The diagnostic value of RNA-mNGS and DNA-mNGS in differentiating bacterial infection from colonization in the lower respiratory tract.

IF 4.8 2区 医学 Q2 IMMUNOLOGY
Frontiers in Cellular and Infection Microbiology Pub Date : 2025-09-09 eCollection Date: 2025-01-01 DOI:10.3389/fcimb.2025.1639148
Yuanfang Duan, Qin Li, Haitao Fei, Jiafu Song, Caiyun Xu
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引用次数: 0

Abstract

Background: Metagenomic next-generation sequencing(mNGS) has been widely used in the pathogenetic diagnosis of lower respiratory tract infections. However, the interpretation of pathogens detected by mNGS remains inconclusive.

Objective: Our study aimed to compare the differential diagnostic value of sequencing reads and the relative abundance of bacteria detected by RNA-mNGS versus DNA-mNGS in distinguishing between bacterial infection and colonization in the lower respiratory tract.

Methods: The hospitalized patients with suspected lower respiratory tract infections who had completed RNA-mNGS and DNA-mNGS testing at our hospital from June 2021 to December 2023 were reviewed and divided into two groups: the infected group and the colonized group, based on their final diagnoses. The Mann-Whitney U test was used to analyze differences in the number of bacterial sequencing reads and relative abundance between the two groups; the predictive capability of bacterial sequencing reads and relative abundance for identifying bacterial infections was evaluated using receiver operating characteristic (ROC) curves.

Results: A total of 69 eligible patients were enrolled, with 85 detections of the four target bacterial species (Pseudomonas aeruginosa, Acinetobacter baumannii, Klebsiella pneumoniae, and Corynebacterium striatum) identified: 46 in infected patients and 39 in colonized patients. The number of sequencing reads and relative abundance of bacterial RNA and DNA in the pathogenic bacteria were significantly higher than those in the non-pathogenic bacteria (all P-values <0.01). ROC curves were used to evaluate the performance of the sequencing reads and relative abundance of bacterial species in predicting the responsible pathogens. The AUC value for RNA relative abundance was the highest at 0.991 (95% CI: 0.977-1.000, P < 0.001), with a cutoff value of 26.28%, a sensitivity of 0.957, and a specificity of 0.974. In the DNA-mNGS results, the AUC value for the ratio of the sequencing reads between the first and the second ranked bacterial sequences in predicting bacterial infection was [0.835 (95% CI: 0.742-0.928), P < 0.001], and the AUC value for the ratio of relative abundance in predicting bacterial infection was [0.839 (95% CI: 0.749-0.929), P < 0.001)], both having a cutoff value of 47.26, a sensitivity of 0.644 and a specificity of 0.929.

Conclusions: Bacterial relative abundance and sequencing reads can serve as indicators to distinguish between infection and colonization, and the relative abundance based on RNA-mNGS exhibits the best differential diagnostic performance; when DNA-mNGS results stand alone, the relative abundance of the detected bacteria and the ratio of relative abundance between the first-ranked and the second-ranked detected bacteria can be utilized for a comprehensive assessment of infection versus colonization.

RNA-mNGS和DNA-mNGS在鉴别细菌感染和下呼吸道定植中的诊断价值。
背景:新一代宏基因组测序(mNGS)已广泛应用于下呼吸道感染的病理诊断。然而,对mNGS检测到的病原体的解释仍然没有定论。目的:本研究旨在比较RNA-mNGS和DNA-mNGS检测的测序读数和细菌相对丰度在区分下呼吸道细菌感染和定植方面的鉴别诊断价值。方法:回顾性分析2021年6月至2023年12月在我院完成RNA-mNGS和DNA-mNGS检测的疑似下呼吸道感染住院患者,根据最终诊断结果分为感染组和定植组。采用Mann-Whitney U检验分析两组间细菌测序reads数和相对丰度的差异;使用受试者工作特征(ROC)曲线评估细菌测序读数的预测能力和相对丰度,以识别细菌感染。结果:共纳入69例符合条件的患者,鉴定出4种目标细菌(铜绿假单胞菌、鲍曼不动杆菌、肺炎克雷伯菌和纹状棒状杆菌)85例:感染患者46例,定植患者39例。致病菌中细菌RNA和DNA的测序reads数和相对丰度均显著高于非致病菌(P值均< 0.001),截断值为26.28%,敏感性为0.957,特异性为0.974。在DNA-mNGS结果中,第1位和第2位细菌序列的测序读数之比预测细菌感染的AUC值为[0.835 (95% CI: 0.742 ~ 0.928), P < 0.001],相对丰度之比预测细菌感染的AUC值为[0.839 (95% CI: 0.749 ~ 0.929), P < 0.001)],截断值均为47.26,敏感性为0.644,特异性为0.929。结论:细菌相对丰度和测序读数可作为区分感染和定植的指标,其中基于RNA-mNGS的相对丰度具有最好的鉴别诊断性能;当DNA-mNGS结果单独存在时,检测到的细菌的相对丰度以及排名第一和排名第二的检测到的细菌的相对丰度之比可用于综合评估感染与定植。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
7.90
自引率
7.00%
发文量
1817
审稿时长
14 weeks
期刊介绍: Frontiers in Cellular and Infection Microbiology is a leading specialty journal, publishing rigorously peer-reviewed research across all pathogenic microorganisms and their interaction with their hosts. Chief Editor Yousef Abu Kwaik, University of Louisville is supported by an outstanding Editorial Board of international experts. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Cellular and Infection Microbiology includes research on bacteria, fungi, parasites, viruses, endosymbionts, prions and all microbial pathogens as well as the microbiota and its effect on health and disease in various hosts. The research approaches include molecular microbiology, cellular microbiology, gene regulation, proteomics, signal transduction, pathogenic evolution, genomics, structural biology, and virulence factors as well as model hosts. Areas of research to counteract infectious agents by the host include the host innate and adaptive immune responses as well as metabolic restrictions to various pathogenic microorganisms, vaccine design and development against various pathogenic microorganisms, and the mechanisms of antibiotic resistance and its countermeasures.
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