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Raport de cercetare - Lorentz JÄNTSCHI

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parameters that relate to the phenomenon<br />

o Exploring novel estrogen receptors and more...<br />

MLI in Numbers<br />

NM MLSC (3-year summary) U54MH074425<br />

Summary Assays NMMLSC<br />

Integrated Discovery Teams<br />

HyperCyt<br />

Integration of VS & HTS<br />

GPR30 - A Novel Estrogen Target for MLI<br />

2D Similarity<br />

Shape Similarity - ROCS<br />

Electrostatic Similarity - EON<br />

In Silico Screening: Bet on all horses…<br />

Summary of Estrogen Receptors Results<br />

Biomolecular Screening Results<br />

Virtual and Biomolecular Screening Workflow<br />

Probe Discovery At NMMLSC<br />

How Many Drug Targets?<br />

WOMBAT-PK<br />

Measured Data in WOMBAT-PK<br />

Drug Targets & Dis-ease<br />

The Fitness Landscape<br />

Multi-Target Binding Affinity Cliffs<br />

Mono-Target Drugs<br />

Current Drugs Classification<br />

Unique Drug Targets by Class<br />

Urban Legend…<br />

Drug Targets Revisited<br />

From DrugBank<br />

What are the relevant drug metabolizing enzymes?<br />

The Problem with unique lists…<br />

More realistic? Overview of drug metabolism<br />

o Tutorial: Impact of dataset composition on mo<strong>de</strong>ls performance<br />

Software<br />

• R<br />

• Weka<br />

Datasets<br />

Mo<strong>de</strong>l building<br />

• Descriptors<br />

• Data files<br />

• Obtaining and validation of the mo<strong>de</strong>ls<br />

• Extracting the training and the external related test set from the<br />

Cherkasov dataset<br />

• Build and analyze a Bayesian mo<strong>de</strong>l<br />

• External validations on unrelated test set<br />

Detection of the bias: profiling of data sets<br />

o Molecular <strong>de</strong>scriptors: an overview<br />

The chemical data<br />

Molecular structure<br />

Some historical notes<br />

Molecular <strong>de</strong>scriptors intro<br />

• The role of the molecular <strong>de</strong>scriptors<br />

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