This document discusses the motivation, technical aspects, rules, examples, and results of using tautomer generation to expand chemical structure databases for in-silico screening. It aims to create an extensible software that integrates tautomer generation into existing virtual screening workflows. The key points are:
1) Tautomeric states can impact biological interactions, but are often overlooked in virtual screening software. CACTVS was modified with 18 predefined tautomer rules and a scriptable interface to automate tautomer generation.
2) Applying the rules to several databases resulted in significant expansions, from 2.2 to 3.6 times the original size. Benchmarks showed the method could process over 500 compounds per
Access to scientific information has changed dramatically as a result of the web and its underpinning technologies. The quantities of data, the array of tools available to search and analyze, the devices and the shift in community participation continues to expand while the pace of change does not appear to be slowing. RSC hosts a number of chemistry data resources for the community including ChemSpider, one of the community’s primary online public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data tens of thousands of chemists every day. The platform offers the ability for crowdsourcing enabling the community to deposit and curate data. This presentation will provide an overview of the expanding reach of this cheminformatics platform and the nature of the solutions that it helps to enable including structure validation and text mining and semantic markup. ChemSpider is limited in scope as a chemical compound database and we are presently architecting the RSC Data Repository, a platform that will enable us to extend our reach to include chemical reactions, analytical data, and diverse data depositions from chemists across various domains. We will also discuss the possibilities it offers in terms of supporting data modeling and sharing. The future of scientific information and communication will be underpinned by these efforts, influenced by increasing participation from the scientific community.
This presentation was given on October 15th 2014 at the University of Connecticut to a class hosted by Mark Peczuh. The intention was to provide an overview of data upload to ChemSpider and ChemSpider SyntheticPages as well as the new direction with the data repository.
Access to scientific information has changed in a manner that was likely never even imagined by the early pioneers of the internet. The quantities of data, the array of tools available to search and analyze, the devices and the shift in community participation continues to expand while the pace of change does not appear to be slowing. RSC hosts a number of chemistry data resources for the community including ChemSpider, one of the community’s primary online public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data tens of thousands of chemists every day and it serves as the foundation for many important international projects to integrate chemistry and biology data, facilitate drug discovery efforts and help to identify new chemicals from under the ocean. This presentation will provide an overview of the expanding reach of this cheminformatics platform and the nature of the solutions that it helps to enable including structure validation and text mining and semantic markup. ChemSpider is limited in scope as a chemical compound database and we are presently architecting the RSC Data Repository, a platform that will enable us to extend our reach to include chemical reactions, analytical data, and diverse data depositions from chemists across various domains. We will also discuss the possibilities it offers in terms of supporting data modeling and sharing. The future of scientific information and communication will be underpinned by these efforts, influenced by increasing participation from the scientific community.
The Royal Society of Chemistry provides access to a number of databases hosting chemicals data, reactions, spectroscopy data and prediction services. These databases and services can be accessed via web services utilizing queries using standard data formats such as InChI and molfiles. Data can then be downloaded in standard structure and spectral formats allowing for reuse and repurposing. The ChemSpider database integrates to a number of projects external to RSC including Open PHACTS that integrates chemical and biological data. This project utilizes semantic web data standards including RDF. This presentation will provide an overview of how structure and spectral data standards have been critical in allowing us to integrate many open source tools, ease of integration to a myriad of services and underpin many of our future developments.
The Royal Society of Chemistry (RSC) is one of the world’s most prominent scientific societies and STM publishers. Our contributions to the scientific community include the delivery of a myriad of resources to support the chemistry community to access chemistry-related data, information and knowledge. This includes ChemSpider, a compound centric platform linking together over 30 million chemical compounds with internet-based resources. Using this compound database and its associated chemical identifiers as a basis the RSC is utilizing text and data mining approaches to data enable our published archive of scientific publications. This presentation will provide an overview of our technical approaches to text and data enable our archive of scientific articles, how we are developing an integrated database of chemical compounds, reactions, physical and analytical data and how it will be used to facilitate scientific discovery.
