SlideShare a Scribd company logo
1 of 19
Project: Drug Safety
Portal
J U A N M . B A N D A P H . D .
R E S E A R C H S C I E N T I S T
N I G A M S H A H ’ S L A B
S T A N F O R D C E N T E R F O R
B I O M E D I C A L I N F O R M A T I C S
Acknowledgements
- Travel sponsorship from the National Bioscience Database
Center (NBDC) and the Database Center for Life Science
(DBCLS)
- Drug Safety input: Shah Lab and Rave Harpaz
- Semantic Web input: Michel Dumontier & Tobias Kuhn
What is Drug Safety Portal?
- Easy to use portal that allows researchers and regular
users to verify if two drugs have any reported and/or
predicted possible adverse events
- Central repository of over 7 published and publicly
available datasets
- A bridge between the scientific world and the average
Internet user
Origins of Drug Safety Portal
- Moving from Astroinformatics to Biomedical Informatics in
2014, my first project was to prioritize a list of around 2,000
drug-drug interactions …. sounds easy……. I was so… so wrong
- Multiple resources have drug-drug interaction information… but
they don’t talk to each other
- Multiple vocabularies for drugs (NDC, NDFRT, RxNorm, etc.)
- Multiple names for the same drug
- Multiple names for the adverse events (SNOMED, MeSH, etc.)
Building Blocks (1):
- J. M. Banda, T. Kuhn, N.H. Shah, M. Dumontier “Provenance-Centered Dataset of
Drug-Drug Interactions”. In Lecture Notes in Computer Science: The Semantic Web
- ISWC 2015, Volume 9367, 2015, pp. 293-300, Springer International Publishing,
ISBN: 978-3-319-25009-0. DOI: 10.1007/978-3-319-25010-6_18.
Building Blocks (2):
- J. M. Banda, A. Callahan, R. Winnenburg, H. Strasberg, A. Cami, B. Reis, S. Vilar, G.
Hripcsak, M. Dumontier, N.H. Shah. “Feasibility of prioritizing Drug-Drug-Event
Associations Found in Electronic Health Records”. Drug Safety Vol. 39(1) pp. 45-57,
2016. DOI: 10.1007/s40264-015-0352-2.
Motivation behind Drug Safety Portal?
- Not just another academic resource that only a handful of
people use
- People are blindly looking at what the drugs they are
taking can do to them… just Google any drug and be
amused with the amount of miss information
- Other researchers spend hours curating resources for
analyses… and they rarely get re-used
- Other resources available (i.e. drugs.com) are too
complicated
http://idodrugs.club/
Drug Safety Portal v 1.0 – idodrugs.club
- Released: September 20th, 2015 – at TechCrunch Disrupt 2015.
- This project was considered one of the top 50 hacks of the Hackathon (over
350 teams participated/presented) and got some nice press coverage
(http://techcrunch.com/2015/09/20/hack-helps-patients-prevent-adverse-
drug-reactions/ )
Drug Safety Portal V 1.0 features
- Supports 2 drug interactions (limited) and 1 drug interactions
(restricted)
- NLP translation of drug user queries via NCBO BioPortal
- Drug normalization via RxNorm API
- Mesh Normalization via NLM Mesh on demand API for
PubMed/Medline queries
- Literature verification of drug interactions via Medline API
- Literature extraction via PubMed API
- DDI sources querying via MySQL database backend
Drug Safety Portal V 1.0 - Stack
- Boostrap front-end
- Javascript/PHP/MySQL backend
- Code: https://github.com/jmbanda/DrugSafetyPortal
What is missing?
- Proper linkage to linked data resources (only linkage to
MeSH via bio2rdf)
- Underlying dataset is available in linked data format (with
provenance information)
- Ability to download interaction reports
- Ability to tweet to the resource to get results
- Ability to expand resource (more drugs, more adverse
events)
Objectives during BioHackathon 2016
1) Proper linkage with open linked data resources
2) Further standardization of resource
3) Enable researchers to upload (and automatically standardize)
their published DDI resources
4) Provide facilities to download data
5) Allow people to Tweet to Drug Safety Portal
6) Keep track of user queries for investigation of possibly new
DDIs
Objective 1: Proper linkage with open
linked data resources
- Back-end dataset is derived from LIDDI
(https://datahub.io/dataset/linked-drug-drug-interactions-
liddi) which includes provenance information and is
available as nanopublications
- Allow linkage to Mesh RDF and Bio2RDF
Objective 2: Further standardization of
resource
- We currently have around 6 different mappings between
data sources
- Using the standardization used for:
J. M. Banda, L. Evans, R. S. Vanguri, N. P. Tatonetti, P. B. Ryan &
N. H. Shah. “A curated and standardized adverse drug event
resource to accelerate drug safety research”. Scientific Data 3,
Article number: 160026 (2016) ​doi:10.1038/sdata.2016.26
• Using the OMOP/OHDSI common vocabulary for this
Objective 3: Enable researchers to upload (and
automatically standardize) their published DDI
resources
- Keep the resource growing by allowing published datasets
to be uploaded
- Automagically standardize their drug/adverse effects
names
- Verify upload is available via PubMed for this
Objective 4: Provide facilities to download
data
- Allow users to download the results of their query
- Allow the extraction of all DDI information per
drug/adverse event
Objective 5: Allow people to Tweet to Drug
Safety Portal
- Make it even easier for general purpose users to get quick
information via social media
Interested in helping out?
- Email: jmbanda@stanford.edu
- Twitter: @drjmbanda

