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Barry Hardy, President, OpenTox Association
and CEO, Edelweiss Connect GmbH. and Inc. (formerly Douglas
Connect GmbH.)
2 March, 2019
OpenTox Asia 2019
CSIR-Indian Institute of Chemical Technology, Tarnaka, Hyderabad
Knowledge-integrated Toxicology
and Safety Assessment
To walk with Lions …
or not … you need to understand the local context .. and
yourself and your behaviour
The Caprivi Delta Project
https://barryhardy.blogs.com/theferryman/2009/02/experiences-from-expedition-work-in-the-caprivi-delta.html
The Tamboti Tree Case
https://barryhardy.blogs.com/theferryman/2011/03/the-tamboti-tree-use-case-bioclipse-meets-opentox.html
Bioclipse-OpenTox Integration – See Application example in Chapter in Open Source Software in Life Science
Research: Practical Solutions to Common Challenges in the Pharmaceutical Industry and Beyond
(Woodhead Publishing Series in Biomedicine) edited by Lee Harland and Mark Forster (30 Oct 2012)
Bioclipse – OpenTox Drug Design Workbench
Knowledge Work on the Islands
Collaborative development of predictive toxicology applications
Journal of Cheminformatics 2010, 2:7 doi:10.1186/1758-2946-2-7
Barry Hardy, Nicki Douglas, Christoph Helma, Micha Rautenberg,
Nina Jeliazkova, Vedrin Jeliazkov, Ivelina Nikolova, Romualdo Benigni, OlgaTcheremenskaia, Stefan
Kramer, Tobias Girschick, Fabian Buchwald,
Joerg Wicker, Andreas Karwath, Martin Gutlein, Andreas Maunz,
Haralambos Sarimveis, Georgia Melagraki, Antreas Afantitis, Pantelis Sopasakis, David Gallagher,
Vladimir Poroikov, Dmitry Filimonov, Alexey Zakharov,
Alexey Lagunin, Tatyana Gloriozova, Sergey Novikov, Natalia Skvortsova, Dmitry Druzhilovsky, Sunil
Chawla, Indira Ghosh, Surajit Ray, Hitesh Patel and Sylvia Escher
Open Access publication available at
www.jcheminf.com/content/2/1/7
Proposed the components and specifications for predictive toxicology.
The OpenTox Framework (reported 2010)
OpenTox and Open Components and Standards
Feature
GET
POST
PUT
DELETE
Compound
GET
POST
PUT
DELETE
Dataset
GET
POST
PUT
DELETE
Ontology
GET
POST
PUT
DELETE
Algorithm
GET
POST
PUT
DELETE
Model
GET
POST
PUT
DELETE
AppDomain
GET
POST
PUT
DELETE
Validation
GET
POST
PUT
DELETE
Report
GET
POST
PUT
DELETE
www.jcheminf.com/content/2/1/7
Investigation
(Study, Assay)
GET
POST
PUT
DELETE
<- ToxBank API addition to cover biological data
Authorisation &
Authentication
GET
POST
PUT
DELETE
Consensus on need for Common Language and Ontology
• See perspectives and roadmap published in A Toxicology Ontology
Roadmap ALTEX 29(2), 129- 137 and Toxicology Ontology
Perspectives 139 - 156 (2012)
• Available online in Open Access mode from www.altex.ch
• Barry Hardy (Douglas Connect and OpenTox), Gordana Apic
(Cambridge Cell Networks), Philip Carthew (Unilever), Dominic Clark
(EMBL-EBI), David Cook (AstraZeneca), Ian Dix (AstraZeneca &
Pistoia Alliance), Sylvia Escher (Fraunhofer Institute for Toxicology
& Experimental Medicine), Janna Hastings (EMBL-EBI), David J.
