Computational workflow limits need to ‘guess and check’ in the synthesis of complex molecules

For decades, chemists have tried to train computers to predict how different molecules can be synthesized, but existing approaches use ‘shortcut’ algorithms that are unreliable when the target is complex. Adding quantum-mechanical and statistical modelling at weak points in the algorithms can provide feedback to reroute the predictions towards successful chemical syntheses. Quantum-mechanical and statistical modelling helps to identify chemical synthesis intermediates.

Publication Details

Journal
Nature
Published
2025-02-26
DOI
https://doi.org/10.1038/d41586-025-00573-7
Citations
1
Primary Topic
Computational Drug Discovery Methods
Type
article
Field-Weighted Citation Impact
1.50
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article

Computational workflow limits need to ‘guess and check’ in the synthesis of complex molecules

1 citations
Nature
Computational Drug Discovery Methods
1.50
article

Computational workflow limits need to ‘guess and check’ in the synthesis of complex molecules

article en
1 citations

Abstract

For decades, chemists have tried to train computers to predict how different molecules can be synthesized, but existing approaches use ‘shortcut’ algorithms that are unreliable when the target is complex. Adding quantum-mechanical and statistical modelling at weak points in the algorithms can provide feedback to reroute the predictions towards successful chemical syntheses. Quantum-mechanical and statistical modelling helps to identify chemical synthesis intermediates.

Nature
Openalex Percentile: Top 19%
Computational Drug Discovery Methods
1.50
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Computational workflow limits need to ‘guess and check’ in the synthesis of complex molecules · Nature (2025) | TGRS Research Map | TGRS