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Enhancing the
Human Phenotype Ontology for Use
by the Layperson
Nicole Vasilevsky, Mark Engelstad, Erin Foster, Chris Mungall, Peter
Robinson, Sebastian Köhler, Melissa Haendel
ICBO, August 2016
vasilevs@ohsu.edu
@n_vasilevsky @MonarchInit @hp_ontology
1.
The Problem
Diagnosing rare diseases
10% of the US population
has a rare disease
80% of rare disease
cases are genetic
Citizen scientists can help inform disease
diagnosis
• Decreased muscle mass
• Contractures of the chin,
arms and feet
• “Popeye” arm deformity
Emery-Dreifuss
Jill Viles at age 11
Article: https://www.propublica.org/article/muscular-dystrophy-patient-olympic-medalist-same-genetic-mutation
Podcast: http://www.thisamericanlife.org/radio-archives/episode/577/something-only-i-can-see
Human Phenotype Ontology
 Standardized vocabulary of
phenotypic abnormalities
encountered in human
disease
 Developed using the medical
literature, Orphanet,
DECIPHER, and OMIM
 Terms are logically defined
with terms from other
ontologies, ie GO, Uberon
and CL
 HPO currently contains
approximately 12,000 terms
(still growing)
sensory
perception
of smell
eyeball of
camera-type
eye
CL motor neuron
How do we make HPO accessible so
patients can phenotype themselves?
HP:0000252
Pref Label: Microcephaly
Synonyms: Decreased Head Circumference;
Reduced Head Circumference; Small head
circumference
Suggested Synonyms : Small head;
Abnormally small head; Small skull; Small
cranium…
Small headMicrocephaly
https://commons.wikimedia.org/wiki/File:Microcephaly.png#/media/File:Microcephaly.png
2.
HPO Layperson
Synonyms
Plain language for describing human diseases
Workflow
1 32
Check HPO
for existing
synonyms
Search the web to
discover common
usage
 Wikipedia
 MedlinePlus
 Mayo Clinic
 OMIM
 Elements of
Morphology
Refer to other
ontologies,
terminologies, texts
 Uberon (for
anatomic/ site
synonyms)
 SNOMED CT
browser
 Specialty texts
Human Phenotype Ontology, now with 6,200
plain language synonyms
for patients, families, and non-experts
www.human-phenotype-ontology.org
Apert’s Syndrome
milar
rings
ch as
1483)
m for
ccyx’
mated
h as
nym;
rated
org/).
anual
d for
at:
under
Synonyms were either added to existing classes, or exisitng
classes were tagged as layperson. New synonyms were typed
either as exact, broad, related or narrow. The final numbers of
each type are reported in Table I.
Table I: Layperson synonyms in HPO
All synonyms in
HPO
Layperson
synonyms marked
as lay
All synonyms 14253 6240
Exact 12167 5357
Broad 441 298
Related 1236 419
Narrow 409 166
Information content of HPO classes
We aimed to understand the impact of adding lay
synonyms to the HPO if they were to be used for disease
Almost half of the 14k synonyms are plain
language
4456 terms have layperson synonyms
Layperson synonyms tended to be at the more granular levels
How specific are these layperson synonyms?
1800
1600
1400
1200
1000
800
600
400
200
Count(squarerootscale)
0.0 2.5 5.0 7.5 10.0
Information content of HPO class
Challenges
Community contributions welcome!
https://github.com/obophenotype/human-phenotype-ontology
Reconcile with logic
and definition
Colorblindness}Dyschromatopsia
Monochromacy
Avoid using a
definition
Vasculitis
Def.
Inflammation of blood vessel.
Recognize when not
to create a synonym
Ensure
consistency
Flexion contracture
Def. A flexion contracture is a bent (flexed) joint that cannot be
straightened actively or passively. It is thus a chronic loss of joint motion
due to structural changes in muscle, tendons, ligaments, or skin that
prevents normal movement of joints.
HPO developers and
clinicians review each other’s
work
3.
Next steps
Validation
An experiment to determine how much
phentoyping is enough?
 Create a variety of “derived”
diseases
– Remove subset(s) (breadth)
– More general (depth)
– Introduce noise
 Assess the change in similarity
between the derived disease and
the original
Annotation sufficiency metric is available via Monarch services
Original
Original
remove green
(orange, red, grey, yellow)
Lift by 1
(or 2, 3, 4, 6)
bit.ly/annotationsufficiency http://bit.ly/SufficiencyPaper
Patient self-reported
HPO profile
HPO reference
profile
Comparison
Disease 1
Disease 2
Disease 3
Disease 4
Disease 7500
HPO reference
profile
HPO reference
profile
HPO reference
profile
HPO reference
profile
Patient self-reported
HPO profile
Patient self-reported
HPO profile
Patient self-reported
HPO profile
Patient self-reported
HPO profile
Ensure that the HPO layperson profile is maximally
diagnostic
Ensure that the HPO layperson profile is maximally
diagnostic
Patient
Expert
Phenotypic Profile
overlap
Compare
phenotypic
profiles
For every known disease, fill the survey and ask:
Does the profile match the disease best based on the survey mapping?
