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Navigating to new shores –
The Biopharma Navigator
Stefan Geißler, Archna Bhandari, Gilles Pouzenc,
Expert System
II SDV, Nice, April 23, 20918
▪ Software provider: Largest
European vendor
of Text Analytics & Cognitive
Computing
▪ Publicly listed (EXSY)
with offices and R&D labs in
Europe and USA
▪ Patented technology: Cogito!
▪ The technology of choice
corporate clients in many
sectors: BASF, Swiss Re, Zurich,
Daimler, Sanofi, Lloyd’s, Europol
and many, many others
Who we areExpert System
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 3
Biopharma Navigator
• Webbased search, analysis and reporting
solution
• Broad coverage of life science content,
constantly up to date
• Powerful text analytics, simple web frontend
• Available inhouse or as SAAS
• Validated by (and developed in cooperation
with) large industry user community
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 4
We all know this situation!
Multiple Data Sources!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 5
How do I Navigate Complex Data Landscape?
Clinical Trials
Publications
Regulatory
Grants
Patents
Other…
News Releases
Time Consuming Process
n…n+1
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 6
User Feedback
• One Stop Search
• One Tool; One Interface
• Multiple Sources; Linked Together
• Easy Navigation
• Like Google, but More Powerful
• Better On-target Results
• Combine the best of both worlds
• Real-time Data + Customization
• One View: 1+1=3!
Friendly, faster and reliable information!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 7
Real-Time
• SaaS
• Point Solutions
• Standard
Navigator
Value Proposition
Custom
• Report Form
• DIY or Outsourced
• … but Static
Custom AND Real-Time
Better Decisions…Faster!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 8
User Adoption
Supporting over 1,400 Researchers, Analysts and Executives @ SANOFI
0
200
400
600
800
1000
1200
1400
Nov '14 Feb '15 Mai '15 Aug '15 Nov '15 Feb '16 Mai '16 Aug '16 Nov '16 Feb '17 Mai '17 Aug '17 Nov '17
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 10
Area of
Interest
Publications
MEDLINE
Daily
Grants
NIH & RCUK
Weekly
Patents
USPTO
Weekly
News
Releases &
Twitter
Every 30
MinutesFDA Orange
Book
Monthly
FDA
Adverse
Events
FDA
Release
Schedule
Clinical
Trials USA,
Europe,
WHO, etc.
Daily to
Weekly
Experts
Multiple
Sources
Daily
Navigator Data Sources
>17M
>450K
> 7M
>2.2M
>46K
>450K
>10M
>48M
Internal &
Other
Sources
Integrated, Normalized and Linked Data to speed up analysis!
Sunshine
Act
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 11
Data Challenges: Disambiguation,
Normalization, Linking!
Example: Company Names
There are two companies “Merck” and the user expects
them to be presented in a disambiguated way
This is the reality when looking at raw data
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 12
Data Challenges
How should I Search for a Drug Name or a Target?
PF-
05280586
Lab Code
Rituximab
INN Name
Rituxan
Brand
Name
Drug Activity
Drug/target/MoA association enables
more precise and relevant results!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 13
Data Challenges
Amyotrophic
Lateral
Sclerosis
ALS
Charcot
Disease
Gehrig
Disease
Lou Gehrig
Disease
Motor
Neuron
Disease,
ALS
Sclerosis,
Lateral
Amyotrophic
How should I Search for a Condition/Disease Name?
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 14
Data Challenges
Clinical
Trials
Clinicaltrials
.gov
Registry
European
Registry
Australian
Registry
Japanese
Registry
WHO ICTP &
Others
Publication
News
Where Do I Find All/Unique Clinical Trials?
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 15
Experts
Principal
Investigators
(PI)
Clinical
Trials
Authors
Publications
Inventors
Patents
Grantees
Funded
Grants
Data Challenges
Where do I Find Experts?
Who Works
with Whom?
Who is Who?
(Name Ambiguity)
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 16
Navigator Vocabularies
Standard and In-house
Condition*
Disease, Disorder,
Syndrome
Intervention*
Drugs-Chemical
& Biological type
Organization**
Companies,
Universities, Agencies,
Institutions
* Combination of Standard Vocabularies and In-house development
** In-house development
All vocabularies are reviewed, curated and customized on an ongoing basis by the Navigator team
Target*Mechanism of
Action**
Phase**Location*
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 17
Navigator Platform
High Level Architecture
Management & Curation
Application
Analytics
Application
Back-end Services
SolR Search
Engine
MongoDB
Database
Data
Analytics
and
Reporting
Content
Enrichment
Ingestion
Pipeline
Text Analytics and NLP
Engine
SearchContent
Crawlers
Web API
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 18
Biopharma Navigator: more than
faceted search!
