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Experiences in visualizing and navigating

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Title: Experiences in visualizing and navigating


1
ISMB 2002 Fifth Annual Bio-Ontologies Meeting
August 8, 2002
Experiences in visualizing and navigating biomedic
al ontologies and knowledge bases
2
Introduction 1
  • Biomedical knowledge
  • Terminologies (names)
  • Ontologies (objects)
  • Knowledge bases (facts)
  • Common features
  • Terms / Concepts
  • Inter-concept relationships
  • Hierarchical
  • Associative

3
Introduction 2
  • Challenges
  • Volume of information
  • 104 - 106 concepts
  • 105 - 107 relationships
  • Orientation
  • Mapping to concepts
  • Visualizing concept spaces
  • Navigating concept spaces

4
Introduction 3
  • SemNav
  • UMLS browser
  • Entry point biomedical term
  • Display related concepts
  • Display properties of interconcept relationships
  • Allow navigation among concepts
  • GenNav
  • GO browser
  • Entry point GO term or gene product name/symbol
  • Display related GO terms and gene products
  • Display properties of term/term and term/gene
    product relationships
  • Allow navigation between GO terms and gene
    products

5
Outline
  • Background
  • Unified Medical Language System (UMLS)
  • Gene Ontology
  • Overview of the browsers
  • SemNav
  • GenNav
  • Common features
  • Differences

6
UMLS and GO
7
Unified Medical Language System
  • Developed at NLM since 1990
  • 13th edition in 2002
  • Integrates some 60 terminological resources
  • Clinical vocabularies (including specialties)
  • Core terminologies (anatomy, drugs, med. devices)
  • Administrative terminologies, standards
  • Integration
  • Synonymous terms are clustered in a concept
  • Hierarchies (trees) are combined in a graph
    structure

8
Terminology integration Terms
9
Terminology integration Relationships
10
UMLS
  • Two-level structure
  • Semantic Network
  • 134 Semantic Types (STs)
  • 54 types of relationshipsamong STs
  • Metathesaurus
  • 800,000 concepts
  • 10 M inter-conceptrelationships
  • Link categorization

11
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12
Gene Ontology
  • Developed by the GO Consortium
  • Several components
  • Ontology (11,000 concepts)
  • Molecular functions
  • Cellular components
  • Biological processes
  • Gene products (125,000)
  • Associations between Gene products and GO
    concepts (357,000)

13
SemNav
14
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15
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16
MeSH Browser
17
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18
SemNav Visualization options
19
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20
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21
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22
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23
SemNav Relationships
24
GenNav
25
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26
Material and Methods
27
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29
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30
Common features and differences
31
Mapping query terms
  • Mapping terms to concepts
  • Matching criteria (exact, approximate)
  • Normalization techniques
  • work well on clinical terms
  • less applicable to gene names
  • Query disambiguation
  • With semantic type in SemNav
  • With species in GenNav

32
Visualization
  • Graph vs. Trees (Forest)
  • Multiple inheritance is better visualized by
    graphs than by trees
  • Off-the-shelf, freely available graph
    visualization packages are available (GraphViz)
  • Need to reduce complexity
  • Transitive reduction on complex graphs
  • Feature selection
  • e.g., a given vocabulary in SemNav
  • e.g., a given species in GenNav

33
Navigation
  • Tool for exploration
  • Navigation among concepts(SemNav and GenNav)
  • Navigation between two poles(Gene products and
    GO concepts in GenNav)
  • Self-contained (SemNav)or opened to external
    resources (GenNav)

34
Conclusions
35
Conclusions
  • Most of the lessons learned while developing
    SemNav (for browsing general biomedical
    knowledge) were applicable to GenNav (for
    browsing molecular biology knowledge)
  • The lexical techniques suitable for mapping text
    to clinical terminologies require adaptation to
    the specificity of molecular biology terminologies

36
Contact olivier_at_nlm.nih.gov
SemNav http//umlsks.nlm.nih.gov ? Resources ?
Semantic Navigator ( free UMLS registration
required) GenNav http//etbsun2.nlm.nih.gov8000
/perl/gennav.pl
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