Back to Search Start Over

Integrating DNA/RNA microbe detection and host response for accurate diagnosis, treatment and prognosis of childhood infectious meningitis and encephalitis.

Authors :
Xing, Zhihao
Jiang, Hanfang
Liu, Xiaorong
Chai, Qiang
Xin, Zefeng
Zhu, Chunqing
Bao, Yanmin
Chen, Hongyu
Gao, Hongdan
Ma, Dongli
Source :
Journal of Translational Medicine. 6/20/2024, Vol. 22 Issue 1, p1-12. 12p.
Publication Year :
2024

Abstract

Background: Infectious meningitis/encephalitis (IM) is a severe neurological disease that can be caused by bacterial, viral, and fungal pathogens. IM suffers high morbidity, mortality, and sequelae in childhood. Metagenomic next-generation sequencing (mNGS) can potentially improve IM outcomes by sequencing both pathogen and host responses and increasing the diagnosis accuracy. Methods: Here we developed an optimized mNGS pipeline named comprehensive mNGS (c-mNGS) to monitor DNA/RNA pathogens and host responses simultaneously and applied it to 142 cerebrospinal fluid samples. According to retrospective diagnosis, these samples were classified into three categories: confirmed infectious meningitis/encephalitis (CIM), suspected infectious meningitis/encephalitis (SIM), and noninfectious controls (CTRL). Results: Our pipeline outperformed conventional methods and identified RNA viruses such as Echovirus E30 and etiologic pathogens such as HHV-7, which would not be clinically identified via conventional methods. Based on the results of the c-mNGS pipeline, we successfully detected antibiotic resistance genes related to common antibiotics for treating Escherichia coli, Acinetobacter baumannii, and Group B Streptococcus. Further, we identified differentially expressed genes in hosts of bacterial meningitis (BM) and viral meningitis/encephalitis (VM). We used these genes to build a machine-learning model to pinpoint sample contaminations. Similarly, we also built a model to predict poor prognosis in BM. Conclusions: This study developed an mNGS-based pipeline for IM which measures both DNA/RNA pathogens and host gene expression in a single assay. The pipeline allows detecting more viruses, predicting antibiotic resistance, pinpointing contaminations, and evaluating prognosis. Given the comparable cost to conventional mNGS, our pipeline can become a routine test for IM. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14795876
Volume :
22
Issue :
1
Database :
Academic Search Index
Journal :
Journal of Translational Medicine
Publication Type :
Academic Journal
Accession number :
178027060
Full Text :
https://doi.org/10.1186/s12967-024-05370-w