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ICBO @ Graz, July 2012



Wanting what we don’t want to want
          Representing addiction
     in interoperable bio-ontologies
                 Janna Hastings1,2
                 Nicolas le Novère1
                 Werner Ceusters3
                  Kevin Mulligan2
                    Barry Smith3
           1   European Bioinformatics Institute, UK
                2 University of Geneva, Switzerland
                    3 University at Buffalo, USA
Substance addiction




Friday, July 27, 2012     Image credit: Roberta F., Wikimedia Commons   2
Friday, July 27, 2012   3
Substance addiction in DSM-IV
When an individual persists in use
                         of alcohol or other drugs

despite problems related to use of the substance,

               substance dependence may be diagnosed.

Compulsive and repetitive use may result in tolerance
to the effect of the drug
                          and withdrawal symptoms
when use is reduced or stopped.
Friday, July 27, 2012                                   4
Friday, July 27, 2012   5
What do we know about addiction?

      Behaviour                                          Neural
                                        Psychiatric
      of addicted                                       pathways
                                        treatment
        persons
                            Brain
                          activation              Metabolism
                                                      and
                                                  excretion of
     Biochemical
      pathways                      Properties of substances
                                    the addictive                Toxicity
                                     substances
                     Genetic
                   susceptibility         … actually, rather a lot
Friday, July 27, 2012                                                       6
How do we find data about addiction?
PSYCHOLOGY, OBSERVATION
            ,                                                           NEUROBIOLOGY
                                          MEDICAL RECORDS
CLINICAL QUESTIONNAIRES                                                    MODELS
          Behaviour                                             Neural
                                            Psychiatric
          of addicted                                          pathways
                                            treatment
            persons
                                Brain
                              activation              Metabolism
        FUNCTIONAL                                                        BIOACTIVITY
         IMAGING                                          and
                                                      excretion of
         Biochemical
          pathways                      Properties of substances
                                        the addictive                   Toxicity
   MODELS                                substances
                                                            CHEMISTRY
                         Genetic
    GENES              susceptibility         … many, many databases
    Friday, July 27, 2012                                                               7
Friday, July 27, 2012   8
GO annotations   ChEBI annotations




Friday, July 27, 2012                                        9
The same applies to many types of data
                                  METABOLIC
                                DATA (e.g. NMR)




                                  GENE
                               EXPRESSION
   PATHWAYS, biological           DATA
Friday, July 27, 2012                    10
             processes
Describing mechanism of action
When a portion of heroin is consumed, the
molecule heroin (CHEBI:27808) participates in a
binding process (GO:0031628) to mu-opioid
receptors (PR:000001612).
Similarly, when a portion of tobacco is smoked, the
molecule nicotine (CHEBI:27808) participates in a
binding process (GO:0033130) to nicotinic
acetycholine receptors (GO:0005892).
Those receptors are present on the dopaminergic
neurons (NeuroLex – nlx:144018), of the nucleus
accumbens, described in BIRNlex (birnlex:727).
Friday, July 27, 2012                                 11
What is missing?

                                          GLUE

                               DOMAIN-SPECIFIC ONTOLOGIES




                                               Neuroscientific
                          Psychological                                 Biological
                                            knowledge & data:
                          research into                             knowledge & data:
Medical                                   neurons, neurochemistr
                        canonical human                            mechanisms, genetic
                                            y, brain structure &
                           functioning                                 variants etc.
                                                  function

Friday, July 27, 2012                                                              12
Mental Functioning Ontology and
                 Mental Disease Ontology
                                                 Domain-neutral
                               BFO               ontological upper level



                                                           Mental Functioning
                        OGMS                MF
                                                           Ontology
  Ontology for General
  Medical Science


                                            MFO-EM           Emotion Ontology


                         MD     Mental Disease Ontology
                                (Current focus on affective disorders
                                and addiction)


Friday, July 27, 2012                                                      13
Substance addictions can be
         characterised by the substances that
                they are addictions to
    MF:0000071
                             realized in          MF:0010071
  cocaine addiction
                                                cocaine addiction
                                                 disease course
                                                                    has part

    S:00100100                             has input                    MF:0020071
 portion of cocaine                                                    use of cocaine

                 has granular part

     CHEBI:27958
                                                   Chemical and
       cocaine
                                                   metabolic data


