Persistent viruses like influenza, HIV, Coronavirus exemplify the challenge of viral escape, significantly hindering the development of long-lasting vaccines and effective treatments.  This study leverages a Long Short-Term Memory (LSTM) based deep learning architecture to analyze an extensive dataset of over 3.1 million unique viral spike protein sequences, with SARS-CoV-2 serving as the primary example. Our model, Escape Elite Network(EEN) outperforms existing methods in detecting escape mutations across diverse datasets.

Dataset Files

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[1] Prem Singh Bist, "Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond", IEEE Dataport, 2024. [Online]. Available: http://dx.doi.org/10.21227/66tt-at60. Accessed: Oct. 15, 2024.
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doi = {10.21227/66tt-at60},
url = {http://dx.doi.org/10.21227/66tt-at60},
author = {Prem Singh Bist },
publisher = {IEEE Dataport},
title = {Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond},
year = {2024} }
TY - DATA
T1 - Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond
AU - Prem Singh Bist
PY - 2024
PB - IEEE Dataport
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Prem Singh Bist. (2024). Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond. IEEE Dataport. http://dx.doi.org/10.21227/66tt-at60
Prem Singh Bist, 2024. Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond. Available at: http://dx.doi.org/10.21227/66tt-at60.
Prem Singh Bist. (2024). "Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond." Web.
1. Prem Singh Bist. Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond [Internet]. IEEE Dataport; 2024. Available from : http://dx.doi.org/10.21227/66tt-at60
Prem Singh Bist. "Dataset for Unveiling Viral Escape Mechanisms with Machine Learning: A Transformative Approach to Mutation Analysis for SARS-CoV-2 and Beyond." doi: 10.21227/66tt-at60