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Applying Cheminformatics to Develop a Structure Searchable Database of Analytical Methods
Published on: June 6, 2025
SMARTS-RX: a SMARTS-based representation of chemical functions for reactivity analysis
Thierry Kogej1, Christos Kannas2, Samuel Genheden2
1Molecular AI, Discovery Sciences, R&D AstraZeneca, 431 83, Gothenburg, Sweden. thierry.kogej@astrazeneca.com.
None:
Chemical functional group annotation provides a mechanistically meaningful framework to interpret model outcomes and guide synthetic strategies. Here, we present SMARTS-RX-a curated, hierarchical ontology of 406 SMARTS-based functional group descriptors-designed to characterize chemically relevant and reactive functionalities in small molecules. SMARTS-RX achieves a balance between granularity and computational efficiency by focusing on functional groups central to pharmaceutical synthesis and medicinal chemistry. We describe the development of SMARTS-RX, including its systematic nomenclature and SMARTS encoding, which enable precise tracking of chemical environments. The utility of SMARTS-RX for mapping chemical reactivity is demonstrated through analyses of functional group distributions across major reaction types, using large-scale datasets from AstraZeneca's Electronic Lab Notebooks and Reaxys. Finally, we illustrate how this SMARTS library can be applied to guide building-block selection from commercial catalogues. A public GitHub repository has been created aiming for a continuous improvement of the current SMARTS_RX.Scientific Contribution: SMARTS-RX introduces a curated, hierarchical ontology of 406 SMARTS-based descriptors prioritizing pharmaceutical relevance and mechanistic interpretability. Distinct from prior efforts, SMARTS-RX encodes detailed chemical environments to improve reactivity mapping and feature extraction for both expert analysis and computational modelling. This resource advances functional group annotation by balancing chemical specificity and computational performance, supporting reproducible and scalable cheminformatics research.
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Introduction to Functional Groups
Functional groups are group of atoms with specific chemical properties that occur within organic molecules and sometimes denoted as “R”. Functional groups are found along the carbon backbone of macromolecules can form chains or rings of carbon atoms. Functional groups can “functionalize” a compound by enabling it to adopt different physical and chemical properties.
Types of common functional groups
The table below summarizes some of the major functional groups in organic chemistry....
Functional Groups
Functional Groups
Overview of Advanced Functional Groups
Functional groups are groups of atoms with specific chemical properties that occur within organic molecules and are sometimes denoted as “R”. Functional groups can “functionalize” a compound by enabling it to adopt different physical and chemical properties.
Types of Advanced Functional Groups
The table below summarizes some of the major functional groups in organic chemistry.

