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ICBO MFO Workshop, 22 July 2012




Annotating affective neuroscience
 data with the Emotion Ontology
                        Janna Hastings1,2
                        Werner Ceusters3
                         Kevin Mulligan2
                          Barry Smith3
   1   Cheminformatics and Metabolism, European Bioinformatics Institute, UK
       2 Swiss Center for Affective Sciences, University of Geneva, Switzerland
        3 National Center for Ontological Research, University at Buffalo, USA
Affective science

The interdisciplinary study of:

 emotional functioning, regulation,
    expression, and physiological markers

 affective disorders such as bipolar,
     depression and schizoaffective disorder


Tuesday, August 07, 2012                       2
The Emotion Ontology (MFO-EM)
To define the characteristics of different
    emotions start with canonical emotions
Emotion types (such as fear) show enormous variance across instances
Just as do anatomical types, e.g. human bodies

Ontology expresses what is always true… But also aims to say
something useful for representation of domain knowledge.

Solution: encode such knowledge in ‘canonical’ types

       canonical          Has part   appraisal   Has output    Appraisal of
         fear                         process                 dangerousness

  Canonical fear results from an appraisal of dangerousness

   Tuesday, August 07, 2012                                                   5
Canonical fear
                                 fear

                                   subtype

                               canonical
                                 fear


 EMOTION COMPONENT                   CHARACTERISTIC FOR FEAR
 Action tendency                     Fight-or-flight
 Subjective emotional feeling        Negative, tense, powerless
 Behavioural response                Characteristic fearful facial
                                     expression
 Characteristic appraisal            Something is dangerous to me

Tuesday, August 07, 2012                                             6
Affective neuroscience
Cognitive neuroscience of emotion and other
affective phenomena: studying the brain correlates
of emotional functioning in humans using
functional brain imaging technology (fMRI, EEG)

Meta-analysis: comparing the results of multiple
different experiments in order to arrive at a
consistent view of brain activation for a process in a
larger population
Brain imaging databases
• BrainMap, http://www.brainmap.org/: 2226 papers, 10606
  experiments (~400 related to emotion)
• SumsDB, http://sumsdb.wustl.edu/sums/index.jsp, ~800
  papers
• AMAT, http://www.antoniahamilton.com/amat.html, 212
  papers, 675 contrasts
• Brede,
  http://hendrix.imm.dtu.dk/services/jerne/brede/brede.ht
  ml, 186 papers, 586 experiments
• ** fMRI Data Center,
  http://www.fmridc.org/f/fmridc/index.html, 107 “datasets”
• ** openfMRI, http://www.openfmri.org/, 12 “datasets”
Size of the neuroimaging literature
“By the end of the year 2008 approximately
9400 fMRI studies investigating human cognition
and action will have been published in English
language journals”  and 2012?

Derfuss and Mar, Lost in localization: The need
for a universal coordinate database,
NeuroImage 48, 2009
NeuroSynth
Automatically assembled by text mining
neuroimaging journals and extracting

a) brain localization coordinates reported in tables,
and
b) words that appear in the papers with activation
reported in or near specific coordinates, sorted by
frequency.

But, the trouble with words is…
NeuroSynth
Cognitive Atlas
The Cognitive Atlas is a collaborative knowledge
building project (using a Wiki platform) that
aims to develop a knowledge base that
characterizes the state of current thought in
cognitive science.


• But: the trouble with cognitive scientists’
  thoughts is…
Using the Emotion Ontology for
          annotation of data from Cognitive
              Neuroscience of Emotion
 Study Task                              Annotation class in MFO/MFOEM
 Recognition of gender in emotional      Visual perception of emotional facial
 facial expressions                      expressions (subClassOf perception)
 Recall of personal emotional            Memory of emotional episodes
 memories with instructions to try re-   (subClassOf memory)
 create feeling
 Listening to emotional sounds (e.g.     Auditory perception of emotional
 grunts of disgust)                      stimuli (subClassOf perception)
 Viewing emotional film extracts         Visual and auditory perception of
                                         emotional stimuli (subClassOf
                                         perception)



Tuesday, August 07, 2012                                                     17
Visual perception of an angry face
MF:visual perception and
      has-participant some (
             IAO:picture and is-about some
             MFOEM:characteristic angry facial
expression )

What is the subject feeling as they perceive?
What does the experimenter think they are
studying (and what they report on)?
Acknowledgements
                                           Thanks!
Emotion Researchers in Geneva
    David Sander, Julien Deonna



  Chemistry, Biology, Neuroscience
    Christoph Steinbeck, Nicolas le Novère, Colin Batchelor,
       David Osumi-Sutherland, Jane Lomax,
             Gwen Frishkoff, Jessica Turner, Angela Laird


Tuesday, August 07, 2012                                 20

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Emotion Ontology and Affective Neuroscience

