Construction and validation of a phenotypic prediction model for bacterial gentamicin resistance using deep learning with gene sequences.

Abstract excerpt

The emergence of bacterial resistance to antibiotics poses a significant threat to human health; thus, there is an urgent need for new strategies in understanding the mechanisms of resistance and further fast prediction of it. Deep learning models offer promising solutions through analyzing genetic sequences in the prediction of bacterial resistance patterns. This study develops and validates a transformer-based...

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