FHIR in RDF - Home - FHIR DevDays · FHIR in RDF Harold Solbrig, Mayo Clinic. ... ISO 11179...

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FHIR® is the registered trademark of HL7 and is used with the permission of HL7. The Flame Design mark is the registered trademark of HL7 and is used with the permission of HL7. Amsterdam, 15-17 November | @fhir_furore | #fhirdevdays17 | www.fhirdevdays.com FHIR in RDF Harold Solbrig, Mayo Clinic

Transcript of FHIR in RDF - Home - FHIR DevDays · FHIR in RDF Harold Solbrig, Mayo Clinic. ... ISO 11179...

Page 1: FHIR in RDF - Home - FHIR DevDays · FHIR in RDF Harold Solbrig, Mayo Clinic. ... ISO 11179 (X3/L8), ISO TC 215, OMG HL7, WHO, SNOMED-CT, ISO TC 37 standards •BS in Maths and Computer

FHIR® is the registered trademark of HL7 and is used with the permission of HL7. The Flame Design mark is the registered trademark of HL7 and is used with the permission of HL7.

Amsterdam, 15-17 November | @fhir_furore | #fhirdevdays17 | www.fhirdevdays.com

FHIR in RDF

Harold Solbrig, Mayo Clinic

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About Me – Harold Solbrig

• Began in 1972 doing nuclear reactor safety software

• Began medical computing 1975-78 – Berkeley Scientific Labs

• First commercial Unix sysop

• Smattering of (very dated hardware) disc controllers / television newsrooms

• Worked on ASN.1, ISO 11179 (X3/L8), ISO TC 215, OMG HL7, WHO, SNOMED-CT, ISO TC 37 standards

• BS in Maths and Computer Science, MsC in Software Engineering

• With Mayo Clinic 1999-today (more or less)

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Outline

• RDF – (Really) quick intro

• FHIR resources in RDF

• The FHIR Metadata Vocabulary

• FHIR RDF “Schema” (aka. ShEx)

• Status and next steps

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Resource Description Framework (RDF)

• “Standard model for data interchange on the Web.”

• “Facilitates data merging even if the underlying schemas differ.”

• URI based linking structure in the form of a directed, labeled graph.

https://www.w3.org/2001/sw/wiki/RDF

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RDF – Informal Graph Model

https://www.w3.org/TR/rdf11-primer/

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RDF Components

URI (IRI)• <Bob>: http://corporation.org/employee#BobGleeson

• <is a>: http://www.w3.org/1999/02/22-rdf-syntax-ns#type

• <is born on>: http://schema.org/birthDate

• <Person>: http://xmlns.com/foaf/1.0/Person

Literal• String - “Bob”

• String + Language - “avalanche”@en

• Typed String - “1990-07-14”^^xsd:date

“42”^^xsd:integer

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RDF Triples

Subject Predicate Object

• Subject: URI or Blank Node

• Predicate: URI

• Object: URI or Literal or Blank Node

Subject (URI):

http://corporation.org/employee#BobGleeson

Predicate (URI):

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

Object (URI):

http://xmlns.com/foaf/1.0/Person

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RDF Triples

Subject Predicate ObjectSubject (URI):

http://corporation.org/employee#BobGleeson

Predicate (URI):

http://schema.org/birthDate

Object (Literal):

“1990-07-04”^^<http://www.w3.org/2001/XMLSchema#date>

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RDF Triples – Blank Nodes (BNodes)

• Blank – unnamed

• NOT a URI

• “The last house on the hill”

• “The person who hit me”

• “An item in the background of the painting, ‘The Mona Lisa’”

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RDF Triples – Blank Nodes (BNodes)

Subject (URI):

http://dbpedia.org/resource/Mona_Lisa

Predicate (URI):

http://purl.org/net/lio#shows

Object (BNode):

_:abc17

Subject (BNode):

_:abc17

Predicate (URI):

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

Object (URI):

http://dbpedia.org/resource/Cypress

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RDF Turtle Notation

• Terse RDF Triple Language”

• One of several possible formats for representing RDF

• Others include:• RDF XML

• RDF Ntriples

• JSON-LD

• …

NTriples

RDF XML

JSON-LD

https://github.com/BD2KOnFHIR/FHIRDevDays2017

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RDF Turtle Notation

subject predicate object .

subject predicate1 object1 ;

predicate1 object2 ;

predicateN objectN .

subject predicate object1 ,

object2 ,

objectN .

subject predicate object .

subject predicate1 object1 .subject predicate2 object2 .

…subject predicateN objectN .

subject predicate object1 .subject predicate object2 .

…subject predicate objectN .

EquivalentNotation

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RDF Turtle Notation - Prefixes

@prefix ex: <http://example.org/some/really/long/path#> .