Access to scientific information has changed dramatically as a result of the web and its underpinning technologies. The quantities of data, the array of tools available to search and analyze, the devices and the shift in community participation continues to expand while the pace of change does not appear to be slowing. RSC hosts a number of chemistry data resources for the community including ChemSpider, one of the community’s primary online public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data tens of thousands of chemists every day. The platform offers the ability for crowdsourcing enabling the community to deposit and curate data. This presentation will provide an overview of the expanding reach of this cheminformatics platform and the nature of the solutions that it helps to enable including structure validation and text mining and semantic markup. ChemSpider is limited in scope as a chemical compound database and we are presently architecting the RSC Data Repository, a platform that will enable us to extend our reach to include chemical reactions, analytical data, and diverse data depositions from chemists across various domains. We will also discuss the possibilities it offers in terms of supporting data modeling and sharing. The future of scientific information and communication will be underpinned by these efforts, influenced by increasing participation from the scientific community.
This presentation was given on October 15th 2014 at the University of Connecticut to a class hosted by Mark Peczuh. The intention was to provide an overview of data upload to ChemSpider and ChemSpider SyntheticPages as well as the new direction with the data repository.
Access to scientific information has changed in a manner that was likely never even imagined by the early pioneers of the internet. The quantities of data, the array of tools available to search and analyze, the devices and the shift in community participation continues to expand while the pace of change does not appear to be slowing. RSC hosts a number of chemistry data resources for the community including ChemSpider, one of the community’s primary online public compound databases. Containing tens of millions of chemical compounds and its associated data ChemSpider serves data tens of thousands of chemists every day and it serves as the foundation for many important international projects to integrate chemistry and biology data, facilitate drug discovery efforts and help to identify new chemicals from under the ocean. This presentation will provide an overview of the expanding reach of this cheminformatics platform and the nature of the solutions that it helps to enable including structure validation and text mining and semantic markup. ChemSpider is limited in scope as a chemical compound database and we are presently architecting the RSC Data Repository, a platform that will enable us to extend our reach to include chemical reactions, analytical data, and diverse data depositions from chemists across various domains. We will also discuss the possibilities it offers in terms of supporting data modeling and sharing. The future of scientific information and communication will be underpinned by these efforts, influenced by increasing participation from the scientific community.
The Royal Society of Chemistry provides access to a number of databases hosting chemicals data, reactions, spectroscopy data and prediction services. These databases and services can be accessed via web services utilizing queries using standard data formats such as InChI and molfiles. Data can then be downloaded in standard structure and spectral formats allowing for reuse and repurposing. The ChemSpider database integrates to a number of projects external to RSC including Open PHACTS that integrates chemical and biological data. This project utilizes semantic web data standards including RDF. This presentation will provide an overview of how structure and spectral data standards have been critical in allowing us to integrate many open source tools, ease of integration to a myriad of services and underpin many of our future developments.
The Royal Society of Chemistry (RSC) is one of the world’s most prominent scientific societies and STM publishers. Our contributions to the scientific community include the delivery of a myriad of resources to support the chemistry community to access chemistry-related data, information and knowledge. This includes ChemSpider, a compound centric platform linking together over 30 million chemical compounds with internet-based resources. Using this compound database and its associated chemical identifiers as a basis the RSC is utilizing text and data mining approaches to data enable our published archive of scientific publications. This presentation will provide an overview of our technical approaches to text and data enable our archive of scientific articles, how we are developing an integrated database of chemical compounds, reactions, physical and analytical data and how it will be used to facilitate scientific discovery.
BILS 2015 TU Wien exputec BioVT Pharmaceutical Engineering
"Quicker Ways to a Scalable Process Based on Sound-Science Based Methodologies"
Christoph Herwig
The Royal Society of Chemistry provides open access to data associated with tens of millions of chemical compounds. The richness and complexity of the data has continued to expand dramatically and the original vision for providing an integrated hub for structure-centric data has been delivered across the world to hundreds of thousands of users. With an intention of expanding the reach to cover more diverse aspects of chemistry-related data including compounds, reactions and analytical data, to name just a few data-types, we are in the process delivering a Chemistry Data Repository. The data repository will manage the challenges of associated metadata, the various levels of required security (private, shared and public) and exposing the data as appropriate using semantic web technologies. Ultimately this platform will become the host for all chemicals, reactions and analytical data contained within RSC publications and specifically supplementary information. This presentation will report on the challenges of managing “Big Data” for chemists around the world and providing access to tools for structure dereplication, spectral database searching and the crowdsourcing of the worlds’ largest spectral database.
