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    Mercks Information Landscape

    Knowledgebase

    Kelly Clark & Charisma EugenioJune 10, 2014

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    ModelingMercksInformationLandscape

    (MRL

    =

    Merck

    Research

    Laboratories)

    Metabolomics

    Geneexpression

    Sequencing

    Pharmacogenetics

    Imaging

    Safety/PV Realworlddata

    Clinicaltrials

    GlobalEMRs&registries Socialnetworks/patientcommunities

    MonitoringBehavior/adherence/compliance

    Vaccineproduction

    RNAi

    HTS

    PathwaysBiologicallit./Targets

    Chemistry/Chemicallit

    Disease

    Competitiveintelligence

    Pharmacology

    Epidemiology

    TargetClass

    MechanismofAction

    Toxicity

    Outcomes

    EHR

    Stagegatedecisions

    Externalpartners

    Indication

    Targetedinstitutions

    Engagementprograms

    Formulary

    Marketaccess/channels

    Batchrecords

    Labeling

    QualityAssurance

    Manufacturing&processdesign

    2011 Retina Diagram - Concept

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    InformationTypes/TaxonomiesfromMercks

    InformationLandscape

    Knowledgebase

    (ILK)

    3

    Marketing

    Regulatory

    Clinical

    Molecules/

    Compounds

    PharmacologyToxicology

    PK/PD

    Studies

    Gene

    Competitive

    Intelligence

    Animals

    Biological

    Specimens

    Assays

    RealWorld

    Evidence

    Targets

    ProteinExperimentsLaboratory

    Programs

    Biomarkers

    Modeling&

    Simulation

    2014 Retina Diagram - Real

    This graphic created using Gephi: Bastian M., Heymann S., Jacomy M. (2009). Gephi: an open source software

    for exploring and manipulating networks. International AAAI Conference on Weblogs and Social Media.

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    R&Ddecisionsrelyonhighqualityinformationtosteer

    programsandthepipeline

    Knowledge

    Artifacts

    Target

    validation

    plan

    BusinessGroups

    Early

    Development

    team

    People

    John

    Smith

    InformationTypes

    Clinical

    Trial

    Name

    OrganizationUnits

    Analytical

    Chemistry

    Sources

    Electronic

    Lab

    Notebook

    Business

    ProcessesIntegrative

    assessment

    of

    liver

    toxicity Activities

    Refine

    model

    Roles

    Statistician

    Decisions/

    Gateways

    Determine

    Patient

    Stratification

    Biomarkers

    R&DInformationLandscape>27,000

    entities

    and

    70,000

    relationships

    defined

    The

    volume

    and

    variety

    of

    internal

    information

    and

    external

    scientific

    information

    continues

    to

    grow

    at

    a

    rapid

    and

    accelerating

    rate

    The

    ability

    to

    readily

    find,

    access,

    and

    useinformation

    is

    absolutely

    critical

    Capabilities

    Biomarker

    Validation

    Feedback

    Surveys,

    VoC

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    5

    Today Next 2-3 Years Beyond

    Culture of Single Use

    Find & Access

    DecisionMaking

    Quality

    Vocabulary

    Management

    Embedded

    Stewardship

    Information

    Flows Modeled

    Effective

    Search

    Integrated

    Information

    Architecture

    IM Challenges

    Characterized

    Fragmented

    tools,

    processes

    Systematic

    categorization

    of data

    Information

    ManagementMatu

    rity

    As knowledge workers understand and embrace improved information management

    practices, better decision making can be enabled by better access to information

    Organization-Wide Information Re-Use

    ? Better Information Management Better Decision Making: Betteranalysis, more transparency and collaboration, better workflow

    management, faster decisionsDecisionQuality

    Adop

    tion,

    Maturity

    ImprovingR&DDecisionMaking

    Information

    Flows Modeled

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    Clinical

    Development

    ConsumerCare

    Research

    FormulationSafety

    Regulatory

    Manufacturing

    EnterpriseBusinessAnalysisandITResourceplanning

    tendstofocusonorganizationaldomainsseparately

    Every system is perfectly designed to get

    exactly the results it gets. --

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    GoogleStreetViewforinformationflows

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    Merck

    Analystsneedawaytocollaborateon mappinginformationflows

    fromdifferentdomainswithoutexplicitcoordination

    http://www.dwalls.com/Nature/Nature-World-Travel/Aerial+View+of+Downtown+Boston

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    Isamethodofdocumentingandmodelingtheflowofinformationthroughanenterprise

    thatallowsbothtargetedandholisticanalysisacrosstheinformationcontinuum.

