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An in silico 360 concept for the triage and
selection of drug development compounds
Introduction
As commissioned by the International Union of Basic and Clinical
Pharmacology (IUPHAR) and SciLifeLab/KI a 2018 report on
academic drug development (ADEV) is available as a pre-print
(https://europepmc.org/article/PPR/PPR102764)
This includes a triage conceived for comprehensive informatics
profiling around the compound – target - disease axis. We have
termed this “in silico 360” (INS360) to enable ADEV teams.
Notably, some past SciLifeLab Drug Discovery and Development
Platform projects have been halted because of overlooked
competitive overcrowding. INS360 can give risk indications such
as; lack of genetic validation, chemical liabilities, target promiscuity
or safety signals. These warnings are crucial for ADEV and
pharmacology research in general. As a scoping exercise, we
assessed the increasingly crowded database landscape for resources
potential INS360 utility. This was guided by judgment (necessarily
with a subjective element) on reputation, sustainability, content and
usability.
Overview Scheme
The conceptual divisions we produced for INS360 are below.
Given such a broad scope, we can only cover a selection of
resources here. As implicit recommendations these are made in
good faith but there many useful alternatives. Indeed, determining
the comparative utility between databases is a major challenge of
the informatics ecosystem.
Exploring Chemistry
Searching against bioactive structures, inactive control compounds,
drugs, leads and probes is a pivotal step for INS360. We narrowed
this down to the four sources below with their (Nov 2019)
compound numbers.
We recommend the IUPHAR/BPS Guide to Pharmacology
(GtoPdb) as a first-stop-shop for both ligand and target searches
since it is small (because of curatorial selectivity) and is designed
for pharmacologists by pharmacologists (see PMID: 31691834). At
just over 200x the size, ChEMBL extends coverage but this comes
with increased navigational complexity. This rule of thumb also
holds for the next two jumps in scale.
Christopher Southan, Biomedical Sciences, University of Edinburgh and TW2Informatics, Göteborg,
Sweden.
Per I Arvidsson, Science for Life Laboratory (SciLifeLab) and Karolinska Institute (KI), Stockholm,
Sweden.
The 710 sources in Pub (including GtoPdb and ChEMBL) are
linked to 268 million BioAssay results and connectivity to PubMed
via the NCBI Entrez system. The final quantitative leap for
document-to-chemistry linkage is represented by SciFinder at ~ 160
million (a commercial product but widely available in university
chemistry departments). Both PubChem and SciFinder contain
chemistry from patents the searching of which is an essential (but
often neglected) part of INS360 (see PMID: 26194581).
Exploring Protein Targets
INS360 needs to deeply interrogate protein sequence and structure
space for not only human entries but model organisms from yeast to
Zebrafish to rodents. UniProt and its manually curated subset
Swiss-Prot and PDB directly are first-choices here because they
include expert annotations, and ~ 100 cross references to literature,
structure, splicing, protein interactions, and disease pathways (both
GtoPdb and ChEMBL link reciprocally to UniProt). The statistics,
shown below, indicate the impressive coverage, including
increasing numbers of GPCR structures crystalised with bound
ligands.
Genomic and Literature Portals
For navigating the genome, including the comparative genomics of
target evolution and genetic disease association data, we
recommend Ensembl as the entry point. Exploration can them
extend to the two complementary and information-rich druggable
genome portals of Open Targets and Pharos (via Ensembl or
UniProt out-links)
Last but not least, we can consolidate INS360 by direct literature
searching (one could also start with this since the overview schema
can be entered from different points). Our choice of European
PubMed Central (EPMC) is a considered one in view of recent
updates increasing integration with other European resources.
Conclusions
Pharmacology will see an increasing impact from INS360 as AI
becomes an adjunct to data mining. It should be implemented (and
refreshed) at key project checkpoints such as; a new target,
optimising chemistry, moving into in vivo testing, preparing
publications, funding applications or seeking out-licencing.
However, expertise spanning different domains is needed for
cogent interpretation and exploitation. Crucially, this should also
extend to experimental confirmation of key in silico findings that
(by definition) are predictions or inferences but not “ground truth”.
