SlideShare ist ein Scribd-Unternehmen logo
1 von 22
The Medication Safety Code 
initiative 
Towards a global IT system for personalized 
medicine 
Matthias SAMWALD, José Antonio MINARRO-GIMÉNEZ, 
Kathrin BLAGEC, Klaus-Peter ADLASSNIG 
Medical University of Vienna, Austria
Drug safety and effectiveness vary drastically 
between patients with different genetic profiles 
Up to 100,000 deaths and 2 million hospitalisations per year in the United States 
Many therapeutics in development eventually fail to reach patients 
and costs of bringing a new drug to market are now > 1 billion Euros
Pharmacogenomic assays and treatment algorithms 
are becoming more and more numerous
Pharmacogenomic assays and treatment algorithms 
are becoming more and more numerous
Pharmacogenomic assays and treatment algorithms 
are becoming more and more numerous 
Sequencing-based: 
PGRNseq 
… 
Microarray-based: 
23andMe 
Affymetrix DMET chip 
Florida/Stanford chip 
…
We are creating a barrier-free system for storing and 
interpreting personal pharmacogenomic information: 
The Medication Safety Code 
Current version contains data on ~15 pharmacogenes 
with clinically actionable variants
We are creating a barrier-free system for storing and 
interpreting personal pharmacogenomic information: 
The Medication Safety Code
Technology 
• Compressed pharmacogenomic data in QR codes 
• Can be readily decoded and interpreted with common 
mobile devices 
o QR code readers come pre-installed on most devices; installation of 
dedicated apps not required 
o Web-based decision support service gives dosing recommendations 
based on up-to-date clinical guidelines 
• All data are inside the QR code 
o No central database required 
(patients have full control over their data) 
o Decoding on client-side through Android app is possible 
• Data remains anonymous 
• Backed by a sophisticated knowledge base we created 
o > 300 pharmacogenomic decision support rules as table and OWL 
ontology
After scanning, the system presents a searchable, 
prioritized list of personalised pharmacotherapy 
guidelines
After scanning, the system presents a searchable, 
prioritized list of personalised pharmacotherapy 
guidelines
Alternatively, you can select drugs for which 
treatment recommendations are required and enter 
data manually
Recent addition: MSC app for offline-use available on 
Google Play for registered users
Preview: 
Formative user evaluations with clinical pharmacists 
• Ongoing user evaluations with clinical pharmacists at 
University of Pittsburgh 
• Preliminary results help optimize pharmacogenomic CDS 
o Guidelines from different sources slightly different, confusing to 
users when both are presented 
o Pharmacists really appreciate alternative treatment 
recommendations (not only warnings) 
o Trustworthiness and traceability of recommendations are very 
important
Preview: 
Checking the fidelity of (pharmaco)genomic tests for 
diverse patient populations 
• Using full-genome data from > 1000 patients of diverse 
ancestries (1000 genomes dataset) 
• Simulating the results one would yield with cheaper 
(array-based) pharmacogenomic tests and current 
haplotype definitions for these patients 
o Usually, these tests only check for certain ‘characters’ in the 
genome sequence, while ignoring others 
• Our unpublished results indicate that cheaper genetic tests 
are prone to produce false or questionable results quite 
frequently, and that these results differ based on ancestry 
o E.g., for certain genes and assays, patients with African or Asian 
ancestries have higher risk of problematic pharmacogenomic 
assay results
Preview: 
Impact estimation of delivering pre-emptive 
pharmacogenomic testing and CDS to broad patient 
populations
Preview: 
Impact estimation of delivering pre-emptive 
pharmacogenomic testing and CDS to broad patient 
populations 
• Impressive data on medications with associated 
pharmacogenomic guidelines from private practices in 
Germany alone: 
o Total net cost of 3,75 billion € per year 
o 123 million prescriptions per year 
• We are currently conducting a study with detailed 
prescription data from hundreds of millions of patients 
(IMEDS datasets, mostly from United States)
Vision 
• Creating a barrier-free system for putting personalized 
medicine into the pockets of patients 
• Making pharmacotherapy safer, more effective and 
less costly through pre-emptive genotyping 
• Cooperation of stakeholders 
o Clinical institutions and medical professionals 
o Health insurance providers 
o Pharmaceutical companies 
o Genetic testing providers 
o Health IT companies 
o Patient organisations 
• Enable bringing stratified/personalized therapeutics to 
market
Vision 
• Towards a new synthesis: 
Personalized, computer-assisted pharmacotherapy 
 Pharmacogenomics for pharmacokinetics and -dynamics 
 Polypharmacy and clinical parameters (e.g., organ dysfunction) 
 Personalisation based on sex / gender 
 Age (pediatric and geriatric patients) 
 Genetic risk markers for rare, severe adverse effects 
 Somatic mutations in cancer therapy
Wrapping up: 
How does all that relate to you?
Join us on 
http://safety-code.org/
Wrapping up: 
How does all that relate to you? 
• We are interested in evaluating the system and decision 
support functionality in various medical settings (as well 
as pharmacies) 
 opportunity for research papers! 
• We are looking for commercial partners to integrate MSC 
technology into their products 
 opportunity for novel products for medication safety! 
• European Research projects (e.g., PHC-24)
Thanks! 
Local team (Medical University of Vienna) 
Dr. Matthias Samwald (team lead, biomedical informatics & pharmacology) 
Dr. Jose Antonio Miñarro-Gimenez (researcher and developer, computer science) 
Kathrin Blagec (medical student) 
Prof. Dr. Klaus-Peter Adlassnig (biomedical informatics) 
International participants & supporters 
Robert R. Freimuth (Mayo Clinic) 
Richard Boyce (University of Pittsburgh) 
Michel Dumontier (Stanford University) 
Simon Lin (Marshfield Clinic) 
Web 
http://safety-code.org/ 
Funding 
Austrian Science Fund (FWF): [PP 25608-N15]

