CONFIDENTIAL INFORMATION KnowTox, a Franco- Hungarian collaborative project relative to toxicity.
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Transcript of CONFIDENTIAL INFORMATION KnowTox, a Franco- Hungarian collaborative project relative to toxicity.
CONFIDENTIAL INFORMATION
KnowTox, a Franco-Hungarian
collaborative project relative to toxicity
CONFIDENTIAL INFORMATION
Overview
Aureus Pharma System
ChemAxon and Aureus Relationships
KnowTox project regarding drug-induced hepatotoxicity
CONFIDENTIAL INFORMATION
Knowledge Base
Integration Platform
Query Interface
Analysis/Display Applications
The Aureus Pharma System
CONFIDENTIAL INFORMATION
Aureus & ChemAxon
Business partnershipBusiness partnership
Integration of ChemAxon’s tools into our system
CONFIDENTIAL INFORMATION
Cheminformatic tools integrated in AurQUEST
CONFIDENTIAL INFORMATION
Aureus & ChemAxon
Business partnershipBusiness partnership
Integration of ChemAxon’s tools into our system
Aureus Aureus Research and innovation Research and innovation ProjectsProjects
Communication and Dissemination
CONFIDENTIAL INFORMATION
AureusDatabase
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Representation & Chemical SpaceMolecular descriptors & Fingerprints
Virtual ScreeningPharmacophoric
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314 Hits314 Hits
AurQuest(Biological Activity)
DiversityDiversityDBDB
45 Query45 Querystructuresstructures
Compounds Selection : 1. Molecular diversity and chemical originality2. Compounds availability38 compounds 38 compounds
ordered for ordered for testingtesting
Virtual Screening Study to Identify New T-type Calcium Channel Blockers
CONFIDENTIAL INFORMATION
Preliminary electrophysiology results
CONFIDENTIAL INFORMATION
Internal projects
Instant JChem
Screen
JKlustor
LibMCS (being tested)
Fragmenter (use in near future)
CONFIDENTIAL INFORMATION
Aureus & ChemAxon
Business partnershipBusiness partnership
Integration of ChemAxon’s tools into our system
Aureus Aureus Research and innovation ProjectsResearch and innovation Projects
Communication and Dissemination
Collaborative Collaborative Eureka Eureka project :project :
Knowtox
CONFIDENTIAL INFORMATION
Drug-induced toxicity
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5
10
15
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Clinical safety
Efficacy
Formulation
PK/Bioavailability
Commercial
Toxicology
Cost of goods
Unknown/other
1991 2000
Att
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(%
)Nature Reviews Drug Discovery 2004, 3: 711-715.
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% o
f al
l ad
van
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(n=
88)
Cardiovascular
Liver
Teratogenicity
Hematologic
CNS / PNS
RetinaM
utagenicity / clastogenicity
Reproductive toxicity
Gastrointestinal / pancreatic
Muscle
Target organ or tissue
Sites for Toxicology Attrition
Chem. Res. Toxicol. 2007, 20: 344-369.
Drugs withdrawn recently for hepatotoxicity
- Bromfenac reactive metabolite- Troglitazone reactive metabolite- Nefazodone reactive metabolite- Pemoline
Predicting drug toxicity - Bioactivation alerts - Knowledge of toxicity pathways
CONFIDENTIAL INFORMATION
Predictive Toxicology European REACH (Registration, Evaluation, and
Authorization of Chemicals) system Alternative methods predictive tools in toxicology Collection of high-quality data
European work programme FP7 Theme 1 - Health
Theme 6 – Environment
Joint Technology Initiative for Innovative MedicinesInnoMed PredTox (FP6)
PREDICTING SUITABILITY, SAFETY AND EFFICACY OF THERAPIES.HEALTH-2007-1.3-1: Novel alternative testing strategies for use in pharmaceutical discovery and development.HEALTH-2007-1.3-2: Bottlenecks in reduction, refinement and replacement of animal testing in pharmaceutical discovery and development.HEALTH-2007-1.3-3: Promotion, development, validation, acceptance and implementation of QSARs (quantitative structure-activity relationship) for toxicology.HEALTH-2007-1.3-4: Alternative testing strategies for the assessment of the toxicological profile of nanoparticles used in medical diagnostics.HEALTH-2007-1.3-5: In silico modelling for ADMET outcomes.
ENVIRONMENTAL TECHNOLOGIES: TECHNOLOGY ASSESSMENT, VERIFICATION AND TESTINGENV-2007-3.3.1-1: In silico techniques for hazard-, safety-, and environmental risk-assessment.ENV-2007-3.3.1-2: Defining of a long-term research strategy for the full replacement of animal tests for repeat dose systemic toxicity.
CONFIDENTIAL INFORMATION
Global Project
Knowledge base on drug-induced hepatotoxicity mined from literature
Chemical and biological liver toxicity information for reference compounds associated with ADME properties Preclinical and clinical studies Query software tool for efficient data mining and exploitation
Software tools for predicting metabolism and toxicity
Metabolite prediction Metabolic stability prediction Hepatotoxicity prediction
CONFIDENTIAL INFORMATION
Define and Design database structure
Integrate literature
Provide datasets for model building
Define data needed for building the models
Identify pertinent literature Build the model
• Help to define database structure and content • Validate it
Validate predictive software tools
- sanofi-aventis- Aureus Pharma- ChemAxon/Univ. Budapest
Partners and involvement
CONFIDENTIAL INFORMATION
Deliverables
New knowledgebase focused on hepatotoxicity
Database structure suitable for internal data management purpose
Metabolism prediction module
Toxicity prediction software
CONFIDENTIAL INFORMATION
KnowTox database 1st version
Molecules tested as or reported as hepatoxicants Biological quantitative / qualitative in vitro or in vivo
activity Biological protocol description and details Bibliographical sources Links to external resources
CONFIDENTIAL INFORMATION
Typical Queries
1. What are similar compounds to my potential hepatoxicant in term of given hepatotoxic biomarkers?
2. What are toxicological information regarding a particular chemical substructure or therapeutic class?
3. What are the histological endpoints of compounds of interest?
4. What type of cellular dysfunction injury has been described for compounds of interest?…
CONFIDENTIAL INFORMATION
Ask a (chemical and / or biological) question
Retrieve biological information
AurQUEST Query software characteristics
Retrieve a list of compounds
Retrieve detailed protocols & links to bibliographical sources
CONFIDENTIAL INFORMATION
Metabolizer characteristics
Metabolizer
Reactor Biotransformation library
xenobiotics
Metabolites
CONFIDENTIAL INFORMATION
Toxicity prediction
Toxicity Calculator
Fragmenter EvaluatorCalculator
pluginCalculator
pluginCalculator
plugin
xenobiotics Metabolites+ stability
Toxicity data
Predicted toxicity
CONFIDENTIAL INFORMATION
KnowTox Added-Value
Complete package for integration in drug discovery process
Quick search and retrieval of information Improved efficiency to manage such
undesirable events Better risk assessment (management and
anticipation) Impact on probability of success to
market new drugs
CONFIDENTIAL INFORMATION
Acknowledgments
Miklos VargyasGyörgy PirokFerenc Csizmadia
György Horvai
Gilles LabbeEmmanuela AlyFrédéric Galli
François PetitetIsmaïl IjjaaliKM & IT teams
CONFIDENTIAL INFORMATION
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