How Data Mining Drives Pharma: Information as a …2013/10/10 · 6 11 How Data Mining Drives...
Transcript of How Data Mining Drives Pharma: Information as a …2013/10/10 · 6 11 How Data Mining Drives...
122015
1
We will start momentarily at 2pm ET
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
1
reg
Contact ACS Webinars reg at acswebinarsacsorg
Have Questions
Use the Questions Box
Or tweet using acswebinars
Contact ACS Webinars reg at acswebinarsacsorg 2
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
122015
2
If you enjoy ACS Webinars reg every Thursdayhellip
please support the program
3
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
reg
4
wwwfacebookcomacswebinars
122015
3
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
5
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
6
See all of our ACS Webinets on YouTube at
httpbitlyacswebinets
ldquoACS Webinets are 2 minute segments that
bring you valuable snippets from some of our
most popular full length ACS Webinars rdquo
Q ldquoHungry for a brain snackrdquo
A on
reg
TM
TM
122015
4
7
wwwacswebinarsorgmost-popular
Enjoy our most popular ACS Webinars
reg
reg
Contact ACS Webinars reg at acswebinarsacsorg
8
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
122015
5
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
9
reg
Contact ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
6
11
How Data Mining Drives Pharma
Information As Raw Material and Product
Wendy Cornell PhD
ACS Fellow Webinar
October 10 2013
Phase 1 Phase 2 Pharmaco-vigilance Phase 3
Target IDValidation Lead ID Preclinical
Development Lead
Optimization
Information drives decision making at each stage of the drug discovery process
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
2
If you enjoy ACS Webinars reg every Thursdayhellip
please support the program
3
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
reg
4
wwwfacebookcomacswebinars
122015
3
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
5
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
6
See all of our ACS Webinets on YouTube at
httpbitlyacswebinets
ldquoACS Webinets are 2 minute segments that
bring you valuable snippets from some of our
most popular full length ACS Webinars rdquo
Q ldquoHungry for a brain snackrdquo
A on
reg
TM
TM
122015
4
7
wwwacswebinarsorgmost-popular
Enjoy our most popular ACS Webinars
reg
reg
Contact ACS Webinars reg at acswebinarsacsorg
8
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
122015
5
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
9
reg
Contact ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
6
11
How Data Mining Drives Pharma
Information As Raw Material and Product
Wendy Cornell PhD
ACS Fellow Webinar
October 10 2013
Phase 1 Phase 2 Pharmaco-vigilance Phase 3
Target IDValidation Lead ID Preclinical
Development Lead
Optimization
Information drives decision making at each stage of the drug discovery process
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
3
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
5
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
6
See all of our ACS Webinets on YouTube at
httpbitlyacswebinets
ldquoACS Webinets are 2 minute segments that
bring you valuable snippets from some of our
most popular full length ACS Webinars rdquo
Q ldquoHungry for a brain snackrdquo
A on
reg
TM
TM
122015
4
7
wwwacswebinarsorgmost-popular
Enjoy our most popular ACS Webinars
reg
reg
Contact ACS Webinars reg at acswebinarsacsorg
8
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
122015
5
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
9
reg
Contact ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
6
11
How Data Mining Drives Pharma
Information As Raw Material and Product
Wendy Cornell PhD
ACS Fellow Webinar
October 10 2013
Phase 1 Phase 2 Pharmaco-vigilance Phase 3
Target IDValidation Lead ID Preclinical
Development Lead
Optimization
Information drives decision making at each stage of the drug discovery process
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
4
7
wwwacswebinarsorgmost-popular
Enjoy our most popular ACS Webinars
reg
reg
Contact ACS Webinars reg at acswebinarsacsorg
8
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
122015
5
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
9
reg
Contact ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
6
11
How Data Mining Drives Pharma
Information As Raw Material and Product
Wendy Cornell PhD
ACS Fellow Webinar
October 10 2013
Phase 1 Phase 2 Pharmaco-vigilance Phase 3
Target IDValidation Lead ID Preclinical
Development Lead
Optimization
Information drives decision making at each stage of the drug discovery process
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
5
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
9
reg
Contact ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
6
11
How Data Mining Drives Pharma
Information As Raw Material and Product
Wendy Cornell PhD
ACS Fellow Webinar
October 10 2013
Phase 1 Phase 2 Pharmaco-vigilance Phase 3
Target IDValidation Lead ID Preclinical
Development Lead
Optimization
Information drives decision making at each stage of the drug discovery process
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
6
11
How Data Mining Drives Pharma
Information As Raw Material and Product
Wendy Cornell PhD
ACS Fellow Webinar
October 10 2013
Phase 1 Phase 2 Pharmaco-vigilance Phase 3
Target IDValidation Lead ID Preclinical
Development Lead
Optimization
Information drives decision making at each stage of the drug discovery process
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
7
Search for
ndash Exact or similar matches
ndash Consensus or trends
ndash Novel information
13
Different types of questions can be answered with data and text mining
New
Question 1
Have you done a Google search in the last 24 hours
1 Yes
2 No
14
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
8
15
Mining of protein sequence and crystal structure databases supports target validation and lead finding and optimization
Target
protein
sequence