Heard (Novartis), Nina Jeliazkova (Ideaconsult), Philip Judson (Lhasa
Ltd.), Sherri Matis-Mitchell (AstraZeneca), Dragana Mitic
(Cambridge Cell Networks), Glenn Myatt (Leadscope), Imran Shah
(US EPA), Ola Spjuth (University of Uppsala), Olga Tcheremenskaia
(Istituto Superiore di Sanità), Luca Toldo (Merck KGaA), David
Watson (Lhasa Ltd.), Andrew White (Unilever), Chihae Yang
(Altamira)
Based on Proceedings from the Toxicology Ontology Roadmap Workshop
EMBL-EBI Industry Programme Workshop
16 -17th November 2010, Hinxton, UK
Lost in Translation
Conversations overcoming Barriers – OpenTox started with
a Community of Practice Meetings and a Knowledge Café in
Basel, Switzerland
OpenTox Local Chapters
www.opentox.net/association-local-chapters
OpenTox Internships
www.opentox.net/internship
OpenTox Asia in Hyderabad
www.opentox.net/events/opentox-asia-2019
OpenTox Asia & OpenTox India Chapter
Launching 2-3 March 2019, Hyderabad
OpenTox India launched with a Knowledge Café event
OpenTox India work launched with a hands-on Working
Case and Solutions-driven workshop
eNanoMapper Ontology
assembled from multiple sources
Upload your data from a CSV file
https://csvtoapi.edelweiss.douglasconnect.com/
Annotate your data from the CSV file
https://csvtoapi.edelweiss.douglasconnect.com/
Publish your Data to a Workflow (through an automatically
created API)
https://csvtoapi.edelweiss.douglasconnect.com/
EUToxRisk case study program
Training Testing / Application
Cmpd X is part of a group of cmpds
with similar MoA/shared KE
CmpdXispartofagroupof
cmpdswithsimilarstructure
Cases of initial information
AO blinded (test)
AO unknown (real)
Case 3
(biol RAX)
grouping &
prediction
algorithms
Hazardprediction
Riskassessment
RAX
ab initio
procedure
optimisationcycles
Case 2
(QSAR)
Case 1
Case 4
(ab initio)
Project
case
studies
mechanistic
rationale
Case 1
‚Case 2‘
Case 3
Case 4
(ab initio)
Case 3 Case 4
(ab initio)
NoYES
Case 1 Case 2
YESNo
Project industry
use case studies
• Four different case study scenarios based on available information.
• Iterative approach to optimize test system selection & IATA
development.
Open Science interaction initiated with Japan
OpenTox - Garuda Collaboration
Garuda and Edelweiss Connect share the same vision:
A community-driven, connected platform providing databases,
novel algorithms, software and services improving the work of researchers
www.edelweissconnect.com/portfolio/opentox-gadget-garuda
OpenTox - Garuda Application Development
Processing and Visualising Toxicogenomics Data with Garuda - OpenTox
Next Generation OpenTox
Expanded to Global Open Platform for Risk Assessment
EU-funded e-infrastructure project
Associated Partner Programme
● The Programme aims at strengthening the working ties between the OpenRiskNet
Consortium members and other organisations within relevant scientific and
technology communities.
● Any organisation such as a university, institute, consortium, non-governmental
organisations (NGOs), as well as small and medium enterprises (SMEs) or large
commercial companies can become an Associate Partner of OpenRiskNet.