Weitere ähnliche Inhalte

Was ist angesagt?

Med safety nj ph a 10 10 11 final 3 (97-2003)
Med safety nj ph a 10 10 11 final 3 (97-2003)Med safety nj ph a 10 10 11 final 3 (97-2003)
Med safety nj ph a 10 10 11 final 3 (97-2003)Shaukat Patel MS R.Ph.
 
stages of the medication use process and medication errors
 stages of the medication use process and medication errors stages of the medication use process and medication errors
stages of the medication use process and medication errorsMEEQAT HOSPITAL
 
German Brodskiy_Medication Errors
German Brodskiy_Medication ErrorsGerman Brodskiy_Medication Errors
German Brodskiy_Medication ErrorsGary Brodskiy
 
Stages of the medication use process and medication errors
Stages of the medication use process and medication errorsStages of the medication use process and medication errors
Stages of the medication use process and medication errorsMEEQAT HOSPITAL
 
Medication errors in long term care
Medication errors in long term careMedication errors in long term care
Medication errors in long term careNursing Hi Nursing
 
Medication error- Etiology and strategic methods to reduce the incidence of M...
Medication error- Etiology and strategic methods to reduce the incidence of M...Medication error- Etiology and strategic methods to reduce the incidence of M...
Medication error- Etiology and strategic methods to reduce the incidence of M...Dr. Jibin Mathew
 
What is a ‘medication error’
What is a ‘medication error’What is a ‘medication error’
What is a ‘medication error’saqibzaman11
 
Medication errors: Causes, Assessment, Evaluation and Prevention
Medication errors: Causes, Assessment, Evaluation and PreventionMedication errors: Causes, Assessment, Evaluation and Prevention
Medication errors: Causes, Assessment, Evaluation and PreventionDr. Abhimanyu Prashar
 
Medication errors and safety
Medication errors and safetyMedication errors and safety
Medication errors and safetyO0793347636M
 

Was ist angesagt? (20)

Med safety nj ph a 10 10 11 final 3 (97-2003)
Med safety nj ph a 10 10 11 final 3 (97-2003)Med safety nj ph a 10 10 11 final 3 (97-2003)
Med safety nj ph a 10 10 11 final 3 (97-2003)
 
stages of the medication use process and medication errors
 stages of the medication use process and medication errors stages of the medication use process and medication errors
stages of the medication use process and medication errors
 
Medication error
Medication errorMedication error
Medication error
 
German Brodskiy_Medication Errors
German Brodskiy_Medication ErrorsGerman Brodskiy_Medication Errors
German Brodskiy_Medication Errors
 
Medication error
Medication errorMedication error
Medication error
 
Stages of the medication use process and medication errors
Stages of the medication use process and medication errorsStages of the medication use process and medication errors
Stages of the medication use process and medication errors
 
