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UMLS Semantic Network Dr. Olivier Bodenreider Lister Hill National Center for Biomedical Communications Bethesda, Maryland - USA http://www.nlm.nih.gov/research/umls/umlswebcasts/index.html UMLS Webcasts series February 29, 2008

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Page 1: UMLS Semantic NetworkFeb 29, 2008  · Structure Fully Formed Anatomical Structure Embryonic Structure Disease or Syndrome Population Group Semantic Types Semantic Network isa isa

UMLS Semantic Network

Dr. Olivier Bodenreider

Lister Hill National Centerfor Biomedical CommunicationsBethesda, Maryland - USA

http://www.nlm.nih.gov/research/umls/umlswebcasts/index.html

UMLS Webcasts seriesFebruary 29, 2008

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2Lister Hill National Center for Biomedical Communications

Acknowledgments

Alexa T. McCrayHarvard Medical SchoolBoston, Massachusetts

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3Lister Hill National Center for Biomedical Communications

Outline

The UMLS: A two-level structureUMLS Semantic Network

What is it?Semantic typesSemantic relationshipsSemantic relations

How to use it?Where it get it from?

Future directions

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4Lister Hill National Center for Biomedical Communications

Unified Medical Language System

SPECIALIST Lexicon360,000 lexical itemsPart of speech and variant information

Metathesaurus6M names from over 100 terminologies1.5M concepts8M relations

Semantic Network135 high-level categories7000 relations among them

Lexicalresources

Ontologicalresources

Terminologicalresources

Page 5: UMLS Semantic NetworkFeb 29, 2008  · Structure Fully Formed Anatomical Structure Embryonic Structure Disease or Syndrome Population Group Semantic Types Semantic Network isa isa

The UMLS

A two-level structure

Page 6: UMLS Semantic NetworkFeb 29, 2008  · Structure Fully Formed Anatomical Structure Embryonic Structure Disease or Syndrome Population Group Semantic Types Semantic Network isa isa

Heart

Concepts

Metathesaurus

Esophagus

Left PhrenicNerve

HeartValves

FetalHeart

Medias-tinum

SaccularViscus

AnginaPectoris

CardiotonicAgents

TissueDonors

AnatomicalStructure

Fully FormedAnatomical

StructureEmbryonicStructure

Body Part, Organ orOrgan Component Pharmacologic

Substance

Disease orSyndrome

PopulationGroup

Semantic Types

SemanticNetwork

isa isa

isaadjacent_to

developmental_form_of

disrupts

location_of

PAR

CHD

SIBRO

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Concepts

Metathesaurus

Esophagus

Left PhrenicNerve

HeartValves

FetalHeart

Medias-tinum

SaccularViscus

AnginaPectoris

TissueDonors

AnatomicalStructure

Fully FormedAnatomical

StructureEmbryonicStructure

Disease orSyndrome

PopulationGroup

Semantic Types

SemanticNetwork

isa isa

isaadjacent_to

developmental_form_of location_of

PAR

CHD

SIB

Body Part, Organ orOrgan Component Pharmacologic

Substancedisrupts

Heart CardiotonicAgents

RO

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8Lister Hill National Center for Biomedical Communications

Concept categorization

High-level categories (semantic types)Assigned by the Metathesaurus editorsIndependently ofthe hierarchies inwhich these conceptsare located

Glycyrrhiza

Plant Families and Groups

Plants

Fabaceae

Angiosperms

http://en.wikipedia.org/wiki/Glycyrrhiza

Plant

MetathesaurusSemanticNetwork

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UMLS Semantic Network

What is it?