● Types of users:
○ Service providers - integrate their databases and software tools into the
OpenRiskNet infrastructure
○ Early adopters - use the infrastructure for their predictive toxicology and risk
assessment tasks
○ Technology partners - develop services and tools on which the OpenRiskNet e-
infrastructure will be based
https://openrisknet.org/associated-partner-programme/
Case studies based on risk assessment framework
Berggren et al., 2017
OpenRiskNet Case studies
● DataCure - Data curation and creation of pre-
reasoned datasets and searching
● ModelRX - Modelling for Prediction or Read
Across
● SysGroup - A systems biology approach for
grouping compounds
● MetaP - Metabolism Prediction
● AOPLink - Identification and Linking of Data
related to AOPWiki
● TGX - Toxicogenomics-based prediction and
mechanism identification
● RevK - Reverse dosimetry and PBPK prediction
https://openrisknet.org/development/case-studies/
NanoCommons – development of a Community-based
NanoSafety Knowledge Research Infrastructure
NanoCommons
NanoCommons Knowledge Hub
1. Ingest data from nanosafety labs
2. Act as a data warehouse, storing all ingested data
3. Apply internal QA, reformatting and homogenisation
4. Develop concepts for data curation
5. Integrate related datasets (for using common or
reference NMs)
6. Apply automated annotation pipelines
7. Provide data access via a variety of mechanisms
8. Specifically feed the needs of stakeholders and Users
developing new analytical modules
9. Assimilate & disseminate results back to the
community
10. Maintain provenance and links at all stages
www.acenano-project.eu
AceNano and Characterisation Infrastructure
Cosmetics – need assessment by new defined methods
involved integrated testing and assessment
Integrated Testing Strategy
A ToxHQ Collaboration between
Procter and Gamble & Edelweiss
Connect
EdelweissDataTM Foundation for Data Management and Workflows
Integrated Testing Strategy
https://its.douglasconnect.com/
Integrated Testing Strategy
https://its.douglasconnect.com/
SaferSkinTM Beta Test Version Launching Today!
https://saferworldbydesign.com/saferskin/
SaferSkinTM
SaferSkinTM Launching at SOT 10-14 March 2019
Conversation with Weida Tong (FDA) at SOT 2017 on reproducibility
…
… leading to a ToxHQ
collaboration project
we discussed at the
Global Summit on
Regulatory Science in
Brasilia
https://www.linkedin.com/pulse/towards-reproducible-silico-practice-via-opentox-barry-hardy
What is Reproducibility?
Reproducibility is the ability of an entire
analysis of an experiment or study to be
duplicated, either by the same researcher or
by someone else working independently,
whereas reproducing an experiment is called
replicating it. Reproducibility and replicability
together are among the main principles of
the scientific method.
https://en.wikipedia.org/wiki/Reproducibility
Reproducible Science Manifesto
SaferSkinTM on the Blockchain – a Trusted Reproducible
Integrated Testing Strategy for Skin Sensitization
Advances in Computational Toxicology: Methodologies and Applications in Regulatory Science, editor
Huixiao Hong (US FDA) available August 2019
https://www.amazon.com/Advances-Computational-Toxicology-Methodologies-
Applications/dp/303016442X/ref=sr_1_fkmrnull_2?keywords=huixiao+hong&qid=1551303509&s=gateway&sr=8-2-fkmrnull
Reduced Risk Products
www.intervals.science
INTERVALS: Scientific data transparency applied to Industry
Aim: establish a community and a public repository for 21st
-
century preclinical and clinical (systems) inhalation toxicology
assessment data and results that supports open data principles.
Publications
Reports
Protocols Data
Educatio
n
Peer review Community
www.intervals.science
Boué S, Exner T, Ghosh S et al. Supporting evidence-
based analysis for modified risk tobacco products through
a toxicology data-sharing infrastructure [version 2;
referees: 2 approved] F1000Research 2017, 6:12 (doi:
10.12688/f1000research.10493.2)
www.intervals.science
INTERVALS: a scientific platform to share protocols,
results, data, and investigate diseases and pathways
www.intervals.science
INTERVALS facilitates retrieval
of relevant information
INTERVALS: enable mechanistic investigation of
tobacco-related diseases and relevant pathways
The INTERVALS community / ecosytem
Regulatory
bodies
Life Sciences
industries
Editors / Publishers
Non-for-profit
Institutes /
Foundations
KOLs/ Scientists /
Toxicologists
Public / Academic
Research
institutions
www.intervals.science
Motivated Conversations in Contexts overcoming
Language Barriers
Can we develop this Knowledge and Innovation Future?
