Title: VT
1VT
2Medical Ontology
- Barry Smith
- bsmith_at_ifomis.uni-leipzig.de
3The Importance of Getting Documentation Right
- Health Level 7 Reference Information Model (HL7
RIM) -
4Ontology of HL7 RIM based on Speech Act Theory
- the medical record is not a collection of facts,
but "a faithful record of what clinicians have
heard, seen, thought, and done." Its Act class
represents what is known as "speech-acts" in
linguistics and philosophy.
5The Ontology of HL7 RIM
- Act as statements or speech-acts are the only
representation of real world facts or processes
in the HL7 RIM. The truth about the real world is
constructed through a combination (and
arbitration) of such attributed statements only,
and there is no class in the RIM whose objects
represent "objective states of affairs" or "real
processes" independent from attributed
statements. - As such, there is no distinction between an
activity and its documentation. Every Act
includes both to varying degrees.
6The failure to distinguish between facts and
their representations (or between objects and
concepts) is endemic in linguistics
- One of the cornerstones of the objectivist
paradigm is the independence of metaphysics from
epistemology. The world is as it is, independent
of any concept, belief, or knowledge that people
have. Minds, in other words, cannot create
reality. I would like to suggest that this is
false and that it is contradicted by just about
everything known in cultural anthropology.
George Lakoff
7Why is this important?
- HL7 ... there is no distinction between an
activity and its documentation. ...
8HL7 Corporate SponsorsGE IBMMicrosoft Oracle
SiemensSun MicrosystemsErnst Young Eli
Lilly
9HL7 Merchandizing
10Federally mandated ontological confusion
- All US federal agencies are required to adopt
HL7 messaging standards to ensure that each
federal agency can share information that will
improve coordinated care for patients
11Ontologie als Zweig der Philosophie
- die Wissenschaft von den Arten und Strukturen
von Objekten, Qualitäten, Prozessen, Ereignissen,
Funktionen und Relationen in allen Bereichen der
Wirklichkeit
12Aristotle
Der erste Ontologe
13Eine biologische Ontologie
14Linnaeus
- 1763 Genera Morborum
- (Nosologie
- oder
- Ontologie der Krankheitsarten)
15Q Warum Ontologie in der medizinischen
Informatik?
- A Das Turm von Babel-Problem der
Informationssysteme
16Turm von Babel
- Jedes Informationssystem basiert auf einer
eigenen Terminologie - Wie können wir die Inkompatibilitäten lösen, die
entstehen, wenn Daten aus verschiedenen Quellen
kombiniert werden? - Vgl. Wie können wir Anatomie und Physiologie
integrieren?
17Wie lösen Medizinstudenten dieses Problem?
- Vielfach erst durch die Begegnung mit dem
Patienten - Der Patient und die in ihm ablaufenden Prozesse
dienen als Kristallisationspunkt für eine
sinnvolle Ordnung sonst isoliert stehender
(gelernter) Fakten. - (Aus Wissen-dass wird Wissen-wie)
18Dem Computer fehlt praktisches Wissen
- Wie können in Medizininformations-systemen
isolierte Datenartefakte zu konsistentem und
anwendbarem Wissen integriert werden?
19Ursprünglicher Traum der Ontologie in der
Informatik
- Eine einzige allumfassende Taxonomie aller
Gegenstandsarten, die als zentrales
integrierendes Kategoriensystem für alle
Informationssysteme dient. - Dieser Traum ist ausgeträumt ...
20Gegenwärtige Lösungen
- Standardisierte Terminologien
- UMLS
- SNOMED
- ICD-10
- Gene Ontology
- Digital Anatomist
- usw.
21Standardisierte Terminologien
- sollen Zugriff auf biomedizinische Literatur und
Faktendatenbanken erleichtern - Beispielsweise um Verbindungen zwischen
spezifischen Genen und spezifischen
Körperreaktionen auffindbar zu machen - Eine neue Art medizinischer Forschung soll
dadurch ermöglicht werden
22Database and terminology standardization
- is desparately needed in medical and
bioinformatics - to enable the huge amounts of existing data to
be fused together automatically
23To reap the benefits of standardization
- we need to make ONE SYSTEM out of many different
terminologies - But how?
