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ORIGINAL RESEARCH article

Front. Microbiol.

Sec. Virology

This article is part of the Research TopicViral Diagnostics: Advancements for Rapid and Enhanced DetectionView all 11 articles

Rapid detection of human and animal respiratory viruses using Microbe Finder (MiFi®)

Provisionally accepted
  • 1Microbe Finder, LLC (MiFi®), Stillwater, United States
  • 2Institute for Biosecurity and Microbial Forensics (IBMF), Oklahoma State University, Stillwater, United States
  • 3Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, United States
  • 4Oklahoma Animal Disease Diagnostic Laboratory (OADDL), Oklahoma State University College of Veterinary Medicine, Stillwater, United States
  • 5Department of Pediatrics, Section of Pediatric Infectious Disease, The University of Oklahoma Health Sciences, Oklahoma City, United States

The final, formatted version of the article will be published soon.

Rapid and accurate detection of respiratory pathogens is essential for timely diagnosis, effective treatment, and outbreak monitoring in both human and veterinary medicine. We evaluated the Microbe Finder (MiFi®) software for detection of nine RNA viruses of human and veterinary clinical importance. Species specific signature sequences in the different pathogen genomes were identified, and specific electronic probe sets were curated using the MiFi® software. Analytical specificity and sensitivity were evaluated through simulated metagenomes and public sequence databases, respectively. Host-specific internal control probes were designed to ensure diagnostic reliability and quality control. Diagnostic performance was assessed using Oxford Nanopore sequence data from clinical nasal swab samples. In silico validation showed 100% specificity across 83 datasets and limits of detection as low as 0.0010% of total reads (10 reads per 106) for some targets. Internal controls generated stable background signals without interfering with pathogen detection. In vivo testing of 44 clinical samples matched PCR performance for Human respiratory syncytial virus (HRSV), Influenza B virus (IBV), Influenza A virus (IAV), Bovine respiratory syncytial virus (BRSV), and Canine distemper virus (CDV). These findings demonstrate that the MiFi® software enables rapid, multiplex, and strain-specific detection of respiratory viruses in metagenomic sequence data without the need for advanced bioinformatics expertise. The approach supports scalable use in clinical laboratories, veterinary diagnostics for surveillance and triage, offering a valuable tool for improving respiratory pathogen detection across diverse settings.

Keywords: Bioinformatics pipeline, Diagnostic specificity, e-probe diagnostic nucleic acid analysis, Genomic surveillance, in-silico validation, Pathogen Detection, Point-of-need diagnostics, Viral genomics

Received: 11 Nov 2025; Accepted: 23 Jan 2026.

Copyright: © 2026 Ribeiro-Junior, Cardwell, Nascimento, Espindola, Ramachandran, Gupta and Tyungu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Marcos R. Ribeiro-Junior
Kitty F. Cardwell

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