More Related Content

What's hot

W3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description GuidelinesW3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description GuidelinesMichel Dumontier
 
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental MetadataMaking it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental MetadataMichel Dumontier
 
dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017
dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017
dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017dkNET
 
Howe et al. - 2015 - BioAssay Research Database (BARD) chemical biolog
Howe et al. - 2015 - BioAssay Research Database (BARD) chemical biologHowe et al. - 2015 - BioAssay Research Database (BARD) chemical biolog
Howe et al. - 2015 - BioAssay Research Database (BARD) chemical biologEleanor Howe
 
Web-scale Discovery Tools and the Backgrounding of Government Information
Web-scale Discovery Tools and the Backgrounding of Government InformationWeb-scale Discovery Tools and the Backgrounding of Government Information
Web-scale Discovery Tools and the Backgrounding of Government InformationChristopher Brown
 
Thesis Proposal Piwowar Presentation 20091109
Thesis Proposal Piwowar Presentation 20091109Thesis Proposal Piwowar Presentation 20091109
Thesis Proposal Piwowar Presentation 20091109Heather Piwowar
 
Nucl. Acids Res.-2014-Howe-nar-gku1244
Nucl. Acids Res.-2014-Howe-nar-gku1244Nucl. Acids Res.-2014-Howe-nar-gku1244
Nucl. Acids Res.-2014-Howe-nar-gku1244Yasel Cruz
 
bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...
bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...
bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...dkNET
 
Analyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision MedicineAnalyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision MedicineMatthieu Schapranow
 
Original Google Patent by Lawrence Page | notes
Original Google Patent by Lawrence Page | notesOriginal Google Patent by Lawrence Page | notes
Original Google Patent by Lawrence Page | notesSubhajit Sahu
 
Data reuse and scholarly reward: understanding practice and building infrastr...
Data reuse and scholarly reward: understanding practice and building infrastr...Data reuse and scholarly reward: understanding practice and building infrastr...
Data reuse and scholarly reward: understanding practice and building infrastr...Todd Vision
 
Wimmics seminar--drug interaction knowledge base, micropublication, open anno...
Wimmics seminar--drug interaction knowledge base, micropublication, open anno...Wimmics seminar--drug interaction knowledge base, micropublication, open anno...
Wimmics seminar--drug interaction knowledge base, micropublication, open anno...jodischneider
 
