Deep Proteomics Network and Machine Learning Analysis of Human Cerebrospinal Fluid in Japanese Encephalitis Virus Infection

J Proteome Res. 2023 Jun 2;22(6):1614-1629. doi: 10.1021/acs.jproteome.2c00563. Epub 2023 May 23.

Abstract

Japanese encephalitis virus is a leading cause of neurological infection in the Asia-Pacific region with no means of detection in more remote areas. We aimed to test the hypothesis of a Japanese encephalitis (JE) protein signature in human cerebrospinal fluid (CSF) that could be harnessed in a rapid diagnostic test (RDT), contribute to understanding the host response and predict outcome during infection. Liquid chromatography and tandem mass spectrometry (LC-MS/MS), using extensive offline fractionation and tandem mass tag labeling (TMT), enabled comparison of the deep CSF proteome in JE vs other confirmed neurological infections (non-JE). Verification was performed using data-independent acquisition (DIA) LC-MS/MS. 5,070 proteins were identified, including 4,805 human proteins and 265 pathogen proteins. Feature selection and predictive modeling using TMT analysis of 147 patient samples enabled the development of a nine-protein JE diagnostic signature. This was tested using DIA analysis of an independent group of 16 patient samples, demonstrating 82% accuracy. Ultimately, validation in a larger group of patients and different locations could help refine the list to 2-3 proteins for an RDT. The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD034789 and 10.6019/PXD034789.

Keywords: Japanese encephalitis virus; Lao PDR; central nervous system infection; clinical proteomics; data-independent acquisition; diagnosis; encephalitis, flavivirus; machine learning analysis; mass spectrometry; network analysis; neurological infection; predictive modeling.; tandem mass tagging.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Chromatography, Liquid / methods
  • Encephalitis Virus, Japanese*
  • Encephalitis, Japanese* / diagnosis
  • Humans
  • Proteome / analysis
  • Proteomics / methods
  • Tandem Mass Spectrometry / methods

Substances

  • Proteome