CNN-Based Detection of SARS-CoV-2 Variants Using Spike Protein Hydrophobicity DOI
Mohammad Jamhuri, Mohammad Isa Irawan, Imam Mukhlash

et al.

Published: Oct. 14, 2023

In the fight against COVID-19 pandemic, it is crucial to quickly and accurately identify SARS-Co V-2 variants due their ever-changing nature. this study, we introduce a novel approach utilizing Convolutional Neural Networks (CNN) classify spike protein sequences of virus, achieving an outstanding accuracy rate 99.75%. For method, transformed range sequences, representing diverse SARS-CoV-2 variants, into images using Kyte Doolittle method align with CNN input features. Comparative analyses existing methodologies demonstrate superior efficiency our in terms speed precision. Such advancements diagnostics play fundamental role shaping timely informed public health strategies. Our research results showcase potential deep learning tackling global challenges laying groundwork for future innovations virus diagnostics,

Language: Английский

Blueprint of a pandemic: Insights from SARS-CoV-2 genomics surveillance in Meghalaya, India DOI

Phibangipan Warjri,

Olisha Sumer,

Leader Langbang

et al.

Diagnostic Microbiology and Infectious Disease, Journal Year: 2024, Volume and Issue: 111(3), P. 116670 - 116670

Published: Dec. 26, 2024

Language: Английский

Citations

0
CNN-Based Detection of SARS-CoV-2 Variants Using Spike Protein Hydrophobicity DOI
Mohammad Jamhuri, Mohammad Isa Irawan, Imam Mukhlash

et al.

Published: Oct. 14, 2023

In the fight against COVID-19 pandemic, it is crucial to quickly and accurately identify SARS-Co V-2 variants due their ever-changing nature. this study, we introduce a novel approach utilizing Convolutional Neural Networks (CNN) classify spike protein sequences of virus, achieving an outstanding accuracy rate 99.75%. For method, transformed range sequences, representing diverse SARS-CoV-2 variants, into images using Kyte Doolittle method align with CNN input features. Comparative analyses existing methodologies demonstrate superior efficiency our in terms speed precision. Such advancements diagnostics play fundamental role shaping timely informed public health strategies. Our research results showcase potential deep learning tackling global challenges laying groundwork for future innovations virus diagnostics,

Language: Английский

Citations

0