Leveraging publication metadata to help overcome the data ingest bottleneck
Leveraging publication metadata to help overcome the data ingest bottleneck Leveraging publication metadata to help overcome the data ingest bottleneck
Leveraging publication metadata to help overcome the data ingest bottleneck Todd Vision
 
The Dryad Digital Repository: Published evolutionary data as part of the gre...
The Dryad Digital Repository: Published evolutionary data as part of the gre...The Dryad Digital Repository: Published evolutionary data as part of the gre...
The Dryad Digital Repository: Published evolutionary data as part of the gre...Todd Vision
 
Why study Data Sharing? (+ why share your data)
Why study Data Sharing?  (+ why share your data)Why study Data Sharing?  (+ why share your data)
Why study Data Sharing? (+ why share your data)Heather Piwowar
 
Open software and knowledge for MIOSS
Open software and knowledge for MIOSSOpen software and knowledge for MIOSS
Open software and knowledge for MIOSSpetermurrayrust
 
Knowledge Exchange, Nov 2011, Bonn
Knowledge Exchange, Nov 2011, BonnKnowledge Exchange, Nov 2011, Bonn
Knowledge Exchange, Nov 2011, BonnTodd Vision
 

What's hot (20)

W3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description GuidelinesW3C HCLS Dataset Description Guidelines
W3C HCLS Dataset Description Guidelines
 
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental MetadataMaking it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
Making it Easier, Possibly Even Pleasant, to Author Rich Experimental Metadata
 
dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017
dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017
dkNET-NURSA Challenge Kick-Off Webinar 04/27/2017
 
Howe et al. - 2015 - BioAssay Research Database (BARD) chemical biolog
Howe et al. - 2015 - BioAssay Research Database (BARD) chemical biologHowe et al. - 2015 - BioAssay Research Database (BARD) chemical biolog
Howe et al. - 2015 - BioAssay Research Database (BARD) chemical biolog
 
Reaching out to collaborators and crowdsourcing for pharmaceutical research
Reaching out to collaborators and crowdsourcing for pharmaceutical research  Reaching out to collaborators and crowdsourcing for pharmaceutical research
Reaching out to collaborators and crowdsourcing for pharmaceutical research
 
Big Data in Life Sciences
Big Data in Life SciencesBig Data in Life Sciences
Big Data in Life Sciences
 
Web-scale Discovery Tools and the Backgrounding of Government Information
Web-scale Discovery Tools and the Backgrounding of Government InformationWeb-scale Discovery Tools and the Backgrounding of Government Information
Web-scale Discovery Tools and the Backgrounding of Government Information
 
Thesis Proposal Piwowar Presentation 20091109
Thesis Proposal Piwowar Presentation 20091109Thesis Proposal Piwowar Presentation 20091109
Thesis Proposal Piwowar Presentation 20091109
 
Nucl. Acids Res.-2014-Howe-nar-gku1244
Nucl. Acids Res.-2014-Howe-nar-gku1244Nucl. Acids Res.-2014-Howe-nar-gku1244
Nucl. Acids Res.-2014-Howe-nar-gku1244
 
bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...
bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...
bioCADDIE Webinar: The NIDDK Information Network (dkNET) - A Community Resear...
 
Analyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision MedicineAnalyze Genomes Services for Precision Medicine
Analyze Genomes Services for Precision Medicine
 
Original Google Patent by Lawrence Page | notes
Original Google Patent by Lawrence Page | notesOriginal Google Patent by Lawrence Page | notes
Original Google Patent by Lawrence Page | notes
 
Curating and Sharing Structures and Spectra for the Environmental Community
Curating and Sharing  Structures and Spectra for the Environmental CommunityCurating and Sharing  Structures and Spectra for the Environmental Community
Curating and Sharing Structures and Spectra for the Environmental Community
 
Data reuse and scholarly reward: understanding practice and building infrastr...
Data reuse and scholarly reward: understanding practice and building infrastr...Data reuse and scholarly reward: understanding practice and building infrastr...
Data reuse and scholarly reward: understanding practice and building infrastr...
 
