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Published on: April 26, 2024
SynCraft: an integrated web server for ADMET-aware retrosynthesis and molecular design
Qahtan Adnan Aljanabi1, Zhijian Huang1, Jinmiao Song2
1School of Computer Science and Engineering, Central South University, Changsha 410083, China.
Nucleic Acids Research
|May 14, 2026
Summary
SynCraft integrates drug synthesis planning with safety evaluation in one workflow. This tool helps identify hazardous intermediates early, improving drug candidate design and safety.
Area of Science:
- Computational chemistry
- Drug discovery
- Medicinal chemistry
Background:
- Drug candidate design requires balancing synthetic feasibility and pharmacokinetic safety.
- Current computational tools often separate retrosynthesis and ADMET evaluation, leading to inefficient workflows.
Purpose of the Study:
- To present SynCraft, a unified web server integrating retrosynthesis and real-time ADMET evaluation.
- To streamline the drug design process by automating route planning and safety assessment.
Main Methods:
- Developed a web server (SynCraft) integrating template-based retrosynthesis with a multi-view learning ADMET prediction framework.
- Automated multi-step retrosynthetic planning with simultaneous safety and drug-likeness assessment of intermediates.
- Implemented interactive visualization and analysis tools for synthetic accessibility, complexity, and drug-likeness.
Main Results:
- SynCraft successfully integrates retrosynthesis and ADMET evaluation in a single workflow.
- The server automatically identifies potentially hazardous intermediates with colour-coded warnings.
- A case study on imatinib demonstrated SynCraft's ability to detect typically overlooked genotoxic intermediates.
Conclusions:
- SynCraft offers a practical solution for safety-aware drug candidate design by unifying synthetic route planning and ADMET evaluation.
- The tool enhances efficiency and safety in drug discovery by providing real-time assessment of intermediates.
- The web server is accessible at https://syncraft.denglab.org for broader use in the scientific community.
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