Pipeline validation for the identification of antimicrobial-resistant genes in carbapenem-resistant Klebsiella pneumoniae

被引:0
|
作者
Vieira, Andressa de Almeida [1 ]
Piccoli, Bruna Candia [1 ]
Castro, Thais Regina [1 ]
Casarin, Bruna Campestrini [1 ]
Tessele, Luiza Funck [1 ]
Martins, Roberta Cristina Ruedas [2 ]
Schwarzbold, Alexandre Vargas [3 ]
Trindade, Priscila de Arruda [1 ]
机构
[1] Univ Fed Santa Maria, Lab Biol Mol & Bioinformat Aplicada Microbiol Clin, Programa Posgrad Ciencias Farmaceut, Lab Imunobiol Expt & Aplicada LABIBIO, BR-97105900 Santa Maria, Brazil
[2] Univ Sao Paulo, Inst Med Trop, Dept Doencas Infecciosas & Parasitarias, Lab Parasitol Med LIM 46,Fac Med, BR-01246903 Sao Paulo, Brazil
[3] Univ Fed Santa Maria, Dept Clin Med, Santa Maria, RS, Brazil
关键词
GENOME; MICROBIOLOGY; BENCHMARKING; ALGORITHM;
D O I
10.1038/s41598-023-42154-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Antimicrobial-resistant Klebsiella pneumoniae is a global threat to healthcare and an important cause of nosocomial infections. Antimicrobial resistance causes prolonged treatment periods, high mortality rates, and economic impacts. Whole Genome Sequencing (WGS) has been used in laboratory diagnosis, but there is limited evidence about pipeline validation to parse generated data. Thus, the present study aimed to validate a bioinformatics pipeline for the identification of antimicrobial resistance genes from carbapenem-resistant K. pneumoniae WGS. Sequences were obtained from a publicly available database, trimmed, de novo assembled, mapped to the K. pneumoniae reference genome, and annotated. Contigs were submitted to different tools for bacterial (Kraken2 and SpeciesFinder) and antimicrobial resistance gene identification (ResFinder and ABRicate). We analyzed 201 K. pneumoniae genomes. In the bacterial identification by Kraken2, all samples were correctly identified, and in SpeciesFinder, 92.54% were correctly identified as K. pneumoniae, 6.96% erroneously as Pseudomonas aeruginosa, and 0.5% erroneously as Citrobacter freundii. ResFinder found a greater number of antimicrobial resistance genes than ABRicate; however, many were identified more than once in the same sample. All tools presented 100% repeatability and reproducibility and > 75% performance in other metrics. Kraken2 was more assertive in recognizing bacterial species, and SpeciesFinder may need improvements.
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页数:11
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