Let’s Work towards a
SaferWorldbyDesignTM
Together!
Email : barry.hardy@edelweissconnect.com

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Let's work towards a #SaferWorldbyDesign - Knowledge-integrated Toxicology and Safety Assessment

  • 1. Barry Hardy, President, OpenTox Association and CEO, Edelweiss Connect GmbH. and Inc. (formerly Douglas Connect GmbH.) 2 March, 2019 OpenTox Asia 2019 CSIR-Indian Institute of Chemical Technology, Tarnaka, Hyderabad Knowledge-integrated Toxicology and Safety Assessment
  • 2. To walk with Lions …
  • 3. or not … you need to understand the local context .. and yourself and your behaviour
  • 4. The Caprivi Delta Project https://barryhardy.blogs.com/theferryman/2009/02/experiences-from-expedition-work-in-the-caprivi-delta.html
  • 5. The Tamboti Tree Case https://barryhardy.blogs.com/theferryman/2011/03/the-tamboti-tree-use-case-bioclipse-meets-opentox.html
  • 6. Bioclipse-OpenTox Integration – See Application example in Chapter in Open Source Software in Life Science Research: Practical Solutions to Common Challenges in the Pharmaceutical Industry and Beyond (Woodhead Publishing Series in Biomedicine) edited by Lee Harland and Mark Forster (30 Oct 2012) Bioclipse – OpenTox Drug Design Workbench
  • 7. Knowledge Work on the Islands
  • 8. Collaborative development of predictive toxicology applications Journal of Cheminformatics 2010, 2:7 doi:10.1186/1758-2946-2-7 Barry Hardy, Nicki Douglas, Christoph Helma, Micha Rautenberg, Nina Jeliazkova, Vedrin Jeliazkov, Ivelina Nikolova, Romualdo Benigni, OlgaTcheremenskaia, Stefan Kramer, Tobias Girschick, Fabian Buchwald, Joerg Wicker, Andreas Karwath, Martin Gutlein, Andreas Maunz, Haralambos Sarimveis, Georgia Melagraki, Antreas Afantitis, Pantelis Sopasakis, David Gallagher, Vladimir Poroikov, Dmitry Filimonov, Alexey Zakharov, Alexey Lagunin, Tatyana Gloriozova, Sergey Novikov, Natalia Skvortsova, Dmitry Druzhilovsky, Sunil Chawla, Indira Ghosh, Surajit Ray, Hitesh Patel and Sylvia Escher Open Access publication available at www.jcheminf.com/content/2/1/7 Proposed the components and specifications for predictive toxicology. The OpenTox Framework (reported 2010)
  • 9. OpenTox and Open Components and Standards Feature GET POST PUT DELETE Compound GET POST PUT DELETE Dataset GET POST PUT DELETE Ontology GET POST PUT DELETE Algorithm GET POST PUT DELETE Model GET POST PUT DELETE AppDomain GET POST PUT DELETE Validation GET POST PUT DELETE Report GET POST PUT DELETE www.jcheminf.com/content/2/1/7 Investigation (Study, Assay) GET POST PUT DELETE <- ToxBank API addition to cover biological data Authorisation & Authentication GET POST PUT DELETE
  • 10. Consensus on need for Common Language and Ontology • See perspectives and roadmap published in A Toxicology Ontology Roadmap ALTEX 29(2), 129- 137 and Toxicology Ontology Perspectives 139 - 156 (2012) • Available online in Open Access mode from www.altex.ch • Barry Hardy (Douglas Connect and OpenTox), Gordana Apic (Cambridge Cell Networks), Philip Carthew (Unilever), Dominic Clark (EMBL-EBI), David Cook (AstraZeneca), Ian Dix (AstraZeneca & Pistoia Alliance), Sylvia Escher (Fraunhofer Institute for Toxicology & Experimental Medicine), Janna Hastings (EMBL-EBI), David J. Heard (Novartis), Nina Jeliazkova (Ideaconsult), Philip Judson (Lhasa Ltd.), Sherri Matis-Mitchell (AstraZeneca), Dragana Mitic (Cambridge Cell Networks), Glenn Myatt (Leadscope), Imran Shah (US EPA), Ola Spjuth (University of Uppsala), Olga Tcheremenskaia (Istituto Superiore di Sanità), Luca Toldo (Merck KGaA), David Watson (Lhasa Ltd.), Andrew White (Unilever), Chihae Yang (Altamira) Based on Proceedings from the Toxicology Ontology Roadmap Workshop EMBL-EBI Industry Programme Workshop 16 -17th November 2010, Hinxton, UK
