September 19, 2025Open Access

An AI-Driven Framework for the Design and Development of the Next-Generation Avian Viral Vaccines

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Discussion

This framework enhances immune response with AI-driven epitope prediction and modeling for RNA and DNA viruses in poultry.

The AI-driven framework enables rapid design of multi-epitope vaccines, improving vaccine efficacy and development speed.
Advanced machine learning tools were utilized for epitope prediction and structural modeling, forecasting strong cellular responses.
In silico simulations indicated robust immune responses, including cytokine production and memory cell activation.
Challenges such as data quality and ethical considerations were also addressed, highlighting the importance of model interpretability.

Goud et al. (2025) studied this question.

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