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Ifomis.org 1 Ontology and Its Applications II Barry Smith

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1 ifomis.org 1 Ontology and Its Applications II Barry Smith http://ontologist.com

2 ifomis.org 2 DNA Protein Organelle Cell Tissue Organ Organism 10 -5 m 10 -1 m Scales of anatomy 10 -9 m

3 ifomis.org 3 Complexity of biological structures 30,000 genes in human 200,000 proteins 100s of cell types 100,000s of disease types 1,000,000s of biochemical pathways (including disease pathways)

4 ifomis.org 4 New Golden Age of Classification importance of chemistry molecules molecular structures molecular processes

5 ifomis.org 5 But: each (clinical, pathological, genetic, proteomic, pharmacological …) information system uses its own classification system How can we overcome the incompatibilities which become apparent when data from distinct sources is combined?

6 ifomis.org 6 Fragment of UMLS SN

7 ifomis.org 7 IFOMIS idea: move from associative relations between meanings to strictly defined relations between the entities themselves

8 ifomis.org 8 supplement associative (statistical) datamining with: better data better annotations (link to EHR) better integration more powerful logical reasoning

9 ifomis.org 9 Key idea To define ontological relations like part_of, develops_from not enough to look just at universals / types: we need also to take account of instances and time (= link to Electronic Health Record)

10 ifomis.org 10 Kinds of relations : is_a, part_of,... : this explosion instance_of the universal explosion : Mary’s heart part_of Mary

11 ifomis.org 11 part_of for universals A part_of B =def. given any instance a of A there is some instance b of B such that a instance-level part_of b

12 ifomis.org 12 Instance-level relations part_of is_located_at has_participant has_agent earlier...

13 ifomis.org 13 Taking the instance-level part_of as primitive we can define: C 1 part_of C 2 means: any instance of C 1 is part_of some instance of C 2 nucleus part_of cell but not: testis part_of human

14 ifomis.org 14 from C 1 part_of C 2 we cannot infer that C 2 has_part C 1 human_testis part_of human but not human has_part human testis running has_part breathing but not breathing part_of running

15 ifomis.org 15 C c at t c at t 1 C 1 transformation_of

16 ifomis.org 16 child transformation_of fetus adult transformation_of child mature RNA transformation_of pre-RNA

17 ifomis.org 17 transformation_of fetus transformation_of embryo adult transformation_of child C 2 transformation_of C 1 =def. any instance of C 2 was at some earlier time an instance of C 1

18 ifomis.org 18 transformation_of c at t 1 C c at t C 1 time same instance pre-RNA  mature RNA child  adult

19 ifomis.org 19 transformation_of C 2 transformation_of C 1 =def. any instance of C 2 was at some earlier time an instance of C 1

20 ifomis.org 20 C c at t c at t 1 C 1 embryological development

21 ifomis.org 21 C c at t c at t 1 C 1 tumor development

22 ifomis.org 22 Derives_from c derives_from c 1 =def c and c 1 are non- identical and exist in continuous succession

23 ifomis.org 23 the new component detaches itself from the initial component, which itself continues to exist C c at t C c at t C 1 c 1 at t 1 c at t 1 C 1 c 1 at t the initial component ceases to exist with the formation of the new component

24 ifomis.org 24 two initial components fuse to form a new component C c at t C 1 c 1 at t 1 C' c' at t

25 ifomis.org 25 C c at t C 1 c 1 at t 1 C' c' at t derives_from (ovum, sperm  zygote... ) time instances

26 ifomis.org 26 neuron derives_from neuroblast muscle cell derives_from myoblast child derives_from adult embryo derives_from ovum embryo derives_from sperm corpse derives_from human

27 ifomis.org 27 The Granularity Gulf most existing data-sources are of fixed, single granularity many (all?) clinical phenomena cross granularities

28 ifomis.org 28 Universe/Periodic Table clinical space molecule space

29 ifomis.org 29 part_of adjacent_to contained_in has_participant contained_in intragranular arcs

