PathoLive-Real-Time Pathogen Identification from Metagenomic Illumina Datasets.
NGS
diagnostics
infectious diseases
live sequencing
metagenomics
viruses
Journal
Life (Basel, Switzerland)
ISSN: 2075-1729
Titre abrégé: Life (Basel)
Pays: Switzerland
ID NLM: 101580444
Informations de publication
Date de publication:
30 Aug 2022
30 Aug 2022
Historique:
received:
13
07
2022
revised:
24
08
2022
accepted:
24
08
2022
entrez:
23
9
2022
pubmed:
24
9
2022
medline:
24
9
2022
Statut:
epublish
Résumé
Over the past years, NGS has become a crucial workhorse for open-view pathogen diagnostics. Yet, long turnaround times result from using massively parallel high-throughput technologies as the analysis can only be performed after sequencing has finished. The interpretation of results can further be challenged by contaminations, clinically irrelevant sequences, and the sheer amount and complexity of the data. We implemented PathoLive, a real-time diagnostics pipeline for the detection of pathogens from clinical samples hours before sequencing has finished. Based on real-time alignment with HiLive2, mappings are scored with respect to common contaminations, low-entropy areas, and sequences of widespread, non-pathogenic organisms. The results are visualized using an interactive taxonomic tree that provides an easily interpretable overview of the relevance of hits. For a human plasma sample that was spiked in vitro with six pathogenic viruses, all agents were clearly detected after only 40 of 200 sequencing cycles. For a real-world sample from Sudan, the results correctly indicated the presence of Crimean-Congo hemorrhagic fever virus. In a second real-world dataset from the 2019 SARS-CoV-2 outbreak in Wuhan, we found the presence of a SARS coronavirus as the most relevant hit without the novel virus reference genome being included in the database. For all samples, clinically irrelevant hits were correctly de-emphasized. Our approach is valuable to obtain fast and accurate NGS-based pathogen identifications and correctly prioritize and visualize them based on their clinical significance: PathoLive is open source and available on GitLab and BioConda.
Identifiants
pubmed: 36143382
pii: life12091345
doi: 10.3390/life12091345
pmc: PMC9505849
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : Federal Ministry of Health
ID : 2515NIK043
Organisme : Federal Ministry of Education and Research
ID : Live-DREAM
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