Medication error
Medication errorMedication error
Medication error
 
Dr John Duffy Polypharmacy and Frailty
Dr John Duffy   Polypharmacy and FrailtyDr John Duffy   Polypharmacy and Frailty
Dr John Duffy Polypharmacy and Frailty
 
Medication safety 2011
Medication safety 2011Medication safety 2011
Medication safety 2011
 
Presentation (1)
Presentation (1)Presentation (1)
Presentation (1)
 
Medication errors in long term care
Medication errors in long term careMedication errors in long term care
Medication errors in long term care
 
Medication error- Etiology and strategic methods to reduce the incidence of M...
Medication error- Etiology and strategic methods to reduce the incidence of M...Medication error- Etiology and strategic methods to reduce the incidence of M...
Medication error- Etiology and strategic methods to reduce the incidence of M...
 
MEDICATION ERRORS
MEDICATION ERRORSMEDICATION ERRORS
MEDICATION ERRORS
 
What is a ‘medication error’
What is a ‘medication error’What is a ‘medication error’
What is a ‘medication error’
 
Medication errors: Causes, Assessment, Evaluation and Prevention
Medication errors: Causes, Assessment, Evaluation and PreventionMedication errors: Causes, Assessment, Evaluation and Prevention
Medication errors: Causes, Assessment, Evaluation and Prevention
 
Preventing medication errors
Preventing medication errorsPreventing medication errors
Preventing medication errors
 
Medication errors Dr-Z Pharmacy Practice Lecture
Medication errors Dr-Z Pharmacy Practice LectureMedication errors Dr-Z Pharmacy Practice Lecture
Medication errors Dr-Z Pharmacy Practice Lecture
 
Medication errors and safety
Medication errors and safetyMedication errors and safety
Medication errors and safety
 
Medication error
Medication errorMedication error
Medication error
 
Medication errors in Pediatrics
Medication errors in Pediatrics Medication errors in Pediatrics
Medication errors in Pediatrics
 

Ähnlich wie The Medication Safety Code initiative: Towards a global IT system for personalized medicine (MIE2014)

personalized medicine its uses , application etc
personalized medicine its uses , application etcpersonalized medicine its uses , application etc
personalized medicine its uses , application etcjoyboy8095
 
iOMICS Clinical & Omnia
iOMICS Clinical & OmniaiOMICS Clinical & Omnia
iOMICS Clinical & OmniaInterpretOmics
 
Towards Transformative Artificial Intelligence in Life Science and Health Care
Towards Transformative Artificial Intelligence in Life Science and Health CareTowards Transformative Artificial Intelligence in Life Science and Health Care
Towards Transformative Artificial Intelligence in Life Science and Health CareMatthias Samwald
 
Developing Drugs in the New Era of Personalized Medicines
Developing Drugs in the New Era of Personalized Medicines Developing Drugs in the New Era of Personalized Medicines
Developing Drugs in the New Era of Personalized Medicines PAREXEL International
 
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized MedicineBaltimore Lean Startup
 
Personalized Medicine's Effect on Oncologists' Treatment Regimens
Personalized Medicine's Effect on Oncologists' Treatment RegimensPersonalized Medicine's Effect on Oncologists' Treatment Regimens
Personalized Medicine's Effect on Oncologists' Treatment RegimensIndustry Standard Research
 
Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014ipposi
 
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...D3 Consutling
 
Transalational Sciences and Clinical Pharmacology in Orphan Drug Development
Transalational Sciences and Clinical Pharmacology in Orphan Drug DevelopmentTransalational Sciences and Clinical Pharmacology in Orphan Drug Development
Transalational Sciences and Clinical Pharmacology in Orphan Drug DevelopmentE. Dennis Bashaw
 
Nw biotech fundamentals day 2 session 4 medical devices and diagnostics
Nw biotech fundamentals day 2 session 4   medical devices and diagnosticsNw biotech fundamentals day 2 session 4   medical devices and diagnostics
Nw biotech fundamentals day 2 session 4 medical devices and diagnosticsNicholas Weston Lawyers
 
IMS Health RWES: The Future of Real-World Insights in Cancer
IMS Health RWES: The Future of Real-World Insights in CancerIMS Health RWES: The Future of Real-World Insights in Cancer
IMS Health RWES: The Future of Real-World Insights in CancerIMSHealthRWES
 
