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。

IF 3.9 2区 医学 Q1 INFECTIOUS DISEASES
Ana Beatriz Gonçalves, Valquíria Alves, Isabel Neves, Antónia Read, Natália Pinheiro, Anna E Henius, Henrik Hasman, Luísa Peixe, Ângela Novais
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引用次数: 0

摘要

背景:产碳青霉烯酶肺炎克雷伯菌(CP-Kp)的扩大是由院内传播驱动的,需要及时的分型数据以有效控制感染。目的:我们评估了我们之前开发的傅里叶变换红外(FT-IR)光谱工作流程(通过机器学习模型进行光谱采集和分析)的实时性和灵活性。方法:在葡萄牙北部一家医院(2022年4月至2023年3月)发现的所有CP-Kp感染分离株(n = 136),采用哥伦比亚琼脂,用5%羊血进行检测,用FT-IR (kl型/亚谱系)鉴定,并通过参考方法(wzi测序、MLST和/或WGS)进行确认。结果:5%羊血哥伦比亚琼脂的FT-IR分型灵敏度为73%,特异性为79%,准确度为74%。我们的方法正确鉴定了94%的可分型分离株,其中87%在结论中进行了交流。我们证明了FT-IR光谱在实时性和克隆动态适应性方面符合高性能标准,我们为将FT-IR整合到日常微生物学实践中提供了实用指导。独特的反应时间(细菌鉴定当天)使早期和有效的感染控制干预成为可能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.

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来源期刊
CiteScore
9.20
自引率
5.80%
发文量
423
审稿时长
2-4 weeks
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.
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