examples of ontologies in the biomedical domain · 4/19/2002 · examples of ontologies in the...
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Examples of ontologies in the biomedical domain
Ontological SpringNaumburg, Germany - April 17-20, 2002
Olivier BodenreiderNational Library of MedicineBethesda, Maryland - USA
Anita BurgunMedical School / Univ. Hospital
Rennes, France
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Introduction
◆ Broadness of the domain● 800,000 concepts in the UMLS
◆ No complete theory of the domain● Empirical knowledge
■ Signs or symptoms
● New knowledge■ Molecular Biology
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Overview of our presentation
◆ Illustrate from examples rather than report on all aspects
◆ Some existing “ontologies”
● How the biomedical domain is represented in existing “ontologies” (medical or not)
◆ Compatibility among ontologies
◆ Discussion inspired by the representation of the biomedical domain in several systems (“Blood”)
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Existing ontologies
Examples in the biomedical domain
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Knowledge oriented: General ontologies
◆ Concepts are prototypes of exemplars◆ Concepts are models for types of individuals◆ Cyc◆ #$HumanChild
● (#$isa #$HumanChild #$ExistingObjectType)● (#$genls #$HumanChild (#$JuvenileFn #$Person))
◆ #$Infection● (#$isa #$Infection #$PhysiologicalConditionType)● (#$genls #$Infection #$AilmentCondition)
◆ #$InfectionFn● (#$isa #$InfectionFn #$CollectionDenotingFunction)● (#$resultIsa #$InfectionFn #$InfectionType)● (#$resultGenl #$InfectionFn #$Infection)● (#$arg1Isa #$InfectionFn #$ExistingObjectType)● (#$arg1Genl #$InfectionFn #$AnimalBodyPart)
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Domain ontologies
◆ GALEN
◆ E.U. project
◆ U. Manchester
◆ compositional models of medical concepts with formal properties
◆ language independent concept systems which are interpreted through separate grammars and lexicons
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Domain ontologies
◆ GALEN
◆ Model for medical procedures◆ SurgicalDeed which
isCharacterisedBy (performance whichG
isEnactmentOf ((Excising which playsClinicalRole SurgicalRole) whichG <
actsSpecificallyOn (NeoplasticLesion whichG
hasSpecificLocation AdrenalGland)
hasSpecificSubprocess (SurgicalApproaching whichG
hasSurgicalOpenClosedness (SurgicalOpenClosedness whichG hasAbsoluteState surgicallyOpen))>))
◆ Surgically open extracting of an adrenal gland neoplastic lesion
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Language oriented : General ontologies
◆ Concepts are clusters of terms◆ Meanings of the words are concepts◆ WordNet
● U. Princeton● 100,000 synsets
◆ Hyponymy: A concept represented by the synset {x,x’, …} is said to be a hyponym of the concept represented by the synset {y,y’,…} if native speakers of English accept sentences constructed from such frames as « An x is a kind of y »
◆ Fever is a Symptom > Evidence > Information > Cognition/Knowledge > Psychological feature
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Domain ontologies
◆ Unified Medical Language System (US. National Library of Medicine)
◆ 50 families of vocabularies◆ 800,000 concepts of the biomedical domain, 134 semantic
types◆ Concepts are clusters of terms◆ 10 M interconcept relationships inherited from the source
vocabularies.◆ Hierarchical relation: A concept represented by the
cluster{x,x’, …}is said to be a child of the concept represented by the cluster {y,y’,…} if any of the source terminologies shows a hierarchical relationship between x and y.
