An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled...
Transcript of An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled...
![Page 1: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/1.jpg)
Stanford Center
for Biomedical Informatics Research
An Ontology-Based Approach for
Computational Phenomics:
Application to Autism Spectrum
Disorder
![Page 2: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/2.jpg)
NCBO Webinar
October 7, 2009
![Page 3: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/3.jpg)
NCBO Webinar
October 7, 2009
Psychiatric Genetics
Phenotyping
Terminology
Ontology
Logic
![Page 4: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/4.jpg)
NCBO Webinar
October 7, 2009
Hasler G,et al. Toward constructing
an endophenotype strategy for
bipolar disorders. Biological
Psychiatry (2006)
Represent
findings and
their links
using
structured
knowledge
![Page 5: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/5.jpg)
NCBO Webinar
October 7, 2009
Freimer & Sabatti, Nature Genetics (2003)
![Page 6: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/6.jpg)
NCBO Webinar
October 7, 2009
![Page 7: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/7.jpg)
NCBO Webinar
October 7, 2009
Mailman, M.D. Nature Genetics (2007)
![Page 8: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/8.jpg)
NCBO Webinar
October 7, 2009
![Page 9: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/9.jpg)
NCBO Webinar
October 7, 2009
![Page 10: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/10.jpg)
NCBO Webinar
October 7, 2009
![Page 11: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/11.jpg)
NCBO Webinar
October 7, 2009
![Page 12: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/12.jpg)
NCBO Webinar
October 7, 2009
![Page 13: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/13.jpg)
NCBO Webinar
October 7, 2009
![Page 14: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/14.jpg)
NCBO Webinar
October 7, 2009
![Page 15: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/15.jpg)
NCBO Webinar
October 7, 2009
![Page 16: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/16.jpg)
NCBO Webinar
October 7, 2009
![Page 17: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/17.jpg)
NCBO Webinar
October 7, 2009
![Page 18: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/18.jpg)
NCBO Webinar
October 7, 2009
Query and Reporting
BIRN Services
& Resources
NDAR System
Security
Portal
Grid
Computing
Collaboration
Data Storage
ManagementData Integration
ToolsAuditingUser
Management
Subject Tracking
& Management
Clinical Assessments
(OpenClinica)
Common
Measures
Study
Management
Neuroimaging
Image Analysis
Image
Processing
Image data
access
Genomics
Genomics data
access
Data Integration
![Page 19: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/19.jpg)
NCBO Webinar
October 7, 2009
![Page 20: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/20.jpg)
NCBO Webinar
October 7, 2009
![Page 21: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/21.jpg)
NCBO Webinar
October 7, 2009
![Page 22: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/22.jpg)
NCBO Webinar
October 7, 2009
![Page 23: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/23.jpg)
NCBO Webinar
October 7, 2009
![Page 24: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/24.jpg)
NCBO Webinar
October 7, 2009
Tu, S. W. AMIA Annual Proceedings (2008)
![Page 25: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/25.jpg)
NCBO Webinar
October 7, 2009
![Page 26: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/26.jpg)
NCBO Webinar
October 7, 2009
Clinical Research Study
Clinical Trial StudyCase Study
Controlled Case Study Study Arms
![Page 27: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/27.jpg)
NCBO Webinar
October 7, 2009
![Page 28: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/28.jpg)
NCBO Webinar
October 7, 2009
![Page 29: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/29.jpg)
NCBO Webinar
October 7, 2009
![Page 30: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/30.jpg)
NCBO Webinar
October 7, 2009
SubjectGenotype
Phenotype
mutIn-
RELN
Macro-
encephaly
011451
hasResult
isBearerOf
![Page 31: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/31.jpg)
NCBO Webinar
October 7, 2009
A controlled terminology for annotation of
BIRN data sources, focusing on imaging
data from human subjects and mouse
models
Terms cover neuroanatomy, molecular
species, behavioral and cognitive
processes, subject information,
experimental practice and design
![Page 32: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/32.jpg)