Protein
Sequence
Database
Protein
Databank
(PDB)
16
Proprietary compound databases contain the many compounds made in pursuit of the final drug
Proprietary
Compound
Database
JANUVIA SINGULAIR ISENTRESS VICTRELIS ZOCOR CLARINEX
CRIXIVAN
Molecules to test
in experimental
assays
Query
molecule
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
9
17
Text mining for discovery and competitive intelligence
Discovery of cyclic sulfoxide hydroxyethylamines as
potent and selective β-site APP-cleaving enzyme 1
(BACE1) inhibitors Structure based design and in
vivo reduction of amyloid β-peptides
Rueeger H Lueoend R Machauer R Veenstra SJ
Jacobson LH Staufenbiel M Desrayaud S Rondeau JM
Moumlbitz H Neumann U
Source
Department of Global Discovery Chemistry Institutes for
BioMedical Research Novartis Pharma AG CH-4057
Basel Switzerland Electronic address
heinrichrueegernovartiscom
Abstract
Previous structure based optimization in our laboratories
led to the identification of a novel high-affinity cyclic
sulfone hydroxyethylamine-derived inhibitor such as 1 that
lowers CNS-derived Aβ following oral administration to
transgenic APP5116 mice Herein we report SAR
development in the S3 and S2 subsites of BACE1 for
cyclic sulfoxide hydroxyethyl amine inhibitors the synthetic
approaches employed in this effort and in vivo data for
optimized compound such as 11d
Medline
Patents
Company News
Conference Abstracts
Clinical Trials
NIH Grants
Targets
Compounds
Natural language processing (NLP) - Linguistic analysis of textual information with extraction of entities and assertions
bull Groups words into meaningful units
bull Morphology allows search for different forms of words
sentences
noun phrases
match entities
verb groups
match actions
SOCS-1 is a progression marker of human melanoma and may downregulate
biological responses by endogenous andor therapeutically administered cytokines
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
10
19
I2E presents extracted assertions in standardized format
Question 2
The largest source of funding for ACS is
1 Membership dues
2 National meeting registration fees
3 Bulk chemicals
4 ACS Publications and Chemical Abstracts Services (CAS)
5 Donations
20
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
11
21
Text mining for FDA required adverse event monitoring of medical literature
Medline
Embase
Merck product
list
(400+) ICSR FDA
22
Opportunities are emerging to mine real world health data
Electronic health
records
Social Media
Monitoring apps
or devices
Why are patients
switching
treatments
How do factors
such as diet
exercise or sleep
impact symptoms
What co-morbidities
are seen
Reasons
Examples
Trends
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
12
23
Informed Decisions
Predictive Modeling amp Analytics
Visualization
Search amp Access
Integration
Data Creation amp Acquisition
Stewardship
Governance
Data and information are the foundations of informed decision making
Mining of external
data starts
with search
and access
Mining of proprietary
data starts with
data creation
and stewardship
Question 3
Do you use data mining or informatics in your job
1 Yes every day
2 From time to time
3 Once or twice on special projects
4 Maybe
5 Never
24
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
13
Career opportunities in informatics
bull Bioinformatics and medical informatics
bull Cheminformatics
bull Natural language processing (NLP)
bull Semantic engineering
bull Mathematical modeling and optimization
bull Statistics and ldquoData sciencesrdquo
bull Software Engineers (Big Data technologiesHadoop ecosystem)
25
26
Thank you Questions
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
14
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
28
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
15
Stay Connectedhellip
LinkedIn (search group for acswebinars)
wwwtwittercomacswebinars
wwwfacebookcomacswebinars
29
reg
Email ACS Webinars reg at acswebinarsacsorg
How Data Mining Drives Pharma
Information as a Raw Material and Product
Slides available now Presentation available ONE WEEK after the webinar
httpacswebinarsorgbig-data
reg
Contact ACS Webinars reg at acswebinarsacsorg
Dr Wendy Cornell Head of Informatics IT
Proprietary Information and
Knowledge Management
Merck
Dr William Carroll
ACS Board Chair
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
16
How has ACS Webinars benefited you
Be a featured fan on an upcoming webinar Write to us acswebinarsacsorg
Fan of the Week
31
ldquoI wish I had this ACS Webinar when I was a
young outstanding scientist I would like to
pass this webinar to my next generationrdquo
Lin Huang PhD
reg
If you enjoyed this ACS Webinar todayhellip
please support the program
Find the many benefits of ACS membership
wwwjoinacsorg
ACS Network (search for group acswebinars)
wwwcommunitiesacsorg
32
reg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
17
33
How Did You Get Your Job
Everyone has a story
Share yours with Chemical amp Engineering News in 250 words or less by Oct 16 and yoursquoll be entered in a random drawing for a $200 Visa gift card
Stories will be posted online and may also appear in a Nov 4
print article in CampEN
Visit the CampEN homepage at httpcenmagjob
ACS Webinars reg does not endorse any
products or services The views expressed in
this presentation are those of the presenter
and do not necessarily reflect the views or
policies of the American Chemical Society
34
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg
122015
18
Upcoming ACS Webinars wwwacswebinarsorg
Thursday October 17 2013
ldquo2013 Chem Entrep Seriesrdquo
9 Lessons for Innovators and Finishing
Your Business Plan
Neil Senturia CEO Blackbird Ventures
Barbara Bry COO Blackbird Ventures
Thursday October 24 2013
ldquoThe Chemistry of Motorcycles and Cars
Lighting Fires that Move Tiresrdquo
Dr Terry Hogan Senior Research Associate Bridgestone
Dr John Manka Global Department Manager Lubrizol
Additives
Dr Matt Crowe Analytical Chemist Dow Chemical
35
reg
Contact ACS Webinars reg at acswebinarsacsorg