Wimmics seminar--drug interaction knowledge base, micropublication, open anno...
Wimmics seminar--drug interaction knowledge base, micropublication, open anno...Wimmics seminar--drug interaction knowledge base, micropublication, open anno...
Wimmics seminar--drug interaction knowledge base, micropublication, open anno...
 
Leveraging publication metadata to help overcome the data ingest bottleneck
Leveraging publication metadata to help overcome the data ingest bottleneck Leveraging publication metadata to help overcome the data ingest bottleneck
Leveraging publication metadata to help overcome the data ingest bottleneck
 
The Dryad Digital Repository: Published evolutionary data as part of the gre...
The Dryad Digital Repository: Published evolutionary data as part of the gre...The Dryad Digital Repository: Published evolutionary data as part of the gre...
The Dryad Digital Repository: Published evolutionary data as part of the gre...
 
Why study Data Sharing? (+ why share your data)
Why study Data Sharing?  (+ why share your data)Why study Data Sharing?  (+ why share your data)
Why study Data Sharing? (+ why share your data)
 
Open software and knowledge for MIOSS
Open software and knowledge for MIOSSOpen software and knowledge for MIOSS
Open software and knowledge for MIOSS
 
Knowledge Exchange, Nov 2011, Bonn
Knowledge Exchange, Nov 2011, BonnKnowledge Exchange, Nov 2011, Bonn
Knowledge Exchange, Nov 2011, Bonn
 

Similar to NBDC/DBCLS BioHackathon 2016 - Invited App contest winner talk - Juan M. Banda

WOW13_RPITWC_Web Observatories
WOW13_RPITWC_Web ObservatoriesWOW13_RPITWC_Web Observatories
WOW13_RPITWC_Web Observatoriesgloriakt
 
Privacy tool osha comments
Privacy tool osha commentsPrivacy tool osha comments
Privacy tool osha commentsMicah Altman
 
3 Round Stones at the New England Health Datapalooza Oct 3, 2012
3 Round Stones at the New England Health Datapalooza Oct 3, 20123 Round Stones at the New England Health Datapalooza Oct 3, 2012
3 Round Stones at the New England Health Datapalooza Oct 3, 20123 Round Stones
 
Using the Micropublications ontology and the Open Annotation Data Model to re...
Using the Micropublications ontology and the Open Annotation Data Model to re...Using the Micropublications ontology and the Open Annotation Data Model to re...
Using the Micropublications ontology and the Open Annotation Data Model to re...jodischneider
 
What Can Happen when Genome Sciences Meets Data Sciences?
What Can Happen when Genome Sciences Meets Data Sciences?What Can Happen when Genome Sciences Meets Data Sciences?
What Can Happen when Genome Sciences Meets Data Sciences?Philip Bourne
 
dkNET Poster ENDO 2016
dkNET Poster ENDO 2016 dkNET Poster ENDO 2016
dkNET Poster ENDO 2016 dkNET
 
The world of research data: when should data be closed, shared or open
The world of research data: when should data be closed, shared or openThe world of research data: when should data be closed, shared or open
The world of research data: when should data be closed, shared or openheila1
 
Semantics and linked data at astra zeneca
Semantics and linked data at astra zenecaSemantics and linked data at astra zeneca
Semantics and linked data at astra zenecaKerstin Forsberg
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...Robert Grossman
 
Updated on the LAERTES evidence base to the OHDSI community
Updated on the LAERTES evidence base to the OHDSI communityUpdated on the LAERTES evidence base to the OHDSI community
Updated on the LAERTES evidence base to the OHDSI communityRichard Boyce, PhD
 
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.caGenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.cafionabrinkman
 
Managing, Sharing and Curating Your Research Data in a Digital Environment
Managing, Sharing and Curating Your Research Data in a Digital EnvironmentManaging, Sharing and Curating Your Research Data in a Digital Environment
Managing, Sharing and Curating Your Research Data in a Digital Environmentphilipdurbin
 