Friday, July 27, 2012                                                                   14
Addiction in the Mental Disease Ontology
                                             MF:0000046
                                              addiction

                           MF:0000053                  MF:0000053
                         process addiction          substance addiction

     MF:0000054                              MF:0000066                     MF:0000065
   gambling addiction                   benzodiazepine addiction           opiate addiction


       MF:0000055                           MF:0000067                      MF:0000059
       sex addiction                     diazepam addiction                heroin addiction


       MF:0000064                                                           MF:0000068
    internet addiction                                                    morphine addiction




 Friday, July 27, 2012                                                                         15
Canonical research can be related to
            non-canonical symptoms in the
                     disease course
      MF:0001002                                      MF:0001001
non-canonical (impaired)                         non-canonical (impaired)
    thinking process                                planning process


           MF:0001012                                MF:0001011
        preoccupation with                        failed attempts to
          substance use                          stop substance use

                                            has part

                                              MF:0001053
        MF:0000053           realized in
                                           substance addiction
     substance addiction
                                             disease course


Friday, July 27, 2012                                                       16
Bridging to underlying mechanisms

Addictions hijack neurotransmitter receptors and
pathways

                molecular entity        biological role          Molecular function
                 (CHEBI:25375)          (CHEBI:24432)             (GO:0003674)
                         subtype
                                                                 neurotransmitter
                    dopamine          neurotransmitter           receptor activity
                  (CHEBI:25375)        (CHEBI:25512)              (GO:0030594)

                                   has role               realized in



Friday, July 27, 2012                                                                 17
http://code.google.com/p/
                        mental-functioning-ontology/




Friday, July 27, 2012                                  18
Acknowledgements
                               Colin Batchelor
Jane Lomax, David Osumi-Sutherland

Occasional and regular members of the
Cambridge ontology discussion group

                                 Christoph Steinbeck



Friday, July 27, 2012                              19

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Representing addiction in Mental Functioning and Disease ontologies