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10Lister Hill National Center for Biomedical Communications

Semantic network

Semantic types: NodesSemantic relationships:LinksSemantic relations: Triples (node1, link, node2)

AnatomicalStructure

Fully FormedAnatomical

StructureEmbryonicStructure

Body Part, Organ orOrgan Component Pharmacologic

Substance

Disease orSyndrome

isa isa

isaadjacent_to

developmental_form_of

disrupts

location_of

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11Lister Hill National Center for Biomedical Communications

Semantic types

Semantic types (135)tree structure2 major hierarchies

Entity– Physical Object– Conceptual Entity

Event– Activity– Phenomenon or Process

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12Lister Hill National Center for Biomedical CommunicationsHierarchical structure Entity

Entity■ Physical Object■ ■ Organism■ ■ ■ Plant■ ■ ■ ■ Alga■ ■ ■ Fungus■ ■ ■ Virus■ ■ ■ Rickettsia or Chlamydia■ ■ ■ Bacterium■ ■ ■ Archaeon■ ■ ■ Animal■ ■ ■ ■ Invertebrate■ ■ ■ ■ Vertebrate■ ■ ■ ■ ■ Amphibian■ ■ ■ ■ ■ Bird■ ■ ■ ■ ■ Fish■ ■ ■ ■ ■ Reptile■ ■ ■ ■ ■ Mammal■ ■ ■ ■ ■ ■ Human■ ■ Anatomical Structure■ ■ ■ Embryonic Structure■ ■ ■ Anatomical Abnormality■ ■ ■ ■ Congenital Abnormality■ ■ ■ ■ Acquired Abnormality■ ■ ■ Fully Formed Anatomical Structure■ ■ ■ ■ Body Part, Organ, or Organ Component■ ■ ■ ■ Tissue■ ■ ■ ■ Cell■ ■ ■ ■ Cell Component■ ■ ■ ■ Gene or Genome

■ Physical Object [continued]■ ■ Manufactured Object■ ■ ■ Medical Device■ ■ ■ Research Device■ ■ ■ Clinical Drug■ ■ Substance■ ■ ■ Chemical■ ■ ■ ■ Chemical Viewed Functionally■ ■ ■ ■ ■ Pharmacologic Substance■ ■ ■ ■ ■ ■ Antibiotic■ ■ ■ ■ ■ Biomedical or Dental Material■ ■ ■ ■ ■ Biologically Active Substance■ ■ ■ ■ ■ ■ Neuroreactive Substance or Biogenic Amine■ ■ ■ ■ ■ ■ Hormone■ ■ ■ ■ ■ ■ Enzyme■ ■ ■ ■ ■ ■ Vitamin■ ■ ■ ■ ■ ■ Immunologic Factor■ ■ ■ ■ ■ ■ Receptor■ ■ ■ ■ ■ Indicator, Reagent, or Diagnostic Aid■ ■ ■ ■ ■ Hazardous or Poisonous Substance■ ■ ■ ■ Chemical Viewed Structurally■ ■ ■ ■ ■ Organic Chemical■ ■ ■ ■ ■ ■ Nucleic Acid, Nucleoside, or Nucleotide■ ■ ■ ■ ■ ■ Organophosphorus Compound■ ■ ■ ■ ■ ■ Amino Acid, Peptide, or Protein■ ■ ■ ■ ■ ■ Carbohydrate■ ■ ■ ■ ■ ■ Lipid■ ■ ■ ■ ■ ■ ■ Steroid■ ■ ■ ■ ■ ■ ■ Eicosanoid■ ■ ■ ■ ■ Inorganic Chemical■ ■ ■ ■ ■ Element, Ion, or Isotope■ ■ ■ Body Substance■ ■ ■ Food

