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Drug Screening of Primary Patient Derived Tumor Xenografts in Zebrafish
Published on: April 10, 2020
Automatic tailoring and transplanting: a practical method that makes virtual screening more useful.
Yan Li1, Yuan Zhao, Zhihai Liu
1State Key Laboratory of Bioorganic Chemistry, Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences, Shanghai, People's Republic of China.
We developed Automatic Tailoring and Transplanting (AutoT&T) to optimize drug leads using virtual screening results. This method efficiently generates diverse, potent molecules by transplanting fragments, outperforming existing de novo design approaches.
Area of Science:
- Computational Chemistry
- Drug Design
- Medicinal Chemistry
Background:
- Virtual screening is crucial for lead discovery in structure-based drug design.
- Lead optimization typically employs separate computational methods like de novo design.
- A gap exists in efficiently leveraging virtual screening data for lead optimization.
Purpose of the Study:
- To introduce Automatic Tailoring and Transplanting (AutoT&T), a novel method for lead optimization.
- To demonstrate AutoT&T's capability in utilizing virtual screening hits for generating optimized ligands.
- To compare AutoT&T's performance against established de novo design methods.
Main Methods:
- AutoT&T detects and transplants suitable fragments from virtual screening hits onto lead compounds.
- The method incorporates binding affinity, synthetic feasibility, and drug-likeness in design selection.
- The program was validated using three target proteins: p38 MAP kinase, PPAR-α, and Mcl-1.
Main Results:
- AutoT&T generated known or similar inhibitors with improved potency for p38 MAP kinase and PPAR-α.
- Novel ligand molecules were designed from scratch for Mcl-1 using AutoT&T.
- AutoT&T produced more structurally diverse and higher-scoring compounds than LUDI and EA-Inventor.
- The AutoT&T method demonstrated several-fold greater efficiency compared to LUDI and EA-Inventor.
Conclusions:
- AutoT&T offers technical advantages over traditional de novo design methods.
- This approach effectively bridges virtual screening from lead discovery to lead optimization.
- AutoT&T serves as a valuable tool for researchers in drug design and optimization.
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