This presentation was a webinar update to the Open PHACTS community regarding the release of the OPen PHACTS open source components of the Chemical Registration System and, more specifically, the Chemical validation and Standardization Platform. The need for a community set of rules was driven home with the Chemical validation and Standardization Platform potentially being an example platform for the rules.
The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.
Data enhancing the royal society of chemistry publication archiveKen Karapetyan
The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.
Use of automation to achieve high performance solid phase extractionGERSTEL
Despite 40 years of SPE using LC sorbents, LC principles have been ignored due to the lack of flow control in SPE devices. Variable flow results in variation in results. Internal standards are used to achieve meaningful results. Measuring absolute recovery against external standards to demonstrate absence of matrix effect (gold standard) isn’t done. With a new SPE device, this is changed. It uses a syringe to achieve both automation & accurate flow. With GERSTEL, SPE & LC/MS/MS is automated in a single parallel workflow. van Deemter curves are measured & SPE performed at flow achieving >99% absolute recovery. As a micro device, sample dry down isn’t needed for enrichment up to 200x. SPE is performed efficiently, economically, & with performance matching all LC knowledge of the last 50 years. Examples of laboratory testing using reverse phase & ion exchange SPE are provided.
Many of us nowadays invest significant amounts of time in sharing our activities and opinions with friends and family via social networking tools. However, despite the availability of many platforms for scientists to connect and share with their peers in the scientific community the majority do not make use of these tools, despite their promise and potential impact and influence on our future careers. We are being indexed and exposed on the internet via our publications, presentations and data. We also have many more ways to contribute to science, to annotate and curate data, to “publish” in new ways, and many of these activities are as part of a growing crowdsourcing network. This presentation will provide an overview of the various types of networking and collaborative sites available to scientists and ways to expose your scientific activities online. Many of these can ultimately contribute to the developing measures of you as a scientist as identified in the new world of alternative metrics. Participating offers a great opportunity to develop a scientific profile within the community and may ultimately be very beneficial, especially to scientists early in their career.
RSC hosts a number of platforms providing free access to chemistry related data. The content includes chemical compounds and associated experimental and predicted data, chemical reactions and, increasingly, spectral data. The ChemSpider database primarily contains electronic spectral data generated at the instrument, converted into standard formats such as JCAMP, then uploaded for the community to access. As a publisher RSC holds a rich source of spectral data within our scientific publications and associated electronic supplementary information. We have undertaken a project to Digitally Enable the RSC Archive (DERA) and as part of this project are converting figures of spectral data into standard spectral data formats for storage in our ChemSpider database. This presentation will report on our progress in the project and some of the challenges we have faced to date.
Over the past five years the Royal Society of Chemistry has become world renowned for its public domain compound database that integrates chemical structures with online resources and available data. ChemSpider regularly serves over 50,000 users per day who are seeking chemistry related data. In parallel we have used ChemSpider and available software services to underpin a number of grant-based projects that we have been involved with: Open PHACTS – a semantic web project integrating chemistry and biology data, PharmaSea – seeking out new natural products from the ocean and the National Chemical Database Service for the United Kingdom. We are presently developing a new architecture that will offer broader scope in terms of the types of chemistry data that can be hosted. This presentation will provide an overview of our Cheminformatics activities at RSC, the development of a new architecture for a data repository that will underpin a global chemistry network, and the challenges ahead, as well as our activities in releasing software and data to the chemistry community.
BILS 2015 TU Wien exputec BioVT Pharmaceutical Engineering
"Quicker Ways to a Scalable Process Based on Sound-Science Based Methodologies"
Christoph Herwig
The Royal Society of Chemistry provides open access to data associated with tens of millions of chemical compounds. The richness and complexity of the data has continued to expand dramatically and the original vision for providing an integrated hub for structure-centric data has been delivered across the world to hundreds of thousands of users. With an intention of expanding the reach to cover more diverse aspects of chemistry-related data including compounds, reactions and analytical data, to name just a few data-types, we are in the process delivering a Chemistry Data Repository. The data repository will manage the challenges of associated metadata, the various levels of required security (private, shared and public) and exposing the data as appropriate using semantic web technologies. Ultimately this platform will become the host for all chemicals, reactions and analytical data contained within RSC publications and specifically supplementary information. This presentation will report on the challenges of managing “Big Data” for chemists around the world and providing access to tools for structure dereplication, spectral database searching and the crowdsourcing of the worlds’ largest spectral database.