  • 12. Conversations overcoming Barriers – OpenTox started with a Community of Practice Meetings and a Knowledge Café in Basel, Switzerland
  • 15. OpenTox Asia in Hyderabad www.opentox.net/events/opentox-asia-2019 OpenTox Asia & OpenTox India Chapter Launching 2-3 March 2019, Hyderabad
  • 16. OpenTox India launched with a Knowledge Café event
  • 17. OpenTox India work launched with a hands-on Working Case and Solutions-driven workshop
  • 19. Upload your data from a CSV file https://csvtoapi.edelweiss.douglasconnect.com/
  • 20. Annotate your data from the CSV file https://csvtoapi.edelweiss.douglasconnect.com/
  • 21. Publish your Data to a Workflow (through an automatically created API) https://csvtoapi.edelweiss.douglasconnect.com/
  • 22. EUToxRisk case study program Training Testing / Application Cmpd X is part of a group of cmpds with similar MoA/shared KE CmpdXispartofagroupof cmpdswithsimilarstructure Cases of initial information AO blinded (test) AO unknown (real) Case 3 (biol RAX) grouping & prediction algorithms Hazardprediction Riskassessment RAX ab initio procedure optimisationcycles Case 2 (QSAR) Case 1 Case 4 (ab initio) Project case studies mechanistic rationale Case 1 ‚Case 2‘ Case 3 Case 4 (ab initio) Case 3 Case 4 (ab initio) NoYES Case 1 Case 2 YESNo Project industry use case studies • Four different case study scenarios based on available information. • Iterative approach to optimize test system selection & IATA development.
  • 23. Open Science interaction initiated with Japan
  • 24. OpenTox - Garuda Collaboration
  • 25. Garuda and Edelweiss Connect share the same vision: A community-driven, connected platform providing databases, novel algorithms, software and services improving the work of researchers www.edelweissconnect.com/portfolio/opentox-gadget-garuda OpenTox - Garuda Application Development
  • 26. Processing and Visualising Toxicogenomics Data with Garuda - OpenTox
  • 27. Next Generation OpenTox Expanded to Global Open Platform for Risk Assessment EU-funded e-infrastructure project
  • 28. Associated Partner Programme ● The Programme aims at strengthening the working ties between the OpenRiskNet Consortium members and other organisations within relevant scientific and technology communities. ● Any organisation such as a university, institute, consortium, non-governmental organisations (NGOs), as well as small and medium enterprises (SMEs) or large commercial companies can become an Associate Partner of OpenRiskNet. ● Types of users: ○ Service providers - integrate their databases and software tools into the OpenRiskNet infrastructure ○ Early adopters - use the infrastructure for their predictive toxicology and risk assessment tasks ○ Technology partners - develop services and tools on which the OpenRiskNet e- infrastructure will be based https://openrisknet.org/associated-partner-programme/
  • 29. Case studies based on risk assessment framework Berggren et al., 2017
  • 30. OpenRiskNet Case studies ● DataCure - Data curation and creation of pre- reasoned datasets and searching ● ModelRX - Modelling for Prediction or Read Across ● SysGroup - A systems biology approach for grouping compounds ● MetaP - Metabolism Prediction ● AOPLink - Identification and Linking of Data related to AOPWiki ● TGX - Toxicogenomics-based prediction and mechanism identification ● RevK - Reverse dosimetry and PBPK prediction https://openrisknet.org/development/case-studies/
  • 31. NanoCommons – development of a Community-based NanoSafety Knowledge Research Infrastructure NanoCommons
  • 32.