• Integration of the Expert System
NLP platform Cogito
• Built-in knowledge graph of
several hundred thousand
concepts and their relations
• Disambiguation: determine the
meaning of terms from the context
• Syntactic parsing: determine the
roles of terms from the context
• Anaphora resolution and linking
• Generate human readable (and
refinable) models from training
data
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 19
Benefits
Some examples:
• Mining of trial announcements from unstructured text:
companies, clinical phase, timeline
 trial landscape beyond published data from ClinicalTrials.gov
• Detection of new drugs from unstructured text
drug beyond what is listed in predefined vocabularies
• Disambiguate, normalize and link entities like experts
(people), substances, organizations
 BPN knows background info about a drug so when search e.g.
for a target X, it returns information on substances that target X
Copyright © 2016 Expert System Enterprise - All Rights Reserved - Slide 20
Sample use cases
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 21
One Stop Search
Single Integrated Platform - for simple questions
Identify Competitive Landscape
related to global clinical trials
CLINICAL TRIALSCLINICAL TRIALS
Find Experts and know their
research network: over 10 million
& growing
EXPERTSEXPERTS
Find Latest News: Syndicated,
regulatory & company news,
updated every 30 minutes
NEWSNEWS
Multiple Access Points for Different Use Cases!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 22
Easy Navigation & Analysis
When your questions are more complex
CONDITIONSCONDITIONS SPONSORSSPONSORS COUNTRYCOUNTRY
PHASE CHARTPHASE CHARTMECHANISM OF ACTIONSMECHANISM OF ACTIONSINTERVENTIONSINTERVENTIONS
No more Pivots Tables! No more Chart Tools!
Access to source data at your fingertips!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 23
Data Augmentation
Where CI analysts add context and extra value
Combine Primary Intelligence with Secondary Data!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 24
Real-time Data
Automatically updated from original sources
Pipeline Chart
Timeline Chart
Bullseye Chart
Always Up-to-date: No More Cutting & Pasting!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 25
Dissemination On-demand
Customized News
One View: Disseminate customized information to targeted
stakeholders!
Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 26
Thank you for your attention!
Biopharma Navigator online at
https://www.biopharmanavigator.com/bpn/
Test access available (no obligation, full functionality)
Contact: www.linkedin.com/in/stefangeissler

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IC-SDV 2018: Stefan Geißler (Expert System) Navigating to new shores: the Biopharma Navigator

  • 1. Navigating to new shores – The Biopharma Navigator Stefan Geißler, Archna Bhandari, Gilles Pouzenc, Expert System II SDV, Nice, April 23, 20918
  • 2. ▪ Software provider: Largest European vendor of Text Analytics & Cognitive Computing ▪ Publicly listed (EXSY) with offices and R&D labs in Europe and USA ▪ Patented technology: Cogito! ▪ The technology of choice corporate clients in many sectors: BASF, Swiss Re, Zurich, Daimler, Sanofi, Lloyd’s, Europol and many, many others Who we areExpert System
  • 3. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 3 Biopharma Navigator • Webbased search, analysis and reporting solution • Broad coverage of life science content, constantly up to date • Powerful text analytics, simple web frontend • Available inhouse or as SAAS • Validated by (and developed in cooperation with) large industry user community
  • 4. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 4 We all know this situation! Multiple Data Sources!
  • 5. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 5 How do I Navigate Complex Data Landscape? Clinical Trials Publications Regulatory Grants Patents Other… News Releases Time Consuming Process n…n+1
  • 6. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 6 User Feedback • One Stop Search • One Tool; One Interface • Multiple Sources; Linked Together • Easy Navigation • Like Google, but More Powerful • Better On-target Results • Combine the best of both worlds • Real-time Data + Customization • One View: 1+1=3! Friendly, faster and reliable information!
  • 7. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 7 Real-Time • SaaS • Point Solutions • Standard Navigator Value Proposition Custom • Report Form • DIY or Outsourced • … but Static Custom AND Real-Time Better Decisions…Faster!
