Skip to main content

ORIGINAL RESEARCH article

Front. Vet. Sci.

Sec. Veterinary Infectious Diseases

Volume 12 - 2025 | doi: 10.3389/fvets.2025.1572237

Macroepidemiological trends of Influenza A virus reverse transcription real-time polymerase chain reaction (RT-rtPCR)detection in porcine samples in the United States over 20 years

Provisionally accepted
Daniel C. A. Moraes Daniel C. A. Moraes 1Guilherme Arruda Cezar Guilherme Arruda Cezar 1Edison Magalhaes Edison Magalhaes 1Rafael R Nicolino Rafael R Nicolino 1Kinath Rupasinghe Kinath Rupasinghe 1Srijita Chandra Srijita Chandra 1Gustavo S Silva Gustavo S Silva 1Marcelo Nunes Almeida Marcelo Nunes Almeida 1Bret Crim Bret Crim 1Eric R Burrough Eric R Burrough 1Phillip C. Gauger Phillip C. Gauger 1Darin Madson Darin Madson 1Joseph Thomas Joseph Thomas 1Michael A. Zeller Michael A. Zeller 1Rodger Main Rodger Main 1Mary Thurn Mary Thurn 2Paulo Lages Paulo Lages 2Cesar A Corzo Cesar A Corzo 2Matthew Sturos Matthew Sturos 2Hemant Naikare Hemant Naikare 2Rob McGaughey Rob McGaughey 3Franco Matias Ferreyra Franco Matias Ferreyra 3Jamie Retallick Jamie Retallick 3Jordan Gebhardt Jordan Gebhardt 3Sara McReynolds Sara McReynolds 4Jon Greseth Jon Greseth 5Darren Kersey Darren Kersey 5Travis Clement Travis Clement 5Angela Pillatzki Angela Pillatzki 5Jane Christopher-Hennings Jane Christopher-Hennings 5Beth S. Thompson Beth S. Thompson 6Melanie Prarat Melanie Prarat 7Dennis Summers Dennis Summers 7Craig Bowen Craig Bowen 8Joseph Boyle Joseph Boyle 8Kenitra Hendrix Kenitra Hendrix 8James Lyons James Lyons 8Kelli Werling Kelli Werling 9Andreia G. Arruda Andreia G. Arruda 10Mark Schwartz Mark Schwartz 11,2Paul Yeske Paul Yeske 12Deborah Murray Deborah Murray 13Brigitte Mason Brigitte Mason 14Peter Schneider Peter Schneider 15Samuel Copeland Samuel Copeland 16Luc Dufresne Luc Dufresne 17Daniel Boykin Daniel Boykin 18Corrine Fruge Corrine Fruge 19William Hollis William Hollis 20Rebecca C Robbins Rebecca C Robbins 21Thomas Petznick Thomas Petznick 22Kurt Kuecker Kurt Kuecker 23Lauren Glowzenski Lauren Glowzenski 24Megan Niederwerder Megan Niederwerder 25Daniel C L Linhares Daniel C L Linhares 1Giovani Trevisan Giovani Trevisan 1*
  • 1 Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA, United States
  • 2 Veterinary Population Medicine, University of Minnesota, Saint Paul, MN, United States
  • 3 Kansas State Veterinary Diagnostic Laboratory, Kansas State University, Manhattan, KS, United States
  • 4 Kansas Department of Agriculture, Division of Animal Health, Manhattan, KS, United States
  • 5 Veterinary & Biomedical Sciences Department, South Dakota State University, Brookings, SD, United States
  • 6 South Dakota Animal Industry Board, Pierre, SD, United States
  • 7 Ohio Animal Disease and Diagnostic Laboratory, Reynoldsburg, OH, United States
  • 8 College of Veterinary Medicine, Purdue University, West Lafayette, IN, United States
  • 9 Indiana State Board of Animal Health, Indianapolis, IN, United States
  • 10 Department of Veterinary Preventive Medicine, College of Veterinary Medicine, The Ohio State University, Columbus, OH, United States
  • 11 Schwartz Farms Inc., Sleepy Eye, MN, United States
  • 12 Swine Vet Center, St. Peter, Minnesota, United States
  • 13 New Fashion Pork, Jackson, MN, United States
  • 14 Country View Family Farms, Middletown, PA, United States
  • 15 Innovative Agriculture Solutions, LLC, Waterloo, IA, United States
  • 16 Prestage Farms, Clinton, NC, United States
  • 17 Swine Veterinary Partners, Quebec, Canada
  • 18 Smithfield Foods, Smithfield, VA, United States
  • 19 The Maschhoffs LLC, Carlyle, IL, United States
  • 20 Carthage Veterinary Service LTD, Carthage, IL, United States
  • 21 Pig Improvement Company, Hendersonville, TN, United States
  • 22 ArkCare, Omaha, NE, United States
  • 23 The Hanor Company, Enid, OK, United States
  • 24 Pipestone Veterinary Services, Pipestone, MN, United States
  • 25 Swine Health Information Center, Ames, IA, United States

