SlideShare ist ein Scribd-Unternehmen logo
1 von 32
Downloaden Sie, um offline zu lesen
Alejandra González-Beltrán, Ph.D
University of Oxford e-Research Centre, UK
From experimental planning to data publication:
the ISA infrastructure
and case studies in toxicology
alejandra.gonzalezbeltran@oerc.ox.ac.uk
OpenTox Europe - Mainz, Germany - 30th September, 2013
1
2
The data workflow
Data
Scientist
Visualization
Analysis
Planning
Data
Management
Data CollectionPublication
Use existing
data
Perform new
experiment
3
The data workflow
Data
Scientist
Visualization
Analysis
Planning
Data
Management
Data CollectionPublication
Use existing
data
Perform new
experiment
metadata
metadata
metadata
metadata
metadata
metadata
metadata tracking
infrastructure
4
Data
Scientist
Visualization
Analysis
Planning
Data
Management
Data CollectionPublication
Use existing
data
Perform new
experiment
metadata
metadata
metadata
metadata
metadata
metadata
Traceability
Assessment
Accountability
Evidence
Reusability
Reproducibility
Storage
Mining
Provenance
5
sem
antics
structure
6
sem
antics
structure
investigation
study
assay
7
8
infrastructureThe
generic format for experimental
description and data exchange
open source software toolscommunity engagement
11
Run Assays4
SAMPLE1
SAMPLE2
SAMPLE3
SAMPLE4
SAMPLE5
SAMPLE6
SAMPLE7
SAMPLE8
SAMPLE9
SAMPLE10
SAMPLE11
SAMPLE 1
SAMPLE 2
SAMPLE 3
SAMPLE 4
SAMPLE 5
SAMPLE 6
SAMPLE 7
SAMPLE 8
SAMPLE 9
SAMPLE 10
SAMPLE 11
FILE 1
FILE 2
FILE 3
FILE 4
FILE 5
FILE 6
FILE 7
FILE 8
FIL
FIL
FIL
Experiment Design Analysis
Arabidopsis thaliana
Treatment groups
70% 90% 100%
Collect Samples1 2 3 5
6
Parses ISA-Tab datasets into R objects, allowing to update them and save them after
analysis.
Bridges the ISA-Tab metadata to analysis pipelines of specific assay types, by building
objects for use in other R packages downstream: currently considering mass
spectrometry (xmcs package, xcmsSet) and DNA microarray (Biobase package,
ExpressionSet)
Suggests packages in BioConductor that might be relevant for an assay type, according
to the BioCViews annotations.
Gonzalez-Beltran et al. The Risa R/Bioconductor package:
integrative data analysis from experimental metadata and
back again. In press
Data Publication with
• New open-access, online-only publication for
descriptions of scientifically valuable datasets
• Only content type: Data Descriptor, narrative
+ structured parts
• Initially focused on the life, environmental and
biomedical sciences
• Data Descriptor will be complementary to
traditional research journals and data
repositories
• Designed to foster data sharing and reuse, and
ultimately to accelerate scientific discoverywww.nature.com/scientificdata
Data Publication with
http://www.nature.com/scientificdata/
• New open-access, online-only publication for
descriptions of scientifically valuable datasets
• Only content type: Data Descriptor, narrative
+ structured parts
• Initially focused on the life, environmental and
biomedical sciences
• Data Descriptor will be complementary to
traditional research journals and data
repositories
• Designed to foster data sharing and reuse, and
ultimately to accelerate scientific discoverywww.nature.com/scientificdata
Data Publication with
http://www.nature.com/scientificdata/
http://gigasciencejournal.com
1
20
A growing ecosystem of over 30 public and internal resources
using the ISA metadata tracking framework (ISA-Tab and/or
format) to facilitate standards-compliant collection, curation,
management and reuse of investigations in an increasingly diverse set
of life science domains, including:
• stem cell discovery
• system biology
• transcriptomics
• toxicogenomics
• also by communities working to build a library of cellular
signatures
• environmental health
• environmental genomics
• metabolomics
• metagenomics
• nanotechnology
• proteomics
21
Toxicity data
http://xkcd.com/1260/
22
Suter et al 2011. EU Framework 6 Project: Predictive Toxicology (PredTox)—overview and outcome.
Boitier et al 2011.A comparative integrated transcript analysis and functional characterization of differential mechanisms
for induction of liver hypertrophy in the rat
InnoMed PredTox Project
Goal: earlier pre-clinical safety evaluation by combining results from ‘omics
technologies and conventional toxicology methods
23
2-week systemic rat study using male Wistar rats (N=15 per dose group)
14 proprietary drug
candidates from
participating companies
and 2 reference toxic
compounds
24
25
26 http://www.ebi.ac.uk/bioinvindex/study.seam?studyId=BII-S-8
27
Data Infrastructure for Chemical Safety
http://www.dixa-fp7.eu/about
28
Kohonen et al. 2013 The ToxBank Data Warehouse: a research cluster of 7
EU FP7 Health systems toxicology and toxicogenomics projects.
Safety Evaluation Ultimately Replacing Animal Testing-1 (SEURAT-1): looking at improving safety
assessment without the need for animal experiments
ToxBank: cross-cluster infrastructure project
http://toxbank.net
29
https://wiki.nci.nih.gov/display/ICR/ISA-TAB-Nano
Nanotechnology
Informatics Working Group
Thomas et al. 2013 ISA-TAB-Nano: A specification for sharing nanomaterial
research data in spreadsheet-based format
Baker et al. 2013 Standardizing data
ISA-TAB-Nano
Extension of ISA-TAB format to represent
nano-materials, small molecules and
biological specimens along with their assay
characterisation data
30
Data
Scientist
Visualization
Analysis
Planning
Data
Management
Data CollectionPublication
31
Questions?
You can email us...
isatools@googlegroups.com
View our blog
http://isatools.wordpress.com
Follow us onTwitter
@isatools
View our website
http://www.isa-tools.org
View our Git repo & contribute
http://github.com/ISA-tools

