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[Applications of artificial intelligence to new drug development]
1Centre d'innovation thérapeutique maladies immuno-inflammatoires, Servier, 50, rue Carnot, 92284 Suresnes cedex, France.
Artificial intelligence (AI) accelerates drug discovery by analyzing patient data to identify therapeutic targets and optimize treatments. This computational approach enables personalized medicine, tailoring therapies to individual patient characteristics for better health outcomes.
Area of Science:
- Biotechnology
- Computational Biology
- Pharmacology
Background:
- Artificial intelligence (AI) integrates sensing, thinking, acting, and learning.
- AI leverages massive data integration and probabilistic modeling for decision-making.
- Technological advancements enable AI to process complex biological and chemical data.
Purpose of the Study:
- To explore AI's role in drug discovery and development.
- To highlight AI's capability in generating disease models and identifying therapeutic targets.
- To discuss AI's contribution to precision medicine and personalized therapies.
Main Methods:
- AI-driven integration of big multimodal patient data.
- Generation of probabilistic models for disease pathophysiology.
- Computational analysis for drug identification, optimization, and repurposing.
Main Results:
- AI models represent patient heterogeneity and identify causally linked therapeutic targets.
- AI aids in discovering and optimizing drugs and repurposing existing ones.
- AI supports biomarker identification, combination therapy selection, and innovative clinical trial design.
Conclusions:
- The convergence of AI, biotechnology, and drug sciences is driving computational precision medicine.
- AI facilitates the development of therapies precisely tailored to individual patient profiles.
- AI-powered approaches promise to yield novel preventive measures and treatments.
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