Using Artificial Intelligence (AI), a robot can find new reactions and molecules which can reduce the cost of discovering new molecules for drugs.
Using Artificial Intelligence (AI), scientists have trained a robot to automatically explore a very large number of chemical reactions which can reduce the cost of discovering new molecules for drugs. The findings of the study are published in the journal Nature. The researchers believe that the "self-driving" system, underpinned by Machine Learning (ML) algorithms, could also help discover new chemical products including materials, polymers, and molecules for high tech applications like imaging.
‘Using Artificial Intelligence (AI), Robot Chemist developed a new approach that can be a key step in the digitization of chemistry. Scientists have trained a robot to automatically explore chemical space leading to new discoveries of drugs, interesting molecules with valuable applications which can reduce cost, time, and improve safety, thereby help in reducing waste, and enable chemistry to enter a new digital era.’
The robot can find new reactions and molecules, allowing a digital-chemical data-driven approach to locating new molecules of interest, rather than being confined to a known database and the normal rules of organic synthesis. "This approach is a key step in the digitization of chemistry and will allow real-time searching of chemical space leading to new discoveries of drugs, interesting molecules with valuable applications, and cutting cost, time, and crucially improving safety, reducing waste, and helping chemistry enter a new digital era," said lead researcher Leroy (Lee) Cronin, Professor at University of Glasgow in Britain.
The team demonstrated the system's potential by searching around 1,000 reactions using combinations of 18 different starting chemicals.
After exploring only around 100, or 10 percent, of the possible reactions, the robot was able to predict with over 80 percent accuracy which combinations of starting chemicals should be explored to create new reactions and molecules, the study said.
By exploring these reactions, they discovered a range of previously unknown new molecules and reactions, with one of the reactions classed to within the top one percent of the most unique reactions known, the study said.
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