  • 1. ICBO MFO Workshop, 22 July 2012 Annotating affective neuroscience data with the Emotion Ontology Janna Hastings1,2 Werner Ceusters3 Kevin Mulligan2 Barry Smith3 1 Cheminformatics and Metabolism, European Bioinformatics Institute, UK 2 Swiss Center for Affective Sciences, University of Geneva, Switzerland 3 National Center for Ontological Research, University at Buffalo, USA
  • 2. Affective science The interdisciplinary study of:  emotional functioning, regulation, expression, and physiological markers  affective disorders such as bipolar, depression and schizoaffective disorder Tuesday, August 07, 2012 2
  • 4.
  • 5. To define the characteristics of different emotions start with canonical emotions Emotion types (such as fear) show enormous variance across instances Just as do anatomical types, e.g. human bodies Ontology expresses what is always true… But also aims to say something useful for representation of domain knowledge. Solution: encode such knowledge in ‘canonical’ types canonical Has part appraisal Has output Appraisal of fear process dangerousness Canonical fear results from an appraisal of dangerousness Tuesday, August 07, 2012 5
  • 6. Canonical fear fear subtype canonical fear EMOTION COMPONENT CHARACTERISTIC FOR FEAR Action tendency Fight-or-flight Subjective emotional feeling Negative, tense, powerless Behavioural response Characteristic fearful facial expression Characteristic appraisal Something is dangerous to me Tuesday, August 07, 2012 6
  • 7. Affective neuroscience Cognitive neuroscience of emotion and other affective phenomena: studying the brain correlates of emotional functioning in humans using functional brain imaging technology (fMRI, EEG) Meta-analysis: comparing the results of multiple different experiments in order to arrive at a consistent view of brain activation for a process in a larger population
  • 8. Brain imaging databases • BrainMap, http://www.brainmap.org/: 2226 papers, 10606 experiments (~400 related to emotion) • SumsDB, http://sumsdb.wustl.edu/sums/index.jsp, ~800 papers • AMAT, http://www.antoniahamilton.com/amat.html, 212 papers, 675 contrasts • Brede, http://hendrix.imm.dtu.dk/services/jerne/brede/brede.ht ml, 186 papers, 586 experiments • ** fMRI Data Center, http://www.fmridc.org/f/fmridc/index.html, 107 “datasets” • ** openfMRI, http://www.openfmri.org/, 12 “datasets”
  • 9. Size of the neuroimaging literature “By the end of the year 2008 approximately 9400 fMRI studies investigating human cognition and action will have been published in English language journals”  and 2012? Derfuss and Mar, Lost in localization: The need for a universal coordinate database, NeuroImage 48, 2009
  • 10. NeuroSynth Automatically assembled by text mining neuroimaging journals and extracting a) brain localization coordinates reported in tables, and b) words that appear in the papers with activation reported in or near specific coordinates, sorted by frequency. But, the trouble with words is…
  • 12.
  • 13. Cognitive Atlas The Cognitive Atlas is a collaborative knowledge building project (using a Wiki platform) that aims to develop a knowledge base that characterizes the state of current thought in cognitive science. • But: the trouble with cognitive scientists’ thoughts is…
  • 14.
  • 15.
  • 16.
  • 17. Using the Emotion Ontology for annotation of data from Cognitive Neuroscience of Emotion Study Task Annotation class in MFO/MFOEM Recognition of gender in emotional Visual perception of emotional facial facial expressions expressions (subClassOf perception) Recall of personal emotional Memory of emotional episodes memories with instructions to try re- (subClassOf memory) create feeling Listening to emotional sounds (e.g. Auditory perception of emotional grunts of disgust) stimuli (subClassOf perception) Viewing emotional film extracts Visual and auditory perception of emotional stimuli (subClassOf perception) Tuesday, August 07, 2012 17
  • 18. Visual perception of an angry face MF:visual perception and has-participant some ( IAO:picture and is-about some MFOEM:characteristic angry facial expression ) What is the subject feeling as they perceive? What does the experimenter think they are studying (and what they report on)?
  • 19.
  • 20. Acknowledgements Thanks! Emotion Researchers in Geneva David Sander, Julien Deonna Chemistry, Biology, Neuroscience Christoph Steinbeck, Nicolas le Novère, Colin Batchelor, David Osumi-Sutherland, Jane Lomax, Gwen Frishkoff, Jessica Turner, Angela Laird Tuesday, August 07, 2012 20

Notas do Editor

  1. Affective science is the study of emotions and of affective phenomena suchas moods, affects and bodily feelings. It combines the perspectives of many dis-ciplines, such as neuroscience, psychology and philosophy [2]. Emotions have adeep and profound influence on all aspects of human functioning, and altered ordysfunctional emotional responses are implicated in both the etiology and thesymptomology of many pathological conditions. Depression, for example, whichis characterised by abnormally low affect and generally attened emotional re-actions, is one of the fastest-growing public health problems in many countries,corresponding to massive growth in sales of pharmaceuticals (and other sub-stances) which target human aect
  2. Canonical fear also involves an action tendency to fight-or-flight, a bad (powerless, negative, anxious) feeling, a behavioural response to the emotion that includes a characteristic fearful facial expression
  3. Cognitive neuroscience uses research “paradigms” – experimental designs intended to allow comparison of brain activation between different conditions. The subtraction of the brain activation for the control condition from the brain activation for the test condition then gives the “net” activation, which is what is reported on in the literature, subject to statistical analysis.