Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Microbiol.

Sec. Infectious Agents and Disease

Volume 16 - 2025 | doi: 10.3389/fmicb.2025.1656831

This article is part of the Research TopicRapid and Efficient Analytical Technologies for Pathogen DetectionView all 15 articles

Probe-based metagenomic pathogen detection: advancing laboratory capacity for complex diagnosis

Provisionally accepted
Rita  FerreiraRita Ferreira1Luís  CoelhoLuís Coelho1João  Dourado SantosJoão Dourado Santos1Daniel  SobralDaniel Sobral1Joana  IsidroJoana Isidro1Verónica  MixãoVerónica Mixão1Miguel  PintoMiguel Pinto1Alexandra  NunesAlexandra Nunes1Maria  BorregoMaria Borrego1Sílvia  LopoSílvia Lopo1Mónica  OleastroMónica Oleastro1Rita  De SousaRita De Sousa2Paula  PalminhaPaula Palminha1Cristina  VeríssimoCristina Veríssimo1Maria  João GargatéMaria João Gargaté1Raquel  GuiomarRaquel Guiomar1Rita  CordeiroRita Cordeiro1Rita  MacedoRita Macedo1Maria Paula  Bajanca-LavadoMaria Paula Bajanca-Lavado1Paulo  PaixãoPaulo Paixão3Sílvia  DuarteSílvia Duarte4Luís  VieiraLuís Vieira4Vítor  BorgesVítor Borges1*João  Paulo GomesJoão Paulo Gomes1*
  • 1Instituto Nacional de Saude Doutor Ricardo Jorge IP Departamento de Doencas Infeciosas, Lisbon, Portugal
  • 2Instituto Nacional de Saude Doutor Ricardo Jorge IP Centro de Estudos de Vetores e Doencas Infeciosas Doutor Francisco Cambournac, Palmela, Portugal
  • 3Universidade NOVA de Lisboa Comprehensive Health Research Centre, Lisbon, Portugal
  • 4Instituto Nacional de Saude Doutor Ricardo Jorge IP, Departamento de Genética Humana, Lisboa, Portugal

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

Probe-based pathogen enrichment, followed by NGS, is a promising tool for complex diagnosis, overcoming traditional challenges of shotgun metagenomics, namely small microbial/human genetic material ratio and demanding computational resources. Here, we assessed the combined detection performance of two Illumina probe-based panels, the Respiratory and the Urinary Pathogen ID panels (RPIP and UPIP), using 99 clinical samples of 15 different matrices (e.g., cerebrospinal fluid, plasma, serum, urine, swabs, biopsies, etc.) available from Portuguese National Reference Laboratories. This sample set involved 114 "PCR-positive hits" (Ct values range of 9.7-41.3; median of 28.4) for 52 non-redundant human pathogens. For a more detailed bioinformatics assessment, as a complement of the Illumina turnkey solution (Explify), we applied an extended version of our INSaFLU-TELEVIR(+) metagenomics pipeline. Whereas Explify analyses resulted in an initial detection frequency of 73.7% (84/114), the subsequent application of INSaFLU-TELEVIR(+), including taxonomic classification followed by confirmatory read mapping, enabled an overall detection proportion of 79.8% (91/114) of the PCR-positive hits. This translated into a detection rate increment from 54.3% (19/35) to 65.7% (23/35) for bacteria, and from 85.3% (58/68) to 89.7% (61/68) for viruses. The implemented workflow was also very satisfactory for samples with qPCR Ct values above 30, with an overall detection frequency of 71.8% (28/39) when compared with the 92.0% (46/50) observed for those with Ct≤30. In summary, this study validated and established a pioneering approach at the Portuguese National Institute of Health to support clinicians in complex diagnosis, contributing to advance diagnostic capabilities towards a more informed clinical decision and potential improvement of infectious disease outcomes.

Keywords: Metagenomics, Next-generation sequencing, MNGs, Pathogen Detection, INSaFLU-TELEVIR, Bioinformatics analysis

Received: 30 Jun 2025; Accepted: 18 Sep 2025.

Copyright: © 2025 Ferreira, Coelho, Santos, Sobral, Isidro, Mixão, Pinto, Nunes, Borrego, Lopo, Oleastro, De Sousa, Palminha, Veríssimo, Gargaté, Guiomar, Cordeiro, Macedo, Bajanca-Lavado, Paixão, Duarte, Vieira, Borges and Gomes. 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:
Vítor Borges, vitor.borges@insa.min-saude.pt
João Paulo Gomes, j.paulo.gomes@insa.min-saude.pt

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.