D360: Unlock the value of your scientific data

D360: Unlock the value of your scientific data D360: Unlock the value of your scientific data

11.07.2015 Views

D360: Unlock the value of your scientific dataSolving Informatics Problems for Translational ResearchDr. Fabian Bös, Senior Application ScientistCertara Spain SLMartin-Kollar-Str. 17, 81829 Munichwww.certara.com/d360

<strong>D360</strong>: <strong>Unlock</strong> <strong>the</strong> <strong>value</strong> <strong>of</strong> <strong>your</strong> <strong>scientific</strong> <strong>data</strong>Solving Informatics Problems for Translational ResearchDr. Fabian Bös, Senior Application ScientistCertara Spain SLMartin-Kollar-Str. 17, 81829 Munichwww.certara.com/d360


• Certara is <strong>the</strong> amalgamation <strong>of</strong> 3 companies covering different areas <strong>of</strong> drugdiscovery & development– Tripos - Discovery– Simcyp – Preclinical– Pharsight – Clinical• Building product portfolio through acquisition and organic growth toaddress <strong>scientific</strong> <strong>data</strong> needs for Translational approaches to life scienceresearch.• 3 key areas <strong>of</strong> interest– In Silico modeling and prediction across discovery/development• Improved prediction <strong>of</strong> biological events from <strong>the</strong> molecular to <strong>the</strong> whole organism level• Leverage <strong>of</strong> technologies from formerly disparate areas– Data access within and between expertise silos• Improved access to and thus use <strong>of</strong> <strong>data</strong> for all scientists throughout <strong>the</strong> process• Providing an ability to generate answers to a very wide range <strong>of</strong> <strong>scientific</strong> questions– Integration <strong>of</strong> <strong>data</strong> access with modeling• Model creation for specific discovery and development end points• Model deployment throughout <strong>the</strong> discovery and development process© Copyright 2013 Certara, L.P. All rights reserved.2


S<strong>of</strong>tware Portfolio© Copyright 2013 Certara, L.P. All rights reserved.3


Certara Consulting© Copyright 2013 Certara, L.P. All rights reserved.4


Big Data, Complex Data, Many Sources• More disciplines are generating more <strong>data</strong> than ever– Combinatorial chemistry– High throughput screening– High content screening– Proteomics– Genomics• The <strong>data</strong> is inherently complex– Context• a <strong>value</strong> only has meaning when you know how it was obtained– Relationships11010100101001010010101001010101001010111010101101100100000101001010101111101010010100010100101010101001011010001001000100010001001001001001010101100101010101010100001010010010100100100010101001010101001010100100010001010010100100101001010010100101010100101010101110001010001010001000100100101001001010010010001001111010100101000• meaning can only be derived when <strong>the</strong> right relationships between <strong>data</strong> are in place• Data is stored in many sources– Scientists <strong>of</strong>ten manually construct <strong>the</strong>ir <strong>data</strong>sets after using differentapplications– Systems built to help scientists are custom to address a single bottleneck© Copyright 2013 Certara, L.P. All rights reserved.5


“Hard Coded” Data AccessChemical<strong>data</strong> accessSafety DataAccessResearchreportingChemicalInventoryScientificliterature searchDiscoveryinformation portalStructurevisualizationDatamanipulation& analysisData analysisIn Vitro <strong>data</strong>accessElectronicnotebookResearchcommunication© Copyright 2013 Certara, L.P. All rights reserved.6


A Data NetworkIn VitroResultsObservationsPatientsProjectsBatchesCompoundsClinicalStudiesTreatmentsAssaysPreclinicalStudiesAnimalsTreatmentsObservations© Copyright 2013 Certara, L.P. All rights reserved.7


A Data Access Problem – Discovery• Discovery <strong>data</strong> available in multiple <strong>data</strong> sources• Data is accessible, through an internally built application but…– Application was last updated ~2 years ago– Requires a team <strong>of</strong> FTEs to support (just <strong>the</strong> application)• Supports general user workflows– for accessing project <strong>data</strong> in standard views• But…– User requests for enhancements not satisfied for some time– Many important <strong>data</strong> sources not integrated• In vivo <strong>data</strong>• Licensed commercial <strong>data</strong>bases– Very few analysis tools or integrations with o<strong>the</strong>r applications – complexworkflow© Copyright 2013 Certara, L.P. All rights reserved.8


