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Hartung and Le Lab Joining Forces for the Joohns Hopkins Metabolomics Program
Thomas Hartung, Andre Kleensang & team Center for Alternatives to Animal Testing
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2010 1981 2012 Transatlantic Hub CAAT EU Policy Program
Stakeholder Platform
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Funding from industry, philanthropy and research funding agencies
The Bernice Barbour Foundation …and individuals
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The changing approach in Toxicology
Curated Legacy Data e.g. REACH, ToxRefDB, PubChem High-Throughput Screening e.g. ToxCast, Tox21 Omics techologies e.g. transcriptomics, metabolomics, exposomics High-Content Imaging e.g. EuToxRisk
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Why metabolomics? miRNomics (2,042 miRNAs) Metabolomics
Mammalian Species Genotype DNA Genomics (25,000 genes) RNA Transcriptomics (100,000 mRNAs) miRNAs miRNomics (2,042 miRNAs) Proteins Proteomics (1,000,000 proteins) Phenotype Metabolites Metabolomics (5,000-7,000 metabolites)
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METABOLOMICS 3 WORKSHOPS 2 INFODAYS ALTEX 2015 32, 319-326 ALTEX 2013
30,
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Mapping the Human Toxome by Systems Toxicology
Pathways of toxicology from multi-omics In vitro model omics data generation Pathways of Toxicity Software tools Validation tools Human Toxome Database Mapping the Human Toxome by Systems Toxicology NIH Transformative Research Grant 15 publications, 2 under review
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Untargeted Metabolomics – pros and cons
Sensitive Inexpensive Close to phenotype Little species differences Only thousands of parameters Biochemical pathways Small effect strengths Flux more important Fast changes Incomplete extractions and measurements Metabolite identification difficult QA incomplete
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Understanding Pathways of Toxicity with –Omics Technologies
Use a weighted correlation approach that clusters metabolites by network topology The resulting clusters can be used for further analysis with text-mining and other sources of high throughput data This approach is then compared to other pathway analysis results.
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Toxome Collaboratorium
A set of connected servers for all Toxome analysis, LIMS and data sharing needs Hosted in the Amazon cloud, accessible by all members Commercial and open source software Compendium of consortium-generated and relevant public domain datasets Portable, reusable, reference infrastructure Supported, easy to re-deploy, can be used by future efforts Amazon Cloud Integrated Biology Hamner Ontology Map GeneSpring PA OpenLAB ELN Metadata Microarrays Feature Extractor GeneSpring GX BioConductor NGS Avadis NGS Aligners GeneSpring MPP LC/MS MassHunter METLIN PCDL Commercial, Custom Open Source Software Scalable Computing Consortium Data Public Data CONFIDENTIAL
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Agilent Customized Software for Human Toxome Mapping
GeneSpring Workgroup Plus – server-based collaborative bioinformatics environment in Amazon cloud accessible to all members of the consortium Agilent BridgeDB – enhanced mapping metabolites onto biological pathways MassHunter ProFinder – new recursive batch extraction for metabolomics Correlation Analysis in GeneSpring for transcriptomics & metabolomics Methods Automation in MPP KEGG content in Pathway Architect Pathways-to-PCDL Feature Finding MassHunter Qual Identify ID Browser Alignment & Statistics MPP Pathways Pathway Architect
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The Human Toxome project
Muti-omics, karyotyping and competitive genome hybridization show for the first time the full extent of instability of a tumor cell line. QA for metabolomics Tailoring and integration of tools for PoT mapping Dedicated software tools, some already commercially available Workflow for pathway mapping established - first examples - scalable process Ongoing: PoT Annotation and Validation
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What this project is not….
…an endocrine disruptor screening project …a test development project …an academic publish or perish project …a five year project
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Nature blog at start 2 hour event in European Parliament Science coverage Nature coverage Lay press like LeMonde, La Recherche, Sueddeutsche Zeitung, BBC, RAI-1, Laboratorio 2000 NIEHS
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International expansion?
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Collaborations within JHU and beyond
Examples
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Goal: Make this experience and instrumentation available
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But some problems are – that’s were metabolomics come in!
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