Weitere ähnliche Inhalte

Was ist angesagt?

Ontomaton icbo2013-alternative order-t_wv3
Ontomaton icbo2013-alternative order-t_wv3Ontomaton icbo2013-alternative order-t_wv3
Ontomaton icbo2013-alternative order-t_wv3Philippe Rocca-Serra
 
Aspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth ScienceAspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth ScienceRaul Palma
 
Being Reproducible: SSBSS Summer School 2017
Being Reproducible: SSBSS Summer School 2017Being Reproducible: SSBSS Summer School 2017
Being Reproducible: SSBSS Summer School 2017Carole Goble
 
The Research Object Initiative: Frameworks and Use Cases
The Research Object Initiative:Frameworks and Use CasesThe Research Object Initiative:Frameworks and Use Cases
The Research Object Initiative: Frameworks and Use CasesCarole Goble
 
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksResults Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksCarole Goble
 
Being FAIR: FAIR data and model management SSBSS 2017 Summer School
Being FAIR:  FAIR data and model management SSBSS 2017 Summer SchoolBeing FAIR:  FAIR data and model management SSBSS 2017 Summer School
Being FAIR: FAIR data and model management SSBSS 2017 Summer SchoolCarole Goble
 
Advanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven ResearchAdvanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven ResearchEuropean Bioinformatics Institute
 
RARE and FAIR Science: Reproducibility and Research Objects
RARE and FAIR Science: Reproducibility and Research ObjectsRARE and FAIR Science: Reproducibility and Research Objects
RARE and FAIR Science: Reproducibility and Research ObjectsCarole Goble
 
The Rhetoric of Research Objects
The Rhetoric of Research ObjectsThe Rhetoric of Research Objects
The Rhetoric of Research ObjectsCarole Goble
 
FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...
FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...
FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...Carole Goble
 
The beauty of workflows and models
The beauty of workflows and modelsThe beauty of workflows and models
The beauty of workflows and modelsmyGrid team
 
The Seven Deadly Sins of Bioinformatics
The Seven Deadly Sins of BioinformaticsThe Seven Deadly Sins of Bioinformatics
The Seven Deadly Sins of BioinformaticsDuncan Hull
 
SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...Carole Goble
 
Advances in Scientific Workflow Environments
Advances in Scientific Workflow EnvironmentsAdvances in Scientific Workflow Environments
Advances in Scientific Workflow EnvironmentsCarole Goble
 

Was ist angesagt? (20)

UKON 2014
UKON 2014UKON 2014
UKON 2014
 
4A2B2C-2013
4A2B2C-20134A2B2C-2013
4A2B2C-2013
 
Ontomaton icbo2013-alternative order-t_wv3
Ontomaton icbo2013-alternative order-t_wv3Ontomaton icbo2013-alternative order-t_wv3
Ontomaton icbo2013-alternative order-t_wv3
 
Aspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth ScienceAspects of Reproducibility in Earth Science
Aspects of Reproducibility in Earth Science
 
Being Reproducible: SSBSS Summer School 2017
Being Reproducible: SSBSS Summer School 2017Being Reproducible: SSBSS Summer School 2017
Being Reproducible: SSBSS Summer School 2017
 
ROHub
ROHubROHub
ROHub
 
DCC Keynote 2007
DCC Keynote 2007DCC Keynote 2007
DCC Keynote 2007
 
The Research Object Initiative: Frameworks and Use Cases
The Research Object Initiative:Frameworks and Use CasesThe Research Object Initiative:Frameworks and Use Cases
The Research Object Initiative: Frameworks and Use Cases
 
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object FrameworksResults Vary: The Pragmatics of Reproducibility and Research Object Frameworks
Results Vary: The Pragmatics of Reproducibility and Research Object Frameworks
 
2016 davis-plantbio
2016 davis-plantbio2016 davis-plantbio
2016 davis-plantbio
 
CV_10/17
CV_10/17CV_10/17
CV_10/17
 
Being FAIR: FAIR data and model management SSBSS 2017 Summer School
Being FAIR:  FAIR data and model management SSBSS 2017 Summer SchoolBeing FAIR:  FAIR data and model management SSBSS 2017 Summer School
Being FAIR: FAIR data and model management SSBSS 2017 Summer School
 
Advanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven ResearchAdvanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven Research
 
RARE and FAIR Science: Reproducibility and Research Objects
RARE and FAIR Science: Reproducibility and Research ObjectsRARE and FAIR Science: Reproducibility and Research Objects
RARE and FAIR Science: Reproducibility and Research Objects
 
The Rhetoric of Research Objects
The Rhetoric of Research ObjectsThe Rhetoric of Research Objects
The Rhetoric of Research Objects
 
FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...
FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...
FAIRDOM - FAIR Asset management and sharing experiences in Systems and Synthe...
 
The beauty of workflows and models
The beauty of workflows and modelsThe beauty of workflows and models
The beauty of workflows and models
 
The Seven Deadly Sins of Bioinformatics
The Seven Deadly Sins of BioinformaticsThe Seven Deadly Sins of Bioinformatics
The Seven Deadly Sins of Bioinformatics
 
SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...
 
Advances in Scientific Workflow Environments
Advances in Scientific Workflow EnvironmentsAdvances in Scientific Workflow Environments
Advances in Scientific Workflow Environments
 

Ähnlich wie OpenTox Europe 2013

ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...Carole Goble
 
Data Integration vs Transparency: Tackling the tension
Data Integration vs Transparency: Tackling the tensionData Integration vs Transparency: Tackling the tension
Data Integration vs Transparency: Tackling the tensionPaul Groth
 
ANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MINING
ANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MININGANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MINING
ANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MININGijbbjournal
 
Standards and tools for model management in biomedical research
Standards and tools for model management in biomedical researchStandards and tools for model management in biomedical research
Standards and tools for model management in biomedical researchUniversity Medicine Greifswald
 
Integrated Analysis of Toxicology Data supported by ToxBank
Integrated Analysis of Toxicology Data supported by ToxBankIntegrated Analysis of Toxicology Data supported by ToxBank
Integrated Analysis of Toxicology Data supported by ToxBankBarry Hardy
 
Metadata challenges research and re-usable data - BioSharing, ISA and STATO
Metadata challenges research and re-usable data - BioSharing, ISA and STATOMetadata challenges research and re-usable data - BioSharing, ISA and STATO
Metadata challenges research and re-usable data - BioSharing, ISA and STATOAlejandra Gonzalez-Beltran
 
Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020Alexander Pico
 
Transparency in the Data Supply Chain
Transparency in the Data Supply ChainTransparency in the Data Supply Chain
Transparency in the Data Supply ChainPaul Groth
 
2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europe2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europeopen_phacts
 
International Cancer Genomics Consortium (ICGC) Data Coordinating Center
International Cancer Genomics Consortium (ICGC) Data Coordinating CenterInternational Cancer Genomics Consortium (ICGC) Data Coordinating Center
International Cancer Genomics Consortium (ICGC) Data Coordinating CenterNeuro, McGill University
 