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

    Influenza A virus (IAV) in swine is a significant respiratory pathogen globally. This study aimed to characterize the macroepidemiological aspects of IAV reverse transcription real-time polymerase chain reaction (RT-rtPCR) and IAV subtypes detection by RT-rtPCR assays in samples submitted from January 2004 until December 2024 to veterinary diagnostic laboratories (VDLs) participating in the Swine Disease Reporting System (SDRS). A secondary aim was to implement an IAVmonitoring capability to inform stakeholders of weekly changes in IAV detection patterns. Of the 372,659 samples submitted, 31% tested positive for IAV RNA via RT-rtPCR. The most frequent sample types were oral fluids (44.1%) and lung tissue (38.7%). Submissions from wean-to-market samples had higher positivity (34.4%) than submissions from the adult/sow farm age category (26.9%). IAV detection followed a seasonal pattern of detection by RT-rtPCR with peaks during spring and fall seasons, with lower positivity in summer. From a total of 118,490 samples tested for IAV subtyping RT-rtPCR, the most common IAV subtypes detected were H1N1 (33.1%), H3N2 (25.5%), H1N2 (24.3%), H3N1 (0.2%), mixed detection (5.4%), and partial subtype detection (11.5%). Mixed IAV subtypes were detected in individual samples, such as lung samples, nasal swabs, and bronchoalveolar lavage, indicating infection of individual animals with two or more IAV viruses. For IAV forecasting, a combination model between a dynamic regression and a neural network model exhibited superior performance in 2023, achieving the lowest root mean square error (RMSE) and improving the overall skill score compared to the individual models. This study highlights the importance of using laboratory submission data for IAV surveillance and assessing macroepidemiological aspects. The findings provide important insights into IAV dynamics and support the need for VDLs' standardized monitoring systems to enhance IAV understating in swine populations in the United States.

    Keywords: Zoonotic disease, IAV, Monitoring, Swine, Epidemiology, diagnostic, Forecasting

    Received: 06 Feb 2025; Accepted: 04 Apr 2025.

    Copyright: © 2025 C. A. Moraes, Cezar, Magalhaes, Nicolino, Rupasinghe, Chandra, Silva, Almeida, Crim, Burrough, Gauger, Madson, Thomas, Zeller, Main, Thurn, Lages, Corzo, Sturos, Naikare, McGaughey, Matias Ferreyra, Retallick, Gebhardt, McReynolds, Greseth, Kersey, Clement, Pillatzki, Christopher-Hennings, Thompson, Prarat, Summers, Bowen, Boyle, Hendrix, Lyons, Werling, Arruda, Schwartz, Yeske, Murray, Mason, Schneider, Copeland, Dufresne, Boykin, Fruge, Hollis, Robbins, Petznick, Kuecker, Glowzenski, Niederwerder, Linhares and Trevisan. 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: Giovani Trevisan, Veterinary Diagnostic and Production Animal Medicine, Iowa State University, Ames, IA, United States

    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.

    Research integrity at Frontiers

    Man ultramarathon runner in the mountains he trains at sunset

    95% of researchers rate our articles as excellent or good

    Learn more about the work of our research integrity team to safeguard the quality of each article we publish.


    Find out more