Pharmacoepidemiology 110727114004-phpapp01
Pharmacoepidemiology 110727114004-phpapp01Pharmacoepidemiology 110727114004-phpapp01
Pharmacoepidemiology 110727114004-phpapp01Khadga Raj
 
The evolving promise of genomic medicine ibm white paper
The evolving promise of genomic medicine ibm white paperThe evolving promise of genomic medicine ibm white paper
The evolving promise of genomic medicine ibm white paperPietro Leo
 
The evolving promise of genomic medicine
The evolving promise of genomic medicineThe evolving promise of genomic medicine
The evolving promise of genomic medicineBart de Witte
 
Η συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη Φαρμακοεπιδημιολογία
Η συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη ΦαρμακοεπιδημιολογίαΗ συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη Φαρμακοεπιδημιολογία
Η συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη ΦαρμακοεπιδημιολογίαEvangelos Fragkoulis
 
Stratified Medicine
Stratified MedicineStratified Medicine
Stratified MedicineEuroBioForum
 

Ähnlich wie The Medication Safety Code initiative: Towards a global IT system for personalized medicine (MIE2014) (20)

personalized medicine its uses , application etc
personalized medicine its uses , application etcpersonalized medicine its uses , application etc
personalized medicine its uses , application etc
 
Precision medicine.ppt
Precision medicine.pptPrecision medicine.ppt
Precision medicine.ppt
 
iOMICS Clinical & Omnia
iOMICS Clinical & OmniaiOMICS Clinical & Omnia
iOMICS Clinical & Omnia
 
Sfide della Oncologia Personalizzata
Sfide della Oncologia PersonalizzataSfide della Oncologia Personalizzata
Sfide della Oncologia Personalizzata
 
Towards Transformative Artificial Intelligence in Life Science and Health Care
Towards Transformative Artificial Intelligence in Life Science and Health CareTowards Transformative Artificial Intelligence in Life Science and Health Care
Towards Transformative Artificial Intelligence in Life Science and Health Care
 
Vishuo Biomedical
Vishuo BiomedicalVishuo Biomedical
Vishuo Biomedical
 
Developing Drugs in the New Era of Personalized Medicines
Developing Drugs in the New Era of Personalized Medicines Developing Drugs in the New Era of Personalized Medicines
Developing Drugs in the New Era of Personalized Medicines
 
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine2013-04-17: The Promise, Current State, And Future of Personalized Medicine
2013-04-17: The Promise, Current State, And Future of Personalized Medicine
 
Personalized Medicine's Effect on Oncologists' Treatment Regimens
Personalized Medicine's Effect on Oncologists' Treatment RegimensPersonalized Medicine's Effect on Oncologists' Treatment Regimens
Personalized Medicine's Effect on Oncologists' Treatment Regimens
 
Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014Connected Health & Me - Matic Meglic - Nov 24th 2014
Connected Health & Me - Matic Meglic - Nov 24th 2014
 
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
Healthcare Conference 2013 : Toekomstvisie op ICT in de gezondheidszorg - pro...
 
Transalational Sciences and Clinical Pharmacology in Orphan Drug Development
Transalational Sciences and Clinical Pharmacology in Orphan Drug DevelopmentTransalational Sciences and Clinical Pharmacology in Orphan Drug Development
Transalational Sciences and Clinical Pharmacology in Orphan Drug Development
 
Nw biotech fundamentals day 2 session 4 medical devices and diagnostics
Nw biotech fundamentals day 2 session 4   medical devices and diagnosticsNw biotech fundamentals day 2 session 4   medical devices and diagnostics
Nw biotech fundamentals day 2 session 4 medical devices and diagnostics
 
IMS Health RWES: The Future of Real-World Insights in Cancer
IMS Health RWES: The Future of Real-World Insights in CancerIMS Health RWES: The Future of Real-World Insights in Cancer
IMS Health RWES: The Future of Real-World Insights in Cancer
 
Pharmacoepidemiology 110727114004-phpapp01
Pharmacoepidemiology 110727114004-phpapp01Pharmacoepidemiology 110727114004-phpapp01
Pharmacoepidemiology 110727114004-phpapp01
 
