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

J Transl Med. 2024 Jun 20;22(1):583. doi: 10.1186/s12967-024-05370-w.

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.

Keywords: Antibiotic resistance; Host response; Infectious meningitis and encephalitis; Pathogen; Prognosis; mNGS.

MeSH terms

  • Child
  • Child, Preschool
  • Encephalitis* / diagnosis
  • Encephalitis* / drug therapy
  • Encephalitis* / microbiology
  • Encephalitis* / virology
  • Female
  • High-Throughput Nucleotide Sequencing
  • Humans
  • Infant
  • Male
  • Meningitis, Bacterial / cerebrospinal fluid
  • Meningitis, Bacterial / diagnosis
  • Meningitis, Bacterial / drug therapy
  • Meningitis, Bacterial / microbiology
  • Metagenomics / methods
  • Prognosis
  • RNA / genetics

Substances

  • RNA