  • 1. ICBO @ Graz, July 2012 Wanting what we don’t want to want Representing addiction in interoperable bio-ontologies Janna Hastings1,2 Nicolas le Novère1 Werner Ceusters3 Kevin Mulligan2 Barry Smith3 1 European Bioinformatics Institute, UK 2 University of Geneva, Switzerland 3 University at Buffalo, USA
  • 2. Substance addiction Friday, July 27, 2012 Image credit: Roberta F., Wikimedia Commons 2
  • 4. Substance addiction in DSM-IV When an individual persists in use of alcohol or other drugs despite problems related to use of the substance, substance dependence may be diagnosed. Compulsive and repetitive use may result in tolerance to the effect of the drug and withdrawal symptoms when use is reduced or stopped. Friday, July 27, 2012 4
  • 6. What do we know about addiction? Behaviour Neural Psychiatric of addicted pathways treatment persons Brain activation Metabolism and excretion of Biochemical pathways Properties of substances the addictive Toxicity substances Genetic susceptibility … actually, rather a lot Friday, July 27, 2012 6
  • 7. How do we find data about addiction? PSYCHOLOGY, OBSERVATION , NEUROBIOLOGY MEDICAL RECORDS CLINICAL QUESTIONNAIRES MODELS Behaviour Neural Psychiatric of addicted pathways treatment persons Brain activation Metabolism FUNCTIONAL BIOACTIVITY IMAGING and excretion of Biochemical pathways Properties of substances the addictive Toxicity MODELS substances CHEMISTRY Genetic GENES susceptibility … many, many databases Friday, July 27, 2012 7
  • 9. GO annotations ChEBI annotations Friday, July 27, 2012 9
  • 10. The same applies to many types of data METABOLIC DATA (e.g. NMR) GENE EXPRESSION PATHWAYS, biological DATA Friday, July 27, 2012 10 processes
  • 11. Describing mechanism of action When a portion of heroin is consumed, the molecule heroin (CHEBI:27808) participates in a binding process (GO:0031628) to mu-opioid receptors (PR:000001612). Similarly, when a portion of tobacco is smoked, the molecule nicotine (CHEBI:27808) participates in a binding process (GO:0033130) to nicotinic acetycholine receptors (GO:0005892). Those receptors are present on the dopaminergic neurons (NeuroLex – nlx:144018), of the nucleus accumbens, described in BIRNlex (birnlex:727). Friday, July 27, 2012 11
  • 12. What is missing? GLUE DOMAIN-SPECIFIC ONTOLOGIES Neuroscientific Psychological Biological knowledge & data: research into knowledge & data: Medical neurons, neurochemistr canonical human mechanisms, genetic y, brain structure & functioning variants etc. function Friday, July 27, 2012 12
  • 13. Mental Functioning Ontology and Mental Disease Ontology Domain-neutral BFO ontological upper level Mental Functioning OGMS MF Ontology Ontology for General Medical Science MFO-EM Emotion Ontology MD Mental Disease Ontology (Current focus on affective disorders and addiction) Friday, July 27, 2012 13
  • 14. Substance addictions can be characterised by the substances that they are addictions to MF:0000071 realized in MF:0010071 cocaine addiction cocaine addiction disease course has part S:00100100 has input MF:0020071 portion of cocaine use of cocaine has granular part CHEBI:27958 Chemical and cocaine metabolic data Friday, July 27, 2012 14
  • 15. Addiction in the Mental Disease Ontology MF:0000046 addiction MF:0000053 MF:0000053 process addiction substance addiction MF:0000054 MF:0000066 MF:0000065 gambling addiction benzodiazepine addiction opiate addiction MF:0000055 MF:0000067 MF:0000059 sex addiction diazepam addiction heroin addiction MF:0000064 MF:0000068 internet addiction morphine addiction Friday, July 27, 2012 15
  • 16. Canonical research can be related to non-canonical symptoms in the disease course MF:0001002 MF:0001001 non-canonical (impaired) non-canonical (impaired) thinking process planning process MF:0001012 MF:0001011 preoccupation with failed attempts to substance use stop substance use has part MF:0001053 MF:0000053 realized in substance addiction substance addiction disease course Friday, July 27, 2012 16
  • 17. Bridging to underlying mechanisms Addictions hijack neurotransmitter receptors and pathways molecular entity biological role Molecular function (CHEBI:25375) (CHEBI:24432) (GO:0003674) subtype neurotransmitter dopamine neurotransmitter receptor activity (CHEBI:25375) (CHEBI:25512) (GO:0030594) has role realized in Friday, July 27, 2012 17
  • 18. http://code.google.com/p/ mental-functioning-ontology/ Friday, July 27, 2012 18
  • 19. Acknowledgements Colin Batchelor Jane Lomax, David Osumi-Sutherland Occasional and regular members of the Cambridge ontology discussion group Christoph Steinbeck Friday, July 27, 2012 19

Notas del editor

  1. Why am I interested in substance addiction? Co-morbidity with mood disorders. Serious condition in and of itself. Strikes vulnerable teenagers. Takes away something of the intrinsic self-directedness of humans. We will draw here on concrete examples from the domain of substance addiction. The choice of topic is arbitrary in the sense that another aspect of mental functioning would have worked just as well. Addiction is a primary mental health problem affecting an increasing percentage of the population in the developed world (NationalInstitute on Drug Abuse, 2007). The estimated death toll for 2000 due solely to use of tobacco was around 5 million worldwide (Ezzatiand Lopez, 2009). Furthermore, addiction is often co-morbid with other mental health conditions such as bipolar disorder and depression.
  2. La Morfina, Santiago Rusinol y Prats
  3. Pathway illustration sourced from KEGG: http://www.kegg.jp/kegg-bin/highlight_pathway?scale=1.0&map=map05030&keyword=addictionNMR spectrum illustration (of a derivative of cocaine) comes from http://www.justice.gov/dea/programs/forensicsci/microgram/journal_v4_num14/pg5.html
  4. Computable representation of the symptoms of mental diseases, linked up to the questionnaires and other instruments that are used in diagnosisWhat sorts of things are the symptoms? What is known about normal functionings of the relevant sorts (so that we can compare data?)How do we use general search terms to also retrieve data at much lower levels of granularity, without doing massive annotation of irrelevant information (from the perspective of the lower-level researchers)?