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Published on: May 16, 2021
Current Approaches and Strategies Applied in First-in-class Drug Discovery.
Idrees Mohammed1, Someswar Rao Sagurthi1,2
1Drug Design & Molecular Medicine Laboratory, Department of Genetics & Biotechnology, Osmania University, Hyderabad, 500007, Telangana, India.
First-in-class drug discovery (FICDD) advances novel therapies by exploring new targets and mechanisms. This review covers screening approaches like phenotypic and target-based drug discovery, alongside AI and advanced methods for small molecule drug discovery.
Area of Science:
- Pharmacology and Drug Discovery
- Medicinal Chemistry
- Computational Biology
Background:
- First-in-class drug discovery (FICDD) is crucial for novel therapies targeting unmet diseases.
- Understanding unexplored biology and identifying new mechanisms of action (MOAs) are key FICDD goals.
- Current drug discovery relies on established screening methods and advanced technologies.
Purpose of the Study:
- To review current screening approaches in FICDD, including phenotypic drug discovery (PDD) and target-based drug discovery (TBDD).
- To highlight recent advancements and applications of functional genomics, structural biology, AI, and ML in FICDD.
- To overview medicinal chemistry strategies for hit identification and optimization, such as hit-to-lead (HTL) and lead optimization (LO).
Main Methods:
- Literature review and classification of screening approaches in small molecule drug discovery (SMDD).
- Discussion of PDD and TBDD methodologies with relevant examples.
- Analysis of advanced techniques including functional genomics, structural biology, AI, and ML in FICDD.
Main Results:
- FICDD employs diverse screening strategies, broadly categorized into PDD and TBDD.
- Advanced methods like AI, ML, and functional genomics are increasingly integrated into FICDD.
- Medicinal chemistry plays a vital role through hit-to-lead (HTL) and lead optimization (LO) processes.
Conclusions:
- FICDD is essential for developing innovative treatments and understanding complex diseases.
- A combination of traditional and advanced screening methods, alongside robust medicinal chemistry, drives successful FICDD.
- The integration of AI, ML, and genomics promises to accelerate the discovery of novel therapeutics.
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