Accurate Diagnosis of Lower Respiratory Infections Using Host Response and Respiratory Microbiome from a Single Metatranscriptome Test of Bronchoalveolar Lavage Fluid

IF 14.1 1区 材料科学 Q1 CHEMISTRY, MULTIDISCIPLINARY Advanced Science Pub Date : 2024-12-18 DOI:10.1002/advs.202405087
Xiaohui Zou, Mengwei Yan, Yeming Wang, Yawen Ni, Jiankang Zhao, Binghuai Lu, Bo Liu, Bin Cao
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Abstract

Lower respiratory tract infections (LRTIs) diagnosis is challenging because noninfectious diseases mimic its clinical features. The altered host response and respiratory microbiome following LRTIs have the potential to differentiate LRTIs from noninfectious respiratory diseases (non-LRTIs). Patients suspected of having LRTIs are retrospectively enrolled and a clinical metatranscriptome test is performed on bronchoalveolar lavage fluid (BALF). Transcriptomic and metagenomic analysis profiled the host response and respiratory microbiome in patients with confirmed LRTI (n = 126) or non-LRTIs (n = 75). Patients with evidenced LRTIs exhibited enhanced pathways on chemokine and cytokine response, neutrophile recruitment and activation, along with specific gene modules linked to LRTIs status and key blood markers. Moreover, LRTIs patients exhibited reduced diversity and evenness in the lower respiratory microbiome, likely driven by an increased abundance of bacterial pathogens. Host marker genes are selected, and classifiers are developed to distinguish patients with LRTIs, non-LRTIs, and indeterminate status, achieving an area under the receiver operating characteristic curve of 0.80 to 0.86 and validated in a subsequently enrolled cohort. Incorporating respiratory microbiome features further enhanced the classifier's performance. In summary, a single metatranscriptome test of BALF proved detailed profiles of host response and respiratory microbiome, enabling accurate LRTIs diagnosis.

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利用支气管肺泡灌洗液单次超转录组检测的宿主反应和呼吸道微生物组准确诊断下呼吸道感染
下呼吸道感染(LRTIs)的诊断具有挑战性,因为非传染性疾病模仿其临床特征。LRTIs后宿主反应和呼吸道微生物组的改变有可能区分LRTIs与非感染性呼吸道疾病(non-LRTIs)。对怀疑患有下呼吸道炎的患者进行回顾性登记,并对支气管肺泡灌洗液(BALF)进行临床转转录组检测。转录组学和宏基因组学分析了确诊LRTI(126例)或非LRTI(75例)患者的宿主反应和呼吸道微生物组。LRTIs患者在趋化因子和细胞因子反应、中性粒细胞募集和激活以及与LRTIs状态和关键血液标志物相关的特定基因模块方面表现出增强的途径。此外,LRTIs患者下呼吸道微生物组的多样性和均匀性降低,可能是由于细菌病原体丰度增加所致。选择宿主标记基因,并开发分类器来区分lrti,非lrti和不确定状态的患者,实现接受者工作特征曲线下的面积为0.80至0.86,并在随后的入组队列中得到验证。结合呼吸微生物组特征进一步提高了分类器的性能。总之,BALF的单次亚转录组检测证实了宿主反应和呼吸道微生物组的详细概况,从而实现了LRTIs的准确诊断。
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来源期刊
Advanced Science
Advanced Science CHEMISTRY, MULTIDISCIPLINARYNANOSCIENCE &-NANOSCIENCE & NANOTECHNOLOGY
CiteScore
18.90
自引率
2.60%
发文量
1602
审稿时长
1.9 months
期刊介绍: Advanced Science is a prestigious open access journal that focuses on interdisciplinary research in materials science, physics, chemistry, medical and life sciences, and engineering. The journal aims to promote cutting-edge research by employing a rigorous and impartial review process. It is committed to presenting research articles with the highest quality production standards, ensuring maximum accessibility of top scientific findings. With its vibrant and innovative publication platform, Advanced Science seeks to revolutionize the dissemination and organization of scientific knowledge.
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