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. 2023 Nov 29;11:1292027. doi: 10.3389/fchem.2023.1292027

TABLE 2.

Examples of software tools and resources used in the Make phase of the DMTA cycle.

Name Description References/Examples
ASKCOS Machine-learning based; single- and multistep retrosynthesis; condition recommendation; forward reaction outcome and evaluation Struble et al. (2019)
Synthia™ (Chematica) Manual and computer-aided retrosynthesis; User-defined rules and filters; direct link and metadata to commercially available and known building blocks Grzybowski et al. (2018); Klucznik et al. (2018)
IBM-RXN Molecular Transformer-based models for retrosynthesis, and forward reaction prediction Schwaller et al. (2021)
ICSYNTH Retrosynthesis analysis; machine-learned chemical rules; not limited to organic reactions Bøgevig et al. (2015)
Spaya Machine learning-based tool for full retrosynthetic analysis Iktos, (2023b)
Reaxys Predictive retrosynthesis with deep neural networks train on Reaxys data Elsevier, (2023)
ChemFinder™ Ultra Database management and structure search; retrieval of chemical and biological data (documents, structures, reactions, properties, etc.); property calculation Aldrich, (2023)
CAS SciFindern Search engine; retrieval of chemical data (structures, reactions, properties, etc.); linked to the CAS Content Collection™ CAS, (2023)
ReactionSage™ AI-based reaction pathway prediction; retrosynthesis, and forward reaction prediction KEBOTIX, (2023)