Patient self-reported
HPO profile
HPO reference
profile
}
Conclusion
 44% of the synonyms in the
HPO are layperson
 Community contributions
welcome
 HPO can be integrated into
patient registries
 Promote accessibility of HPO
to patients and interoperability
and clinicians and researchers
 Enhance rare disease
diagnosis
Mark Engelstad
OHSU
Erin Foster
OHSU
Chris Mungall
LBNL
Peter Robinson
Charite
Sebastian Kohler
Charite
Melissa Haendel
OHSU
Acknowledgements
FUNDING: NIH Office of Director: 1R24OD011883; NIH-UDP: HHSN268201300036C,
HHSN268201400093P, Phenotype Ontology Research Coordination Network (NSF-DEB-0956049)
Nicole Washington
LBNL
Any questions ?
You can find me at:
@n_vasilevsky
vasilevs@ohsu.edu
Thanks!

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Enhancing the Human Phenotype Ontology for Use by the Layperson

  • 1. Enhancing the Human Phenotype Ontology for Use by the Layperson Nicole Vasilevsky, Mark Engelstad, Erin Foster, Chris Mungall, Peter Robinson, Sebastian Köhler, Melissa Haendel ICBO, August 2016 vasilevs@ohsu.edu @n_vasilevsky @MonarchInit @hp_ontology
  • 3. 10% of the US population has a rare disease
  • 4. 80% of rare disease cases are genetic
  • 5. Citizen scientists can help inform disease diagnosis • Decreased muscle mass • Contractures of the chin, arms and feet • “Popeye” arm deformity Emery-Dreifuss Jill Viles at age 11 Article: https://www.propublica.org/article/muscular-dystrophy-patient-olympic-medalist-same-genetic-mutation Podcast: http://www.thisamericanlife.org/radio-archives/episode/577/something-only-i-can-see
  • 6. Human Phenotype Ontology  Standardized vocabulary of phenotypic abnormalities encountered in human disease  Developed using the medical literature, Orphanet, DECIPHER, and OMIM  Terms are logically defined with terms from other ontologies, ie GO, Uberon and CL  HPO currently contains approximately 12,000 terms (still growing) sensory perception of smell eyeball of camera-type eye CL motor neuron
  • 7. How do we make HPO accessible so patients can phenotype themselves? HP:0000252 Pref Label: Microcephaly Synonyms: Decreased Head Circumference; Reduced Head Circumference; Small head circumference Suggested Synonyms : Small head; Abnormally small head; Small skull; Small cranium… Small headMicrocephaly https://commons.wikimedia.org/wiki/File:Microcephaly.png#/media/File:Microcephaly.png
  • 8. 2. HPO Layperson Synonyms Plain language for describing human diseases
  • 9. Workflow 1 32 Check HPO for existing synonyms Search the web to discover common usage  Wikipedia  MedlinePlus  Mayo Clinic  OMIM  Elements of Morphology Refer to other ontologies, terminologies, texts  Uberon (for anatomic/ site synonyms)  SNOMED CT browser  Specialty texts
  • 10. Human Phenotype Ontology, now with 6,200 plain language synonyms for patients, families, and non-experts www.human-phenotype-ontology.org Apert’s Syndrome
  • 11. milar rings ch as 1483) m for ccyx’ mated h as nym; rated org/). anual d for at: under Synonyms were either added to existing classes, or exisitng classes were tagged as layperson. New synonyms were typed either as exact, broad, related or narrow. The final numbers of each type are reported in Table I. Table I: Layperson synonyms in HPO All synonyms in HPO Layperson synonyms marked as lay All synonyms 14253 6240 Exact 12167 5357 Broad 441 298 Related 1236 419 Narrow 409 166 Information content of HPO classes We aimed to understand the impact of adding lay synonyms to the HPO if they were to be used for disease Almost half of the 14k synonyms are plain language 4456 terms have layperson synonyms
  • 12. Layperson synonyms tended to be at the more granular levels How specific are these layperson synonyms? 1800 1600 1400 1200 1000 800 600 400 200 Count(squarerootscale) 0.0 2.5 5.0 7.5 10.0 Information content of HPO class
  • 13. Challenges Community contributions welcome! https://github.com/obophenotype/human-phenotype-ontology Reconcile with logic and definition Colorblindness}Dyschromatopsia Monochromacy Avoid using a definition Vasculitis Def. Inflammation of blood vessel. Recognize when not to create a synonym Ensure consistency Flexion contracture Def. A flexion contracture is a bent (flexed) joint that cannot be straightened actively or passively. It is thus a chronic loss of joint motion due to structural changes in muscle, tendons, ligaments, or skin that prevents normal movement of joints. HPO developers and clinicians review each other’s work
  • 15.
