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La malattia come sistema complesso: normale,
        patologico e concetto di causa

                       Paolo Vineis
   Imperial College London e HuGeF Foundation Torino


            Torino, 21 gennaio 2011
Sharp boundaries ?

When we adopt a classification of disease (e.g.
ICD-10), or when we refer to the diagnostic
criteria for disease, or when we think of causes, we
usually imply that such activities are based on
unequivocal criteria that sharply distinguish a
disease from another one, or that relate a cause to
its effect. This is very clear in the paradigm of
“necessary and sufficient” causes.
Although it is admitted that in              special
circumstances a “fuzzy” interpretation is needed,
the idea of “fuzzy sets” has not been generalized.
However, fuzzy sets are the rule, not the exception


    (Bowker and Star: Sorting things out).


This applies to disease classification, diagnosis and
causal interpretation.
Fuzziness, i.e. lack of sharp boundaries,
    corresponds to the fact that different objects
(belonging to the same category) do not have a single
   characteristic in common (i.e. a necessary and
              sufficient characteristic).

 This corresponds to Wittgenstein’s idea of “family
                  resemblances”
To say that language is used in a fuzzy way and that
there are degrees of truth does not mean that truth
        does not exist or cannot be found.
 Not everything is a matter of opinion, or relies on
      interpretation. Simply, truth comes in degrees
 and has a continuous distribution between 0 and 1
             (“membership function”).
Darwin: “I look at the term species as one arbitrarily given, for
the sake of convenience, to a set of inividuals closely resembling
each other”.

sparrow ABC
crow     BCD
eagle     CDE
ostrich     DEF
penguin      EFG

What is now defined “species” is a cluster of individuals who
have a common ancestor and have adapted to a common
ecological niche.
Una classica controversia:
“Nature and Nurture”, geni e
         ambiente
“The Y Chromosome”
Genetic Approach to Obesity



Environment
                             Genes




                                  Monogenic
                                  recessive
                     Monogenic
Polygenic            dominant         Leptin
                                     Leptin-R
  GAD2               MC4-R
                                      POMC
  SLC6A14                              PC-1
Mendelian and non-mendelian inheritance



•
Models of causality: from simple to
            complex
Necessary and sufficient causes
                         Necessary
                      Yes              No
             Yes      Chr 21          Guillotine
                    Down syndr.       Cut neck
Sufficient
             No     Mycobacterium     Tobacco
                    Pulmonary TB     Lung cancer

(R Saracci, 2005)
What about genetic causation?


                         Necessary

                     Yes            No
             Yes   two Rb        XP-related
                   mutations     cancer

Sufficient
             No    one Rb       All others
                   mutation
Insufficient Non-redundant component of an Unnecessary Sufficient
Complex (INUS)
Charles Darwin
       Evolution by natural selection


The theory of evolution by natural selection based on the
  analysis of functional causes involving final causes where
  the existence of God is not taken into account.

Darwin hypothesizes that during evolution, the variation of
  organisms is caused by random mutations filtered by the
  action of natural selection (adaptation is the ‘goal’).


                  Epigenetics – Philosophical insight
Evolutionary medicine tries to explain health
  and diseases according to the theory of
                evolution.

       According to “neo-darwinism” the
    appearance of new species is related to
 mutations and selection of the fittest (where
fit means adapted to a specific environment)

There are both scientific and epistemological
               controversies
This paradigm has many potential
  applications. For example in medicine:

    - resistance to antibiotics because of
selection of bacteria with survival advantage

       - resistance of cancer cells to
               chemotherapies

  A book to read: M Greaves: Cancer, the
      evolutionary legacy. OUP, 2001
A new paradigm:

  epigenetics
Darwin after Mivart’s objection
‘In

‘In my opinion, the greatest error which I have
   committed, has not been allowing sufficient
   weight to the direct action of the environment, i.e.
   food, climate, etc., independently of natural
   selection’

            Charles Darwin to Moritz Wagner, 1876
Concept of “norm of reaction” and phenotypic
           plasticity (Waddington)
Odds ratio for impaired glucose tolerance or type 2 diabetes according to birth weight
among 370 men aged 64 years born in Hertfordshire (adjusted for adult body mass index).




                          Hales C N , Barker D J P Br Med Bull 2001;60:5-20
Odds ratio for the metabolic syndrome according to birth weight among 407 men born
                 in Hertfordshire (adjusted for adult body mass index).




                        Hales C N , Barker D J P Br Med Bull 2001;60:5-20
The original diagrammatic representation of the thrifty phenotype hypothesis.




              Hales C N , Barker D J P Br Med Bull 2001;60:5-20
The clinical implications
Reduction in absolute risk
                                      Benefit




              Threshold
                          Harm




                             Baseline risk of adverse outcome
et al.
BMJ 1995
Glasziou P,
The whole issue of “end of life” is confused by the fact that
  most people look for crisp boundaries where there is a
                        continuum.

                Irreversible loss of conscience
                      Total brain death
                       Cardiac arrest

belong in a continuum, though they have completely different
                   practical implications.

