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openEHR + SNOMED CT: a perfect
combination for clinical data querying
www.CaboLabs.com 2
@ppazos
pablo.pazos@cabolabs.com
Pablo Pazos Gutierrez
Computer Engineer from Uruguay
Working in eHealth since 2006
Specialized on EHRs, Standards and Interoperability
Member of the openEHR Spec, Localization, and Software Programs
Working as consultant, trainer, coach, architect, dev
www.CaboLabs.com 3
Agenda
• EHRServer: foss openEHR CDR
• SNOMED CT Expressions
• Uses cases
• Empowering openEHR queries with SNOMED CT Expressions
• Demo
• Conclusion
EHRServer
The first open source clinical data
repository compliant with the
openEHR standard
www.CaboLabs.com 5
EHRServer
• Generic Clinical Data Store
– store and query any kind of data structure
– defined by openEHR Operational Templates
– compliant with the openEHR Information Model
– no need to change the source code to add support for new data
structures
• High Level Querying
– based on openEHR Operational Templates
– defined from a GUI
– executed via REST API
– doesn't require to write code or SQL
SNOMED CT Expressions
A great mechanism to select
specific subsets of the SNOMED
concept graph
www.CaboLabs.com 7
SNOMED CT Expressions
• SNOMED CT
– is a graph of linked concepts
– specialization / generalization hierarchies (is_a)
– concepts have attributes (associated_with)
• Expressions
– allow to select part of the graph
– expression:: operator focal_concept : refinement
– refinement:: attribute_name = operator attribute_value
– All types of diabetes: "<<" = all descendants
• << 73211009 |diabetes mellitus|
– All respiratory infections caused by a virus
• << 275498002 |respiratory tract infection (disorder)| : 246075003
|causative agent| = 49872002 |virus|
Use Cases
What we want/can do combining
openEHR queries with SNOMED CT
Expressions
www.CaboLabs.com 9
Use Cases
• Clinical Decision Support
– implement complex rules to launch alerts, reminders, recommendations
– based on health problems (diabetes), conditions (obese), patient status
(age > 50, sex = Male), taking some medication (oxymetazoline /
vasoconstrictor), ...
• Patient Selection for Clinical Trials
– complex matching criteria to automate the selection process usually
done by manually reviewing health records
– selection based on health problems, risk factors, patient status, etc.
• Patient Selection for Health Care Plans
– for instance weight control plan
– selection based on risk factors in combination with over weight
• Data analysis, reporting, research, population health, ...
openEHR Queries +
SNOMED CT Expressions
Generic data querying + detailed
content filters = complex queries
done simple
Demo
Let's check how this looks on the EHRServer
(watch the full demo at https://www.youtube.com/watch?v=pOMhqc1TZ7A)
www.CaboLabs.com 12
Conclusions
• openEHR
– enables storing any kind of clinical data structure and provides generic
data querying based on clinical information models (archetypes and
templates) not on a specific database technology
• SNOMED CT
– has a lot of detailed clinical knowledge in it, and expression are a
powerful mechanism to use that knowledge in specific scenarios
• The combination
– allows to create a powerful querying mechanism, mixing clinical content
with coded data that can be filtered by expressions
– enables quick implementation, ready to be used, of complex clinical data
queries in minutes without writing code or recompiling the system
www.CaboLabs.com 13
References
• EHRServer Clinical Data Management
– https://cloudehrserver.com/
• SNQuery SNOMED Expression Evaluation
– http://snquery.veratech.es/
• SNOMED CT Search
– http://browser.ihtsdotools.org
• loadEHR Loads Clinical Data into EHRServer
– https://github.com/ppazos/cabolabs-loadehr
• Loading data into the EHRServer
– https://www.youtube.com/watch?v=45rU0bVrEqo
Thanks!
pablo.pazos@cabolabs.com
@ppazos
github.com/ppazos
linkedin.com/in/pablopazosgutierrez

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openEHR + SNOMED CT a perfect combination for clinical data querying

  • 1. openEHR + SNOMED CT: a perfect combination for clinical data querying
  • 2. www.CaboLabs.com 2 @ppazos pablo.pazos@cabolabs.com Pablo Pazos Gutierrez Computer Engineer from Uruguay Working in eHealth since 2006 Specialized on EHRs, Standards and Interoperability Member of the openEHR Spec, Localization, and Software Programs Working as consultant, trainer, coach, architect, dev
  • 3. www.CaboLabs.com 3 Agenda • EHRServer: foss openEHR CDR • SNOMED CT Expressions • Uses cases • Empowering openEHR queries with SNOMED CT Expressions • Demo • Conclusion
  • 4. EHRServer The first open source clinical data repository compliant with the openEHR standard
  • 5. www.CaboLabs.com 5 EHRServer • Generic Clinical Data Store – store and query any kind of data structure – defined by openEHR Operational Templates – compliant with the openEHR Information Model – no need to change the source code to add support for new data structures • High Level Querying – based on openEHR Operational Templates – defined from a GUI – executed via REST API – doesn't require to write code or SQL
  • 6. SNOMED CT Expressions A great mechanism to select specific subsets of the SNOMED concept graph
  • 7. www.CaboLabs.com 7 SNOMED CT Expressions • SNOMED CT – is a graph of linked concepts – specialization / generalization hierarchies (is_a) – concepts have attributes (associated_with) • Expressions – allow to select part of the graph – expression:: operator focal_concept : refinement – refinement:: attribute_name = operator attribute_value – All types of diabetes: "<<" = all descendants • << 73211009 |diabetes mellitus| – All respiratory infections caused by a virus • << 275498002 |respiratory tract infection (disorder)| : 246075003 |causative agent| = 49872002 |virus|
  • 8. Use Cases What we want/can do combining openEHR queries with SNOMED CT Expressions
  • 9. www.CaboLabs.com 9 Use Cases • Clinical Decision Support – implement complex rules to launch alerts, reminders, recommendations – based on health problems (diabetes), conditions (obese), patient status (age > 50, sex = Male), taking some medication (oxymetazoline / vasoconstrictor), ... • Patient Selection for Clinical Trials – complex matching criteria to automate the selection process usually done by manually reviewing health records – selection based on health problems, risk factors, patient status, etc. • Patient Selection for Health Care Plans – for instance weight control plan – selection based on risk factors in combination with over weight • Data analysis, reporting, research, population health, ...
  • 10. openEHR Queries + SNOMED CT Expressions Generic data querying + detailed content filters = complex queries done simple
  • 11. Demo Let's check how this looks on the EHRServer (watch the full demo at https://www.youtube.com/watch?v=pOMhqc1TZ7A)
  • 12. www.CaboLabs.com 12 Conclusions • openEHR – enables storing any kind of clinical data structure and provides generic data querying based on clinical information models (archetypes and templates) not on a specific database technology • SNOMED CT – has a lot of detailed clinical knowledge in it, and expression are a powerful mechanism to use that knowledge in specific scenarios • The combination – allows to create a powerful querying mechanism, mixing clinical content with coded data that can be filtered by expressions – enables quick implementation, ready to be used, of complex clinical data queries in minutes without writing code or recompiling the system
  • 13. www.CaboLabs.com 13 References • EHRServer Clinical Data Management – https://cloudehrserver.com/ • SNQuery SNOMED Expression Evaluation – http://snquery.veratech.es/ • SNOMED CT Search – http://browser.ihtsdotools.org • loadEHR Loads Clinical Data into EHRServer – https://github.com/ppazos/cabolabs-loadehr • Loading data into the EHRServer – https://www.youtube.com/watch?v=45rU0bVrEqo