- Through government edict? (Scandinavia)
- Through efforts of international standards
bodies (ISO, CEN )? - Through UMLS Metathesaurus?
24Zentrale Schaltstelle
- UMLS
- Universal Medical Language System
- National Library of Medicine
- Bethesda, MD
25UMLS Metathesaurus
- eine riesige Kombination verschiedener
maschinenlesbarer Quellterminologien - 800,000 Begriffe
- 10 Mio. Beziehungen
26Beispiele für Quell-Terminologien
- SNOMED-RT
- Systematized Nomenclature of Medicine
- MeSH
- Medical Subject Headings
27is_a trees
- hormone
- peptide hormone digestive hormone
- adrenocorticotropin glycopeptide hormone
-
follicle-stimulating hormone
28- is_a ist ein / ist von der Art
- Diabetes Milletus is_a Disease
29Bad Coding
- deriving from over-simplification
- and from failure to pay attention to ontological
principles - Z.B. SNOMED
- both_testes is_a testis
- (beide_Hoden ist_ein Hoden)
30Terminological Incompatibilities
31Representation of Blood in SNOMED
Blood is_a Tissue
32Representation of Blood in MeSH
Blood is_a Bodily Fluid
33Bad CodingIncompatibilitiesContext-Dependence
- Standardized Terminologies must be used properly
34people are lazy and idiosyncratic
- Sie machen Schreibfehler
- Jeder pflegt seine eigene Terminologie, die sich
mehr oder weniger von der anderer Akteure
unterscheidet - Sie verwenden verschiedene natürlich-sprachliche
Darstellungen der gleichen medizinischen
Phänomena -
35The codes are not formulated on the basis of
clear principles
- Therefore inconsistent
- Unintuitive
- Difficult to train people to use them
- Application often depends on context-dependent
knowledge
36The IFOMIS Contribution
- help to improve standardizations through
constructive criticism based on ontological
principles - show practical use of ontological research
- help to make natural language the code
37The IFOMIS Contribution
- help to improve standardizations through
constructive criticism based on ontological
principles - show practical use of ontological research in
- 3. help to make natural language the code
-
38UMLS Metathesaurus
- eine riesige Kombination verschiedener
maschinenlesbarer Quellterminologien - UMLS Semantic Network
- bestehend aus 134 Semantic Types
- soll Ordnung in diesem Wust schaffen
39UMLS Semantic Network
- entity event
- physical conceptual
- entity entity
-
40conceptual entity
- Organism Attribute
- Finding
- Idea or Concept
- Occupation or Discipline
- Organization
- Group
- Group Attribute
- Intellectual Product
- Language
41conceptual entity
- Organism Attribute
- Finding
- Idea or Concept
- Occupation or Discipline
- Organization
- Group
- Group Attribute
- Intellectual Product
- Language
42- Idea or Concept
- Functional Concept
- Qualitative Concept
- Quantitative Concept
- Spatial Concept
- Body Location or Region
- Body Space or Junction
- Geographic Area
- Molecular Sequence
- Amino Acid Sequence
- Carbohydrate Sequence
- Nucleotide Sequence
43Geneva
44- Idea or Concept
- Functional Concept
- Qualitative Concept
- Quantitative Concept
- Spatial Concept
- Body Location or Region
- Body Space or Junction
- Geographic Area
- Molecular Sequence
- Amino Acid Sequence
- Carbohydrate Sequence
- Nucleotide Sequence
45Confusion of Ontology and Epistemology
- Physical Entity
- Chemical Entity
- Chemical Chemical
- Viewed Viewed
- Structurally Functionally
46Confusion of Ontology and Epistemology
- the hydraulic equation
- BP COPVR
- arterial blood pressure is directly proportional
to the product of blood flow (cardiac output, CO)
and peripheral vascular resistance (PVR). - Cardiac Output in UMLS A Finding
47UMLS-Semantic Types
- blood pressure is an Organism Function,
- cardiac output is a Laboratory or Test Result or
Diagnostic Procedure - BP COPVR thus asserts that
- blood pressure is proportional either to a
laboratory or test result or to a diagnostic
procedure
48The goal
- Formulate clear principles for building
ontologies - Reconstitute the UMLS Semantic Types on the basis
of these principles
49Zusammenarbeit mit der National Library of
Medicine
- Revision der UMLS Semantic Types und der Gene
Ontology
50GO the Gene Ontology
-
- 3 large telephone directories of standardized
designations for gene functions and products - organized into hierarchies via is_a and part_of
51GO
- can in practice be used only by trained
biologists (with know how) - whether a GO-term truly stands in the is_a
relation depends e.g. on the type of organism
involved - glycosome is part-of cytoplasm only for
Kinetoplastidae - Computers have no counterpart of such
context-dependent know-how
52GO divided into three disjoint term hierarchies
- the cellular component ontology,
- e.g. flagellum, chromosome, cell
- the molecular function ontology,
- e.g. ice nucleation, binding, protein
stabilization - the biological process ontology,
- e.g. glycolysis, death
53Definition of Molecular Function
- the action characteristic of a gene product.
