Temporal dynamics and forecasting of respiratory viral infections during and after the SARS-CoV-2 pandemic (2020-2027): a multiplex PCR and ARIMA-based study.

IF 4 2区 生物学 Q2 MICROBIOLOGY
Frontiers in Microbiology Pub Date : 2025-09-25 eCollection Date: 2025-01-01 DOI:10.3389/fmicb.2025.1674529
İpek Koçer, Hadiye Demirbakan, Ahmet Aktaş
{"title":"Temporal dynamics and forecasting of respiratory viral infections during and after the SARS-CoV-2 pandemic (2020-2027): a multiplex PCR and ARIMA-based study.","authors":"İpek Koçer, Hadiye Demirbakan, Ahmet Aktaş","doi":"10.3389/fmicb.2025.1674529","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Respiratory viruses are the leading cause of acute respiratory tract infections in both children and adults, with significant morbidity and healthcare burden. Before the COVID-19 pandemic, these pathogens typically exhibited predictable seasonal circulation patterns. However, the pandemic markedly disrupted this seasonality, leading to reduced viral detection during lockdowns and unusual peaks in subsequent periods.</p><p><strong>Objective: </strong>This study aimed to identify respiratory pathogens in LRTI patients using multiplex PCR and to assess changes in virus distribution during and after the COVID-19 pandemic across age groups.</p><p><strong>Methods: </strong>A total of 748 nasopharyngeal swab samples (one per patient) collected between March 2020 and November 2024 were retrospectively analyzed using the QIAstat-Dx Respiratory Panel, a multiplex PCR assay de tecting 19 respiratory viruses including SARS-CoV-2, influenza viruses, respiratory syncytial virus (RSV), and Rhinovirus/Enterovirus. Statistical analyses, including multivariate logistic regression, assessed viral positivity predictors. Additionally, the Autoregressive Integrated Moving Average (ARIMA) time-series model was used to evaluate trends and predict respiratory virus activity through 2027.</p><p><strong>Results: </strong>The cohort comprised 60.4% males and 39.6% females, with 14.4% pediatric (0-18 years) and 85.6% adult patients. Respiratory viruses were detected in 43.6% of samples, with significantly higher positivity in children (71.5%) compared to adults (40%) (<i>p</i> < 0.01). SARS-CoV-2 dominated during the pandemic (65.5% of positive cases), whereas post-pandemic viral circulation shifted toward other pathogens, notably Rhinovirus/Enterovirus (71.5%). Co-infections occurred more frequently in children (14.1%) than adults (2.7%) (<i>p</i> < 0.001). RSV re-emerged in late 2022 but was undetected in 2024, while influenza activity increased notably in early 2024. Multivariate analysis identified pediatric age as a strong independent predictor of viral positivity (OR: 3.68; 95% CI: 2.25-6.03).</p><p><strong>Discussion: </strong>Following the relaxation of public health measures, there was a marked resurgence of non- SARS-CoV-2 respiratory viruses, particularly in children, indicating a possible shift in viral epidemiology. These findings emphasize the critical need for ongoing surveillance and targeted interventions, especially in pediatric populations, to mitigate future respiratory viral disease burdens.</p>","PeriodicalId":12466,"journal":{"name":"Frontiers in Microbiology","volume":"16 ","pages":"1674529"},"PeriodicalIF":4.0000,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12507870/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Microbiology","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.3389/fmicb.2025.1674529","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Introduction: Respiratory viruses are the leading cause of acute respiratory tract infections in both children and adults, with significant morbidity and healthcare burden. Before the COVID-19 pandemic, these pathogens typically exhibited predictable seasonal circulation patterns. However, the pandemic markedly disrupted this seasonality, leading to reduced viral detection during lockdowns and unusual peaks in subsequent periods.

Objective: This study aimed to identify respiratory pathogens in LRTI patients using multiplex PCR and to assess changes in virus distribution during and after the COVID-19 pandemic across age groups.

Methods: A total of 748 nasopharyngeal swab samples (one per patient) collected between March 2020 and November 2024 were retrospectively analyzed using the QIAstat-Dx Respiratory Panel, a multiplex PCR assay de tecting 19 respiratory viruses including SARS-CoV-2, influenza viruses, respiratory syncytial virus (RSV), and Rhinovirus/Enterovirus. Statistical analyses, including multivariate logistic regression, assessed viral positivity predictors. Additionally, the Autoregressive Integrated Moving Average (ARIMA) time-series model was used to evaluate trends and predict respiratory virus activity through 2027.

Results: The cohort comprised 60.4% males and 39.6% females, with 14.4% pediatric (0-18 years) and 85.6% adult patients. Respiratory viruses were detected in 43.6% of samples, with significantly higher positivity in children (71.5%) compared to adults (40%) (p < 0.01). SARS-CoV-2 dominated during the pandemic (65.5% of positive cases), whereas post-pandemic viral circulation shifted toward other pathogens, notably Rhinovirus/Enterovirus (71.5%). Co-infections occurred more frequently in children (14.1%) than adults (2.7%) (p < 0.001). RSV re-emerged in late 2022 but was undetected in 2024, while influenza activity increased notably in early 2024. Multivariate analysis identified pediatric age as a strong independent predictor of viral positivity (OR: 3.68; 95% CI: 2.25-6.03).

Discussion: Following the relaxation of public health measures, there was a marked resurgence of non- SARS-CoV-2 respiratory viruses, particularly in children, indicating a possible shift in viral epidemiology. These findings emphasize the critical need for ongoing surveillance and targeted interventions, especially in pediatric populations, to mitigate future respiratory viral disease burdens.

SARS-CoV-2大流行期间和之后(2020-2027)呼吸道病毒感染的时间动态和预测:基于多重PCR和arima的研究
简介:呼吸道病毒是儿童和成人急性呼吸道感染的主要原因,具有显著的发病率和医疗负担。在2019冠状病毒病大流行之前,这些病原体通常表现出可预测的季节性循环模式。然而,大流行明显破坏了这种季节性,导致封锁期间病毒检测减少,随后出现异常高峰。目的:本研究旨在利用多重PCR技术鉴定下呼吸道感染患者的呼吸道病原体,并评估COVID-19大流行期间和之后各年龄组病毒分布的变化。方法:对2020年3月至2024年11月期间收集的748份鼻咽拭子样本(每位患者1份)进行回顾性分析,采用QIAstat-Dx呼吸面板(一种多重PCR检测方法,检测19种呼吸道病毒,包括SARS-CoV-2、流感病毒、呼吸道合胞病毒(RSV)和鼻病毒/肠病毒)。统计分析,包括多变量逻辑回归,评估病毒阳性预测因子。此外,使用自回归综合移动平均(ARIMA)时间序列模型评估趋势并预测到2027年的呼吸道病毒活动。结果:该队列中男性占60.4%,女性占39.6%,其中儿科患者占14.4%(0-18 岁),成人患者占85.6%。在43.6%的样本中检测到呼吸道病毒,儿童(71.5%)的阳性率明显高于成人(40%)(p p )讨论:随着公共卫生措施的放松,非SARS-CoV-2呼吸道病毒明显复苏,特别是在儿童中,表明病毒流行病学可能发生转变。这些发现强调了持续监测和有针对性干预的迫切需要,特别是在儿科人群中,以减轻未来呼吸道病毒性疾病的负担。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
7.70
自引率
9.60%
发文量
4837
审稿时长
14 weeks
期刊介绍: Frontiers in Microbiology is a leading journal in its field, publishing rigorously peer-reviewed research across the entire spectrum of microbiology. Field Chief Editor Martin G. Klotz at Washington State University is supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信