  • 8. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 8 User Adoption Supporting over 1,400 Researchers, Analysts and Executives @ SANOFI 0 200 400 600 800 1000 1200 1400 Nov '14 Feb '15 Mai '15 Aug '15 Nov '15 Feb '16 Mai '16 Aug '16 Nov '16 Feb '17 Mai '17 Aug '17 Nov '17
  • 9. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 10 Area of Interest Publications MEDLINE Daily Grants NIH & RCUK Weekly Patents USPTO Weekly News Releases & Twitter Every 30 MinutesFDA Orange Book Monthly FDA Adverse Events FDA Release Schedule Clinical Trials USA, Europe, WHO, etc. Daily to Weekly Experts Multiple Sources Daily Navigator Data Sources >17M >450K > 7M >2.2M >46K >450K >10M >48M Internal & Other Sources Integrated, Normalized and Linked Data to speed up analysis! Sunshine Act
  • 10. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 11 Data Challenges: Disambiguation, Normalization, Linking! Example: Company Names There are two companies “Merck” and the user expects them to be presented in a disambiguated way This is the reality when looking at raw data
  • 11. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 12 Data Challenges How should I Search for a Drug Name or a Target? PF- 05280586 Lab Code Rituximab INN Name Rituxan Brand Name Drug Activity Drug/target/MoA association enables more precise and relevant results!
  • 12. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 13 Data Challenges Amyotrophic Lateral Sclerosis ALS Charcot Disease Gehrig Disease Lou Gehrig Disease Motor Neuron Disease, ALS Sclerosis, Lateral Amyotrophic How should I Search for a Condition/Disease Name?
  • 13. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 14 Data Challenges Clinical Trials Clinicaltrials .gov Registry European Registry Australian Registry Japanese Registry WHO ICTP & Others Publication News Where Do I Find All/Unique Clinical Trials?
  • 14. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 15 Experts Principal Investigators (PI) Clinical Trials Authors Publications Inventors Patents Grantees Funded Grants Data Challenges Where do I Find Experts? Who Works with Whom? Who is Who? (Name Ambiguity)
  • 15. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 16 Navigator Vocabularies Standard and In-house Condition* Disease, Disorder, Syndrome Intervention* Drugs-Chemical & Biological type Organization** Companies, Universities, Agencies, Institutions * Combination of Standard Vocabularies and In-house development ** In-house development All vocabularies are reviewed, curated and customized on an ongoing basis by the Navigator team Target*Mechanism of Action** Phase**Location*
  • 16. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 17 Navigator Platform High Level Architecture Management & Curation Application Analytics Application Back-end Services SolR Search Engine MongoDB Database Data Analytics and Reporting Content Enrichment Ingestion Pipeline Text Analytics and NLP Engine SearchContent Crawlers Web API
  • 17. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 18 Biopharma Navigator: more than faceted search! • Integration of the Expert System NLP platform Cogito • Built-in knowledge graph of several hundred thousand concepts and their relations • Disambiguation: determine the meaning of terms from the context • Syntactic parsing: determine the roles of terms from the context • Anaphora resolution and linking • Generate human readable (and refinable) models from training data
  • 18. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 19 Benefits Some examples: • Mining of trial announcements from unstructured text: companies, clinical phase, timeline  trial landscape beyond published data from ClinicalTrials.gov • Detection of new drugs from unstructured text drug beyond what is listed in predefined vocabularies • Disambiguate, normalize and link entities like experts (people), substances, organizations  BPN knows background info about a drug so when search e.g. for a target X, it returns information on substances that target X
  • 19. Copyright © 2016 Expert System Enterprise - All Rights Reserved - Slide 20 Sample use cases
  • 20. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 21 One Stop Search Single Integrated Platform - for simple questions Identify Competitive Landscape related to global clinical trials CLINICAL TRIALSCLINICAL TRIALS Find Experts and know their research network: over 10 million & growing EXPERTSEXPERTS Find Latest News: Syndicated, regulatory & company news, updated every 30 minutes NEWSNEWS Multiple Access Points for Different Use Cases!
  • 21. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 22 Easy Navigation & Analysis When your questions are more complex CONDITIONSCONDITIONS SPONSORSSPONSORS COUNTRYCOUNTRY PHASE CHARTPHASE CHARTMECHANISM OF ACTIONSMECHANISM OF ACTIONSINTERVENTIONSINTERVENTIONS No more Pivots Tables! No more Chart Tools! Access to source data at your fingertips!
  • 22. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 23 Data Augmentation Where CI analysts add context and extra value Combine Primary Intelligence with Secondary Data!
  • 23. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 24 Real-time Data Automatically updated from original sources Pipeline Chart Timeline Chart Bullseye Chart Always Up-to-date: No More Cutting & Pasting!
  • 24. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 25 Dissemination On-demand Customized News One View: Disseminate customized information to targeted stakeholders!
  • 25. Copyright © 2017 Expert System Enterprise - All Rights Reserved - Slide 26 Thank you for your attention! Biopharma Navigator online at https://www.biopharmanavigator.com/bpn/ Test access available (no obligation, full functionality) Contact: www.linkedin.com/in/stefangeissler