OpenTox - an open community and framework supporting predictive toxicology an...
OpenTox - an open community and framework supporting predictive toxicology an...OpenTox - an open community and framework supporting predictive toxicology an...
OpenTox - an open community and framework supporting predictive toxicology an...Barry Hardy
 
2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)Michael Atkins
 
2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAGopen_phacts
 
The eCrystals Federation
The eCrystals FederationThe eCrystals Federation
The eCrystals FederationManjulaPatel
 
From data to knowledge – the Ondex System for integrating Life Sciences data ...
From data to knowledge – the Ondex System for integrating Life Sciences data ...From data to knowledge – the Ondex System for integrating Life Sciences data ...
From data to knowledge – the Ondex System for integrating Life Sciences data ...Catherine Canevet
 
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...Alejandra Gonzalez-Beltran
 
Model repositories and standard formats for model reusability
Model repositories and standard formats for model reusabilityModel repositories and standard formats for model reusability
Model repositories and standard formats for model reusabilityUniversity Medicine Greifswald
 
V1_I1_2012_Paper5.doc
V1_I1_2012_Paper5.docV1_I1_2012_Paper5.doc
V1_I1_2012_Paper5.docpraveena06
 

Ähnlich wie OpenTox Europe 2013 (20)

ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
ISMB/ECCB 2013 Keynote Goble Results may vary: what is reproducible? why do o...
 
Data Integration vs Transparency: Tackling the tension
Data Integration vs Transparency: Tackling the tensionData Integration vs Transparency: Tackling the tension
Data Integration vs Transparency: Tackling the tension
 
ANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MINING
ANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MININGANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MINING
ANALYSIS OF PROTEIN MICROARRAY DATA USING DATA MINING
 
Standards and tools for model management in biomedical research
Standards and tools for model management in biomedical researchStandards and tools for model management in biomedical research
Standards and tools for model management in biomedical research
 
Integrated Analysis of Toxicology Data supported by ToxBank
Integrated Analysis of Toxicology Data supported by ToxBankIntegrated Analysis of Toxicology Data supported by ToxBank
Integrated Analysis of Toxicology Data supported by ToxBank
 
eScience-School-Oct2012-Campinas-Brazil
eScience-School-Oct2012-Campinas-BrazileScience-School-Oct2012-Campinas-Brazil
eScience-School-Oct2012-Campinas-Brazil
 
Metadata challenges research and re-usable data - BioSharing, ISA and STATO
Metadata challenges research and re-usable data - BioSharing, ISA and STATOMetadata challenges research and re-usable data - BioSharing, ISA and STATO
Metadata challenges research and re-usable data - BioSharing, ISA and STATO
 
Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020Overall Vision for NRNB: 2015-2020
Overall Vision for NRNB: 2015-2020
 
Transparency in the Data Supply Chain
Transparency in the Data Supply ChainTransparency in the Data Supply Chain
Transparency in the Data Supply Chain
 
2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europe2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europe
 
International Cancer Genomics Consortium (ICGC) Data Coordinating Center
International Cancer Genomics Consortium (ICGC) Data Coordinating CenterInternational Cancer Genomics Consortium (ICGC) Data Coordinating Center
International Cancer Genomics Consortium (ICGC) Data Coordinating Center
 
OpenTox - an open community and framework supporting predictive toxicology an...
OpenTox - an open community and framework supporting predictive toxicology an...OpenTox - an open community and framework supporting predictive toxicology an...
OpenTox - an open community and framework supporting predictive toxicology an...
 
ISA - a short overview - Dec 2013
ISA - a short overview - Dec 2013ISA - a short overview - Dec 2013
ISA - a short overview - Dec 2013
 
2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)2015 GU-ICBI Poster (third printing)
2015 GU-ICBI Poster (third printing)
 
2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG2011-11-28 Open PHACTS at RSC CICAG
2011-11-28 Open PHACTS at RSC CICAG
 
The eCrystals Federation
The eCrystals FederationThe eCrystals Federation
The eCrystals Federation
 
From data to knowledge – the Ondex System for integrating Life Sciences data ...
From data to knowledge – the Ondex System for integrating Life Sciences data ...From data to knowledge – the Ondex System for integrating Life Sciences data ...
From data to knowledge – the Ondex System for integrating Life Sciences data ...
 
