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International Journal of Veterinary Research and Allied Sciences

2026 Volume 6 Issue 1
Creative Commons License

Genomic Surveillance Should Change Veterinary Action Rather Than Merely Describe Pathogen Diversity: A Decision Architecture for Variant Detection, Transmission Inference, Resistance Signals, Risk Escalation, Targeted Control, and Data Governance


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  1. Department of Veterinary Genomic Surveillance and Actionable Intelligence, Faculty of Veterinary Medicine, University of Buenos Aires, Buenos Aires, Argentina.
  2. Department of Veterinary Pathogen Transmission and Resistance, Faculty of Veterinary Medicine, Pontifical Catholic University of Chile, Santiago, Chile.
  3. Department of Veterinary Data Governance and Targeted Control, Faculty of Veterinary Medicine, National University of La Plata, La Plata, Argentina.
Abstract

Genomic surveillance can reveal pathogen diversity at a resolution that conventional typing cannot provide, yet sequence resolution alone does not determine what veterinary services should investigate, escalate, control, or communicate. This article develops an original non-empirical decision architecture for converting genomic observations into bounded veterinary surveillance evidence. The analysis separates sampling design and representativeness from sequencing and assembly quality; distinguishes variant or lineage detection from transmission inference; and treats antimicrobial-resistance, virulence, and host-adaptation findings as signal classes whose action relevance depends on analytical validity, phenotype, epidemiological context, and consequences of error. The proposed architecture positions genomic quality control as an upstream interpretation boundary and treats actionability as a revisable confidence state rather than an intrinsic property of a sequence. It further requires contextual reconciliation of genomic findings with host, place, time, movement, exposure, clinical or production phenotype, and surveillance-system constraints before risk escalation or targeted response. This structure is intended to make uncertainty operational: incomplete sampling, low genetic diversity, recombination, unusual mutation dynamics, genotype–phenotype discordance, pipeline changes, and missing metadata can prevent apparently precise genomic outputs from supporting precise decisions. The architecture does not provide universal distance thresholds, validated escalation rules, or proof that genomics improves veterinary outcomes. Its principal contribution is a testable way to separate description, evidence interpretation, decision confidence, and response selection so that genomic surveillance can be evaluated by whether it supports proportionate, traceable, and revisable action.


How to cite this article
Vancouver
Morales S, Rojas L, Vega C, Molina D. Genomic Surveillance Should Change Veterinary Action Rather Than Merely Describe Pathogen Diversity: A Decision Architecture for Variant Detection, Transmission Inference, Resistance Signals, Risk Escalation, Targeted Control, and Data Governance. Int J Vet Res Allied Sci. 2026;6(1):123-33. https://doi.org/10.51847/RwnpBl16pR
APA
Morales, S., Rojas, L., Vega, C., & Molina, D. (2026). Genomic Surveillance Should Change Veterinary Action Rather Than Merely Describe Pathogen Diversity: A Decision Architecture for Variant Detection, Transmission Inference, Resistance Signals, Risk Escalation, Targeted Control, and Data Governance. International Journal of Veterinary Research and Allied Sciences, 6(1), 123-133. https://doi.org/10.51847/RwnpBl16pR
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