@prefix fhir: <http://hl7.org/fhir/> .

@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .

@prefix : <http://example.org/some/really/long/path#> .

ex:Jim rdf:type fhir:Patient .

:Jim a fhir:Patient .

<http://example.org/some/really/long/path#Jim><http://www.w3.org/1999/02/22-rdf-syntax-ns#type><http://hl7.org/fhir/Patient> .

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RDF Turtle Notation – Blank Nodes

subject predicate1 [

predicate2 object2 ;

predicate3 object 3

] .

subject predicate4 [

predicate5 “abc” ] .

subject predicate1 _:a1 ._:a1 predicate2 object2 ;

predicate3 object3 .

Subject prediate4 _:b1 ._:b1 predicate5 “abc” .

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RDF – The Good News

Minimal Structure• No rules

• Anyone can say anything anywhere (AAA)

2 ½ Data Types• IRI

• Literal

• More like a “data type” – second language embedded within

• “text”^^<URI for type>.

• “text”@<language> .

• Blank Node• NO Identity (!)

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RDF – The Bad News

Minimal Structure• No rules

• Anyone can say Anything Anywhere

URI’s• Anyone can create them

• RDF is strictly a syntax until agreement can be reached on the use and meaning of IRI’s

Some URI catalogs• Resource Description Format – rdf:type,

rdf:Resource• RDF Schema – rdfs:domain, rdfs:range,

rdfs:subClassOf• Web Object Language (OWL) –• owl:Restriction, owl:someValueFrom• Dublin Core (dc, dcterms)• Simple Knowledge Organization System (skos)• Friend of a Friend (foaf)• dbPedia• …• FHIR (!!!!!)

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Why RDF?http://hl7.org/fhir/terminology-service.html#closure

Why? stateful??

Consider implementing search:

[base]/Condition?code:below=126851005

[base]/Condition?code:in=http://snomed.info/sct%3Ffhir_vs%3Disa/126851005

join

TerminologyClinical Data

From Advanced Terminology Services - Lawley

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Why RDF?

Clinical Data +Terminology + …

From Advanced Terminology Services - Lawley

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Manipulating RDF in python

> pip install rdflib

> pip install rdflib-jsonld

> python

Python 3.6.1 (v3.6.1:69c0db5050, Mar 21 2017, 01:21:04)

>>> from rdflib import Graph, URIRef

INFO:rdflib:RDFLib Version: 4.2.2

>>> g = Graph()

>>> g.load('Development/git/BD2KOnFHIR/FHIRDevDays/sample.ttl', format='turtle')

>>> [s for s in g.subjects() if isinstance(s, URIRef)]

[rdflib.term.URIRef('http://corporation.org/employee')]

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Manipulating RDF in Python (cont)

>>> [(p, o) for p, o in g.predicate_objects(URIRef('http://corporation.org/employee'))]

[(rdflib.term.URIRef('http://schema.org/birthDate'), rdflib.term.Literal('1990-07-04', datatype=rdflib.term.URIRef('http://www.w3.org/2001/XMLSchema#date')))]

>>> g.value(URIRef('http://corporation.org/employee'), URIRef('http://schema.org/birthDate'))

rdflib.term.Literal('1990-07-04', datatype=rdflib.term.URIRef('http://www.w3.org/2001/XMLSchema#date'))

>>> g.serialize('sample.json', format='json-ld')

>>> exit()

>

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FHIR and RDF

• First released in STU3

• Maturity Level: 2

• Ballot status: Trial Use

• Components• FHIR RDF RDFFHIR

• StructureDefinition Shape Expressions (ShEx)

• StructureDefinition FHIR Resource Catalog

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RDF in FHIR

STU3 Examples Available in RDF Turtle

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Comparison JSON and RDF

RDFJSON

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FHIR Data Types

Requirement: RDF Rendering must be fully “round-trippable”:

FHIR SD —> FHIR RDF —> FHIR SD

Which is why:

instead of:

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Preserving Extensibility

Boolean, like all FHIR elements, is extensible. Processing for:

and:

should be the same.

