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ChemSpider ,[object Object],[object Object],[object Object]
A Conversation of Possibilities. What if…? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Example Search 1 ,[object Object]
Example Search 1
Example Search 1
Example Search 2 ,[object Object]
Example Search 2
Complex Search
Search Open Access Journals – ChemSpider
Search PubMed – ChemSpider
ChemSpider Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Quality is a Major Issue
Curators - An Active Community ,[object Object]
Multi-level Curation and Approval
Post Comments, Add Data ,[object Object],[object Object],[object Object],[object Object],[object Object]
ChemSpider – Research in Progress ,[object Object],[object Object],[object Object],[object Object],[object Object]
LASSO  Ligand Activity by Surface Similarity Order  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],http://dx.doi.org/10.1007/s10822-007-9164-5
LASSO Descriptors on ChemSpider ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
LASSO Descriptors on ChemSpider
LASSO Searching Method 1 LASSO Searching Method 1 ,[object Object]
LASSO Searching Method 2
Example for ER enrichment ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Enrichment Plot ,[object Object],[object Object],[object Object],[object Object]
Data are 1 Week Old Work to be Done Yet To Validate Further ,[object Object],[object Object],[object Object],[object Object],[object Object]
FDA’s NCTR AR (Androgen Receptor)  ,[object Object],[object Object],[object Object],[object Object],[object Object]
General Trends?
ChemModLab + ChemSpider ECCR at North Carolina State Statistical Analysis Statistical  Model Selected Compounds Initial Compounds Active Compounds Screen Compounds Collection
ChemModLab ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
AID460 ,[object Object],[object Object],[object Object],[object Object],[object Object]
Results 2M commercial compounds taken from ChemSpider. Batches of 50k compounds processed.  42 batches on 12 processors takes about 12 minutes. Top 1000 predicted compounds selected Best model was Random Forest
PowerMV, 1000 predicted actives
Similarity Set 1
Similarity Set 2
ChemSpider and ChemModLab ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How Many People Visit ChemSpider? ,[object Object],[object Object]
A Conversation of Possibilities. What if…? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Where to from here? Short term ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Where to from here? Mid-term ,[object Object],[object Object],[object Object],[object Object],[object Object]

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How a Structure-Centric Community for Chemists Can Benefit Drug Discovery - Virtual Screening Experiments Utilizing a Publicly Accessible Ligand Database, QSAR Modeling Tools and a Virtual Docking Software Package