Because execution of INS360 may lie outside the competences of
even experienced experimental pharmacology teams external
support will be needed. However, unlike pharmaceutical companies
who have enterprise solutions, academics may not have equivalent
facilities. Addressing this challenge is beyond this poster but we can
highlight the ELIXIR organisation. This integrates life science data
and training resources from across the UK and Europe, including
some of those mentioned above (https://elixiruknode.org/)
Flash poster 17 Dec 11.00

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In silico 360 Analysis for Drug Development

  • 1. An in silico 360 concept for the triage and selection of drug development compounds Introduction As commissioned by the International Union of Basic and Clinical Pharmacology (IUPHAR) and SciLifeLab/KI a 2018 report on academic drug development (ADEV) is available as a pre-print (https://europepmc.org/article/PPR/PPR102764) This includes a triage conceived for comprehensive informatics profiling around the compound – target - disease axis. We have termed this “in silico 360” (INS360) to enable ADEV teams. Notably, some past SciLifeLab Drug Discovery and Development Platform projects have been halted because of overlooked competitive overcrowding. INS360 can give risk indications such as; lack of genetic validation, chemical liabilities, target promiscuity or safety signals. These warnings are crucial for ADEV and pharmacology research in general. As a scoping exercise, we assessed the increasingly crowded database landscape for resources potential INS360 utility. This was guided by judgment (necessarily with a subjective element) on reputation, sustainability, content and usability. Overview Scheme The conceptual divisions we produced for INS360 are below. Given such a broad scope, we can only cover a selection of resources here. As implicit recommendations these are made in good faith but there many useful alternatives. Indeed, determining the comparative utility between databases is a major challenge of the informatics ecosystem. Exploring Chemistry Searching against bioactive structures, inactive control compounds, drugs, leads and probes is a pivotal step for INS360. We narrowed this down to the four sources below with their (Nov 2019) compound numbers. We recommend the IUPHAR/BPS Guide to Pharmacology (GtoPdb) as a first-stop-shop for both ligand and target searches since it is small (because of curatorial selectivity) and is designed for pharmacologists by pharmacologists (see PMID: 31691834). At just over 200x the size, ChEMBL extends coverage but this comes with increased navigational complexity. This rule of thumb also holds for the next two jumps in scale. Christopher Southan, Biomedical Sciences, University of Edinburgh and TW2Informatics, Göteborg, Sweden. Per I Arvidsson, Science for Life Laboratory (SciLifeLab) and Karolinska Institute (KI), Stockholm, Sweden. The 710 sources in Pub (including GtoPdb and ChEMBL) are linked to 268 million BioAssay results and connectivity to PubMed via the NCBI Entrez system. The final quantitative leap for document-to-chemistry linkage is represented by SciFinder at ~ 160 million (a commercial product but widely available in university chemistry departments). Both PubChem and SciFinder contain chemistry from patents the searching of which is an essential (but often neglected) part of INS360 (see PMID: 26194581). Exploring Protein Targets INS360 needs to deeply interrogate protein sequence and structure space for not only human entries but model organisms from yeast to Zebrafish to rodents. UniProt and its manually curated subset Swiss-Prot and PDB directly are first-choices here because they include expert annotations, and ~ 100 cross references to literature, structure, splicing, protein interactions, and disease pathways (both GtoPdb and ChEMBL link reciprocally to UniProt). The statistics, shown below, indicate the impressive coverage, including increasing numbers of GPCR structures crystalised with bound ligands. Genomic and Literature Portals For navigating the genome, including the comparative genomics of target evolution and genetic disease association data, we recommend Ensembl as the entry point. Exploration can them extend to the two complementary and information-rich druggable genome portals of Open Targets and Pharos (via Ensembl or UniProt out-links) Last but not least, we can consolidate INS360 by direct literature searching (one could also start with this since the overview schema can be entered from different points). Our choice of European PubMed Central (EPMC) is a considered one in view of recent updates increasing integration with other European resources. Conclusions Pharmacology will see an increasing impact from INS360 as AI becomes an adjunct to data mining. It should be implemented (and refreshed) at key project checkpoints such as; a new target, optimising chemistry, moving into in vivo testing, preparing publications, funding applications or seeking out-licencing. However, expertise spanning different domains is needed for cogent interpretation and exploitation. Crucially, this should also extend to experimental confirmation of key in silico findings that (by definition) are predictions or inferences but not “ground truth”. Because execution of INS360 may lie outside the competences of even experienced experimental pharmacology teams external support will be needed. However, unlike pharmaceutical companies who have enterprise solutions, academics may not have equivalent facilities. Addressing this challenge is beyond this poster but we can highlight the ELIXIR organisation. This integrates life science data and training resources from across the UK and Europe, including some of those mentioned above (https://elixiruknode.org/) Flash poster 17 Dec 11.00