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
 
Model repositories and standard formats for model reusability
Model repositories and standard formats for model reusabilityModel repositories and standard formats for model reusability
Model repositories and standard formats for model reusability
 
V1_I1_2012_Paper5.doc
V1_I1_2012_Paper5.docV1_I1_2012_Paper5.doc
V1_I1_2012_Paper5.doc
 

Mehr von Alejandra Gonzalez-Beltran

Mehr von Alejandra Gonzalez-Beltran (12)

The Software Sustainability Institute Fellowship
The Software Sustainability Institute FellowshipThe Software Sustainability Institute Fellowship
The Software Sustainability Institute Fellowship
 
CMSO Minimal reporting requirements
CMSO Minimal reporting requirementsCMSO Minimal reporting requirements
CMSO Minimal reporting requirements
 
The DATS model: datasets descriptions for data discovery in DataMed
The DATS model: datasets descriptions for data discovery in DataMedThe DATS model: datasets descriptions for data discovery in DataMed
The DATS model: datasets descriptions for data discovery in DataMed
 
Datasets with bioschemas
Datasets with bioschemasDatasets with bioschemas
Datasets with bioschemas
 
Data publication: Discover, Explore, Visualise
Data publication: Discover, Explore, VisualiseData publication: Discover, Explore, Visualise
Data publication: Discover, Explore, Visualise
 
ISA commons - overview and latest developments
ISA commons - overview and latest developmentsISA commons - overview and latest developments
ISA commons - overview and latest developments
 
Metadata for Interoperable Bioscience
Metadata for Interoperable BioscienceMetadata for Interoperable Bioscience
Metadata for Interoperable Bioscience
 
From peer-reviewed to peer-reproduced: a role for research objects in scholar...
From peer-reviewed to peer-reproduced: a role for research objects in scholar...From peer-reviewed to peer-reproduced: a role for research objects in scholar...
From peer-reviewed to peer-reproduced: a role for research objects in scholar...
 
Brazil-UK Frontiers of Engineering - Big data in healthcare session
Brazil-UK Frontiers of Engineering - Big data in healthcare sessionBrazil-UK Frontiers of Engineering - Big data in healthcare session
Brazil-UK Frontiers of Engineering - Big data in healthcare session
 
COPO kick-off meeting
COPO kick-off meetingCOPO kick-off meeting
COPO kick-off meeting
 
BCU 2013
BCU 2013BCU 2013
BCU 2013
 
SELENfest 2012
SELENfest 2012SELENfest 2012
SELENfest 2012
 

Kürzlich hochgeladen

Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfSeasiaInfotech2
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesZilliz
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Manik S Magar
 

Kürzlich hochgeladen (20)

Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
DMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special EditionDMCC Future of Trade Web3 - Special Edition
DMCC Future of Trade Web3 - Special Edition
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
The Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdfThe Future of Software Development - Devin AI Innovative Approach.pdf
The Future of Software Development - Devin AI Innovative Approach.pdf
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Vector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector DatabasesVector Databases 101 - An introduction to the world of Vector Databases
Vector Databases 101 - An introduction to the world of Vector Databases
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!Anypoint Exchange: It’s Not Just a Repo!
Anypoint Exchange: It’s Not Just a Repo!
 

