Automated pixel-based quantification of porcine circovirus 2 genome in formalin-fixed, paraffin-embedded tissues using in situ hybridisation
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Author
Publication date
2025-08-20ISSN
2297-1769
Abstract
Introduction: Detection of porcine circovirus 2 (PCV2) in lymphoid tissues is essential for diagnostic and research purposes. In situ hybridisation (ISH) enables the localisation of viral genomes in tissue sections but is traditionally assessed visually, which may introduce subjectivity.
Methods: This study developed an automated pixel classifier to quantify the PCV2 genome using RNAscope® ISH technology. Four lymphoid tissues (tonsils and tracheobronchial, mesenteric, and superficial inguinal lymph nodes) from 66 experimentally inoculated pigs were analysed. PCV2 labelling was assessed both visually (scores 0–3) and digitally (percentage of labelled area).
Results: A strong correlation was observed between visual and digital ISH scoring (ρ = 0.96), allowing the definition of digital thresholds corresponding to visual scores. Among all tissues, TBLN exhibited the highest PCV2 labelling. This tissue was further evaluated by PCV2 quantitative polymerase chain reaction (qPCR), showing a high correlation with digital ISH results (ρ = 0.85).
Discussion: These findings demonstrate the reliability of digital pathology tools for objective quantification of PCV2 in lymphoid tissues. Automated scoring enhances consistency, reduces observer bias, and improves diagnostic efficiency in PCV2 research and surveillance.
Document Type
Article
Document version
Published version
Language
English
Subject (CDU)
619 - Veterinary science
Pages
7
Publisher
Frontiers Media
Is part of
Frontiers in Veterinary Science
Recommended citation
Sagrera, Mònica, Àlex Cobos, Laura Garza-Moreno, Mónica Pérez, Gema García-Buendía, Eva Huerta, Anna Maria Llorens, David Espigares, Marina Sibila, and Joaquim Segalés. 2025. “Automated Pixel-based Quantification of Porcine Circovirus 2 Genome in Formalin-fixed, Paraffin-embedded Tissues Using in Situ Hybridisation.” Frontiers in Veterinary Science 12 (August). https://doi.org/10.3389/fvets.2025.1609897.
Program
Sanitat Animal
This item appears in the following Collection(s)
- ARTICLES CIENTÍFICS [3439]
Except where otherwise noted, this item's license is described as http://creativecommons.org/licenses/by/4.0/