  • 33. NanoCommons Knowledge Hub 1. Ingest data from nanosafety labs 2. Act as a data warehouse, storing all ingested data 3. Apply internal QA, reformatting and homogenisation 4. Develop concepts for data curation 5. Integrate related datasets (for using common or reference NMs) 6. Apply automated annotation pipelines 7. Provide data access via a variety of mechanisms 8. Specifically feed the needs of stakeholders and Users developing new analytical modules 9. Assimilate & disseminate results back to the community 10. Maintain provenance and links at all stages
  • 35. Cosmetics – need assessment by new defined methods involved integrated testing and assessment
  • 36. Integrated Testing Strategy A ToxHQ Collaboration between Procter and Gamble & Edelweiss Connect
  • 37. EdelweissDataTM Foundation for Data Management and Workflows
  • 40. SaferSkinTM Beta Test Version Launching Today! https://saferworldbydesign.com/saferskin/
  • 42. SaferSkinTM Launching at SOT 10-14 March 2019
  • 43. Conversation with Weida Tong (FDA) at SOT 2017 on reproducibility … … leading to a ToxHQ collaboration project we discussed at the Global Summit on Regulatory Science in Brasilia https://www.linkedin.com/pulse/towards-reproducible-silico-practice-via-opentox-barry-hardy
  • 44. What is Reproducibility? Reproducibility is the ability of an entire analysis of an experiment or study to be duplicated, either by the same researcher or by someone else working independently, whereas reproducing an experiment is called replicating it. Reproducibility and replicability together are among the main principles of the scientific method. https://en.wikipedia.org/wiki/Reproducibility
  • 46. SaferSkinTM on the Blockchain – a Trusted Reproducible Integrated Testing Strategy for Skin Sensitization Advances in Computational Toxicology: Methodologies and Applications in Regulatory Science, editor Huixiao Hong (US FDA) available August 2019 https://www.amazon.com/Advances-Computational-Toxicology-Methodologies- Applications/dp/303016442X/ref=sr_1_fkmrnull_2?keywords=huixiao+hong&qid=1551303509&s=gateway&sr=8-2-fkmrnull
  • 49. INTERVALS: Scientific data transparency applied to Industry Aim: establish a community and a public repository for 21st - century preclinical and clinical (systems) inhalation toxicology assessment data and results that supports open data principles. Publications Reports Protocols Data Educatio n Peer review Community www.intervals.science Boué S, Exner T, Ghosh S et al. Supporting evidence- based analysis for modified risk tobacco products through a toxicology data-sharing infrastructure [version 2; referees: 2 approved] F1000Research 2017, 6:12 (doi: 10.12688/f1000research.10493.2) www.intervals.science
  • 50. INTERVALS: a scientific platform to share protocols, results, data, and investigate diseases and pathways www.intervals.science
  • 51. INTERVALS facilitates retrieval of relevant information
  • 52. INTERVALS: enable mechanistic investigation of tobacco-related diseases and relevant pathways
  • 53. The INTERVALS community / ecosytem Regulatory bodies Life Sciences industries Editors / Publishers Non-for-profit Institutes / Foundations KOLs/ Scientists / Toxicologists Public / Academic Research institutions www.intervals.science
  • 54. Motivated Conversations in Contexts overcoming Language Barriers
  • 55. Can we develop this Knowledge and Innovation Future?
  • 56. Let’s Work towards a SaferWorldbyDesignTM Together! Email : barry.hardy@edelweissconnect.com