NCBO Webinar
October 7, 2009
![Page 33: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/33.jpg)
NCBO Webinar
October 7, 2009
![Page 34: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/34.jpg)
NCBO Webinar
October 7, 2009
CONTINU ANT OCCURRENT RELATI ON TO
TIM E
GRAN ULAR ITY INDE PENDENT DEPENDENT
ORGAN AN D
ORGAN ISM
Orga nism
(NCBI
Taxonomy)
Anatomical Entit y
(FMA, CARO)
Organ
Function
(FMP, CPR O)
Orga nism -Level Process
(GO)
CELL AND
CELLUL AR
COMP ONENT
Cell
(CL)
Cel lular Compo nent
(FMA ,GO)
Cel lular Function
(GO)
Phenot ypic Quality (PaTO )
Cel lular Process
(GO)
MOL ECULE
Molecule
(ChEBI, SO,
RnaO, PrO)
Molecular Function
(GO)
Molecular Process
(GO)
Chris Mungall, PATO
![Page 35: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/35.jpg)
NCBO Webinar
October 7, 2009
![Page 36: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/36.jpg)
NCBO Webinar
October 7, 2009
hasParent(?x, ?y) ^ hasBrother(?y, ?z)
→ hasUncle(?x, ?z)
![Page 37: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/37.jpg)
NCBO Webinar
October 7, 2009
Person(Amar) ^ hasSibling(Amar, ?s)
^ Woman(?s)
→ hasSister(Amar, ?s)
![Page 38: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/38.jpg)
NCBO Webinar
October 7, 2009
Person(?p) ^ hasAge(?p,?age)
^ swrlb:lessThan(?age,17)
→ Child(?p)
![Page 39: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/39.jpg)
NCBO Webinar
October 7, 2009
![Page 40: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/40.jpg)
NCBO Webinar
October 7, 2009
![Page 41: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/41.jpg)
NCBO Webinar
October 7, 2009
![Page 42: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/42.jpg)
NCBO Webinar
October 7, 2009
Figure 1. The representation of data collected through the ADI-2003 autism assessment instrument as part of the autism
ontology.
![Page 43: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/43.jpg)
NCBO Webinar
October 7, 2009
Figure 2. The representation of the Status of age of words phentotype group as a OWL class partition by the possible statuses.
![Page 44: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/44.jpg)
NCBO Webinar
October 7, 2009
ADI_2003_result(?assessment) ^
acqorlossoflang_aword(?assessment,?wordage) ^
swrlb:greaterThan(?wordage, 24) ^
subject_id(?assessment, ?subjectId) ^
orgtax:Human(?subject) ^
subject_id(?subject, ?subjectId)
→ birn_obo_ubo:bearer_of(?subject, Delayed_word)
![Page 45: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/45.jpg)
NCBO Webinar
October 7, 2009
![Page 46: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/46.jpg)
NCBO Webinar
October 7, 2009
Young, L. IEEE CBMS (2009)
![Page 47: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/47.jpg)
NCBO Webinar
October 7, 2009
Develop an ontology of endophenotypes that maps brain connectivity, neural deficits, and genetic markers into a subject domain theory
Develop logic-based methods to encode and classify endophenotypes based on multi-scale measurements
Create tools to acquire new endophenotypes and annotate phenotype-genotype findings in online resources such as published literature
Develop query-elicitation methods that can evaluate hypotheses about the subject domain theory of endophenotypes using deductive inference
![Page 48: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/48.jpg)
NCBO Webinar
October 7, 2009
Dat abase
Phenot ype
Def init ions
New
Associat ions
Query
Catalog Analysis
![Page 49: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/49.jpg)
NCBO Webinar
October 7, 2009
![Page 50: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/50.jpg)
NCBO Webinar
October 7, 2009
![Page 51: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/51.jpg)
NCBO Webinar
October 7, 2009
![Page 52: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/52.jpg)
NCBO Webinar
October 7, 2009
![Page 53: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/53.jpg)
NCBO Webinar
October 7, 2009
![Page 54: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/54.jpg)
NCBO Webinar
October 7, 2009
![Page 55: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/55.jpg)
NCBO Webinar
October 7, 2009
![Page 56: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/56.jpg)
NCBO Webinar
October 7, 2009
![Page 57: An Ontology-Based Approach for Computational Phenomics ... · 10/7/2009 · A controlled terminology for annotation of ... Rn aO, Pr O ) M olecular Function (GO ) M olecular Process](https://reader033.fdocuments.in/reader033/viewer/2022050209/5f5bb64cfb6cf32c5f55941a/html5/thumbnails/57.jpg)
NCBO Webinar
October 7, 2009