OpenTox Europe 2013

  • 1. Alejandra González-Beltrán, Ph.D University of Oxford e-Research Centre, UK From experimental planning to data publication: the ISA infrastructure and case studies in toxicology alejandra.gonzalezbeltran@oerc.ox.ac.uk OpenTox Europe - Mainz, Germany - 30th September, 2013 1
  • 2. 2 The data workflow Data Scientist Visualization Analysis Planning Data Management Data CollectionPublication Use existing data Perform new experiment
  • 3. 3 The data workflow Data Scientist Visualization Analysis Planning Data Management Data CollectionPublication Use existing data Perform new experiment metadata metadata metadata metadata metadata metadata metadata tracking infrastructure
  • 4. 4 Data Scientist Visualization Analysis Planning Data Management Data CollectionPublication Use existing data Perform new experiment metadata metadata metadata metadata metadata metadata Traceability Assessment Accountability Evidence Reusability Reproducibility Storage Mining Provenance
  • 7. 7
  • 8. 8 infrastructureThe generic format for experimental description and data exchange open source software toolscommunity engagement
  • 9.
  • 10.
  • 11. 11 Run Assays4 SAMPLE1 SAMPLE2 SAMPLE3 SAMPLE4 SAMPLE5 SAMPLE6 SAMPLE7 SAMPLE8 SAMPLE9 SAMPLE10 SAMPLE11 SAMPLE 1 SAMPLE 2 SAMPLE 3 SAMPLE 4 SAMPLE 5 SAMPLE 6 SAMPLE 7 SAMPLE 8 SAMPLE 9 SAMPLE 10 SAMPLE 11 FILE 1 FILE 2 FILE 3 FILE 4 FILE 5 FILE 6 FILE 7 FILE 8 FIL FIL FIL Experiment Design Analysis Arabidopsis thaliana Treatment groups 70% 90% 100% Collect Samples1 2 3 5 6 Parses ISA-Tab datasets into R objects, allowing to update them and save them after analysis. Bridges the ISA-Tab metadata to analysis pipelines of specific assay types, by building objects for use in other R packages downstream: currently considering mass spectrometry (xmcs package, xcmsSet) and DNA microarray (Biobase package, ExpressionSet) Suggests packages in BioConductor that might be relevant for an assay type, according to the BioCViews annotations. Gonzalez-Beltran et al. The Risa R/Bioconductor package: integrative data analysis from experimental metadata and back again. In press
  • 12.
  • 13.
  • 14.
  • 16. • New open-access, online-only publication for descriptions of scientifically valuable datasets • Only content type: Data Descriptor, narrative + structured parts • Initially focused on the life, environmental and biomedical sciences • Data Descriptor will be complementary to traditional research journals and data repositories • Designed to foster data sharing and reuse, and ultimately to accelerate scientific discoverywww.nature.com/scientificdata Data Publication with http://www.nature.com/scientificdata/
  • 17. • New open-access, online-only publication for descriptions of scientifically valuable datasets • Only content type: Data Descriptor, narrative + structured parts • Initially focused on the life, environmental and biomedical sciences • Data Descriptor will be complementary to traditional research journals and data repositories • Designed to foster data sharing and reuse, and ultimately to accelerate scientific discoverywww.nature.com/scientificdata Data Publication with http://www.nature.com/scientificdata/ http://gigasciencejournal.com
  • 18. 1
  • 19.
  • 20. 20 A growing ecosystem of over 30 public and internal resources using the ISA metadata tracking framework (ISA-Tab and/or format) to facilitate standards-compliant collection, curation, management and reuse of investigations in an increasingly diverse set of life science domains, including: • stem cell discovery • system biology • transcriptomics • toxicogenomics • also by communities working to build a library of cellular signatures • environmental health • environmental genomics • metabolomics • metagenomics • nanotechnology • proteomics
  • 22. 22 Suter et al 2011. EU Framework 6 Project: Predictive Toxicology (PredTox)—overview and outcome. Boitier et al 2011.A comparative integrated transcript analysis and functional characterization of differential mechanisms for induction of liver hypertrophy in the rat InnoMed PredTox Project Goal: earlier pre-clinical safety evaluation by combining results from ‘omics technologies and conventional toxicology methods
  • 23. 23 2-week systemic rat study using male Wistar rats (N=15 per dose group) 14 proprietary drug candidates from participating companies and 2 reference toxic compounds
  • 24. 24
  • 25. 25
  • 27. 27 Data Infrastructure for Chemical Safety http://www.dixa-fp7.eu/about
  • 28. 28 Kohonen et al. 2013 The ToxBank Data Warehouse: a research cluster of 7 EU FP7 Health systems toxicology and toxicogenomics projects. Safety Evaluation Ultimately Replacing Animal Testing-1 (SEURAT-1): looking at improving safety assessment without the need for animal experiments ToxBank: cross-cluster infrastructure project http://toxbank.net
  • 29. 29 https://wiki.nci.nih.gov/display/ICR/ISA-TAB-Nano Nanotechnology Informatics Working Group Thomas et al. 2013 ISA-TAB-Nano: A specification for sharing nanomaterial research data in spreadsheet-based format Baker et al. 2013 Standardizing data ISA-TAB-Nano Extension of ISA-TAB format to represent nano-materials, small molecules and biological specimens along with their assay characterisation data
  • 31. 31
  • 32. Questions? You can email us... isatools@googlegroups.com View our blog http://isatools.wordpress.com Follow us onTwitter @isatools View our website http://www.isa-tools.org View our Git repo & contribute http://github.com/ISA-tools