Using Healthcare Data for Research @ The Hyve - Campus Party 2016
Using Healthcare Data for Research @ The Hyve - Campus Party 2016Using Healthcare Data for Research @ The Hyve - Campus Party 2016
Using Healthcare Data for Research @ The Hyve - Campus Party 2016Kees van Bochove
 
Social Media in Qualitative Research Final Copy
Social Media in Qualitative Research Final CopySocial Media in Qualitative Research Final Copy
Social Media in Qualitative Research Final Copyksawatzk
 
Health2.o: RSS, Alerts, MeSEs and Google Features
Health2.o: RSS, Alerts, MeSEs and Google FeaturesHealth2.o: RSS, Alerts, MeSEs and Google Features
Health2.o: RSS, Alerts, MeSEs and Google FeaturesAnwarul Islam, PhD
 
NSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_Medicine
NSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_MedicineNSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_Medicine
NSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_MedicineRibitzky
 

Similar to NBDC/DBCLS BioHackathon 2016 - Invited App contest winner talk - Juan M. Banda (20)

Enriching Scholarship Personal Genomics presentation
Enriching Scholarship Personal Genomics presentationEnriching Scholarship Personal Genomics presentation
Enriching Scholarship Personal Genomics presentation
 
WOW13_RPITWC_Web Observatories
WOW13_RPITWC_Web ObservatoriesWOW13_RPITWC_Web Observatories
WOW13_RPITWC_Web Observatories
 
Privacy tool osha comments
Privacy tool osha commentsPrivacy tool osha comments
Privacy tool osha comments
 
HEALTHCARE_IT
HEALTHCARE_ITHEALTHCARE_IT
HEALTHCARE_IT
 
3 Round Stones at the New England Health Datapalooza Oct 3, 2012
3 Round Stones at the New England Health Datapalooza Oct 3, 20123 Round Stones at the New England Health Datapalooza Oct 3, 2012
3 Round Stones at the New England Health Datapalooza Oct 3, 2012
 
Open Drug Discovery Teams: A Chemistry Mobile App for Collaboration
Open Drug Discovery Teams: A Chemistry Mobile App for Collaboration Open Drug Discovery Teams: A Chemistry Mobile App for Collaboration
Open Drug Discovery Teams: A Chemistry Mobile App for Collaboration
 
Using the Micropublications ontology and the Open Annotation Data Model to re...
Using the Micropublications ontology and the Open Annotation Data Model to re...Using the Micropublications ontology and the Open Annotation Data Model to re...
Using the Micropublications ontology and the Open Annotation Data Model to re...
 
What Can Happen when Genome Sciences Meets Data Sciences?
What Can Happen when Genome Sciences Meets Data Sciences?What Can Happen when Genome Sciences Meets Data Sciences?
What Can Happen when Genome Sciences Meets Data Sciences?
 
dkNET Poster ENDO 2016
dkNET Poster ENDO 2016 dkNET Poster ENDO 2016
dkNET Poster ENDO 2016
 
The world of research data: when should data be closed, shared or open
The world of research data: when should data be closed, shared or openThe world of research data: when should data be closed, shared or open
The world of research data: when should data be closed, shared or open
 
Semantics and linked data at astra zeneca
Semantics and linked data at astra zenecaSemantics and linked data at astra zeneca
Semantics and linked data at astra zeneca
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
 
Updated on the LAERTES evidence base to the OHDSI community
Updated on the LAERTES evidence base to the OHDSI communityUpdated on the LAERTES evidence base to the OHDSI community
Updated on the LAERTES evidence base to the OHDSI community
 
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.caGenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
GenomeTrakr: Perspectives on linking internationally - Canada and IRIDA.ca
 
Managing, Sharing and Curating Your Research Data in a Digital Environment
Managing, Sharing and Curating Your Research Data in a Digital EnvironmentManaging, Sharing and Curating Your Research Data in a Digital Environment
Managing, Sharing and Curating Your Research Data in a Digital Environment
 