Ibm
IbmIbm
Ibm
 
The evolving promise of genomic medicine ibm white paper
The evolving promise of genomic medicine ibm white paperThe evolving promise of genomic medicine ibm white paper
The evolving promise of genomic medicine ibm white paper
 
The evolving promise of genomic medicine
The evolving promise of genomic medicineThe evolving promise of genomic medicine
The evolving promise of genomic medicine
 
Η συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη Φαρμακοεπιδημιολογία
Η συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη ΦαρμακοεπιδημιολογίαΗ συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη Φαρμακοεπιδημιολογία
Η συνεισφορά της Γενικής Οικογενειακής Ιατρικής στη Φαρμακοεπιδημιολογία
 
Stratified Medicine
Stratified MedicineStratified Medicine
Stratified Medicine
 

Mehr von Matthias Samwald

Bridging theory and practice: Clinical decision support systems for personali...
Bridging theory and practice: Clinical decision support systems for personali...Bridging theory and practice: Clinical decision support systems for personali...
Bridging theory and practice: Clinical decision support systems for personali...Matthias Samwald
 
CRISPR as a potential tool for malaria eradication
CRISPR as a potential tool for malaria eradicationCRISPR as a potential tool for malaria eradication
CRISPR as a potential tool for malaria eradicationMatthias Samwald
 
One man's *1 is another man's *13? Trouble with nomenclatures in personalized...
One man's *1 is another man's *13? Trouble with nomenclatures in personalized...One man's *1 is another man's *13? Trouble with nomenclatures in personalized...
One man's *1 is another man's *13? Trouble with nomenclatures in personalized...Matthias Samwald
 
VO Taxonomie und Ontologie (SS 2016)
VO Taxonomie und Ontologie (SS 2016)VO Taxonomie und Ontologie (SS 2016)
VO Taxonomie und Ontologie (SS 2016)Matthias Samwald
 
The FindMeEvidence project: An open-source, mobile-friendly search engine for...
The FindMeEvidence project: An open-source, mobile-friendly search engine for...The FindMeEvidence project: An open-source, mobile-friendly search engine for...
The FindMeEvidence project: An open-source, mobile-friendly search engine for...Matthias Samwald
 
Hcls call september 2013 clinical pharmacogenomics
Hcls call september 2013   clinical pharmacogenomicsHcls call september 2013   clinical pharmacogenomics
Hcls call september 2013 clinical pharmacogenomicsMatthias Samwald
 
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...Matthias Samwald
 
Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...
Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...
Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...Matthias Samwald
 

Mehr von Matthias Samwald (11)

Bridging theory and practice: Clinical decision support systems for personali...
Bridging theory and practice: Clinical decision support systems for personali...Bridging theory and practice: Clinical decision support systems for personali...
Bridging theory and practice: Clinical decision support systems for personali...
 
CRISPR as a potential tool for malaria eradication
CRISPR as a potential tool for malaria eradicationCRISPR as a potential tool for malaria eradication
CRISPR as a potential tool for malaria eradication
 
One man's *1 is another man's *13? Trouble with nomenclatures in personalized...
One man's *1 is another man's *13? Trouble with nomenclatures in personalized...One man's *1 is another man's *13? Trouble with nomenclatures in personalized...
One man's *1 is another man's *13? Trouble with nomenclatures in personalized...
 
VO Taxonomie und Ontologie (SS 2016)
VO Taxonomie und Ontologie (SS 2016)VO Taxonomie und Ontologie (SS 2016)
VO Taxonomie und Ontologie (SS 2016)
 
6 Worlds Collide
6 Worlds Collide6 Worlds Collide
6 Worlds Collide
 
The FindMeEvidence project: An open-source, mobile-friendly search engine for...
The FindMeEvidence project: An open-source, mobile-friendly search engine for...The FindMeEvidence project: An open-source, mobile-friendly search engine for...
The FindMeEvidence project: An open-source, mobile-friendly search engine for...
 
Samwald ore 2014
Samwald   ore 2014Samwald   ore 2014
Samwald ore 2014
 
Hcls call september 2013 clinical pharmacogenomics
Hcls call september 2013   clinical pharmacogenomicsHcls call september 2013   clinical pharmacogenomics
Hcls call september 2013 clinical pharmacogenomics
 
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
Medinfo2013 - An RDF/OWL Knowledge Base for Query Answering and Decision Supp...
 
Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...
Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...
Genomic CDS: an example of a complex ontology for pharmacogenetics and clinic...
 
Samwald cshals2013
Samwald cshals2013Samwald cshals2013
Samwald cshals2013
 

Kürzlich hochgeladen

FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryAlex Henderson
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learninglevieagacer
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxMohamedFarag457087
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...Monika Rani
 
Human genetics..........................pptx
Human genetics..........................pptxHuman genetics..........................pptx
Human genetics..........................pptxCherry
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIADr. TATHAGAT KHOBRAGADE
 
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxTHE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxANSARKHAN96
 
Use of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptxUse of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptxRenuJangid3
 
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...Scintica Instrumentation
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsSérgio Sacani
 
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate ProfessorThyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate Professormuralinath2
 
Role of AI in seed science Predictive modelling and Beyond.pptx
Role of AI in seed science  Predictive modelling and  Beyond.pptxRole of AI in seed science  Predictive modelling and  Beyond.pptx
Role of AI in seed science Predictive modelling and Beyond.pptxArvind Kumar
 
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLGwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLkantirani197
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY1301aanya
 
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptxClimate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptxDiariAli
 
POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.Cherry
 
TransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRings
TransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRingsTransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRings
TransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRingsSérgio Sacani
 

Kürzlich hochgeladen (20)

Clean In Place(CIP).pptx .
Clean In Place(CIP).pptx                 .Clean In Place(CIP).pptx                 .
Clean In Place(CIP).pptx .
 
Site Acceptance Test .
Site Acceptance Test                    .Site Acceptance Test                    .
Site Acceptance Test .
 
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and SpectrometryFAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
FAIRSpectra - Enabling the FAIRification of Spectroscopy and Spectrometry
 
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICEPATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
PATNA CALL GIRLS 8617370543 LOW PRICE ESCORT SERVICE
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learning
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptx
 
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS  ESCORT SERVICE In Bhiwan...
Bhiwandi Bhiwandi ❤CALL GIRL 7870993772 ❤CALL GIRLS ESCORT SERVICE In Bhiwan...
 
Human genetics..........................pptx
Human genetics..........................pptxHuman genetics..........................pptx
Human genetics..........................pptx
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
 
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxTHE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
 
Use of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptxUse of mutants in understanding seedling development.pptx
Use of mutants in understanding seedling development.pptx
 
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
 
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune WaterworldsBiogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
Biogenic Sulfur Gases as Biosignatures on Temperate Sub-Neptune Waterworlds
 
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate ProfessorThyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
 
Role of AI in seed science Predictive modelling and Beyond.pptx
Role of AI in seed science  Predictive modelling and  Beyond.pptxRole of AI in seed science  Predictive modelling and  Beyond.pptx
Role of AI in seed science Predictive modelling and Beyond.pptx
 
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLGwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY
 
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptxClimate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
 
POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.
 
TransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRings
TransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRingsTransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRings
TransientOffsetin14CAftertheCarringtonEventRecordedbyPolarTreeRings
 

The Medication Safety Code initiative: Towards a global IT system for personalized medicine (MIE2014)