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RDF “Round Trippability”

JSON Identify Document Root

Preserve List Order

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RDF Rendering Extensions – Concept URIs

<http://snomed.info/id/394914008>JSON

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RDF Rendering Extensions – Resource Types

Construct the actual URIResource Type

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Ontology Header

Requirement: import FHIR URI Catalog• No ‘import in RDF’ – have to use OWL• owl:imports requires owl:Ontology• ‘f201.ttl’ vs. ‘f201’ – reasoners don’t

cope well with something that is botha fhir:DiagnosticReport and an owl:Ontology (ontology describesreport, not IS the report)

Stay tuned:• Looking at

http://hl7.org/fhir/DiagnosticReport/owl/f201 as an alternative

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Accessing FHIR RDF

• Mime Types• ‘text/turtle’

• (Discussing others)

• Format• _format=

• ttl

• turtle

• text/

• text/turtle

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Accessing FHIR RDF

Supporting servers

• STU3 (http://hl7.org/fhir/)• Doesn’t recognize format or mime types – have

to access physical file

• http://hl7.org/fhir/Patient/f201 NO

• http://hl7.org/fhir/patient-example-f201-roel.ttl

• Latest Build (http://build.fhir.org/)• Same as STU3

• FHIR Test Server (http://test.fhir.org/Patient)

• http://test.fhir.org/r3/Patient/f201?_format=text/turtle

• Accept: text/turtle;q=0.9, …

> curl http://test.fhir.org/r3/Patient/204?_format=text/turtle@prefix fhir: <http://hl7.org/fhir/> .@prefix owl: <http://www.w3.org/2002/07/owl#> .@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .

<http://test.fhir.org/r3/Patient/204> a fhir:Patient ;fhir:nodeRole fhir:treeRoot ;fhir:Resource.id [ fhir:value "204"^^xsd:string ] ;fhir:Resource.meta [

fhir:Meta.versionId [ fhir:value "1"^^xsd:string ] ;fhir:Meta.lastUpdated [ fhir:value "2017-09-

26T21:59:49Z"^^xsd:dateTime ]] ;fhir:DomainResource.text [

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Accessing FHIR RDF

• Browser Accept header

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Accessing FHIR RDF – JSON to RDF

FHIR JSON to RDF Convertor

• Python3

• Command line and library

• Used in i2FHIRb2

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FHIR Resource Catalog

• Sometimes referred to as the “FHIR Ontology”…

• http://hl7.org/fhir/fhir.ttl

• Direct representation of FHIR StructureDefinition information• (Very) proper subset

• Purpose is (or includes):• Define the classes and predicates

used in the FHIR RDF representation

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FHIR Resource Catalog

ISSUEShort term solution:Keep a local copy of http://hl7.org/fhir/w5.ttl

Protégé

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FHIR Catalog in Protégé

https://github.com/BD2KOnFHIR/BLENDINGFHIRandRDF/tree/master/yosemite_talk

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FHIR Resource Catalog – NOT a “schema”

fhir:Observation.status rdfs:domain fhir:Observation .:tireIronManual a fhir:Device ;

fhir:Observation.status :final .∴ :tireIronManual a fhir:Observation .

(If fhir:Observation ∧ fhir:Device ≠ ∅)

fhir:Observation has exactly 1 fhir:Observation.statusthat is of type fhir:code.:MyObservation fhir:Observation.status :preliminary .:MyObservation fhir:Observation.status :final .∴ :preliminary owl:sameIndividualAs :final.

(Note that some reasoners don’t do this …)

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FHIR Resource Catalog – Not a “schema”

http://hl7.org/fhir/Observation/17343• NO properties• All instances fhir:Observations have

exactly 1 status of type fhir:code∴ there exists (somewhere) an instance of fhir:code that is a status for 17343

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Shape Expressions (ShEx) - RDF “Schema”

• “Schema” because “RDF Schema” is also used for something else

• Called Shape Expressions (ShEx)• Good for almost as many puns as

“FHIR” …

• … but you have to be very careful

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ShEx Schemas available for all STU3 resources

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ShEx Validation

http://rawgit.com/shexSpec/shex.js/master/doc/shex-simple.html?examples=https://raw.githubusercontent.com/BD2KOnFHIR/FHIRDevDays2017/master/shex_examples.json

http://shaclex.herokuapp.com/validate?examples=https://raw.githubusercontent.com/BD2KOnFHIR/FHIRDevDays2017/master/shex_examples.json

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FHIR and RDF -- Summary

• FHIR STU3 specification includes RDF representational format• RDF is available on some FHIR servers

• Python JSON to RDF conversion tool is available

• FHIR RDF specification includes FHIR Metadata Vocabulary• A public, standard catalog of URI’s for FHIR resources

• Potentially the “Dublin Core” for healthcare?

• Shape Expression (ShEx) schemas are available for FHIR Resources• Today: basic RDF validation

• Near future: will include slicing, constraints and other enhancements

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CREDITS

This work is supported in part by NIH grants U01 HG009450 and U01 CA18094.

This work was conducted using the Protégé resource, which is supported by grant GM10331601 from the National Institute of General Medical Sciences of the United States National Institutes of Health.

Eric Prud’hommeaux David Booth Dr. Guoqian JiangGrahame Grieve

The HCLS working group