  • 16. An experiment to determine how much phentoyping is enough?  Create a variety of “derived” diseases – Remove subset(s) (breadth) – More general (depth) – Introduce noise  Assess the change in similarity between the derived disease and the original Annotation sufficiency metric is available via Monarch services Original Original remove green (orange, red, grey, yellow) Lift by 1 (or 2, 3, 4, 6) bit.ly/annotationsufficiency http://bit.ly/SufficiencyPaper
  • 17. Patient self-reported HPO profile HPO reference profile Comparison Disease 1 Disease 2 Disease 3 Disease 4 Disease 7500 HPO reference profile HPO reference profile HPO reference profile HPO reference profile Patient self-reported HPO profile Patient self-reported HPO profile Patient self-reported HPO profile Patient self-reported HPO profile Ensure that the HPO layperson profile is maximally diagnostic
  • 18. Ensure that the HPO layperson profile is maximally diagnostic Patient Expert Phenotypic Profile overlap Compare phenotypic profiles For every known disease, fill the survey and ask: Does the profile match the disease best based on the survey mapping? Patient self-reported HPO profile HPO reference profile }
  • 19. Conclusion  44% of the synonyms in the HPO are layperson  Community contributions welcome  HPO can be integrated into patient registries  Promote accessibility of HPO to patients and interoperability and clinicians and researchers  Enhance rare disease diagnosis
  • 20. Mark Engelstad OHSU Erin Foster OHSU Chris Mungall LBNL Peter Robinson Charite Sebastian Kohler Charite Melissa Haendel OHSU Acknowledgements FUNDING: NIH Office of Director: 1R24OD011883; NIH-UDP: HHSN268201300036C, HHSN268201400093P, Phenotype Ontology Research Coordination Network (NSF-DEB-0956049) Nicole Washington LBNL
  • 21. Any questions ? You can find me at: @n_vasilevsky vasilevs@ohsu.edu Thanks!

Hinweis der Redaktion

  1. Add email/twitter
  2. 10% of the US population have a rare disease – that’s 1/10 Americans.
  3. 80% of rare diseases have a underlying genetic cause. for rare and undiagnosed diseases, it is common that the phenotype profile does not match any known diseases, and the best candidate variants may be in genes about which we know very little.
  4. Rationale for HPO: These sorts of descriptions could help these kinds of diagnoses, if we had a structured semantic way of representing phenotypes
  5. The Human Phenotype Ontology fills this need.
  6. The HPO is a clinical terminology, but often times patients can be the best and most effective source of phenotyping information on their condition. However, not all patients are medical experts or have the time to commit to researching the medical literature. This project aims to make the clinical vocabulary more accessible to patients by adding layperson synonyms to the medical terminology in the HPO. This will also enhance the interoperability for clinicians, as they can search for more colloquial terms that patients may be using. -- Increase accessibility for patients Enhance interoperability for clinicians Enable crowdsourcing by citizen scientists
  7. Exact | precise alternative to HPO term Broad | more general than HPO term Narrow | more specific than HPO term Related | associated with HPO term 4456 terms have layperson synonyms
  8. We aimed to understand the impact of adding lay synonyms to the HPO if they were to be used for disease diagnostics or patient-led cohort discovery. To this end, we performed an evaluation of the information content (IC) content for HPO classes that were tagged as layperson or those that contain layperson synonyms. This figure shows the distribution of the IC for the HPO classes with a label or synonym marked as layperson. The analysis shows that major fraction of layperson synonyms were added to very specific HPO classes. This could substantially help in the differential diagnostic process for HPO users. This is due to the fact that searching and identifying diseases with specific HPO classes is now easier in case users do not know the specific medical terms.
  9. How would you validate the ontology? There are a lot of places where are collecting patient data and we are collaborating with a number of them -- GC - focused on genotype/phenotype Inspire + Pts like me - pt info community formation, pts enter info and can find other pts/support ReedDX - pts can take videos in rare disease pcori- national project/funding agency to support patient centered outcomes
  10. Original is HPO annotated diseases in Monarch Similarity was most sensitive to depth and less so to breadth Sufficiency metric takes into account other factors, such as annotation frequency -- Ask questions: Is the derived disease considered similar to original? …or more similar to a different disease? Is it distinguishable beyond random? Are there any specific factors that influence similarity?
  11. For each diagnosed disease that is in one of these pt generateing systems, how well are … We have an annotation sufficiency metric, so we can access the annotation sufficiency of the patient generated profile, by comparing the patient self-reported profile to the Monarch HPO reference profile.
  12. We will then determine the ability to recapitulate each disease using Information content graph-based semantic similarity metrics. The survey will be evaluated using Monarch’s annotation sufficiency metric, which compares the profiles against all known diseases and all known basic research data. Finally, we will update the GenomeConnect survey to address any insufficiencies that are determined based upon this informatics-based approach to evaluating a patient-driven survey for phenotyping. -- Expect pts will provide some unrelated or atyipical presentation
  13. There are a number of orgs, We are working with inspire and clingen to design layperson HPO validation exps