  • 1. The Medication Safety Code initiative Towards a global IT system for personalized medicine Matthias SAMWALD, José Antonio MINARRO-GIMÉNEZ, Kathrin BLAGEC, Klaus-Peter ADLASSNIG Medical University of Vienna, Austria
  • 2. Drug safety and effectiveness vary drastically between patients with different genetic profiles Up to 100,000 deaths and 2 million hospitalisations per year in the United States Many therapeutics in development eventually fail to reach patients and costs of bringing a new drug to market are now > 1 billion Euros
  • 3. Pharmacogenomic assays and treatment algorithms are becoming more and more numerous
  • 4. Pharmacogenomic assays and treatment algorithms are becoming more and more numerous
  • 5. Pharmacogenomic assays and treatment algorithms are becoming more and more numerous Sequencing-based: PGRNseq … Microarray-based: 23andMe Affymetrix DMET chip Florida/Stanford chip …
  • 6. We are creating a barrier-free system for storing and interpreting personal pharmacogenomic information: The Medication Safety Code Current version contains data on ~15 pharmacogenes with clinically actionable variants
  • 7. We are creating a barrier-free system for storing and interpreting personal pharmacogenomic information: The Medication Safety Code
  • 8. Technology • Compressed pharmacogenomic data in QR codes • Can be readily decoded and interpreted with common mobile devices o QR code readers come pre-installed on most devices; installation of dedicated apps not required o Web-based decision support service gives dosing recommendations based on up-to-date clinical guidelines • All data are inside the QR code o No central database required (patients have full control over their data) o Decoding on client-side through Android app is possible • Data remains anonymous • Backed by a sophisticated knowledge base we created o > 300 pharmacogenomic decision support rules as table and OWL ontology
  • 9. After scanning, the system presents a searchable, prioritized list of personalised pharmacotherapy guidelines
  • 10. After scanning, the system presents a searchable, prioritized list of personalised pharmacotherapy guidelines
  • 11. Alternatively, you can select drugs for which treatment recommendations are required and enter data manually
  • 12. Recent addition: MSC app for offline-use available on Google Play for registered users
  • 13. Preview: Formative user evaluations with clinical pharmacists • Ongoing user evaluations with clinical pharmacists at University of Pittsburgh • Preliminary results help optimize pharmacogenomic CDS o Guidelines from different sources slightly different, confusing to users when both are presented o Pharmacists really appreciate alternative treatment recommendations (not only warnings) o Trustworthiness and traceability of recommendations are very important
  • 14. Preview: Checking the fidelity of (pharmaco)genomic tests for diverse patient populations • Using full-genome data from > 1000 patients of diverse ancestries (1000 genomes dataset) • Simulating the results one would yield with cheaper (array-based) pharmacogenomic tests and current haplotype definitions for these patients o Usually, these tests only check for certain ‘characters’ in the genome sequence, while ignoring others • Our unpublished results indicate that cheaper genetic tests are prone to produce false or questionable results quite frequently, and that these results differ based on ancestry o E.g., for certain genes and assays, patients with African or Asian ancestries have higher risk of problematic pharmacogenomic assay results
  • 15. Preview: Impact estimation of delivering pre-emptive pharmacogenomic testing and CDS to broad patient populations
  • 16. Preview: Impact estimation of delivering pre-emptive pharmacogenomic testing and CDS to broad patient populations • Impressive data on medications with associated pharmacogenomic guidelines from private practices in Germany alone: o Total net cost of 3,75 billion € per year o 123 million prescriptions per year • We are currently conducting a study with detailed prescription data from hundreds of millions of patients (IMEDS datasets, mostly from United States)
  • 17. Vision • Creating a barrier-free system for putting personalized medicine into the pockets of patients • Making pharmacotherapy safer, more effective and less costly through pre-emptive genotyping • Cooperation of stakeholders o Clinical institutions and medical professionals o Health insurance providers o Pharmaceutical companies o Genetic testing providers o Health IT companies o Patient organisations • Enable bringing stratified/personalized therapeutics to market
  • 18. Vision • Towards a new synthesis: Personalized, computer-assisted pharmacotherapy  Pharmacogenomics for pharmacokinetics and -dynamics  Polypharmacy and clinical parameters (e.g., organ dysfunction)  Personalisation based on sex / gender  Age (pediatric and geriatric patients)  Genetic risk markers for rare, severe adverse effects  Somatic mutations in cancer therapy
  • 19. Wrapping up: How does all that relate to you?
  • 20. Join us on http://safety-code.org/
  • 21. Wrapping up: How does all that relate to you? • We are interested in evaluating the system and decision support functionality in various medical settings (as well as pharmacies)  opportunity for research papers! • We are looking for commercial partners to integrate MSC technology into their products  opportunity for novel products for medication safety! • European Research projects (e.g., PHC-24)
  • 22. Thanks! Local team (Medical University of Vienna) Dr. Matthias Samwald (team lead, biomedical informatics & pharmacology) Dr. Jose Antonio Miñarro-Gimenez (researcher and developer, computer science) Kathrin Blagec (medical student) Prof. Dr. Klaus-Peter Adlassnig (biomedical informatics) International participants & supporters Robert R. Freimuth (Mayo Clinic) Richard Boyce (University of Pittsburgh) Michel Dumontier (Stanford University) Simon Lin (Marshfield Clinic) Web http://safety-code.org/ Funding Austrian Science Fund (FWF): [PP 25608-N15]