Evidence map›Paper›PMID 41609640›Full record

ArticleMicrobial genomics2026

Integration of bioinformatic tools for the detection of SARS-CoV-2 co-infection cases.

Adeliza Mae L Realingo, Francisco Gerardo M Polotan, Miguel Francisco B Abulencia, Roslind Anne R Pantoni, Jessel Babe G Capin, Gerald Ivan Sotelo, Maria Carmen A Corpuz, Neil Tristan M Yabut, Saul M Rojas, Ma Angelica Tujan and 16 more

Abstract read
In one paragraph

Article in Microbial genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

26 authors.

Adeliza Mae L RealingoAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Francisco Gerardo M PolotanAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Miguel Francisco B AbulenciaAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Roslind Anne R PantoniAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Jessel Babe G CapinAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Gerald Ivan SoteloAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Maria Carmen A CorpuzAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Neil Tristan M YabutAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Saul M RojasAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Ma Angelica TujanAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Karen Iana TomasAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Ardiane Ysabelle DolorAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Czarina Christelle Alyannah CelisAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Stephen Paul OrtiaAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Ezekiel A MeloAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Chelsea Mae M ReyesAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Elijah Miguel P FloresAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Anne Pauline A AlpinoAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Aldwin Kim A PenalesAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Kathlene Mae C MedinaAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Joanna Ina ManaloAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Timothy John R DizonAdvanced Molecular Technologies Laboratory, Research Institute for Tropical Medicine, Department of Health, Manila, Philippines.
Katie HampsonSchool of Biodiversity, One Health & Veterinary Medicine, University of Glasgow, Glasgow, UK.
Sandeep KasaragodSchool of Biodiversity, One Health & Veterinary Medicine, University of Glasgow, Glasgow, UK.
Joseph HughesMRC-University of Glasgow Centre for Virus Research, Glasgow, UK.
Kirstyn BrunkerSchool of Biodiversity, One Health & Veterinary Medicine, University of Glasgow, Glasgow, UK.

Funding

Wellcome Trust
6 · The paper itself

Abstract

Co-infection with multiple severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants, though rare, may have clinical and public health implications, including facilitating variant recombination. Early detection of co-infections is, therefore, crucial. In this study, we report two probable cases of co-infection identified during routine genomic surveillance. Initially suspected as cross-contamination due to the presence of private mutations and nucleotide mixtures flagged by Nextclade and bammix, the samples were re-extracted and re-sequenced after workspace decontamination, yet the anomalies persisted. To investigate further, we developed a bioinformatics pipeline (Katmon) incorporating various tools such as Freyja, with lineage abundance results that illustrated the presence of multiple variants, and VirStrain, which confirmed inconsistent lineage assignments. We also visualized the alternative allele fractions for each lineage-defining mutation and amplicon, showing evidence of two variants, Delta and Omicron, co-existing within a single amplicon. Amplicon sorting effectively separated reads corresponding to the two variants, and the resulting consensus sequences aligned with their respective lineage assignments. These findings suggest that the first sample, PH-RITM-1395, involved a Delta-Omicron co-infection, while the second sample, PH-RITM-4146, probably contains both a co-infection and a recombinant variant. To further support the second sample's recombinant nature, we employed sc2rf, which identified Delta-Omicron breakpoints. Retrospective analysis of 1,078 samples from July 2021 to July 2022, encompassing the period of co-circulation of different variants in the Philippines, flagged four additional co-infection cases, including Delta-Omicron and Beta-Omicron, suggesting a lower bound co-infection prevalence of 0.27% and 0.19%, respectively. Furthermore, the pipeline was used to test previously identified co-infections of different variants from different countries. Our findings underscore the critical importance of real-time genomic surveillance and advanced bioinformatics pipelines in detecting SARS-CoV-2 co-infections and variant recombination.

Indexed as

CoinfectionComputational BiologyCOVID-19SARS-CoV-2Genome, ViralHigh-Throughput Nucleotide SequencingHumansMutationbioinformatics pipelineco-infectiongenomic surveillancenucleotide mixturesrecombinationSARS-CoV-2

Identifiers

PMID41609640
PMCPMC12856159

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.