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Knowledge organization in the UMLS
◆ UMLS knowledge sources● Metathesaurus
● Semantic Network
● Lexical resources■ SPECIALIST Lexicon
■ Lexical tools
◆ Two-level structureFever
Metathesaurus
Sign or Symptom
Semantic Network
categorization
AIDS
Pyrexia, post procedure
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New generation coding systems
◆ SNOP Systematized Nomenclature of Pathology● 1965 College of American Pathologists
● Multiaxial
● TOPO MORPHO ETIO FUNCTION
● Lung inflammation staph fever
◆ SNOMED Systematized Nom. Of Medicine (79)● DISEASE PROCEDURE OCCUPATION
● Cross references
● Add relationships between terms
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New generation coding systems
◆ SNOMED-RT● Reference terminology
● Electronic Patient Record - Interoperability
● « a common reference point for comparison and aggregation of data throughout the entire healthcare process »
● Multiaxial 10 axes
● 121,000 concepts, 340,000 relationships
● SNOMED-CT (CAP - UK NHS) combines SNOMED-RT and Clinical Terms (Read codes)
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New generation coding systems
◆ Fully Specified Name: Nephrectomy (procedure) ◆ Concept ID: 85250002 SNOMED ID: P1-71340◆ Definition:
Is a Kidney excision (procedure) Associated topography Kidney (body structure) Has action Excision - action
◆ Parent(s): Kidney excision (procedure) ◆ Child(ren) (N=8)
● Bilateral nephrectomy ● Donor nephrectomy (procedure)● Heminephrectomy (procedure)● Nephroureterocystectomy
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« Specialized » ontologies
◆ Digital Anatomist
◆ GeneOntology ● currently acts as a controlled vocabulary for annotating
the genes as well as an ontology
◆ Application ontologies, e.g., MENELAS
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Compatibility among ontologies
The example of UMLS and WordNet
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Compatibility among ontologies
Upper Level Ontology
Domain Ontology
GeneralOntology
Compatibility in depth: lower levels of ULO andupper domain categories
(e.g., Disease) Compatibility in breadth: Categories that do not
specifically belong to D(e.g., Manufactured Object)
Universal Compatibility : Generic theories, e.g., time, space
Meta-level categories, e.g., properties, roles
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Compatibility UMLS/ WordNet
Upper Level Ontology
Domain Ontology
GeneralOntology
AnimalsDiseases
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UMLS (2000) WordNet (1.6)
◆ Domain● Biomedicine
◆ Terms● Lexical variants
● Multiple languages
◆ Concepts● Clusters of synonymous
terms
● Definition(s)
◆ Semantic classes● Categorization
◆ Domain● General world
◆ Terms● Canonical form only
● English terms only
◆ Synsets● Clusters of synonymous
terms
● Definition
◆ Semantic classes● Hyponymy
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UMLS
HIV
00873852C0019682
human immunodeficiency virus
HIV
Human Immunodeficiency Viruses
HIV
Human T-Cell Leukemia Virus Type III
HTLV-III
Lymphadenopathy-Associated Virus
Virus dell'immunodeficienza umana
VORUS ASSOCIADO A LINFADENOPATIA
[…]
retrovirus
animal virus
virus
microorganism
[…]
Example WordNet
Virus
Organism
[…]
the virus that causes acquired immune deficiency syndrome (AIDS)
Species of LENTIVIRUS, subgenus primate lentiviruses (LENTIVIRUSES, PRIMATE), formerly designated T-celllymphotropic virus type III/lymphadenopathy-associated virus (HTLV-III/LAV). […]
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UMLS Semantic class WordNet
HIV
00873852C0019682
human immunodeficiency virus
HIV
Human Immunodeficiency Viruses
HIV
Human T-Cell Leukemia Virus Type III
HTLV-III
Lymphadenopathy-Associated Virus
Virus dell'immunodeficienza umana
VORUS ASSOCIADO A LINFADENOPATIA
[…]
retrovirus
animal virus
microorganism
[…]
Organism
[…]
virusVirus
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UMLS Semantic class WordNet
virusVirus
[…]hepatitis A virus
animal virus plant virus […]
retrovirus […]picornavirus
HIV enterovirusHTLV-1 […]
Rhabdovirus group
[…]
human gammaherpesvirus 6
arbovirus C
infantile gastroenteritis virus
HyponymySemantic categorization
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2 semantic classes
◆ ������
● General class
● UMLS: concepts assigned to the semantic type Animal(or any of its subtypes)
● WordNet: synset Animal and all its hyponyms
◆ ������� �����
● Medical domain
● UMLS: concepts assigned to these semantic types
● WordNet: these synsets and all their hyponyms
� Anatomical Abnormality� Congenital Abnormality� Acquired Abnormality� Finding� Sign or Symptom� Pathologic Function
� Disease or Syndrome� Mental or Behavioral Dysfunction� Neoplastic Process� Cell or Molecular Dysfunction� Experimental Model of Disease� Injury or Poisoning
� Symptom� Ill Health� Disorder (sense 1)� Mental retardation� Mental Illness� Defect (sense 1)� Abnormalcy
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Semantic classes
1,3793,984WordNet synsets
143,99111,634UMLS concepts
�����
�� �����������
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Mapping WordNet terms to the UMLS
◆ What?● Each term of each synset for a given class
◆ How?● ks function (Knowledge Source Server)
■ Exact match
■ After normalization
◆ Disambiguation issuesWordNetUMLS
allograft, allogeneic graftallograft
allograft, allografting
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Comparison 3 levels
◆ Terms● Does the term T from S1 also belong to S2?
◆ Concepts● How do terms for concept C in S1 overlap with terms
for concept C’ in S2?
◆ Semantic classes● How do concepts for class K in S1 overlap with
concepts for class K’ in S2?