30 ifomis.org 30 part_of transgranular arcs

31 ifomis.org 31 transformation_of C c at t c at t 1 C 1

32 ifomis.org 32 time & granularity C c at t c at t 1 C 1 transformation

33 ifomis.org 33 better data (more reliable coding) link to real world via time and instances better integration of ontologies more powerful tools for logical reasoning Standardized formal ontology yields:

34 ifomis.org 34 and help us to integrate information on the different levels of molecule, cell, organ, person, population and so create synergy between medical informatics and bioinformatics at all levels of granularity

35 ifomis.org 35

36 ifomis.org 36 A Theory of Granular Partitions cf. Roland Omnès Understanding Quantum Mechanics mereology, granularity, vagueness formal theory at: http://ontology.buffalo.edu/smith/articles/ vagueness.html

37 ifomis.org 37 A Simple Partition

38 ifomis.org 38

39 ifomis.org 39

40 ifomis.org 40 A partition can be more or less refined

41 ifomis.org 41 Coarse-grained Partition

42 ifomis.org 42 Fine-Grained Partition

43 ifomis.org 43 mereology-based ontological zooming

44 ifomis.org 44 Universe/Periodic Table animal bird canary ostrich fish folk biology partition of DNA space

45 ifomis.org 45 Universe/Periodic Table animal bird canary ostrich fish both are transparent partitions of one and the same reality

46 ifomis.org 46 Perspectivalism Different partitions may represent cuts through the same reality which are skew to each other

47 ifomis.org 47 An organism is a totality of molecules An organism is a totality of cells An organism is a single unitary substance... all of these express veridical partitions An organism is a totality of atoms

48 ifomis.org 48 all express partitions which are transparent, at different levels of granularity, to the same reality beyond

49 ifomis.org 49 Ontology like cartography must work with maps at different scales and with maps picking out different dimensions of invariants

50 ifomis.org 50 If ontological realism is right then there are very many map-like partitions, at different scales, which are all transparent to the reality beyond the mistake arises when one supposes that only one of these partitions is veridical

51 ifomis.org 51 There are not only map-like partitions of reality into spatial chunks but also distinct partitions of reality into universals (genera, categories, kinds, types) mutually compatible ways of providing inventories of universals (among proteins, among cells, among organisms …)

52 ifomis.org 52 Varieties of granular partitions Partonomies: inventories of the parts of individual entities Maps: partonomies of space Taxonomies: inventories of the universals covering a given domain of reality

53 ifomis.org 53 Partition Definition: A partition is the drawing of a (typically complex) fiat boundary over a certain domain

54 ifomis.org 54 GrGr

55 ifomis.org 55 Partitions are artefacts of our cognition = of our referring, perceiving, classifying, mapping activity

56 ifomis.org 56 A partition is transparent It leaves the world exactly as it is

57 ifomis.org 57 Artist’s Grid

58 ifomis.org 58 Label/Address System A partition typically comes with labels and/or an address system

59 ifomis.org 59 Mouse Chromosome Five

60 ifomis.org 60 A partition can comprehend the whole of reality

61 ifomis.org 61 Universe

62 ifomis.org 62 It can do this in different ways

63 ifomis.org 63 The Spinoza Partition

64 ifomis.org 64 Periodic Table

65 ifomis.org 65 Partitions have different granularity Maps have different scales Partitions are, roughly, what AI people call ‘ontologies’ (but in which granularity is taken seriously)

66 ifomis.org 66 Partitions can have empty cells

67 ifomis.org 67 01234… Partition of people in this room according to: number of years spent in jail

68 ifomis.org 68 Partition of people in this room according to: number of days spent in jail

69 ifomis.org 69 The Parable of the Two Tables from Arthur Eddington, The Nature of the Physical World (1928) Table No. 1 = the ordinary solid table made of wood Table No. 2 = the scientific table

70 ifomis.org 70 The Parable of the Two Tables ‘My scientific table is mostly emptiness. Sparsely scattered in that emptiness are numerous electric charges rushing about with great speed; but their combined bulk amounts to less than a billionth of the bulk of the table itself.’