Using Healthcare Data for Research @ The Hyve - Campus Party 2016
Using Healthcare Data for Research @ The Hyve - Campus Party 2016Using Healthcare Data for Research @ The Hyve - Campus Party 2016
Using Healthcare Data for Research @ The Hyve - Campus Party 2016
 
Social Media in Qualitative Research Final Copy
Social Media in Qualitative Research Final CopySocial Media in Qualitative Research Final Copy
Social Media in Qualitative Research Final Copy
 
Health2.o: RSS, Alerts, MeSEs and Google Features
Health2.o: RSS, Alerts, MeSEs and Google FeaturesHealth2.o: RSS, Alerts, MeSEs and Google Features
Health2.o: RSS, Alerts, MeSEs and Google Features
 
Advancing-OSHMS High-Performance WS in OHM
Advancing-OSHMS High-Performance WS in OHMAdvancing-OSHMS High-Performance WS in OHM
Advancing-OSHMS High-Performance WS in OHM
 
NSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_Medicine
NSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_MedicineNSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_Medicine
NSF_Post-Workshop_Book_White_Space_RD_Knowledge_Mining_Personalized_Medicine
 

Recently uploaded

UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICSUNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICSrknatarajan
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxfenichawla
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
Vivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design SpainVivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design Spaintimesproduction05
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringmulugeta48
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdfKamal Acharya
 
Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...Christo Ananth
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 

Recently uploaded (20)

UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICSUNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
UNIT-IFLUID PROPERTIES & FLOW CHARACTERISTICS
 
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptxBSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
BSides Seattle 2024 - Stopping Ethan Hunt From Taking Your Data.pptx
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Vivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design SpainVivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design Spain
 
chapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineeringchapter 5.pptx: drainage and irrigation engineering
chapter 5.pptx: drainage and irrigation engineering
 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...Call for Papers - International Journal of Intelligent Systems and Applicatio...
Call for Papers - International Journal of Intelligent Systems and Applicatio...
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar  ≼🔝 Delhi door step de...Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar  ≼🔝 Delhi door step de...
Call Now ≽ 9953056974 ≼🔝 Call Girls In New Ashok Nagar ≼🔝 Delhi door step de...
 
UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 

NBDC/DBCLS BioHackathon 2016 - Invited App contest winner talk - Juan M. Banda

  • 1. Project: Drug Safety Portal J U A N M . B A N D A P H . D . R E S E A R C H S C I E N T I S T N I G A M S H A H ’ S L A B S T A N F O R D C E N T E R F O R B I O M E D I C A L I N F O R M A T I C S
  • 2. Acknowledgements - Travel sponsorship from the National Bioscience Database Center (NBDC) and the Database Center for Life Science (DBCLS) - Drug Safety input: Shah Lab and Rave Harpaz - Semantic Web input: Michel Dumontier & Tobias Kuhn
  • 3. What is Drug Safety Portal? - Easy to use portal that allows researchers and regular users to verify if two drugs have any reported and/or predicted possible adverse events - Central repository of over 7 published and publicly available datasets - A bridge between the scientific world and the average Internet user
  • 4. Origins of Drug Safety Portal - Moving from Astroinformatics to Biomedical Informatics in 2014, my first project was to prioritize a list of around 2,000 drug-drug interactions …. sounds easy……. I was so… so wrong - Multiple resources have drug-drug interaction information… but they don’t talk to each other - Multiple vocabularies for drugs (NDC, NDFRT, RxNorm, etc.) - Multiple names for the same drug - Multiple names for the adverse events (SNOMED, MeSH, etc.)
  • 5. Building Blocks (1): - J. M. Banda, T. Kuhn, N.H. Shah, M. Dumontier “Provenance-Centered Dataset of Drug-Drug Interactions”. In Lecture Notes in Computer Science: The Semantic Web - ISWC 2015, Volume 9367, 2015, pp. 293-300, Springer International Publishing, ISBN: 978-3-319-25009-0. DOI: 10.1007/978-3-319-25010-6_18.
  • 6. Building Blocks (2): - J. M. Banda, A. Callahan, R. Winnenburg, H. Strasberg, A. Cami, B. Reis, S. Vilar, G. Hripcsak, M. Dumontier, N.H. Shah. “Feasibility of prioritizing Drug-Drug-Event Associations Found in Electronic Health Records”. Drug Safety Vol. 39(1) pp. 45-57, 2016. DOI: 10.1007/s40264-015-0352-2.
  • 7. Motivation behind Drug Safety Portal? - Not just another academic resource that only a handful of people use - People are blindly looking at what the drugs they are taking can do to them… just Google any drug and be amused with the amount of miss information - Other researchers spend hours curating resources for analyses… and they rarely get re-used - Other resources available (i.e. drugs.com) are too complicated
  • 9. Drug Safety Portal v 1.0 – idodrugs.club - Released: September 20th, 2015 – at TechCrunch Disrupt 2015. - This project was considered one of the top 50 hacks of the Hackathon (over 350 teams participated/presented) and got some nice press coverage (http://techcrunch.com/2015/09/20/hack-helps-patients-prevent-adverse- drug-reactions/ )
  • 10. Drug Safety Portal V 1.0 features - Supports 2 drug interactions (limited) and 1 drug interactions (restricted) - NLP translation of drug user queries via NCBO BioPortal - Drug normalization via RxNorm API - Mesh Normalization via NLM Mesh on demand API for PubMed/Medline queries - Literature verification of drug interactions via Medline API - Literature extraction via PubMed API - DDI sources querying via MySQL database backend
  • 11. Drug Safety Portal V 1.0 - Stack - Boostrap front-end - Javascript/PHP/MySQL backend - Code: https://github.com/jmbanda/DrugSafetyPortal
  • 12. What is missing? - Proper linkage to linked data resources (only linkage to MeSH via bio2rdf) - Underlying dataset is available in linked data format (with provenance information) - Ability to download interaction reports - Ability to tweet to the resource to get results - Ability to expand resource (more drugs, more adverse events)
  • 13. Objectives during BioHackathon 2016 1) Proper linkage with open linked data resources 2) Further standardization of resource 3) Enable researchers to upload (and automatically standardize) their published DDI resources 4) Provide facilities to download data 5) Allow people to Tweet to Drug Safety Portal 6) Keep track of user queries for investigation of possibly new DDIs
  • 14. Objective 1: Proper linkage with open linked data resources - Back-end dataset is derived from LIDDI (https://datahub.io/dataset/linked-drug-drug-interactions- liddi) which includes provenance information and is available as nanopublications - Allow linkage to Mesh RDF and Bio2RDF
  • 15. Objective 2: Further standardization of resource - We currently have around 6 different mappings between data sources - Using the standardization used for: J. M. Banda, L. Evans, R. S. Vanguri, N. P. Tatonetti, P. B. Ryan & N. H. Shah. “A curated and standardized adverse drug event resource to accelerate drug safety research”. Scientific Data 3, Article number: 160026 (2016) ​doi:10.1038/sdata.2016.26 • Using the OMOP/OHDSI common vocabulary for this
  • 16. Objective 3: Enable researchers to upload (and automatically standardize) their published DDI resources - Keep the resource growing by allowing published datasets to be uploaded - Automagically standardize their drug/adverse effects names - Verify upload is available via PubMed for this
  • 17. Objective 4: Provide facilities to download data - Allow users to download the results of their query - Allow the extraction of all DDI information per drug/adverse event
  • 18. Objective 5: Allow people to Tweet to Drug Safety Portal - Make it even easier for general purpose users to get quick information via social media
  • 19. Interested in helping out? - Email: jmbanda@stanford.edu - Twitter: @drjmbanda