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Results ������
Same class: 94%
Same class: 73%
19%11,634Concepts
Found in WordNetFrom UMLS
36%7,961Terms
51%3,984Synsets
Found in UMLSFrom WordNet
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Results ������� �����
Same class: 97%
Same class: 48%
2%143,991Concepts
Found in WordNetFrom UMLS
77%2,194Terms
83%1,379Synsets
Found in UMLSFrom WordNet
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Specific terms
◆ UMLS● Specialized terms
● Terminology-specific terms
◆ WordNet● Lay synonyms
infectious mononucleosis
glandular fever
kissing disease
Infectious Mononucleosis
Glandular Fever
Pfeiffer's disease
MONONUCLEOSIS
Monocytic angina
Gammaherpesviral mononucleosis
Infectious mononucleosis, unspecified
Infective mononucleosis
[…]
WordNetUMLS
InfectiousMononucleosis
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Specific concepts
◆ UMLS● ������
■ Angiostrongylus
■ Angiostrongylus cantonensis (Rodentlungworm)
■ Acanthamoeba
● ������� �����
■ Many domain-specific concepts
◆ WordNet● ������
■ Kitty
■ Unicorn
■ Cotton ballworm
■ Mickey Mouse
● ������� �����
■ Plant diseases
■ Astraphobia
■ Crick
■ Sword cut
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Granularity, plesionymy
WordNetUMLS
generalized epilepsy
grand mal epilepsy
Epilepsy, Grand Mal
Tonic-Clonic Epilepsy
Seizure Disorder, Tonic Clonic
[…]
Epilepsy, Generalized
Seizure Disorder, Generalized
[…]
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Differing categorization
cavity
caries
dental caries
tooth decay
Dental Caries
Dental cavity, NOS
Tooth caries
Dental Decay
[…]
WordNetUMLS
Dental Caries
decay
natural process
process
phenomenon
Disease or Syndrome
Pathologic Function
Biologic Function
Natural Phenomenon or Process
����
�� �����
����
�� �����
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Representation of the biomedical domainIn different systems
Blood
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Representation of Blood
◆ In general ontologies● Cyc Knowledge Representation, common-sense
● WordNet, NLP oriented
◆ In domain ontologies● GALEN
● UMLS
● SNOMED RT
◆ In a specific ontology : Digital Anatomist
◆ In application ontologies : MENELAS
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Representation of Blood in Cyc
Blood
Mixture
A tangible stuff composed of two or more different constituents which have been mixed. These constituents do not form
chemical bonds, and later the mixture may be resolved by some separation event. A mixture has a composition but not a
structure
As well as mud, air and carbonate beverage
TangibleThing
#$genls
ExistingStuffType
#$isa
#$genls
The function Separation-Event can apply to it.
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Representation of Blood in WordNet
Blood
Humorthe four fluids in the body whose balance was believed to determine our emotional and physical state
As well as phlegm, yellow and black bile
EntityPhysical Object
SubstanceBody Substance
Body Fluid
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Representation of Blood in GALEN
Blood
SoftTissue
As well as Lymphoid Tissue, Integument, and Erectile Tissue
DomainCategoryPhenomenon
Blood has two states, LiquidBlood and CoagulatedBlood
SubstanceTissue
GeneralisedSubstance SubstanceorPhysicalStructure
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Representation of Blood in the UMLS
Blood
Tissue
EntityPhysical Object
Anatomical StructureFully Formed Anatomical Structure
An aggregation of similarly specialized cells and the associated intercellular substance.
Tissues are relatively non-localized in comparison to body parts, organs or organ components
Body SubstanceBody Fluid Soft Tissue
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Representation of Blood in SNOMED
Blood
Liquid Substance
Substance categorized by physical state
Synonym: peripheral blood
Body fluid
Body Substance
Peripheral Blood
Substance
As well as lymph, sweat, plasma, platelet rich plasma, amniotic fluid, etc
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Representation of Blood in D. Anatomist
Blood
Body Substance
Anatomical EntityPhysical Anatomical Entity
a physical anatomical entity and a substance in gaseous, liquid, semisolid or solid state, with or without the admixture
of cells, which is produced by anatomical structures or derived from inhaled and ingested substances that become
modified by anatomical structures as they pass into or through the body
As well as saliva, semen, growth hormone, inhaled air, feces, lymph
Tissue is an Organ Part.
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Representation of Blood in MENELAS
Blood
Body Fluid
EntitySubstratum
Abstract ObjectPhysical Object
Real ObjectMass Object
Tissue
As well as Lymph
Model body_fluid(_x) is [body_fluid: _x]--(attr)-->[viscosity]
Mass Objects are constituted of Countable Objects
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From an example to discussion about…
◆ Knowledge and representation of knowledge● Within the biomedical domain (core concepts)
■ Tissue in UWDA (“Tissue is an organ part…”), and the SN (“…Tissues are relatively non-localized in comparison to body parts, organs or organ components”)
● Expert knowledge vs general ■ Humors as microtheories
● Upper level categories■ Mixtures in Cyc, Mass objects (non countable) in MENELAS
● Level of Knowledge to be represented in a DO■ Coagulated Blood, Liquid Blood in GALEN