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Predicting Off Target Hits in Drug Discovery

Screening Mutiple Binding Sites for Drug of Sunitinib

  • Sunitinib is a drug approved by the FDA on January 26, 2006, which is for the treatment of renal cell carcinoma (RCC) and imatinib-resistant gastrointestinal stromal tumor (GIST).
  • Sunitinib has multi-targeted receptors, (RTK, KIT and PDGFR inhibitors etc.)
  • Sunitinib with KIT protein receptor has 3D structure in PDB (3G0E)
  • The images of molecule, protein and binding site are displayed below.

 

  • Sunitinib binding site in 3G0E can be described by PFSC below.
  • The binding pocket is described by three fragments

 

  • With Probe Binding Site for Drug Discovery (PBSDD) technology, starting from Sunitinib binding site, the PF-PDB database was screened.  About 85,000 protein structures were screened to find out the similar binding site as Sunitinib. >
  • All results were ranked according the similarity score of PFSA-S and physiochemical property.  
  • Only structures on top of 85,000 protein structures were selected as higher similarity, which predicted potential binding sites for Sunitinib. Part results are shown below.

 

  • amples of the fingerprints of binding sites

 

  • Samples of alignments for structures with higher similarity score

 

  • From 200 structures with higher similarity score among 85,000 protein database (0.21%), hit targets were summed as below chart.
  • Top of chart shows the protein receptors which are detected by bio-assays. It is important that PBSDD result also hit most of these targets.
  • Bottom of chart is new target which predicted by PBSDD technology here.


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