Upload
dl-suo
View
216
Download
0
Embed Size (px)
Citation preview
7/21/2019 Information Landscape KB
1/65
Mercks Information Landscape
Knowledgebase
Kelly Clark & Charisma EugenioJune 10, 2014
7/21/2019 Information Landscape KB
2/65
ModelingMercksInformationLandscape
(MRL
=
Merck
Research
Laboratories)
Metabolomics
Geneexpression
Sequencing
Pharmacogenetics
Imaging
Safety/PV Realworlddata
Clinicaltrials
GlobalEMRs®istries 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
7/21/2019 Information Landscape KB
3/65
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.
7/21/2019 Information Landscape KB
4/65
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
7/21/2019 Information Landscape KB
5/65
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
7/21/2019 Information Landscape KB
6/65
Clinical
Development
ConsumerCare
Research
FormulationSafety
Regulatory
Manufacturing
EnterpriseBusinessAnalysisandITResourceplanning
tendstofocusonorganizationaldomainsseparately
Every system is perfectly designed to get
exactly the results it gets. --
7/21/2019 Information Landscape KB
7/65
GoogleStreetViewforinformationflows
7/21/2019 Information Landscape KB
8/65
Merck
Analystsneedawaytocollaborateon mappinginformationflows
fromdifferentdomainswithoutexplicitcoordination
http://www.dwalls.com/Nature/Nature-World-Travel/Aerial+View+of+Downtown+Boston
7/21/2019 Information Landscape KB
9/65
Isamethodofdocumentingandmodelingtheflowofinformationthroughanenterprise
thatallowsbothtargetedandholisticanalysisacrosstheinformationcontinuum.
Sales&
Marketing
MCC
Regulatory
R&D
ManufacturingMerck
SemanticInformationFlowModeling(sIFM)
Regulatory
7/21/2019 Information Landscape KB
10/65
DiscoveringtheInformationFlowModeling
Ontology
MindMapforMercksPatientsLikeMecollaborationhanddrawnbyJyotiShah
Usedwith
permission
from
PatientsLikeMe
7/21/2019 Information Landscape KB
11/65
DataSources
Organizations BusinessProcesses
Decisions
KM
Artifacts
Initiatives
/ Projects
Use
CasesPeople Roles
Information
Types CapabilitiesBusiness
GroupsActivities
Wedeterminedthetypesofthings(entities)andthetypesofrelationships
thatweweretryingtounderstandandmodelthemusingacommon
semanticframework
7/21/2019 Information Landscape KB
12/65
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
7/21/2019 Information Landscape KB
13/65
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?
7/21/2019 Information Landscape KB
14/65
7/21/2019 Information Landscape KB
15/65
InformationLandscapeKnowledgebase(ILK)
7/21/2019 Information Landscape KB
16/65
InformationLandscapeKnowledgebase
Entity
Explorer
for
Ad
Hoc
Analysis
Joe Smith
Jane Doe
7/21/2019 Information Landscape KB
17/65
InformationLandscapeKnowledgebase
Data
Sources
7/21/2019 Information Landscape KB
18/65
Drilldownbyfacetingonanyentitytype
18
7/21/2019 Information Landscape KB
19/65
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
7/21/2019 Information Landscape KB
20/65
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
7/21/2019 Information Landscape KB
21/65
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
7/21/2019 Information Landscape KB
22/65
Mercks Information LandscapeKnowledgebase
Charisma EugenioJune 10, 2014
7/21/2019 Information Landscape KB
23/65
7/21/2019 Information Landscape KB
24/65
24
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
7/21/2019 Information Landscape KB
25/65
25
Anzo Ontology Editor
7/21/2019 Information Landscape KB
26/65
26
Anzo Ontology Editor
7/21/2019 Information Landscape KB
27/65
27
Information Flow Model (IFM)
7/21/2019 Information Landscape KB
28/65
28
IFM Oracle Database Schema
7/21/2019 Information Landscape KB
29/65
29
Anzo Connect
7/21/2019 Information Landscape KB
30/65
30
Anzo Connect
7/21/2019 Information Landscape KB
31/65
31
Anzo Connect
7/21/2019 Information Landscape KB
32/65
32
Anzo Connect
7/21/2019 Information Landscape KB
33/65
33
Anzo Connect
7/21/2019 Information Landscape KB
34/65
34
Anzo Connect
7/21/2019 Information Landscape KB
35/65
35
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
36/65
36
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
37/65
37
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
38/65
38
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
39/65
39
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
40/65
40
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
41/65
41
ILK Entity Explorer
7/21/2019 Information Landscape KB
42/65
42
ILK Entity Explorer
7/21/2019 Information Landscape KB
43/65
43
ILK Entity Explorer
7/21/2019 Information Landscape KB
44/65
44
ILK Entity Explorer
7/21/2019 Information Landscape KB
45/65
45
ILK Entity Explorer
7/21/2019 Information Landscape KB
46/65
46
ILK Entity Explorer
7/21/2019 Information Landscape KB
47/65
47
ILK Entity Explorer
ILK E tit E l
7/21/2019 Information Landscape KB
48/65
48
ILK Entity Explorer
ILK S t
7/21/2019 Information Landscape KB
49/65
49
ILK Systems
ILK S t
7/21/2019 Information Landscape KB
50/65
50
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
51/65
51
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
52/65
52
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
53/65
53
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
54/65
54
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
55/65
55
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
56/65
56
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
57/65
57
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
58/65
58
ILK Systems
ILK Systems
7/21/2019 Information Landscape KB
59/65
59
y
ILK Systems
7/21/2019 Information Landscape KB
60/65
60
y
ILK Systems
7/21/2019 Information Landscape KB
61/65
61
y
ILK Systems
7/21/2019 Information Landscape KB
62/65
62
ILK Systems
7/21/2019 Information Landscape KB
63/65
63
ILK Systems
7/21/2019 Information Landscape KB
64/65
64
Information Landscape Knowledgebase (ILK)
7/21/2019 Information Landscape KB
65/65
65