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Patient profiling: 
Big Data’s impact on Healthcare 
René Kuipers 
Principal Consultant Big Data & Analytics 
@rjlkuipers
Speaker Bio - René Kuipers 
– Master’s degree (1998) 
– Biochemist by training 
– Molecular Biology 
– Tumorgenetics 
– IT since 1999 
– Oracle specialist 
– Database 
– Analytics 
– Big Data 
– Founded Healthcare Analytics in 2014 
– @rjlkuipers 
– slideshare.net/rjlkuipers1 
– renekuipers.wordpress.com
Medical examination 
• personalized healthcare 
• n=1 treatment. 
• shrink cohorts by analyzing more data. 
• patient-profiling
Unique Identifier
• 3.2 billion bases 
• ACTG 
• 2 TB raw data 
• comparisons: enormous amounts of data
Open Data
External 
vs 
Internal 
DATA
We share more with our ‘followers’ than we do with our doctors… 
#headache
Oracle’s efforts 
• Big Data Appliance 
– Capturing of non-structured data 
– Webcrawling and capturing external data 
– Big Data SQL 
• Query non-structured data and structured data with 
a single (and well-known) language: SQL 
– Big Data Discovery 
• Early pattern detection
Oracle’s efforts 
• Oracle Exadata 
– Fastest database machine for Oracle databases 
– Extreme query response times 
– Extreme data reduction by means of compression 
• Oracle Database 
– Highly scalable 
– Industry standard 
– Support for extreme large datasets
VX Healthcare Analytics efforts 
• Huvariome 
– Web-environment for comparison of Whole Genome 
Sequences 
– Built on Oracle Exadata / Oracle Database 
– Server-side queries 
– Clients use a webbrowser, no client-tools needed 
– Scientific publication 
• Stubbs et al. Journal of Clinical Bioinformatics 2012, 2:19 
http://www.jclinbioinformatics.com/content/2/1/19 
– Offered as on-site implementation or Cloud-solution 
– Allows for genomic patient profiling.
VX Healthcare Analytics efforts 
• Cloud offering for Oracle Translational Research Center 
– Combine clinical and genomic data 
• As well as lab results 
• Intervention data 
• Encounter data 
– BI front-end for cohort analyses 
• Custom visualizations based on open-source 
standards 
– Open platform: connect your own preferred analysis 
tools
Conclusion 
• Personalized Healthcare = Utopia ? 
• The more we know, the more we know that we don’t 
know much. 
• We need more (external) data to even come close to 
personalized diagnoses, let alone personal treatments. 
• patient-profiling is promising from a prediction point of 
view..
Big data's impact on healthcare

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Big data's impact on healthcare

  • 1. Patient profiling: Big Data’s impact on Healthcare René Kuipers Principal Consultant Big Data & Analytics @rjlkuipers
  • 2. Speaker Bio - René Kuipers – Master’s degree (1998) – Biochemist by training – Molecular Biology – Tumorgenetics – IT since 1999 – Oracle specialist – Database – Analytics – Big Data – Founded Healthcare Analytics in 2014 – @rjlkuipers – slideshare.net/rjlkuipers1 – renekuipers.wordpress.com
  • 3.
  • 4. Medical examination • personalized healthcare • n=1 treatment. • shrink cohorts by analyzing more data. • patient-profiling
  • 6.
  • 7. • 3.2 billion bases • ACTG • 2 TB raw data • comparisons: enormous amounts of data
  • 8.
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  • 17. We share more with our ‘followers’ than we do with our doctors… #headache
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  • 20. Oracle’s efforts • Big Data Appliance – Capturing of non-structured data – Webcrawling and capturing external data – Big Data SQL • Query non-structured data and structured data with a single (and well-known) language: SQL – Big Data Discovery • Early pattern detection
  • 21. Oracle’s efforts • Oracle Exadata – Fastest database machine for Oracle databases – Extreme query response times – Extreme data reduction by means of compression • Oracle Database – Highly scalable – Industry standard – Support for extreme large datasets
  • 22. VX Healthcare Analytics efforts • Huvariome – Web-environment for comparison of Whole Genome Sequences – Built on Oracle Exadata / Oracle Database – Server-side queries – Clients use a webbrowser, no client-tools needed – Scientific publication • Stubbs et al. Journal of Clinical Bioinformatics 2012, 2:19 http://www.jclinbioinformatics.com/content/2/1/19 – Offered as on-site implementation or Cloud-solution – Allows for genomic patient profiling.
  • 23. VX Healthcare Analytics efforts • Cloud offering for Oracle Translational Research Center – Combine clinical and genomic data • As well as lab results • Intervention data • Encounter data – BI front-end for cohort analyses • Custom visualizations based on open-source standards – Open platform: connect your own preferred analysis tools
  • 24. Conclusion • Personalized Healthcare = Utopia ? • The more we know, the more we know that we don’t know much. • We need more (external) data to even come close to personalized diagnoses, let alone personal treatments. • patient-profiling is promising from a prediction point of view..

Hinweis der Redaktion

  1. Opmerkelijk: dit gaat over aantallen, over groei.
  2. Opmerkelijk: dit gaat over aantallen, over groei.
  3. Interessant: welke patiënten vertonen overeenkomstige patronen van ziektes, ziektebeelden en reacties op behandelingen ? (‘Patients like Mine’) —> Heel veel data.