    Sales&

    Marketing

    MCC

    Regulatory

    R&D

    ManufacturingMerck

    SemanticInformationFlowModeling(sIFM)

    Regulatory

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    DiscoveringtheInformationFlowModeling

    Ontology

    MindMapforMercksPatientsLikeMecollaborationhanddrawnbyJyotiShah

    Usedwith

    permission

    from

    PatientsLikeMe

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    DataSources

    Organizations BusinessProcesses

    Decisions

    KM

    Artifacts

    Initiatives

    / Projects

    Use

    CasesPeople Roles

    Information

    Types CapabilitiesBusiness

    GroupsActivities

    Wedeterminedthetypesofthings(entities)andthetypesofrelationships

    thatweweretryingtounderstandandmodelthemusingacommon

    semanticframework

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    CollaborationwithoutCoordination

    Theuseofaninformationmodelingontology allowsmultipleinformaticsand

    businessanalyststocollaborateonthesamemodelwithoutexplicitcoordination

    Analyst 1 Analyst 2 Analyst 3

    Compound structure ELN Medicinal Chemist uses ChemCart Pharm Sci uses ELN

    Program Biologist uses ELN Compound Structure ChemCart Active Pharmaceutical Ingredient ELN

    Toxicologist uses ELN Medicinal Chemist member-of Lead

    optimization team

    Compound StructureELN

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    LeveragingtheInformationLandscape Knowledgebase

    toenableInformationManagementandSearch

    By encoding this knowledge in a searchable semantic knowledgebase, we can discover details

    about Mercks information landscape on the fly, that were previously difficult to uncover.

    Project Information

    Types

    Data

    Sources

    KM

    Artifacts

    Translational

    PK/PD Modeling ?Information

    Types

    ?KM

    Artifacts

    ?Data

    Sources

    includes

    flow

    flow

    What are the types

    of information and

    data sourcesassociated with

    Translational PKPD

    Modeling?

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    InformationLandscapeKnowledgebase(ILK)

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    InformationLandscapeKnowledgebase

    Entity

    Explorer

    for

    Ad

    Hoc

    Analysis

    Joe Smith

    Jane Doe

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    InformationLandscapeKnowledgebase

    Data

    Sources

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    Drilldownbyfacetingonanyentitytype

    18

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    Feedback/PainPointAnalysis

    19

    MRL Search Survey 2013

    Example Pain Point Categories:

    Access provisioning

    Business Process/Workflow

    management

    Data Quality and Completeness

    Data Security

    Data Vizualzation/Analysis

    Capabilities

    Federated Search

    Knowledge Management and

    organization

    Platform / Database

    Tags / Keywords

    Training / Awareness

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    Summary MercksInformationLandscape

    Knowledgebase Volume and complexity of scientific information is accelerating

    It is critical that scientists can seamlessly find and access that

    information

    Traditional analysis makes it difficult to understand how information is

    actually stewarded across the organization, and perpetuates the

    establishment of siloed solutions

    Semantic Information Flow Modeling and the Information Landscape

    Knowledgebase allows analysts and architects to collaborate on a

    common representation of information flow across the organization to

    enable:

    Linked-data approach to analysis

    Identification of high impact scientific information management solutions

    Stewardship of Mercks knowledge assets

    20

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    Acknowledgements

    Merck Research Laboratories Information Technology

    Karen Conrad

    Charisma Eugenio

    John Koch

    Ellie Norris

    Jyoti Shah

    Kim Wilson

    Cambridge Semantics Inc.

    Ben Szekely

    Lee Feigenbaum

    21

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    Mercks Information LandscapeKnowledgebase

    Charisma EugenioJune 10, 2014

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    Anzo Express is a complete spreadsheet data management solution. It enables

    users to link data from multiple Excel spreadsheets and relational databases

    together in real-time for data collection, collaboration, and reporting. Anzo Express

    also includes a state-of-the-art Web dashboard tool so that you can easily share

    your integrated Excel data with your colleagues.

    Anzo Ontology Editor

    Anzo Connect

    Anzo for Excel

    Anzo on the Web

    Anzo Express

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    Anzo Ontology Editor

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    Anzo Ontology Editor

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    Information Flow Model (IFM)

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    IFM Oracle Database Schema

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    Anzo Connect

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    Anzo Connect

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    Anzo Connect

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    Anzo Connect

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    Anzo Connect

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    Anzo Connect

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    Information Landscape Knowledgebase (ILK)

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    Information Landscape Knowledgebase (ILK)

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    Information Landscape Knowledgebase (ILK)

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    Information Landscape Knowledgebase (ILK)

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    Information Landscape Knowledgebase (ILK)

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    Information Landscape Knowledgebase (ILK)

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    ILK Entity Explorer

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    ILK Entity Explorer

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    ILK Entity Explorer

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    ILK Entity Explorer

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    ILK Entity Explorer

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    ILK Entity Explorer

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    ILK Entity Explorer

    ILK E tit E l

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    ILK Entity Explorer

    ILK S t

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    ILK Systems

    ILK S t

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    ILK Systems

    ILK Systems

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    y

    ILK Systems

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    y

    ILK Systems

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    y

    ILK Systems

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    ILK Systems

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    ILK Systems

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    Information Landscape Knowledgebase (ILK)

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