The Discovery Data Network in <strong>D360</strong>• Data Network for discovery <strong>data</strong>– Data from chemistry and biology<strong>data</strong>bases cast in terms <strong>of</strong> entities <strong>of</strong>interestCompoundsTargets• User can choose <strong>the</strong> <strong>data</strong> level– Compound, Salt, Batch/Lot, Project,Assay…Na +SaltsProjectsAssays• Supports a wide variety <strong>of</strong>workflows:– Standard Project <strong>data</strong> views– Exploratory SAR <strong>data</strong> mining– Assay QA/QC– …BatchesResults• Initial system deployed in ~ 4 weeks– Currently in production at top 10 pharmaI can get <strong>data</strong>sets and performanalyses that were difficult <strong>of</strong> notimpossible before© Copyright 2013 Certara, L.P. All rights reserved.9


A Data Access Problem – Preclinical Safety• Safety Study Data entered into a commercial system• Data is accessible, but…– Only at a study level, one study at a time• Easy to get all <strong>data</strong> for a project– Monitoring and Study ReportStudyABC-123StudyGroupsAnimals• Very difficult for Pathologists to understand <strong>data</strong> across studies– e.g. Historical control group behavior– Can take days/weeks to answer project team questions on current study findings– Can take days/weeks to answer regulatory body questions• The situation gets worse when additional <strong>data</strong> is brought into <strong>the</strong> picture– TK <strong>data</strong> is stored in different LIMS system– Assay Data is stored in a different systemFindings & Measurements© Copyright 2013 Certara, L.P. All rights reserved.10


The Safety Data Network in <strong>D360</strong>• Data Network for preclinical safety– Data from Safety <strong>data</strong>base cast in terms<strong>of</strong> entities <strong>of</strong> interest• User can choose <strong>the</strong> <strong>data</strong> level– Study, Study Group, Animal,Observation, treatment• Supports a wide variety <strong>of</strong>workflows:– Cross study control group analysis– Study Design from historical <strong>data</strong>– Logistical Study monitoring– …• System deployed in ~ 2 weeks– Currently in production at top 10 pharmaCross study analysis <strong>of</strong> controlgroups can now be performed inminutes ra<strong>the</strong>r than weeks© Copyright 2013 Certara, L.P. All rights reserved.11


Expanding this Data Network• Additional Data Entities– Chemical Structures– TK parameters– Discovery Assay Data• From Additional Datasources– Chemical Structure Cartridge– LIMS system– Assay <strong>data</strong>base• Adds additional workflows:– Improved preclinical studydesign– Structure-Safety relationships– Exposure-Safety relationships– Clinical finding – Assay <strong>data</strong>relationships– …• Current status– Configuring TK <strong>data</strong>© Copyright 2013 Certara, L.P. All rights reserved.12


What does <strong>the</strong> user <strong>of</strong> <strong>D360</strong> see?• Any user <strong>of</strong> <strong>the</strong> system can build a query– Without knowledge <strong>of</strong> specific <strong>data</strong> location/format– Without knowledge <strong>of</strong> Oracle, web services and o<strong>the</strong>r relatedtechnologies• System is configured to show <strong>scientific</strong> entities <strong>of</strong> interest• Presents <strong>data</strong> in <strong>the</strong> user’s context© Copyright 2013 Certara, L.P. All rights reserved.13


User Adoption• The Google Effect:– Everyone is used to Google – very simple to use• Not Every user wants to build a query– <strong>D360</strong> allows search capabilities to be Googleised– Users who build <strong>data</strong> searches in <strong>D360</strong> can “widgetise <strong>the</strong>m”– Leverages <strong>the</strong> intellectual assets <strong>of</strong> <strong>the</strong> team70© Copyright 2013 Certara, L.P. All rights reserved.14


Recent <strong>D360</strong> Partnerships - Building <strong>the</strong> ecosystemConnectivity with <strong>the</strong> Cortellis web based<strong>data</strong> sources.Connectivity with MarvinSketch and JChemCartridge.Connectivity with pre-clinical safety <strong>data</strong> fromPristima or customized <strong>data</strong> marts.Competitive intelligence decision support.© Copyright 2013 Certara, L.P. All rights reserved.15


Summary• Provides access to <strong>scientific</strong> <strong>data</strong>• Accesses <strong>scientific</strong> <strong>data</strong> from structured storage• Single <strong>data</strong>bases, Multiple <strong>data</strong>bases, non-<strong>data</strong>base sources (web services)• <strong>D360</strong> transforms <strong>scientific</strong> <strong>data</strong> (mere access is not enough)• Transforms from a complex structure into something a user actually finds useful• Presents <strong>scientific</strong> <strong>data</strong>• So a user can build a query <strong>the</strong>mselves• Spreadsheets, forms, grids, graphs and charts, correlation matrices,formatting, statistics, equations, etc.• Whatever is most appropriate to <strong>the</strong> user’s workflow• Help <strong>the</strong> user derive meaning• Shares <strong>scientific</strong> results and supports decision making• Workspaces, annotations, notifications• Integration with productivity tools and existing corporate systems© Copyright 2013 Certara, L.P. All rights reserved.16

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