articleDrug ResearchAug 29, 2025Closed access

Transforming Drug Therapy with Deep Learning: The Future of Personalized Medicine

Sinhgad Dental College and Hospital · International Institute of Information Technology · +3 more institutions

PubMed
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Abstract

Personalized medicine represents a paradigm shift in healthcare, aiming to tailor treatment strategies to the unique genetic, environmental, and lifestyle characteristics of individual patients. This approach holds immense potential for improving therapeutic efficacy and minimizing adverse drug reactions. With the rapid advancement of artificial intelligence, deep learning has emerged as a transformative tool in pharmacology, enabling precise modeling of complex biological data and uncovering hidden patterns in patient-specific information. This study investigates the application of deep learning techniques - such as Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), Transformer…

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