This presentation was a webinar update to the Open PHACTS community regarding the release of the OPen PHACTS open source components of the Chemical Registration System and, more specifically, the Chemical validation and Standardization Platform. The need for a community set of rules was driven home with the Chemical validation and Standardization Platform potentially being an example platform for the rules.
The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.
Data enhancing the royal society of chemistry publication archiveKen Karapetyan
The Royal Society of Chemistry has an archive of hundreds of thousands of published articles containing various types of chemistry related data – compounds, reactions, property data, spectral data etc. RSC has a vision of extracting as much of these data as possible and providing access via ChemSpider and its related projects. To this end we have applied a combination of text-mining extraction, image conversion and chemical validation and standardization approaches. The outcome of this project will result in new chemistry related data being added to our chemical and reaction databases and in the ability to more tightly couple web-based versions of the articles with these extracted data. The ability to search across the archive will be enhanced as a result. This presentation will report on our progress in this data extraction project and discuss how we will ultimately use similar approaches in our publishing pipeline to enhance article markup for new publications.
Use of automation to achieve high performance solid phase extractionGERSTEL
Despite 40 years of SPE using LC sorbents, LC principles have been ignored due to the lack of flow control in SPE devices. Variable flow results in variation in results. Internal standards are used to achieve meaningful results. Measuring absolute recovery against external standards to demonstrate absence of matrix effect (gold standard) isn’t done. With a new SPE device, this is changed. It uses a syringe to achieve both automation & accurate flow. With GERSTEL, SPE & LC/MS/MS is automated in a single parallel workflow. van Deemter curves are measured & SPE performed at flow achieving >99% absolute recovery. As a micro device, sample dry down isn’t needed for enrichment up to 200x. SPE is performed efficiently, economically, & with performance matching all LC knowledge of the last 50 years. Examples of laboratory testing using reverse phase & ion exchange SPE are provided.
Many of us nowadays invest significant amounts of time in sharing our activities and opinions with friends and family via social networking tools. However, despite the availability of many platforms for scientists to connect and share with their peers in the scientific community the majority do not make use of these tools, despite their promise and potential impact and influence on our future careers. We are being indexed and exposed on the internet via our publications, presentations and data. We also have many more ways to contribute to science, to annotate and curate data, to “publish” in new ways, and many of these activities are as part of a growing crowdsourcing network. This presentation will provide an overview of the various types of networking and collaborative sites available to scientists and ways to expose your scientific activities online. Many of these can ultimately contribute to the developing measures of you as a scientist as identified in the new world of alternative metrics. Participating offers a great opportunity to develop a scientific profile within the community and may ultimately be very beneficial, especially to scientists early in their career.
RSC hosts a number of platforms providing free access to chemistry related data. The content includes chemical compounds and associated experimental and predicted data, chemical reactions and, increasingly, spectral data. The ChemSpider database primarily contains electronic spectral data generated at the instrument, converted into standard formats such as JCAMP, then uploaded for the community to access. As a publisher RSC holds a rich source of spectral data within our scientific publications and associated electronic supplementary information. We have undertaken a project to Digitally Enable the RSC Archive (DERA) and as part of this project are converting figures of spectral data into standard spectral data formats for storage in our ChemSpider database. This presentation will report on our progress in the project and some of the challenges we have faced to date.
Over the past five years the Royal Society of Chemistry has become world renowned for its public domain compound database that integrates chemical structures with online resources and available data. ChemSpider regularly serves over 50,000 users per day who are seeking chemistry related data. In parallel we have used ChemSpider and available software services to underpin a number of grant-based projects that we have been involved with: Open PHACTS – a semantic web project integrating chemistry and biology data, PharmaSea – seeking out new natural products from the ocean and the National Chemical Database Service for the United Kingdom. We are presently developing a new architecture that will offer broader scope in terms of the types of chemistry data that can be hosted. This presentation will provide an overview of our Cheminformatics activities at RSC, the development of a new architecture for a data repository that will underpin a global chemistry network, and the challenges ahead, as well as our activities in releasing software and data to the chemistry community.