71 ifomis.org 71 Eddington: Only the scientific table exists.

72 ifomis.org 72 The Parable of the Two Tables Both of the tables exist – in the same place: they are pictured in maps of different scale

73 ifomis.org 73 Partitions can sometimes create objects fiat objects = objects determined by partitions

74 ifomis.org 74 = objects which exist independently of our partitions (objects with bona fide boundaries) bona fide objects

75 ifomis.org 75 Mixed Partitions

76 ifomis.org 76 Cerebral Cortex

77 ifomis.org 77 Reciprocal partitions

78 ifomis.org 78 California Land Cover Reciprocal partitions

79 ifomis.org 79 12 34 Counting requires partitions

80 ifomis.org 80 Frege: “Numbers belong to the realm of concepts” Smith: Numbers belong to the realm of partitions

81 ifomis.org 81 Measurement belongs to the realm of partitions... -20  -10 -10  0 0  10 10  20... massively increased... normal increased chronic...

82 ifomis.org 82 Sets belong to the realm of partitions Sets are not objects in reality, but mathematical tools for talking about reality

83 ifomis.org 83 Another mistake:

84 ifomis.org 84 The correct view set-like structures belong here

85 ifomis.org 85 Set as List Partition A set is a list partition (a set is, roughly, a partition minus labels and address system) The elements exist within the set without order or location —they can be permuted at will and the set remains identical

86 ifomis.org 86 Partitions do not care Our ordinary judgments in spite of being vague have determinate truth-values because the partitions they impose upon reality do not care about small (e.g. molecule-sized, quantum- sized) differences

87 ifomis.org 87

88 ifomis.org 88 What does “Functional” mean in expressions like “Functional Genomics” ?

89 ifomis.org 89 Towards a Tri-Categorial Ontology of Structures, Functions and Processes = Independent Continuants Dependent Continuants Occurrents

90 ifomis.org 90 Definition of Function in UMLS Semantic Network Functional Concept = df A concept which is of interest because it pertains to the carrying out of a process or activity. Function  Functional Concept Function  Realization of a Function

91 ifomis.org 91 What do the kidneys do? Your entire blood volume flows through your kidneys every few minutes, leaving behind excess water, solutes and waste materials The Kidney From Andrew Lonie, University of Melbourne

92 ifomis.org 92 How does a kidney work? Essentially a massively parallel filter composed of 10 5 to 10 6 nephrons The nephron is the functional unit of the kidney Each nephron is a very convoluted, long, thin tube lined with biochemical pumps

93 ifomis.org 93 Nephron Functions 10 functional segments 15 different cell types

94 ifomis.org 94 UMLS Semantic Network entity event physical conceptual object entity organism

95 ifomis.org 95 RUMLS Semantic Network endurant event structures functions processes

96 ifomis.org 96 GO’s three disjoint term hierarchies the cellular component (structure) ontology, e.g. flagellum, chromosome, cell the biological process ontology, e.g. glycolysis, death the molecular function ontology, e.g. ice nucleation, binding, protein stabilization

97 ifomis.org 97 RUMLS Semantic Network endurant event structures functions processes

98 ifomis.org 98 Functional Genomics What does “Functional“ mean?

99 ifomis.org 99 The Problem The tumor developed in John’s lung over 25 years

100 ifomis.org 100 The Problem ____ developed in _____ over 25 years process

101 ifomis.org 101 The Problem The tumor developed in the lung over 25 years substances things objects continuants

102 ifomis.org 102 The Problem The tumor developed in John’s lung over 25 years PARTHOOD NOT DETERMINATE

103 ifomis.org 103 The Problem The tumor developed in the lung over 25 years substances GLUING THESE TOGETHER YIELDS ONTOLOGICAL MONSTERS processes

104 ifomis.org 104 Substances and processes exist in time in different ways substance t i m e process

105 ifomis.org 105 SNAP vs SPAN Endurants vs perdurants Continuants vs occurrents In preparing an inventory of reality we keep track of these two different kinds of entities in two different ways

