A comprehensive meta-analysis and systematic review of breath analysis in detection of COVID-19 through Volatile organic compounds

Diagn Microbiol Infect Dis. 2024 Jul;109(3):116309. doi: 10.1016/j.diagmicrobio.2024.116309. Epub 2024 Apr 27.

Abstract

Background: The COVID-19 pandemic had profound global impacts on daily lives, economic stability, and healthcare systems. Diagnosis of COVID-19 infection via RT-PCR was crucial in reducing spread of disease and informing treatment management. While RT-PCR is a key diagnostic test, there is room for improvement in the development of diagnostic criteria. Identification of volatile organic compounds (VOCs) in exhaled breath provides a fast, reliable, and economically favorable alternative for disease detection.

Methods: This meta-analysis analyzed the diagnostic performance of VOC-based breath analysis in detection of COVID-19 infection. A systematic review of twenty-nine papers using the grading criteria from Newcastle-Ottawa Scale (NOS) and PRISMA guidelines was conducted.

Results: The cumulative results showed a sensitivity of 0.92 (95 % CI, 90 %-95 %) and a specificity of 0.90 (95 % CI 87 %-93 %). Subgroup analysis by variant demonstrated strong sensitivity to the original strain compared to the Omicron and Delta variant in detection of SARS-CoV-2 infection. An additional subgroup analysis of detection methods showed eNose technology had the highest sensitivity when compared to GC-MS, GC-IMS, and high sensitivity-MS.

Conclusion: Overall, these results support the use of breath analysis as a new detection method of COVID-19 infection.

Keywords: Artificial Intelligence Models; Breath analysis; COVID-19; Pandemic; RT-PCR; Volatile organic compounds.

Publication types

  • Systematic Review
  • Meta-Analysis
  • Review

MeSH terms

  • Breath Tests* / methods
  • COVID-19 Testing / methods
  • COVID-19* / diagnosis
  • Gas Chromatography-Mass Spectrometry
  • Humans
  • SARS-CoV-2* / isolation & purification
  • Sensitivity and Specificity*
  • Volatile Organic Compounds* / analysis

Substances

  • Volatile Organic Compounds