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A discovery platform for the
dynamical exploration of human
diseases and their genes
Núria QueraltRosinach
IntegrativeBiomedical InformaticsGroup(IBI)
Research Programmeon Biomedical Informatics(GRIB)
Hospital del Mar Research Institute(IMIM)
Pompeu FabraUniversity (UPF)
Barcelona
Big Questions 4 Big Data
Genotype Phenotype
Environment (life-style, chemicals, radiation,
infections, clinical care
intervention,…)
Human
Biology
Medical
Sciences
Understanding
Human
Diseases
PPI
DDI
Comorbidities
-EMR, EHR, IoT
-Imaging
-Patient registries
-Clinical trials
-Epidemiologic
studies
-…
-Data Bases
-Literature
-OMICS
-Animal models
-…
BioHackathon 2015
Translational Research
Genotype Phenotype
Environment
Molecular Patient
Understanding
Human
Diseases -EMR, EHR, IoT
-Imaging
-Patient registries
-Clinical trials
-Epidemiologic
studies
-…
-Data Bases
-Literature
-OMICS
-Animal models
-…
Key in
Translational
Research
•Decision-making
•Prevention
•Diagnosis
•Therapies
•ResearchDiscoveryBioHackathon 2015
OMIM:300123; OMIM:312000
ORPHA393; ORPHA90695; ORPHA3157; ORPHA79495; ORPHA67045
MentalRetardation;Panhypopituitarism;46,XX sex reversal 3
MESH:C538613; MESH:C538613
No Data
Mental retardation -?- SOX3
Access to Gene-Disease Associations
BioHackathon 2015
SOX3
Large volume
Data Silos
Knowledgepockets
Different
Standards
BioHackathon 2015
Access to Gene-Disease Associations
http://www.disgenet.org/
•Piñero et al. DisGeNET:a discovery platformfor the dynamical exploration of human diseases andtheir
genes. Database(2015) Vol. 2015: articleID bav028, (2015)
• Knowledge platform on human gene-disease associations(GDAs)
• Integrates informationfrom expert-curated databases and from the
literature(text mining)
• All disease areas
• Supporting evidence
BioHackathon 2015
DisGeNET Implementation
Bio-Entity Finder and Relation Extraction
Gene-disease associationsGene-disease associations
Biomedicaldatabases
BioHackathon 2015
Text mining
http://ibi.imim.es/befree/
CURATED PREDICTED LITERATURE
GAD
LHGDN
DisGeNET Sources
BioHackathon 2015
DisGeNETv3.0
Source Genes Diseases Associations
Curated 7,878 6,761 26,522
Predicted 2,557 2,003 9,536
Literature 16,298 11,374 408,175
All 17,181 14,619 429,111
DisGeNET Statistics (May 15th, 2015)
82 %
BioHackathon 2015
Large volume of information unlocked by text mining the literature
DisGeNETv3.0
Text Mining
BioHackathon 2015
Need
of
biocuration pipelines
Little overlap between text mined GDAs and curated GDAs in DBs
DisGeNETv3.0
DisGeNET Standardization
disgenet:DGN1
gene:ncbigene_6658disease:UMLS_C0342376
BioHackathon 2015
http://semanticscience.org/ontology/sio.owl
• DisGeNET ontology
(type of relation)
• Normalization ofID
• Controlledvocabularies
UMLS STY
PANTHER class
Reactome
Pathway
MeSH class

x
Data Integration

x
x
Edge=EVIDENCE
(Source, PMID,
type of relation)
Panhypopituitarism
SOX3
Score
SNP
BioHackathon 2015
Panhypopituitarism
UMLS:C0342376
SOX3
NCBI:6658
•Metadata description (W3C HCLS)
•Interlinking
•Bio2RDF
•Linked Life Data
•Access
•Download Data Dump
•SPARQL Endpoint
•Faceted Browser
•Open PHACTS
• Open license
•DataHub
•Software
DisGeNET as Linked Data
• RDF and trusty nanopublications
– URIs: RDF providers or
– SIO
– Use of standards (11 ontologies in NCBO)
BioHackathon 2015 http://lod-cloud.net/; Aug 2014
Disease Annotation in DisGeNET
• X-ref to other disease terminologies:
– MeSH
– OMIM
– DO (Human Disease Ontology)
– Orphanet
– NCI
– ICD9CM
– HPO (Human Phenotype Ontology)
• Phenotype annotation from HPO
BioHackathon 2015
Interoperability
Tools for exploration
BioHackathon 2015
Usage stats (May2014-May 2015):
• 7 695 users, 15539 sessions (4:39 min/session)
• 16 130 downloads (database, Cytoscape plugin, RDF/Nanopubs)
• DisGeNETused in 20+ publications, cited in +60 articles
Genotype Phenotype
Environment
Biomedical
Research
Health
Care
PPI
DDI
Comorbidities
Key in
Translational
Research
Understanding Human Diseases
BioHackathon 2015
•Decision-making
•Prevention
•Diagnosis
•Therapies
•ResearchDiscovery
Acknowledgments
IBI Group
AlbaGutiérrez-Sacristán
ÀlexBravo
JanetPiñero
Núria Queralt Rosinach
Alexia Giannoula
MiguelA. Mayer
LauraI. Furlong
FerranSanz
BioHackathon 2015
Special thanks
ChristineChichester
MichelDumontier
TobiasKuhn
Mark Thompson
Jesse Van Dam
Open PHACTS collaborators
and
DisGeNETusers!!!
Especially
Organizers
BioHackathon 2015
ToshiakiKatayama
ShinKawano
ShuichiKawashima
Jin-DongKim
YujiKohara
MariMinowa
HiroyukiMishima
YukiMoriya
Toshihisa Takagi
Toshiaki Tokimatsu
HongyanWu
Atsuko Yamaguchi
YasunoriYamamoto
Thanks for your attention!
Questions are welcome!
BioHackathon 2015

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DisGeNET: A discovery platform for the dynamical exploration of human diseases and their genes