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1 PowerMV Chemical Data Mining Environment S. Stanley Young Jun Feng and Jack Liu NISS MPDM, McMaster University 4 June 2005
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2 Outline 1.PowerMV, a chemistry data mining environment. 2.rSVD, robust singular value decomposition, Liu, Hawkins, Ghosh,Young, PNAS (2003). 3.Space-filling designs. 4.PharmID: complex problem.
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3 Environment 20k lines of interface code; 300k lines of algorithm code. ~0.75 man-years.
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4 SD File, 50 years old and bad! 1 -ISIS- 3D 20 22 0 0 0 0 0 0 0 0999 V2000 2.0680 1.5173 0.0000 C 0 0 0 0 0 2.9340 2.0173 0.0000 N 0 0 0 0 0 2.9340 3.0173 0.0000 C 0 0 0 0 0 3.8000 1.5173 0.0000 C 0 0 0 0 0 3.8000 0.5173 0.0000 C 0 0 0 0 0 4.6660 0.0173 0.0000 C 0 0 0 0 0 4.6660 -0.9827 0.0000 N 0 0 0 0 0 5.5321 -1.4827 0.0000 C 0 0 0 0 0 5.5321 -2.4827 0.0000 C 0 0 0 0 0 4.6660 -2.9827 0.0000 S 0 0 0 0 0 3.8000 -2.4827 0.0000 C 0 0 0 0 0 3.8000 -1.4827 0.0000 C 0 0 0 0 0 2.9061 -0.9480 0.0000 C 0 0 0 0 0 2.0000 -1.4619 0.0000 C 0 0 0 0 0 2.0000 -2.5035 0.0000 C 0 0 0 0 0 2.9061 -3.0173 0.0000 C 0 0 0 0 0 6.4260 -3.0173 0.0000 C 0 0 0 0 0 7.3321 -2.5035 0.0000 C 0 0 0 0 0 7.3321 -1.4619 0.0000 C 0 0 0 0 0 6.4260 -0.9480 0.0000 C 0 0 0 0 0 1 2 1 0 0 0 2 3 1 0 0 0 2 4 1 0 0 0 4 5 1 0 0 0 5 6 1 0 0 0 Etc.
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5 Smiles Chemical Notation CC1=CC=C(C=C1)S(=O)(=O)N(CC(O)=O)C2=CC(Cl)=CC=C2 CC1CCC(CC1)C(C)(C)C(CC(C)C)C2CCCC(C)C2
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6 Viewer
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7 Molecule Blow Up
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8 3D View
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9 Compute Molecular Descriptors, Drug-Like Properties
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10 Chemical Graphs and Properties
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11 Multiple Descriptor Types Numerical Topology!
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12 Similarity Searching, Motivating Paper
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13 Select a Target Compound
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14 Search Dialog
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15 Structure Comparison Window Target Neighbor Annotation
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16 Statistical Methods
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17 Free download : www.niss.org/PowerMV Summary Display SD. Compute descriptors. Cluster. Statistical analysis. Similarity search. Become NISS affiliate! 20k display code 300k algorithm code
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18 Contact Information Stan Young young@niss.org www.niss,org 919 685 9328 Jun Feng feng@niss.org Become a NISS Affiliate!
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19 Questions / Comments ?
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20 Computed Properties – Rule of 5
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21 Structure Comparison
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22 Neighbor List
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23 Attribute Comparison
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24 Annotated Data Bases 1.Stockwell ACL 2.ChemBank 3.Exploratory Centers for Chemoinformatics Research 4.Chemical Entities of Biological Interest 5.Commercial, e.g. GVK, ACS, MDDR, Ashgate
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25 Rule of Five
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26 Example: CNS Compounds
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27 Current NISS Research PharmID: Pharmacophore Identification Finds multiple binding modes! Selectivity. 1.NISS research. 2.Jun Feng, CompChem. 3.Seeking collaborators. 4.Become NISS affiliate.
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