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Tautomers - Advanced Databases for in-silico Screening
1. Tautomers - Advanced Databases for
in-silico Screening
Frank Oellien, Rhein-Main-Docking Meeting 2003
2. Overview
• Motivation
• Technical Aspects
• Rules and Examples
• Results (Database Size and Benchmarks)
• Workflow
• Summary and Future Tasks
3. Motivation I
• Tautomeric states can be relevant for biological
interactions
• Brandstetter et al., MMP-8-Inhibitors
J. Biol. Chem. 276, 2001, 17405-12.
• Pospisil et al., Ligands of Herpesviral Thymidine
kinases, Helvet. Chim. Acta 85, 2002, 3237-50.
• Software for Virtual Screening or docking
adresses:
• conformations
• ionization states
• stereo centers
• tautomers
X
4. Motivation II
Tautomer Generation Applications (state of the art)
• Agent 2.0 (ETH)
• OEChem (OpenEyes)
• StereoPlex (Tripos)
• no extensions by the means of user-defined rules
• no tautomer-sensitive duplicate check
Aim: Easily extensible and scriptable software that
allows the integration and automation of tautomer
generation in our existing screening workflow.
CACTVS: Chemical data management system
5. Technical Aspects (CACTVS) I
• Flexible, modular chemical data management
system
• C core library, Tcl command layer
• Main command:
ens transform $eh $tlist <direction> <reactionmode> <flags>
<overlapmode> <excludelist> <maxtautomers> <timeout>
tlist:
Transformation definition (SMIRKS line notation,
Daylight)
[#1:1][O:2][C:3]#[N:4]>>[O:2]=[C:3]=[N:4][#1:1]
H
N
O
H
N
O
6. Technical Aspects (CACTVS) II
Pre-defined Function with 18 tautomer
transformations: make_tautoset
loop input_file {
output = make_tautoset molecule_record
loop output {
write to output_file
}
}
• combination of all tautomer transformation rules
• tautomer-sensitive duplicate check
• optional: output of most reasonable tautomer
7. Rules I
18 Pre-defined Tautomer Rules
• simple enol/keto exchange, long-range enol/keto
exchanges (including S, Se and Te analogues)
• simple imine transforms
• aromatic heteroatom H shift, long-range aromatic
H
H
heteroatom aromatic shift
N
N
O
O
• heteroatom hydrogen exchange, long-range
hetero atom hydrogen exchange (heteroatoms: N,
O, S, Se and Te)
[N,S,Se,O,Te]
[N,S,Se,O,Te]
[N,C]
[N,C]
H
[N,S,Se,O,Te]
H
[N,C]
[N,S,Se,O,Te]
[N,C]
8. Rules II
• ketene/ynol exchange (including S, Se and Te
[O,S,Se,Te]
[O,S,Se,Te]
analogues)
H
• nitro/acid transform with ionic or pentavalent nitro
group
• cyanuric acid transform
• formamidinsulfonic acid transform (including N, Se
and Te analogues)
• HCN transform
• phosphonic acid transform
11. Benchmarks
Platform: SGI Fuel R1400 / 600 MHz, 1 GB RAM
Performance depends on
• nature of the compounds
• number of tautomers
SupplierDB
Compounds/min Multiplier
Maybridge Screening
> 150
2,5
Asinex Platinum
> 250
2,9
VitasM (in-hose Stock)
> 560
3
Tripos Leadscreen
> 1400
2,2
12. Virtual Screening Workflow @ Intervet
2D / 3D
Structure DB
(MDL)
PreProcessing
Tautomer
Generation
Specific 3D
Databases
(Catalyst, Unity)
Tautomer-sensitive
Duplicate check
Data
Analysis
Virtual
Screening
13. Summary
Outcome
• flexible structure processing capabilities
• easy modifications of generator rules via scripting
• platform independence protects long-term usability and
investment
• automation and implementation in existing workflow
• Technical Limitations
• constraints for experimentally known preferences of
tautomeric states by means of simple rile-based
estimations (no energetic estimations)
• separate structure for each tautomer is needed for 3rd
party databases
14. Future Tasks
• evaluate hit-retrieval within tautomer databases
for different ligand / protein complexes
• full integration and automation of the application
into in-house virtual screening workflow
• coping with data increase
• additional sets of scripts for ionization states and
stereoisomerism