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Hans Constandt
hans.constandt@ontoforce.com
www.ontoforce.com
SKYPE: hansconstandt
TWITTER: hconstandt
LINKEDIN: hconstandt
How it All Started
300 MILLION
BOOKS
2020: X2
EVERY 73 DAYS
1K READING
PER SEC
WEARABLES
44 ZB
hconstandt
Big Data 4 V’s
DATA VARIETY & DATA VERACITY
VOLUME VELOCIT Y VARIE T Y VERACIT Y
Data
at rest
Data
in motion
Data in
many forms
Data
In doubt
hconstandt
2013: Better Data for Patients
hconstandt
hconstandt
From Sick Care to HealthCare
2016: Better Data for Corporates
Saved
€ 120M
in 13 min
hconstandt
Target
Identification
Target
Selection
Target
Validation
Lead
Identification
Lead
Optimization
Preclinical
Development
IT PT VT LM CM
Target
Identification
Target
Selection
Target
Validation
Lead
Identification
Lead
Optimization
Preclinical
Development
IT PT VT LM CM
IT = Identifiied Target
PT = Prioritized Target
VT = Validated Target
LM = Lead Molecule
CM = Candidate Molecule
Time Squeezing in Discovery
Target
Identification
Target
Selection
Target
Validation
Lead
Identification
Lead
Optimization
Preclinical
Development
IT PT VT LM CMTarget
Identification
Target
Selection
Target
Validation
Lead
Identification
Lead
Optimization
Preclinical
Development
IT PT VT LM CMTarget
Identification
Target
Selection
Target
Validation
Lead
Identification
Lead
Optimization
Preclinical
Development
IT PT VT LM CM
Solomon Nwaka & Robert G. Ridley. Nature Reviews Drug Discovery 2003 hconstandt
$3.1M
Data Driven Value Examples
hconstandt
PA = Protocol Approved
FSI = First Site Initiation
LSI = Last Site Initiation
FPI = Frist Patient In
LPI = Last Patient In
LPO = Last Patient Out
DBL = Database Lock
ANL = Analysis Complete
CSR = Clinical Study Report
Protocol
Development
Site
Selection
Site
Initiation
Patient
Recruitment
Study
Conduct
Treatment
Time
Data
Cleaning
Analysis Reporting
Study
Closeout
PA FSI LSI FPI LPI LPO DBL ANL CSR
Protocol
Development
Site
Selection
Site
Initiation
Patient
Recruitment
Study
Conduct
Treatment
Time
Data
Cleaning
Analysis Reporting
Study
Closeout
PA FSI LSI FPI LPI LPO DBL ANL CSR
Time Squeezing in Clinical Trials
Srini Dagalur. Applied Clinical Trials 2016 hconstandt
Protocol
Development
Site
Selection
Site
Initiation
Patient
Recruitment
Study
Conduct
Treatment
Time
Data
Cleaning
Analysis Reporting
Study
Closeout
PA FSI LSI FPI LPI LPO DBL ANL CSRProtocol
Development
Site
Selection
Site
Initiation
Patient
Recruitment
Study
Conduct
Treatment
Time
Data
Cleaning
Analysis Reporting
Study
Closeout
PA FSI LSI FPI LPI LPO DBL ANL CSRProtocol
Development
Site
Selection
Site
Initiation
Patient
Recruitment
Study
Conduct
Treatment
Time
Data
Cleaning
Analysis Reporting
Study
Closeout
PA FSI LSI FPI LPI LPO DBL ANL CSR
$807M$134M
Data Driven Value Examples
hconstandt
Genome data are held in silos
unshared, not standardized for exchange
No one institute has enough on its own
Everyone should be able to compare
Their genomes to others
hconstandt
Hans Constandt
hans.constandt@ontoforce.com
www.ontoforce.com
SKYPE: hansconstandt
TWITTER: hconstandt
LINKEDIN: hconstandt
Thank you

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Some examples explaining the value of open data in health care and life science

  • 2. 300 MILLION BOOKS 2020: X2 EVERY 73 DAYS 1K READING PER SEC WEARABLES 44 ZB hconstandt
  • 3. Big Data 4 V’s DATA VARIETY & DATA VERACITY VOLUME VELOCIT Y VARIE T Y VERACIT Y Data at rest Data in motion Data in many forms Data In doubt hconstandt
  • 4. 2013: Better Data for Patients hconstandt
  • 6. 2016: Better Data for Corporates Saved € 120M in 13 min hconstandt
  • 7. Target Identification Target Selection Target Validation Lead Identification Lead Optimization Preclinical Development IT PT VT LM CM Target Identification Target Selection Target Validation Lead Identification Lead Optimization Preclinical Development IT PT VT LM CM IT = Identifiied Target PT = Prioritized Target VT = Validated Target LM = Lead Molecule CM = Candidate Molecule Time Squeezing in Discovery Target Identification Target Selection Target Validation Lead Identification Lead Optimization Preclinical Development IT PT VT LM CMTarget Identification Target Selection Target Validation Lead Identification Lead Optimization Preclinical Development IT PT VT LM CMTarget Identification Target Selection Target Validation Lead Identification Lead Optimization Preclinical Development IT PT VT LM CM Solomon Nwaka & Robert G. Ridley. Nature Reviews Drug Discovery 2003 hconstandt
  • 8. $3.1M Data Driven Value Examples hconstandt
  • 9. PA = Protocol Approved FSI = First Site Initiation LSI = Last Site Initiation FPI = Frist Patient In LPI = Last Patient In LPO = Last Patient Out DBL = Database Lock ANL = Analysis Complete CSR = Clinical Study Report Protocol Development Site Selection Site Initiation Patient Recruitment Study Conduct Treatment Time Data Cleaning Analysis Reporting Study Closeout PA FSI LSI FPI LPI LPO DBL ANL CSR Protocol Development Site Selection Site Initiation Patient Recruitment Study Conduct Treatment Time Data Cleaning Analysis Reporting Study Closeout PA FSI LSI FPI LPI LPO DBL ANL CSR Time Squeezing in Clinical Trials Srini Dagalur. Applied Clinical Trials 2016 hconstandt Protocol Development Site Selection Site Initiation Patient Recruitment Study Conduct Treatment Time Data Cleaning Analysis Reporting Study Closeout PA FSI LSI FPI LPI LPO DBL ANL CSRProtocol Development Site Selection Site Initiation Patient Recruitment Study Conduct Treatment Time Data Cleaning Analysis Reporting Study Closeout PA FSI LSI FPI LPI LPO DBL ANL CSRProtocol Development Site Selection Site Initiation Patient Recruitment Study Conduct Treatment Time Data Cleaning Analysis Reporting Study Closeout PA FSI LSI FPI LPI LPO DBL ANL CSR
  • 10. $807M$134M Data Driven Value Examples hconstandt
  • 11.
  • 12. Genome data are held in silos unshared, not standardized for exchange No one institute has enough on its own Everyone should be able to compare Their genomes to others hconstandt