Entity [continued]■ Conceptual Entity■ ■ Idea or Concept■ ■ ■ Temporal Concept■ ■ ■ Qualitative Concept■ ■ ■ Quantitative Concept■ ■ ■ Functional Concept■ ■ ■ ■ Body System■ ■ ■ Spatial Concept■ ■ ■ ■ Body Space or Junction■ ■ ■ ■ Body Location or Region■ ■ ■ ■ Molecular Sequence■ ■ ■ ■ ■ Nucleotide Sequence■ ■ ■ ■ ■ Amino Acid Sequence■ ■ ■ ■ ■ Carbohydrate Sequence■ ■ ■ ■ Geographic Area■ ■ Finding■ ■ ■ Laboratory or Test Result■ ■ ■ Sign or Symptom■ ■ Organism Attribute■ ■ ■ Clinical Attribute■ ■ Intellectual Product■ ■ ■ Classification■ ■ ■ Regulation or Law■ ■ Language■ ■ Occupation or Discipline■ ■ ■ Biomedical Occupation or Discipline■ ■ Organization■ ■ ■ Health Care Related Organization■ ■ ■ Professional Society■ ■ ■ Self-help or Relief Organization■ ■ Group Attribute■ ■ Group■ ■ ■ Professional or Occupational Group■ ■ ■ Population Group■ ■ ■ Family Group■ ■ ■ Age Group■ ■ ■ Patient or Disabled Group

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13Lister Hill National Center for Biomedical CommunicationsHierarchical structure Event

Event [continued]■ Phenomenon or Process■ ■ Human-caused Phenomenon or Process■ ■ ■ Environmental Effect of Humans■ ■ Natural Phenomenon or Process■ ■ ■ Biologic Function■ ■ ■ ■ Physiologic Function■ ■ ■ ■ ■ Organism Function■ ■ ■ ■ ■ ■ Mental Process■ ■ ■ ■ ■ Organ or Tissue Function■ ■ ■ ■ ■ Cell Function■ ■ ■ ■ ■ Molecular Function■ ■ ■ ■ ■ ■ Genetic Function■ ■ ■ ■ Pathologic Function■ ■ ■ ■ ■ Disease or Syndrome■ ■ ■ ■ ■ ■ Mental or Behavioral Dysfunction■ ■ ■ ■ ■ ■ Neoplastic Process■ ■ ■ ■ ■ Cell or Molecular Dysfunction■ ■ ■ ■ ■ Experimental Model of Disease■ ■ Injury or Poisoning

Event■ Activity■ ■ Behavior■ ■ ■ Social Behavior■ ■ ■ Individual Behavior■ ■ Daily or Recreational Activity■ ■ Occupational Activity■ ■ ■ Health Care Activity■ ■ ■ ■ Laboratory Procedure■ ■ ■ ■ Diagnostic Procedure■ ■ ■ ■ Therapeutic or Preventive Procedure■ ■ ■ Research Activity■ ■ ■ ■ Molecular Biology Research Technique■ ■ ■ Governmental or Regulatory Activity■ ■ ■ Educational Activity■ ■ Machine Activity

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“Biologic Function” hierarchy (isa)

Biologic Function

Pathologic FunctionPhysiologic Function

Disease orSyndrome

Cell orMolecular

Dysfunction

ExperimentalModel ofDisease

OrganismFunction

Organor TissueFunction

CellFunction

MolecularFunction

Mental orBehavioral

Dysfunction

NeoplasticProcess

MentalProcess

GeneticFunction

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Semantic type information

T047Disease or SyndromeB2.2.1.2.1A condition which alters or interferes with a normal process, state, or activity of an organism. It is usually characterized by the abnormal functioning of one or more of the host's systems, parts, or organs. Included here is a complex of symptoms descriptive of a disorder.Diabetes Mellitus; Dumping Syndrome; Malabsorption Syndromes; Nephrotic SyndromeAny specific disease or syndrome that is modified by such modifiers as "acute", "prolonged", etc. will also be assigned to this type. If an anatomic abnormality has a pathologic manifestation, then it will be given this type as well as a type from the 'Anatomical Abnormality' hierarchy, e.g., "Diabetic Cataract" will be double-typed for this reason.dsyn

IDNameTree numberDefinition

Examples

Usage note

Abbreviation

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Semantic relationships

Semantic network relationships (54)Hierarchical (isa = is a kind of)

among types– Animal isa Organism– Enzyme isa Biologically Active Substance

among relations– treats isa affects

Associative (non-hierarchical)Sign or Symptom diagnoses Pathologic FunctionPharmacologic Substance treats Pathologic Function

