplified DNA extraction protocol and OmiX assay with minimal pipetting steps using lyophilized tubes further shortened the time to 2 hours from the receipt of sample to result generation. Assay run raw data were analyzed using OmiX Analyze software that generated data in the form of amplification plots and self-populated Excel sheet with cycle threshold values and pathogen detection status. Assay run and report generation took around 90 minutes in comparison to the traditional analysis time of 2–3 hours by normal PCR-based reaction setup.[30] Overall, the cost-effective OmiX-AMP detection platform has the potential for rapid detection of bacterial pathogens in clinical samples with minimal laboratory setup at conventional laboratories in healthcare centers.

CONCLUSION

In conclusion, the developed OmiX-AMP pathogen detection test is a rapid and cost-effective detection method for identifying top six BSI-causing bacterial pathogens. With a TAT of 4 hours along with high specificity and sensitivity in detection, the OmiX-AMP pathogen detection test would accelerate the pathogen detection process with minimal laboratory setup. Further challenge was to detect BSI-related pathogens from whole blood excluding the need for BC.

ACKNOWLEDGMENTS

We acknowledge the support from BIRAC (Governemt of India), Bill and Melinda Gates Foundation, Government of Karnataka, Menterra Social Impact Fund and Artha Lesing.
  28 in total

1.  Optimized pathogen detection with 30- compared to 20-milliliter blood culture draws.

Authors:  Robin Patel; Emily A Vetter; W Scott Harmsen; Cathy D Schleck; Hind J Fadel; Franklin R Cockerill
Journal:  J Clin Microbiol       Date:  2011-10-05       Impact factor: 5.948

2.  Implementation and performance of the BioFire FilmArray® Blood Culture Identification panel with antimicrobial treatment recommendations for bloodstream infections at a midwestern academic tertiary hospital.

Authors:  Timothy R Southern; Trevor C VanSchooneveld; Dianna L Bannister; TeAnne L Brown; Amy S Crismon; Sarah N Buss; Peter C Iwen; Paul D Fey
Journal:  Diagn Microbiol Infect Dis       Date:  2014-11-15       Impact factor: 2.803

3.  Carbapenem resistance among Escherichia coli and Klebsiella pneumoniae in a tertiary care hospital in south India.

Authors:  S Nagaraj; S P Chandran; P Shamanna; R Macaden
Journal:  Indian J Med Microbiol       Date:  2012 Jan-Mar       Impact factor: 0.985

4.  Diagnosis of bacteremia in whole-blood samples by use of a commercial universal 16S rRNA gene-based PCR and sequence analysis.

Authors:  Nele Wellinghausen; Anna-Julia Kochem; Claudia Disqué; Helge Mühl; Susanne Gebert; Juliane Winter; Jens Matten; Samir G Sakka
Journal:  J Clin Microbiol       Date:  2009-07-01       Impact factor: 5.948

5.  Assessment of Global Incidence and Mortality of Hospital-treated Sepsis. Current Estimates and Limitations.

Authors:  Carolin Fleischmann; André Scherag; Neill K J Adhikari; Christiane S Hartog; Thomas Tsaganos; Peter Schlattmann; Derek C Angus; Konrad Reinhart
Journal:  Am J Respir Crit Care Med       Date:  2016-02-01       Impact factor: 21.405

6.  Molecular diagnosis of bloodstream infections with a new dual-priming oligonucleotide-based multiplex PCR assay.

Authors:  Lucrecia Carrara; Ferran Navarro; Miquel Turbau; Montse Seres; Indalecio Morán; Isabel Quintana; Rodrigo Martino; Yesica González; Albert Brell; Oscar Cordon; Karol Diestra; Caterina Mata; Beatriz Mirelis; Pere Coll
Journal:  J Med Microbiol       Date:  2013-08-07       Impact factor: 2.472

7.  Evaluation of the Broad-Range PCR/ESI-MS Technology in Blood Specimens for the Molecular Diagnosis of Bloodstream Infections.

Authors:  Elena Jordana-Lluch; Montserrat Giménez; M Dolores Quesada; Belén Rivaya; Clara Marcó; M Jesús Domínguez; Fernando Arméstar; Elisa Martró; Vicente Ausina
Journal:  PLoS One       Date:  2015-10-16       Impact factor: 3.240

8.  Evaluation of a Commercial Multiplex PCR Assay for Detection of Pathogen DNA in Blood from Patients with Suspected Sepsis.

Authors:  Ingrid Ziegler; Anna Fagerström; Kristoffer Strålin; Paula Mölling
Journal:  PLoS One       Date:  2016-12-20       Impact factor: 3.240

Review 9.  Loop mediated isothermal amplification (LAMP): a new generation of innovative gene amplification technique; perspectives in clinical diagnosis of infectious diseases.

Authors:  Manmohan Parida; Santhosh Sannarangaiah; Paban Kumar Dash; P V L Rao; Kouichi Morita
Journal:  Rev Med Virol       Date:  2008 Nov-Dec       Impact factor: 6.989

10.  Bacteriological profile and drug resistance patterns of blood culture isolates in a tertiary care nephrourology teaching institute.

Authors:  Kalpesh Gohel; Amit Jojera; Shailesh Soni; Sishir Gang; Ravindra Sabnis; Mahesh Desai
Journal:  Biomed Res Int       Date:  2014-04-07       Impact factor: 3.411

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.