106 ifomis.org 106 Fourdimensionalism – only processes exist – time is just another dimension, analogous to the three spatial dimensions – substances are analyzed away as worms/fibers within the four-dimensional plenum

107 ifomis.org 107 There are no substances Bill Clinton does not exist Rather: there exists within the four- dimensional plenum a continuous succession of processes which are similar in a Billclintonizing way

108 ifomis.org 108 Fourdimensionalism (the SPAN perspective) is right in everything it says But incomplete

109 ifomis.org 109 Need for Two Orthogonal, Complementary Perspectives SNAP and SPAN

110 ifomis.org 110 Basic opposition SNAP vs. SPAN objects vs. processes continuants vs. occurrents = Two different ways of existing in time (enduring, or unfolding phase-by-phase)

111 ifomis.org 111 Three kinds of SNAP entities 1.SNAP Independent: Substances, Objects, Things 2.SNAP Dependent: Qualities, Functions, Conditions, Roles 3.SNAP Spatial regions

112 ifomis.org 112 SNAP: Entities existing in toto at a time

113 ifomis.org 113 SNAP-Independent

114 ifomis.org 114 SNAP Dependent

115 ifomis.org 115 SPAN: Entities occurring in time

116 ifomis.org 116 SPAN Dependent (Processes)

117 ifomis.org 117 SPAN Spatiotemporal Regions

118 ifomis.org 118 Snapshot Video ontology ontology substance t i m e process

119 ifomis.org 119 SNAP and SPAN stocks and flows commodities and services product and process anatomy and physiology

120 ifomis.org 120 SNAP 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

121 ifomis.org 121 You are a substance Your life is a process You are 3-dimensional Your life is 4-dimensional

122 ifomis.org 122 Many SNAP Ontologies t1t1 t3t3 t2t2 here time exists outside the ontology, as an index or time-stamp

123 ifomis.org 123 each SNAP i section through reality includes everything which exists (present tense)

124 ifomis.org 124 mereology works without restriction (parthood is everywhere determinate) in every SNAP i ontology

125 ifomis.org 125 SNAP dependent entities States, powers, qualities, functions, dispositions, plans, shapes, liabilities, propensities…

126 ifomis.org 126 SNAP dependent entities: one-place: your temperature, color, height my knowledge of French the whiteness of this cheese the warmth of this stone the fragility of this glass

127 ifomis.org 127 relational SNAP dependent entities John Mary love stand in relations of one-sided dependence to a plurality of substances simultaneously one-sided dependence

128 ifomis.org 128 Spatial regions + sites (contexts, niches, environments) Organism species evolve into environments Domesticated spatial regions: rooms, nostrils, your alimentary tract Fiat spatial regions: JFK designated airspace

129 ifomis.org 129 here time exists as part of the domain of the ontology The SPAN ontology

130 ifomis.org 130 mereology works without restriction everywhere here t i m e clinical trial

131 ifomis.org 131 mereology works without restriction everywhere here t i m e course of a disease

132 ifomis.org 132 Relational processes kissings, thumpings, conversations, dancings, promisings, infectings, bindings join their carriers together into collectives of greater or lesser duration

133 ifomis.org 133 problem cases forest fire hurricane Maria traffic jam ocean wave disease anthrax epidemic

134 ifomis.org 134 forest fire: a process a pack of monkeys jumping from tree to tree and eating up the trees as they go the Olympic flame: a process or a thing? (anthrax spores are little monkeys)

135 ifomis.org 135 A disease The course/history of a disease

136 ifomis.org 136 The Epidemic (SNAP) The Spread of an Epidemic (SPAN)

137 ifomis.org 137 SNAP dependent entities plan function role disposition disease therapy SNAP

138 ifomis.org 138 Realization (SNAP  SPAN) execution of a plan expression of a function exercise of a role realization of a disposition course of a disease

139 ifomis.org 139 SNAP dependent entities and their SPAN realizations execution expression exercise realization course application SPAN

140 ifomis.org 140 More examples: performance of a symphony expression of an emotion change of body temperature spreading of an epidemic application of a therapy