- On March 2003 all nodes in the Molecular
Function ontology (except the root) had
activity added to their names - -- confusion of function with functioning
- (how deal with dormant/suppressed functions?)
54Definition of Biological Process
- A phenomenon marked by changes that lead to a
particular result, mediated by one or more gene
products
55How are the 3 ontologies related?
- Function the action characteristic of a gene
product. - Process phenomenon marked by changes that lead
to a particular result, mediated by one or more
gene products - No part-whole relations across ontologies?
56The GO isa relatio
- in its intended meaning indicates a necessary
relationship. - That is, when we say eukaryotic cell isa cell,
we mean that every eukaryotic cell is a cell. - Confusion of necessarily, universally, and
permanently - (No time in GO)
57part_of
- The Relation part-of The intended meaning of
part-of as explained in the GO Usage Guide is
can be a part of, not is always a part of
58Uses of part_of
- membrane part-of cell, intended to mean a
membrane is a part-of any cell - flagellum part-of cell, intended to mean a
flagellum is part-of some cells - replication fork part-of cell cycle, intended
to mean a replication fork is part-of the
nucleoplasm only during certain times of the cell
cycle - regulation of sleep part-of sleep, should be
corrected to regulation of sleep is co-located
with and is causally involved with the sleep
process.
59Bodies and Bodily Systems
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61INTEGUMENTARY (SKIN) SYSTEM
62MUSCULO-SKELETAL SYSTEM
63CONNECTIVE SYSTEM
64The Connective System
- The connective system contains all the bona fide
boundaries in the interior of the body the
membranes and layers of fat which create an
internal framework of support for the organs - This system performs active work by maintaining
the internal sub-environments in the necessary
conditions
65DIGESTIVE SYSTEM
66RESPIRATORY SYSTEM
67URINARY SYSTEM
68IMMUNE SYSTEM
69CIRCULATORY SYSTEM
70CIRCULATORY SYSTEM (Principal Organs)
71NERVOUS SYSTEM
72The autonomic part of the nervous system
-
- This is the oldest part of the nervous system
from the standpoint of evolution. It regulates
the vegetative functions of the body. - Vegetative means
- automatic, not dependent on ones mind.
73Example
- I decide to run. I can decide to start or stop
running because running is controlled by the
somatic part of the nervous system. - BUT when Im running my heart is beating more
quickly because my muscles need more oxygen for
their work - The autonomous part of the nervous system is
responsible for these changes. - You cannot decide to start or stop digesting the
food that is already in your stomach - Digestion and heart-beat are vegetative processes
74The autonomous part of the nervous system
(regulatory links to other systems)
75ENDOCRINESYSTEM
76The endocrine system
- is like a system of the radio transmitters which
are broadcasting to the every cell of the body. - Their waves are hormones.
- The medium of transmission is the blood.
- The cell have receivers specific receptors
for particular hormones
77ENDOCRINE SYSTEM
78 IMMUNE SYSTEM
79Bodily Systems are Component Parts of Bodies
respiratory
digestive
circulatory
immune
skeletal
musculatory
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81A system for keeping your tools safe
82A system for keeping your jewels safe
83Bodily Systems interconnect
84plus NERVOUS SYSTEM (Regulatory Links)
85Thus bodily systems are separated from each other
by fiat boundaries
86MUSCULO-SKELETAL SYSTEM
87Why one system?