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Associative relationship hierarchy

associated with

physicallyrelated to

spatiallyrelated to

temporallyrelated to

functionallyrelated to

conceptuallyrelated to

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associated with

physicallyrelated to

part of

consists of

contains

connected to

interconnects

branch of

tributary of

ingredient of

spatiallyrelated to

location of

adjacent to

surrounds

traverses

temporallyrelated to

co-occurs with

precedes

functionallyrelated to

conceptuallyrelated to

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associated with

physicallyrelated to

spatiallyrelated to

temporallyrelated to

functionallyrelated to

conceptuallyrelated to

affects

brings about

performs

occurs in

uses

manifestation of

indicates

result of

manages

treats

disrupts

complicates

interacts with

prevents

produces

causes

carries out

exhibits

practices

process of

Page 20: UMLS Semantic NetworkFeb 29, 2008  · Structure Fully Formed Anatomical Structure Embryonic Structure Disease or Syndrome Population Group Semantic Types Semantic Network isa isa

associated with

physicallyrelated to

spatiallyrelated to

temporallyrelated to

functionallyrelated to

conceptuallyrelated to

degree of

analyzes

measurement of

measures

diagnoses

property of

derivative of

method of

conceptual part of

issue in

assesses effect of

developmental form of

evaluation of

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Semantic relationship information

T202ingredient_ofR1.8Is a component of, as in a constituent of a preparation.IGhas_ingredient

IDNameTree numberDefinitionAbbreviationInverse rel.

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Semantic relations

612 assertions558 (type1, relationship, type2)

Hierarchical– Animal isa Organism– Enzyme isa Biologically Active Substance

Associative– Sign or Symptom diagnoses Pathologic Function– Pharmacologic Substance treats Pathologic Function

54 (relationship1, isa, relationship2)– treats isa affects

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Semantic relations (subset)Organism

process of

EmbryonicStructure

AnatomicalAbnormality

CongenitalAbnormality

AcquiredAbnormality

Fully FormedAnatomicalStructure

AnatomicalStructure

part of

OrganismAttribute

property of

BodySubstance

contains,produces

conceptualpart of

evaluation of

Body Systemconceptualpart of

part of

Body Part, Organ orOrgan Component

part of

Tissue

part of

Cell

part of

CellComponent

Gene orGenome

Body Spaceor Junction

adjacent to

location of

location of

evaluation ofFinding

Laboratory orTest Result

Sign orSymptom

BiologicFunction

PhysiologicFunction

PathologicFunction

Body Locationor Region

conceptualpart of

conceptualpart of

Injury orPoisoning

disrupts

disrupts

co-occurs with

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Inheritance

Disease or Syndrome

Pathologic Function

isa

isaBody Part, Organ,

or Organ Component

isa

Biologic FunctionFully FormedAnatomical

Structure

location of

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25Lister Hill National Center for Biomedical Communications

Semantic relations (inherited)

6864 assertions6752 (type1, relationship, type2)

Hierarchical– Mammal isa Organism (from: Animal isa Organism)– Enzyme isa Chemical

(from: Enzyme isa Biologically Active Substance)Associative

– Body Part, Organ, or Organ Componentlocation_of Disease or Syndrome(from: Fully Formed Anatomical Structurelocation_of Biologic Function)

112 (relationship1, isa, relationship2)– treats isa functionally_related_to (from: treats isa affects)

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Semantic relation information

Fully Formed Anatomical Structurelocation_ofBiologic FunctionD

Sem. Type1

RelationshipSem. Type2

Link status

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UMLS Semantic Network

How to use it?

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Why a semantic network?

