Software:De Novo Drug Design Algorithms

From HandWiki

De novo drug design is a specialized approach within drug discovery, focusing on the creation of molecular structures with drug-like properties that are distinct from existing therapeutic agents. Unlike traditional drug development, which iteratively modifies known molecules, de novo methods generate novel structures from scratch, leveraging either rational or random approaches. [1] [2] [3]

This technique often utilizes detailed information about the target structure and known binders to generate new patterns of binding.[4]

List of Algorithms

The table below provides a list of algorithms designed for de novo drug design.

Article Name DOI Publication Date
LigBuilder
LigBuilder2
LigBuilder3
Popova-Tropsha
LigDream
MEGA
GroupBuild
Li-Liu
MoGADdrug
Polykovskiy-Kadurin
Ligand
DeepScaffold
reinvent-scaffold-decorator
GenStar
REINVENT 2.0
Masek
moo-denovo

See also

References

  1. Moon, Joseph B.; Howe, W.Jeffrey (January 1990). "3D database searching and de novo construction methods in molecular design". Tetrahedron Computer Methodology 3 (6): 697–711. doi:10.1016/0898-5529(90)90168-8. 
  2. Martinelli, Dominic D. (June 2022). "Generative machine learning for de novo drug discovery: A systematic review". Computers in Biology and Medicine 145. doi:10.1016/j.compbiomed.2022.105403. PMID 35339849. 
  3. Crucitti, Davide; Pérez Míguez, Carlos; Díaz Arias, José Ángel; Fernandez Prada, Diego Beltrán; Mosquera Orgueira, Adrián (25 January 2024). "De novo drug design through artificial intelligence: an introduction". Frontiers in Hematology 3. doi:10.3389/frhem.2024.1305741. 
  4. Tang, Yidan; Moretti, Rocco; Meiler, Jens (25 March 2024). "Recent Advances in Automated Structure-Based De Novo Drug Design". Journal of Chemical Information and Modeling 64 (6): 1794–1805. doi:10.1021/acs.jcim.4c00247. PMID 38485516.