88Rather than two
89MUSCLE SYSTEM
SKELETAL SYSTEM
90because without muscle the skeletal system would
fall apart and without bone the muscles would
have nothing to attach themselves
91Why talk of one nervous system rather than two?
- Is the boundary between the autonomous and
vegetative system porous - (can you train yourself to control vegetative
processes?)
92Bodily systems are like arms and legs
93but the fiat boundaries separating them from
their surroundings are much more complicated
94plus NERVOUS SYSTEM (Regulatory Links)
95Where to fit bodily systems into an ontology?
96Bodily systems are SNAP entities
97Substances and processes exist in time in
different ways
substance
98SNAP and SPAN
- Substances and processes
- Continuants and occurrents
- In preparing an inventory of reality
- we keep track of these two different categories
of entities in two different ways
99Need for different perspectives
- Not one ontology, but a multiplicity of
complementary ontologies - Cf. Quantum mechanics particle vs. wave
ontologies
100SNAPshot Video (SPAN)ontology
ontology
substance
101SNAP and SPAN
- stocks and flows
- commodities and services
- product and process
- anatomy and physiology
- synchrony and diachrony
102SNAP and SPAN
- SNAP entities
- - have continuous existence in time
- - preserve their identity through change
- - exist in toto if they exist at all
- SPAN entities
- - have temporal parts
- - unfold themselves phase by phase
- - exist only in their phases/stages
103SPQR entities
- States, powers, qualities, roles
- functions, dispositions, plans, shapes
- SPQR entities are all dependent on substances
104SOME SYSTEMS ARE SPQR ENTITIES
- legal systems
- languages (as systems of competences)
- religions (as systems of beliefs)
105The SPAN Ontology
106SNAP ontology
- many sharp boundaries
- SPAN ontology
- many smeered boundaries
- Fiat boundaries can be drawn in each
- (Cf. Ingvars theory of 4-D shapes)
107Mesoscopic reality
- is divided at its joints into substances
- animals, bones, rocks, potatoes
- and into parts of substances
- ARMS
- LEGS
- and
- BODILY SYSTEMS
108Processes
- Processes merge into one another
- Process kinds merge into one another
- few clean joints either between instances or
between types
109boundaries are mostly fiat
everything is flux
110SNAP Entities existing in toto at a time
111Three kinds of SNAP entities
- Substances
- SPQR entities
- Spatial regions, Contexts, Niches
112Functions The function of the heart is to pump
blood
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114SNAP
Fiat part of substance Extremity (hand,
arm) Bodily System
115SPAN Entities extended in time
116SPAN Entities extended in time
117SPAN Entities extended in time
Functioning The hearts pumping of blood
118Granularity
spatial region
substance
parts of substances are always substances
119Granularity
spatial region
substance
parts of spatial regions are always spatial
regions
120Granularity
process
parts of processes are always processes
121MORAL
- Relations crossing the SNAP/SPAN border are never
part-relations
122Relations crossing the SNAP/SPAN border are never
part-relations
Johns life
123How do you know whether an entity is SNAP or SPAN?
124problem cases
- traffic jam
- forest fire
- anthrax epidemic
- hurricane Maria
- waves
- shadows
125forest fire
- an object (complex substance)
- Compare a pack of monkeys jumping from tree to
tree - the Olympic flame
- a process or a thing?
- anthrax spores are little monkeys
126System (OED)
- An organized or connected group of objects.
- A set or assemblage of things connected,
associated, or interdependent, so as to form a
complex unity a whole composed of parts in
orderly arrangement according to some scheme or
plan
127Roman Ingarden
- Theory of Relatively Isolated Systems
128Roman Ingarden
- organisms, in order to be able to sustain
themselves effectively as identical through time,
must be at least in some respects bounded off
from the surrounding world and partially isolated
or, better, shielded from it.
129Each complex multi-cellular organism
- is a relatively isolated causal system which is
organized in modular fashion in such a way as to
contain within itself numerous further relatively
isolated causal systems on successively lower
levels. - The latter are hierarchically ordered and at the
same time both partially interconnected (they
collaborate in their functioning) and also
partially segregated from each other via
coverings or membranes which protect their
interiors from certain external influences and
also allow other kinds of influences and
substances to pass through them.