141 ifomis.org 141 The Tri-Categorial Ontology SNAP SPAN structures functions processes = independent = dependent continants continuants

142 ifomis.org 142 The Tri-Categorial Ontology continuants occurrents structures functions processes = independent = dependent continants continuants

143 ifomis.org 143 A Window on Reality continuants occurrents structures functions processes = independent = dependent continants continuants Entities in all three categories exist both as universals and as instances (as tokens and as types)

144 ifomis.org 144 Realism about Functions (Biological) Functions existed for many millions of years before there were cognitive agents Hence a cognitive imputation-based theory of functions à la Prof. Mizoguchi cannot be correct

145 ifomis.org 145 Two distinct instances The function of your heart is: to pump blood The function of my heart is: to pump blood instantiating the same universal

146 ifomis.org 146 Functions have bearers The bearer of the function of your heart is: your heart. Functions are dependent continuants. The bearers of functions are independent continuants (hearts, screwdrivers …)

147 ifomis.org 147 Functions are realized in special sorts of processes called functionings

148 ifomis.org 148 Functions can exist even when they are not being realized

149 ifomis.org 149 Biological functions are always constituent functions If X has a biological function then there is some organism Y of which X is a part and X’s functioning is in the service of (  for the benefit of) the organism Y The function of your heart is: to pump blood = your heart has the disposition to pump blood in normal circumstances and this is to your benefit

150 ifomis.org 150 Functions are beneficial If an organism has a constituent part X, and if X is the bearer of a function Z, then those processes which are the realizations of the function Z are (in normal circumstances) beneficial to the organism (  such as to sustain the organism in existence) (  such as to give the organism a normal life for an organism of this type)

151 ifomis.org 151 Functional Genomics = study of what the genes contribute to the organism in the way of survival (Bad genes do not have functions) Every oncogene is a proto-oncogene There is functioning, poor functioning, malfunctioning There is not having a function at all

152 ifomis.org 152 Not all bodily processes are functions The pumping of the heart = function The thumping of the heart = by-product Curing headaches = function of aspirin Causing bleeding of the stomach = by- product

153 ifomis.org 153 Does this sense of ‘function’ correspond to the way biologists talk?

154 ifomis.org 154 Clinical vs. biological sense of ‘function’ Biologists sometimes talk about biological structures ‘gaining function’ (= being switched on) even where their functioning is not beneficial Clinical medicine = all functions associated with malfunctionings, which it is the physicians job to put right

155 ifomis.org 155

156 ifomis.org 156 Functions This is a screwdriver This is a good screwdriver This is a broken screwdriver This is a heart This is a healthy heart This is an unhealthy heart

157 ifomis.org 157 Functions are associated with certain characteristic process shapes Screwdriver: rotates and simultaneously moves forward simultaneously transferring torque from hand and arm to screw Heart: performs a contracting movement inwards and an expanding movement outwards simultaneously transferring hydraulic pressure to the blood stored within its chambers

158 ifomis.org 158 For each function there is an associated family of (four- dimensional) process shapes, organized around a core of prototypical process shapes representing good functioning The prototypes play a role analogous to the standard meter rule in the organization of those one-dimensional shapes we call lengths

159 ifomis.org 159

160 ifomis.org 160 Outside the core are process shapes which are not instances of functioning at all

161 ifomis.org 161

162 ifomis.org 162

163 ifomis.org 163 Normal functioning = functioning (realizing a four-dimensional shape) at or close to the prototype

164 ifomis.org 164 Prototypes good functioning

165 ifomis.org 165 Prototypes reasonable functioning

166 ifomis.org 166 Poor functioning poor functioning

167 ifomis.org 167 Malfunctioning malfunctioning

168 ifomis.org 168 Death? not functioning at all

169 ifomis.org 169 Not functioning at all = death modulo: criticality of the system involved

170 ifomis.org 170 Bodily Systems respiratory digestive skeletal circulatory musculatory immune

171 ifomis.org 171

172 ifomis.org 172 The End

173 ifomis.org 173

174 ifomis.org 174 E N D E


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