# Metagenomic surveillance reveals off-season circulation of respiratory viruses during the COVID-19 pandemic in Salvador, Brazil

**Authors:** Juan P. Aguilar Ticona, Luciane Amorim Santos, Xiao Meng, Nivison Nery, Mariam O. Fofana, Laise de Moraes, Icaro Morais Strobel, Renato Vitoriano, Marina Silveira Cucco, Emilia M.M. Andrade Belitardo, Gowtham Thakku, Jaqueline S. Cruz, Angela M. Detweiler, Norma Neff, Cristina M. Tato, Mitermayer G. Reis, Federico Costa, Derek A.T. Cummings, Albert I. Ko, Ricardo Khouri

PMC · DOI: 10.1016/j.nmni.2026.101717 · 2026-02-06

## TL;DR

The study found that respiratory viruses, including influenza and coronaviruses, circulated unexpectedly during the off-season in Brazil during the pandemic, highlighting the importance of metagenomic surveillance.

## Contribution

The study implemented metagenomic analysis to detect multiple respiratory viruses simultaneously in a tropical region during the pandemic.

## Key findings

- An off-season influenza peak was observed during the summer in Salvador, Brazil.
- Seasonal human coronaviruses were detected two years after the pandemic began.
- Metagenomic surveillance revealed unexpected viral circulation patterns in tropical regions.

## Abstract

Evidence from multiple countries suggests that the COVID-19 pandemic disrupted the transmission of other respiratory viruses. We characterized respiratory virus transmission during the pandemic in Salvador, Brazil, a tropical region in the Southern Hemisphere.

From November 2021 to October 2022, we conducted biweekly household visits in an urban informal settlement to screen individuals with respiratory symptoms. Symptomatic individuals and their contacts were interviewed, and nasal swabs collected. Virus identification was performed using multiplex RT-qPCR, followed by metagenomic analysis in a subset of symptomatic participants with negative RT-qPCR results.

We screened 3174 residents from 1174 households, identifying 669 symptomatic episodes and detecting 219 respiratory viruses. including coinfections, SARS-CoV-2 was the most common with 118 cases (54%), followed by Influenza A with 39 (18%), Rhinovirus with 22 (10%), Human Parainfluenza Virus with 15 (7%), Respiratory Syncytial Virus with 13 (6%), and seasonal Human Coronaviruses with 12 (5%). Co-infections were observed, with combinations involving SARS-CoV-2, Influenza A, and Respiratory Syncytial Virus being the most common. Peaks of Influenza, HPIV, and RSV occurred in late 2021 during low Delta circulation, while Omicron BA.1 emerged in January 2022. Influenza and RSV showed low transmission during Brazil's winter months, and seasonal coronaviruses reappeared two years after the pandemic onset.

Multiplex RT-qPCR and metagenomic analysis allowed rapid detection and sequencing. An off-season influenza peak was identified, possibly due to relaxed hygiene measures or accumulated susceptibility after SARS-CoV-2 interventions. The household secondary attack rate for influenza was lower than for Omicron BA.1, possibly reflecting lower transmissibility or pre-existing immunity.

•We identified an off-season influenza peak during the summer, following low transmission throughout the year.•We identified the circulation of HCoV after 2 years of COVID-19 pandemic began.•We implemented a metagenomic analysis for simultaneous detection of multiple respiratory viruses.•Our results highlight the value of metagenomic surveillance to detect unexpected viral circulation in tropical regions.

We identified an off-season influenza peak during the summer, following low transmission throughout the year.

We identified the circulation of HCoV after 2 years of COVID-19 pandemic began.

We implemented a metagenomic analysis for simultaneous detection of multiple respiratory viruses.

Our results highlight the value of metagenomic surveillance to detect unexpected viral circulation in tropical regions.

## Linked entities

- **Diseases:** influenza (MONDO:0005812), SARS-CoV-2 (MONDO:0100096)
- **Species:** Homo sapiens (taxon 9606)

## Full-text entities

- **Genes:** IFNA1 (interferon alpha 1) [NCBI Gene 3439] {aka IFL, IFN, IFN-ALPHA, IFN-alphaD, IFNA13, IFNA@}
- **Diseases:** Rhinovirus infections (MESH:D007239), chills (MESH:D023341), HPIV (MESH:D018184), COVID-19 (MESH:D000086382), cough (MESH:D003371), Co (MESH:D060085), runny nose (MESH:D000086722), respiratory symptoms (MESH:D012818), sore throat (MESH:D010612), viral infections (MESH:D014777), nasal obstruction (MESH:D015508), Infectious Diseases (MESH:D003141), bacterial infections (MESH:D001424), myalgia (MESH:D063806), dyspnea (MESH:D004417), RSV infected (MESH:D018357), anorexia (MESH:D000855), headache (MESH:D006261), respiratory infections (MESH:D012141), respiratory illnesses (MESH:D012140), Influenza (MESH:D007251), fever (MESH:D005334), lower (MESH:D017116), vomiting (MESH:D014839), Respiratory (MESH:D012131), common cold (MESH:D003139), nausea (MESH:D009325), fatigue (MESH:D005221), diarrhea (MESH:D003967), bacterial pneumonia (MESH:D018410)
- **Chemicals:** PQ766149 (-)
- **Species:** Haemophilus influenzae (species) [taxon 727], Homo sapiens (human, species) [taxon 9606], Respiratory syncytial virus (no rank) [taxon 12814], Human mastadenovirus C (no rank) [taxon 129951], Influenza A virus (no rank) [taxon 11320], Moraxella catarrhalis (species) [taxon 480], Human rhinovirus sp. (species) [taxon 169066], Orthocoronavirinae (subfamily) [taxon 2501931], Enterovirus (genus) [taxon 12059], Human coronavirus OC43 (no rank) [taxon 31631], H3N2 subtype (serotype) [taxon 119210], Betapolyomavirus tertihominis (species) [taxon 1891764], Human coronavirus HKU1 (no rank) [taxon 290028], Human mastadenovirus B (no rank) [taxon 108098], Enterococcus sp. VB (species) [taxon 1483714], Respiratory syncytial virus type A (no rank) [taxon 1439707], Human coronavirus 229E (no rank) [taxon 11137], Streptococcus pneumoniae (species) [taxon 1313], Severe acute respiratory syndrome-related coronavirus (no rank) [taxon 694009], human metapneumovirus (no rank) [taxon 162145], HPIV-2 [taxon 1979160], Human bocavirus (species) [taxon 329641], Human adenovirus sp. (species) [taxon 1907210], Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049]

## Figures

3 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12925072/full.md

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Source: https://tomesphere.com/paper/PMC12925072