Ana Beatriz Gonçalves, Valquíria Alves, Isabel Neves, Antónia Read, Natália Pinheiro, Anna E Henius, Henrik Hasman, Luísa Peixe, Ângela Novais
{"title":"肺炎克雷伯菌实时傅里叶变换红外分型:一种灵活而快速的疫情检测和感染控制方法。","authors":"Ana Beatriz Gonçalves, Valquíria Alves, Isabel Neves, Antónia Read, Natália Pinheiro, Anna E Henius, Henrik Hasman, Luísa Peixe, Ângela Novais","doi":"10.1093/jac/dkaf170","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Expansion of carbapenemase-producing Klebsiella pneumoniae (CP-Kp) is driven by within-hospital transmission, requiring timely typing data for effective infection control.</p><p><strong>Objectives: </strong>We evaluated real-time performance and flexibility of our previously developed Fourier-transform infrared (FT-IR) spectroscopy workflow (spectra acquisition and analysis by machine-learning model).</p><p><strong>Methods: </strong>All CP-Kp infection isolates (n = 136) identified at a northern Portuguese hospital (April 2022-March 2023) were tested from Columbia agar with 5% sheep blood, identified by FT-IR (KL-type/sublineage) and confirmed by reference methods (wzi sequencing, MLST and/or WGS).</p><p><strong>Results: </strong>FT-IR typing from Columbia agar with 5% sheep blood showed 73% sensitivity, 79% specificity and 74% accuracy. Our method correctly identified 94% of typeable isolates, 87% of which were communicated in <24 h. Non-typeable isolates belonged to new KL-types to the model (40%) or non-recognized KL-types (60%), most of which (66%) were correctly predicted when retested from Mueller-Hinton agar. Accuracy was then higher (88%) when results from both culture media were considered, and the model retrained to incorporate new sublineages. Three K. pneumoniae sublineages (ST147-KL64, ST15-KL19, ST268-KL20) were predominant and 86% of the isolates were correctly identified. During the study, an outbreak by ST268-KL20 in the neonatal ICU was quickly recognized, and solved in 23 days. Most isolates (98%) produced KPC-3.</p><p><strong>Conclusions: </strong>We demonstrate that FT-IR spectroscopy meets high performance standards in real-time and adaptability to clonal dynamics, and we provide practical guidance for integrating FT-IR into daily microbiology practices. The unique time to response (same day as bacterial identification) enables early and effective infection control interventions.</p>","PeriodicalId":14969,"journal":{"name":"Journal of Antimicrobial Chemotherapy","volume":" ","pages":""},"PeriodicalIF":3.9000,"publicationDate":"2025-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Real-time FT-IR typing of Klebsiella pneumoniae: a flexible and rapid approach for outbreak detection and infection control.\",\"authors\":\"Ana Beatriz Gonçalves, Valquíria Alves, Isabel Neves, Antónia Read, Natália Pinheiro, Anna E Henius, Henrik Hasman, Luísa Peixe, Ângela Novais\",\"doi\":\"10.1093/jac/dkaf170\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Expansion of carbapenemase-producing Klebsiella pneumoniae (CP-Kp) is driven by within-hospital transmission, requiring timely typing data for effective infection control.</p><p><strong>Objectives: </strong>We evaluated real-time performance and flexibility of our previously developed Fourier-transform infrared (FT-IR) spectroscopy workflow (spectra acquisition and analysis by machine-learning model).</p><p><strong>Methods: </strong>All CP-Kp infection isolates (n = 136) identified at a northern Portuguese hospital (April 2022-March 2023) were tested from Columbia agar with 5% sheep blood, identified by FT-IR (KL-type/sublineage) and confirmed by reference methods (wzi sequencing, MLST and/or WGS).</p><p><strong>Results: </strong>FT-IR typing from Columbia agar with 5% sheep blood showed 73% sensitivity, 79% specificity and 74% accuracy. Our method correctly identified 94% of typeable isolates, 87% of which were communicated in <24 h. Non-typeable isolates belonged to new KL-types to the model (40%) or non-recognized KL-types (60%), most of which (66%) were correctly predicted when retested from Mueller-Hinton agar. Accuracy was then higher (88%) when results from both culture media were considered, and the model retrained to incorporate new sublineages. Three K. pneumoniae sublineages (ST147-KL64, ST15-KL19, ST268-KL20) were predominant and 86% of the isolates were correctly identified. During the study, an outbreak by ST268-KL20 in the neonatal ICU was quickly recognized, and solved in 23 days. Most isolates (98%) produced KPC-3.</p><p><strong>Conclusions: </strong>We demonstrate that FT-IR spectroscopy meets high performance standards in real-time and adaptability to clonal dynamics, and we provide practical guidance for integrating FT-IR into daily microbiology practices. 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Real-time FT-IR typing of Klebsiella pneumoniae: a flexible and rapid approach for outbreak detection and infection control.
Background: Expansion of carbapenemase-producing Klebsiella pneumoniae (CP-Kp) is driven by within-hospital transmission, requiring timely typing data for effective infection control.
Objectives: We evaluated real-time performance and flexibility of our previously developed Fourier-transform infrared (FT-IR) spectroscopy workflow (spectra acquisition and analysis by machine-learning model).
Methods: All CP-Kp infection isolates (n = 136) identified at a northern Portuguese hospital (April 2022-March 2023) were tested from Columbia agar with 5% sheep blood, identified by FT-IR (KL-type/sublineage) and confirmed by reference methods (wzi sequencing, MLST and/or WGS).
Results: FT-IR typing from Columbia agar with 5% sheep blood showed 73% sensitivity, 79% specificity and 74% accuracy. Our method correctly identified 94% of typeable isolates, 87% of which were communicated in <24 h. Non-typeable isolates belonged to new KL-types to the model (40%) or non-recognized KL-types (60%), most of which (66%) were correctly predicted when retested from Mueller-Hinton agar. Accuracy was then higher (88%) when results from both culture media were considered, and the model retrained to incorporate new sublineages. Three K. pneumoniae sublineages (ST147-KL64, ST15-KL19, ST268-KL20) were predominant and 86% of the isolates were correctly identified. During the study, an outbreak by ST268-KL20 in the neonatal ICU was quickly recognized, and solved in 23 days. Most isolates (98%) produced KPC-3.
Conclusions: We demonstrate that FT-IR spectroscopy meets high performance standards in real-time and adaptability to clonal dynamics, and we provide practical guidance for integrating FT-IR into daily microbiology practices. The unique time to response (same day as bacterial identification) enables early and effective infection control interventions.
期刊介绍:
The Journal publishes articles that further knowledge and advance the science and application of antimicrobial chemotherapy with antibiotics and antifungal, antiviral and antiprotozoal agents. The Journal publishes primarily in human medicine, and articles in veterinary medicine likely to have an impact on global health.