130MODULARITY Bodily Systems
- can be viewed at different levels of granularity
131NERVOUS SYSTEM
132Relative Isolation
- The container formed by the skin or hide around a
bodily system may be topologically highly
complicated
133The whole body
- is surrounded by a well-defined enclosurefor
man this is the skin, for the majority of
animalsthe hide. - The skin or hide is itself a complex organ which
is composed of many layers and has many functions
in the life-process, precisely because it forms
the boundary between the body and the external
world. Thus it is a permeable membrane, which
participates in the expulsion of water and
waste-products.
134Organisms
- order to be able to sustain themselves
effectively as identical through time, must be at
least in some respects bounded off from the
surrounding world and partially isolated or
shielded from it.
135Each multi-cellular organism
- is a system of relatively isolated causal systems
organized in modular fashion in such a way as to
contain within itself further relatively isolated
causal systems on successively lower levels. - The systems within this modular hierarchy are
both partially interconnected (they collaborate
in their functioning) - and also partially segregated via coverings or
membranes which protect their interiors from
certain external influences and also allow other
kinds of influences and substances to pass
through them
136Bodily systems
- are not absolutely closed off from each other
they are partially open and partially shielded. - There are paths between them along which a
certain restricted spectrum of causal influences
and substances may flow. - Each sense organ is a partially open system
which is attuned to a special selection of
outside processes and at the same time also
shielded in other respects.
137Two kinds of fiat boundaries
138Bodily systems have fiat boundaries
Endocrine system unified as a system of scattered
radio transmitters is unified through
transmitted waves
139What gives a bodily system its unity?
- Why do we divide up the bodily systems in this
way rather than in that? - Because each performs some CRITICAL FUNCTION if
functioning ceases the organism will die
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152Digital Anatomist
- Tissue
- is an organ part,
- which consists of similarly specialized cells
and intercellular matrix, - aggregated according to genetically determined
spatial relationships.
153Millikan
- An item X has proper function F if and only if
- (i) X is a reproduction of some prior item that,
because of the possession of certain reproduced
properties, actually performed F in the past - (ii) X exists because of this performance.
154Critical Element
- An item X is a critical element for an organism Y
if and only if - (i) X is an element of Y
- (ii) there is a proper function F of X
- (iii) X performs F and no other part of Y
performs F - (iv) the continuing to exist of the organism Y is
causally dependent on the continued performance
by X of F.
155Definition of Bodily System
- X is a bodily system for organism Y if and only
if - (i) X is a critical element for Y
- (ii) X is not a proper part of any larger
critical element for Y.
156Evidence
- The visual system is not classified in medical
science as a bodily system in its own right - (It is a module of the nervous system)
- because it is non-critical
- part of the bodys redundancy
157Problems
- Prostheses (Heart pacemakers )
- Are they parts of the body or analogous to
foreign bodies in the interior of the body - Solve this problem by adding condition of
reciprocal dependence - (Pacemaker does not change in light of its
functioning and of the functioning of associated
systems)
158Problems
- Kidney dialysis
- (is the operation of the kidney a critical
function?) - Cryptobiosis the condition that some creatures
(e.g. shrimp) surivive in after drying out and
shutting down - this means that they can survive even though
their bodily systems are not functioning
159Problems
- Reproductive system
- Not critical to the life of the individual
- critical to the life of the species
- of the population?
- Mother and baby share an endocrine system?
160Problems
- Maximality
- Is the endocrine system one system or seven?
- Rosse Digital Anatomist
161Questions
- If these systems are critical, how could they
evolve? - By splitting from prior systems?
162Questions
- Does every system contain at least one organ?
- How is organ to be defined?
- Are muscles organs?
- Are bones organs?
163Questions
- How many of these systems are present in all
organisms? - In all multi-cellular organisms?
- In all vertebrates?
- How many of these systems have analogues in other
sorts of systems - (antivirus software in computer systems)
164Questions
- In a good parsing of the body into bodily systems
- should all bodily systems be mereologically
disjoint? - should the parsing exhaust the body?
165Systems are SPAN entities
166The Monarchic System of Government
167The Monarchic System of Government