Semantic Types serve as high level categories assigned to Metathesaurus concepts, independently of their position in a hierarchy

A relation between 2 Semantic Types (ST) indicates a possible link between 2 concepts that have been assigned to those STs

The relationship may or may not hold at the concept levelOther relationships may apply at the concept level

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Identify concepts for a given category

Semantic typeList of all conceptshaving this semantic type

ConceptList of all descendants

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Source of domain knowledgeOrganism

process of

EmbryonicStructure

AnatomicalAbnormality

CongenitalAbnormality

AcquiredAbnormality

part of

OrganismAttribute

property ofevaluation of

conceptualpart of

part ofpart of

part of part of

adjacent to

location of

location of

evaluation ofFinding

Laboratory orTest Result

Sign orSymptom

BiologicFunction

PhysiologicFunction

PathologicFunction

disrupts

co-occurs with

Fully FormedAnatomicalStructure

AnatomicalStructure

Body Part, Organ orOrgan Component

Tissue Cell CellComponent

Gene orGenome

BodySubstance

contains,produces

conceptualpart of

Body System Body Spaceor Junction

Body Locationor Region

conceptualpart of

conceptualpart of

Injury orPoisoning

disrupts

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Semantics of Metathesaurus relations

Semantic Network

Metathesaurus

AdrenalCortex

AdrenalCortical

hypofunction

Disease or SyndromeBody Part, Organ,

or Organ Component

Pathologic Functionisa

Biologic Function

isa

Fully FormedAnatomical

Structure

isa

location of

location of

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UMLS Semantic Network

Where to get it from?

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UMLS distribution

Part of the UMLS distributionInstalled by MetamorphoSys (option)

Select this option

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UMLS Semantic Network website

No intellectual property restrictions on the Semantic NetworkAvailable outside UMLS license agreementUMLS Semantic Network websitehttp://semanticnetwork.nlm.nih.gov/

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UMLS Semantic Network website

http://semanticnetwork.nlm.nih.gov/

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Semantic Network files

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Semantic Network documentation

http://www.nlm.nih.gov/research/umls/meta3.html

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UMLS Semantic Network

Future directions

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Future directions

Harmonize with other top-level ontologies of biomedicine

Semantic types (e.g., with BioTop)Semantic relationships (e.g., with the OBO Relation Ontology, with relationships in GALEN)

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BioTophttp://www.ifomis.org/biotop

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OBO relations

http://www.obofoundry.org/ro/

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GALEN relations isIngredientOf

http://opengalen.org

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Future directions

Harmonize with other top-level ontologies of biomedicine

Semantic types (e.g., with BioTop)Semantic relationships (e.g., with the OBO Relation Ontology, with relationships in GALEN)

Align relationships between Metathesaurus and Semantic Network

Page 44: UMLS Semantic NetworkFeb 29, 2008  · Structure Fully Formed Anatomical Structure Embryonic Structure Disease or Syndrome Population Group Semantic Types Semantic Network isa isa

affects

has directmorphology

has directsubstance

associated with

physicallyrelated to

spatiallyrelated to

temporallyrelated to

functionallyrelated to

conceptuallyrelated to

affects

brings about

performs

occurs in

uses

manifestation of

indicates

result of

manages

treats

disrupts

complicates

interacts with

prevents

produces

causes

carries out

exhibits

practices

process of

encodes encodesgene product

has indirectmorphology

metabolicsite of

metabolizes

pathological process of

has physio-logic effect

has specimenprocedure

interprets

Draft

causative agent ofcause of

definitionalmanifestation of

exhibits

may prevent

may treat

occurs in

occurs after

treats

process of

access instrument ofinstrument of

direct device of

indirect device of

procedure device of

inv

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References

McCray AT, Nelson SJ.The representation of meaning in the UMLS.Methods Inf Med 1995;34(1-2):193-201McCray AT.An upper level ontology for the biomedical domain.Comp Funct Genom 2003; 4:80-4.McCray AT, Bodenreider O.A conceptual framework for the biomedical domain.In: Green R, Bean CA, Myaeng SH, editors. The semantics of relationships: an interdisciplinary perspective.Dordrecht; Boston: Kluwer Academic Publishers; 2002. p. 181-198.

http://semanticnetwork.nlm.nih.gov/

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MedicalOntologyResearch

Olivier Bodenreider

Lister Hill National Centerfor Biomedical CommunicationsBethesda, Maryland - USA

Contact:Web:

[email protected]