  An interesting point of view is represented by the Danish
 Etiske Rad, that acknowledges the continuous nature of the
 death process (up to a point), i.e. dying lasts in time. Brain
death is an irreversible process that leads to the whole body’s
                    death. It is not a state.
Fine

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Vineis paolo la malattia come sistema complesso-torino gennaio 2011-14° convegno patologia immune e mal

  • 1. La malattia come sistema complesso: normale, patologico e concetto di causa Paolo Vineis Imperial College London e HuGeF Foundation Torino Torino, 21 gennaio 2011
  • 2. Sharp boundaries ? When we adopt a classification of disease (e.g. ICD-10), or when we refer to the diagnostic criteria for disease, or when we think of causes, we usually imply that such activities are based on unequivocal criteria that sharply distinguish a disease from another one, or that relate a cause to its effect. This is very clear in the paradigm of “necessary and sufficient” causes.
  • 3. Although it is admitted that in special circumstances a “fuzzy” interpretation is needed, the idea of “fuzzy sets” has not been generalized. However, fuzzy sets are the rule, not the exception (Bowker and Star: Sorting things out). This applies to disease classification, diagnosis and causal interpretation.
  • 4. Fuzziness, i.e. lack of sharp boundaries, corresponds to the fact that different objects (belonging to the same category) do not have a single characteristic in common (i.e. a necessary and sufficient characteristic). This corresponds to Wittgenstein’s idea of “family resemblances”
  • 5. To say that language is used in a fuzzy way and that there are degrees of truth does not mean that truth does not exist or cannot be found. Not everything is a matter of opinion, or relies on interpretation. Simply, truth comes in degrees and has a continuous distribution between 0 and 1 (“membership function”).
  • 6.
  • 7. Darwin: “I look at the term species as one arbitrarily given, for the sake of convenience, to a set of inividuals closely resembling each other”. sparrow ABC crow BCD eagle CDE ostrich DEF penguin EFG What is now defined “species” is a cluster of individuals who have a common ancestor and have adapted to a common ecological niche.
  • 8. Una classica controversia: “Nature and Nurture”, geni e ambiente
  • 10. Genetic Approach to Obesity Environment Genes Monogenic recessive Monogenic Polygenic dominant Leptin Leptin-R GAD2 MC4-R POMC SLC6A14 PC-1
  • 11. Mendelian and non-mendelian inheritance •
  • 12.
  • 13.
  • 14. Models of causality: from simple to complex
  • 15. Necessary and sufficient causes Necessary Yes No Yes Chr 21 Guillotine Down syndr. Cut neck Sufficient No Mycobacterium Tobacco Pulmonary TB Lung cancer (R Saracci, 2005)
  • 16. What about genetic causation? Necessary Yes No Yes two Rb XP-related mutations cancer Sufficient No one Rb All others mutation
  • 17. Insufficient Non-redundant component of an Unnecessary Sufficient Complex (INUS)
  • 18. Charles Darwin Evolution by natural selection The theory of evolution by natural selection based on the analysis of functional causes involving final causes where the existence of God is not taken into account. Darwin hypothesizes that during evolution, the variation of organisms is caused by random mutations filtered by the action of natural selection (adaptation is the ‘goal’). Epigenetics – Philosophical insight
  • 19.
  • 20. Evolutionary medicine tries to explain health and diseases according to the theory of evolution. According to “neo-darwinism” the appearance of new species is related to mutations and selection of the fittest (where fit means adapted to a specific environment) There are both scientific and epistemological controversies
  • 21. This paradigm has many potential applications. For example in medicine: - resistance to antibiotics because of selection of bacteria with survival advantage - resistance of cancer cells to chemotherapies A book to read: M Greaves: Cancer, the evolutionary legacy. OUP, 2001
  • 22.
  • 23.
  • 24. A new paradigm: epigenetics
  • 25. Darwin after Mivart’s objection ‘In ‘In my opinion, the greatest error which I have committed, has not been allowing sufficient weight to the direct action of the environment, i.e. food, climate, etc., independently of natural selection’ Charles Darwin to Moritz Wagner, 1876
  • 26. Concept of “norm of reaction” and phenotypic plasticity (Waddington)
  • 27.
  • 28. Odds ratio for impaired glucose tolerance or type 2 diabetes according to birth weight among 370 men aged 64 years born in Hertfordshire (adjusted for adult body mass index). Hales C N , Barker D J P Br Med Bull 2001;60:5-20
  • 29. Odds ratio for the metabolic syndrome according to birth weight among 407 men born in Hertfordshire (adjusted for adult body mass index). Hales C N , Barker D J P Br Med Bull 2001;60:5-20
  • 30. The original diagrammatic representation of the thrifty phenotype hypothesis. Hales C N , Barker D J P Br Med Bull 2001;60:5-20
  • 31.
  • 32.
  • 33.
  • 35.
  • 36. Reduction in absolute risk Benefit Threshold Harm Baseline risk of adverse outcome et al. BMJ 1995 Glasziou P,
  • 37. The whole issue of “end of life” is confused by the fact that most people look for crisp boundaries where there is a continuum. Irreversible loss of conscience Total brain death Cardiac arrest belong in a continuum, though they have completely different practical implications. An interesting point of view is represented by the Danish Etiske Rad, that acknowledges the continuous nature of the death process (up to a point), i.e. dying lasts in time. Brain death is an irreversible process that leads to the whole body’s death. It is not a state.
  • 38. Fine