SlideShare ist ein Scribd-Unternehmen logo
1 von 25
Trouble with nomenclatures in personalized medicine
Asst.-Prof. Mag. Dr. Matthias Samwald
CeMSIIS, Medical University of Vienna
SUMMER SCHOOL: GENOMIC MEDICINE – Bridging research and the clinic, May 6 2016,
Portoroz, Slovenia
One man's *1 is another man's *13?
Funded by Austrian Science Fund (FWF): [P 25608-N15]
This project has received funding from the European Union’s Horizon
2020 research and Innovation programme under grant agreement
No 668353 (KB and MS).
What‘s the problem?
We simulated the accuracy of various targeted, low-
cost assays suitable for pre-emptive testing compared
to next-gen sequencing
Venn diagram displaying the numbers and overlaps of polymorphisms covered by constrained
views derived from four pharmacogenomic assays. DMET: derived from the Affymetrix
DMET™ Plus assay, VERA: Illumina VeraCode® ADME Core Panel, TAQM: TaqMan® OpenArray®
PGx Panel, FLOR: University of Florida and Stanford Custom Array.
We simulated the accuracy of various targeted, low-
cost assays suitable for pre-emptive testing compared
to next-gen sequencing
We simulated the accuracy of various targeted, low-
cost assays suitable for pre-emptive testing compared
to next-gen sequencing
We simulated the accuracy of various targeted, low-
cost assays suitable for pre-emptive testing compared
to next-gen sequencing
Fraction of tested genes resulting in aberrations in haplotype calling with restricted assay
compared to next-gen sequencing. Based on full genome sequences of 2504 persons. Manuscript
currently under review at ‘Pharmacogenomics’.
We simulated the accuracy of various targeted, low-
cost assays suitable for pre-emptive testing compared
to next-gen sequencing
Fraction of tested genes resulting in aberrations in haplotype calling with restricted assay
compared to next-gen sequencing. Based on full genome sequences of 2504 persons. Manuscript
currently under review at ‘Pharmacogenomics’.
Where to go from here?
Allele Registry project
From the lab: experimental mnemonic nomenclature
• Idea: Experiment with human-friendly nomenclature
o No human committee
o Less cryptic alphanumeric descriptors
From the lab: experimental mnemonic nomenclature
• Synthetic pseudo-words can encode a lot of information
• CVCVCV pattern examples (C = consonant, V = vowel):
o binoru
o nivudi
o pekuvo
o jutoxu
o hacifi
o dejula
• CVCVCV tuple (Y as vowel) can denote: 20 * 6 * 20 * 6 * 20 * 6 = 1
728 000 variants
Algorithm (no human curation / committee)
• Take large dataset containing variant data of our usual (1000
Genomes, 100.000 Genomes, 1M genomes…) as reference
• Create list of genome loci and variants observed there (some
loci might have more than 2 possible variants)
• For each gene:
o For each locus:
 Sort observed variants based on their frequencies
 define most frequently observed variant as ‘wild type’;
remove these variants from the table we use for constructing
the mnemonics (they are considered to be the default)
o Sort loci based on the frequency of the most frequent non-wild-
type variant of each locus
o Assign mnemonics to each variant systematically, starting with
shorter mnemonic strings (i.e., 2-character tuple)
Algorithm (no human curation / committee)
• Take large dataset containing variant data of our usual (1000
Genomes, 100.000 Genomes, 1M genomes…) as reference
• Create list of genome loci and variants observed there (some
loci might have more than 2 possible variants)
• For each gene:
o For each locus:
 Sort observed variants based on their frequencies
 define most frequently observed variant as ‘wild type’;
remove these variants from the table we use for constructing
the mnemonics (they are considered to be the default)
o Sort loci based on the frequency of the most frequent non-wild-
type variant of each locus
o Assign mnemonics to each variant systematically, starting with
shorter mnemonic strings (i.e., 2-character tuple)
Example mnemonic code sequences
VKORC1: cy-do-du | be-do-du
CYP2D6: nai / nai-pek
CYP2D6: nai / be-wi / nai-pek (copy number variation)
TMPT: be-fu-fy | ba-bi-fi-tek
Mnemonic code + reference to variants/regions covered by assay =
automatically decompress to full sequence / genotype result
Sets auf co-occuring SNP variants could automatically be assigned
identifier of their own and combined with individual SNP variant
identifiers
Currently creating humble proof-of-concept based on 1000
Genomes data
Local team (Medical University of Vienna)
Asst.-Prof. Mag. Dr. Matthias Samwald (PI)
Dr. Kathrin Blagec
Mag. Sebastian Hofer
Hong Xu, BSc
Wolfgang Kuch
Web
http://samwald.info/
http://safety-code.org/
http://upgx.eu
Thanks!
• Reference: Matthias Samwald, Kathrin Blagec, Sebastian Hofer and Robert R. Freimuth. “Analysing
the potential for incorrect haplotype calls with different pharmacogenomic assays in different
populations: a simulation based on 1000 Genomes data.” Pharmacogenomics, September 30,
2015. doi:10.2217/pgs.15.108
• Code Availability: The curated resources and the IPython notebooks available at
https://gitlab.com/medication-safety/ms-ipython
Further info

Weitere ähnliche Inhalte

Was ist angesagt?

Integrating phylogenetic inference and metadata visualization for NGS data
Integrating phylogenetic inference and metadata visualization for NGS dataIntegrating phylogenetic inference and metadata visualization for NGS data
Integrating phylogenetic inference and metadata visualization for NGS dataJoão André Carriço
 
Addressing the growing demand for CNV and UPD detection
Addressing the growing demand for CNV and UPD detection Addressing the growing demand for CNV and UPD detection
Addressing the growing demand for CNV and UPD detection Oxford Gene Technology
 
Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...
Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...
Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...Affymetrix
 
Integrating arrays and RNA-Seq
Integrating arrays and RNA-Seq Integrating arrays and RNA-Seq
Integrating arrays and RNA-Seq Affymetrix
 
zandona14nipsA0
zandona14nipsA0zandona14nipsA0
zandona14nipsA0Pia Sen
 
The trivial case of the missing heritability
The trivial case of the missing heritabilityThe trivial case of the missing heritability
The trivial case of the missing heritabilityMax Moldovan
 
Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...
Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...
Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...Thermo Fisher Scientific
 
A novel method for building custom ampli seq panels using optimized pcr primers
A novel method for building custom ampli seq panels using optimized pcr primers A novel method for building custom ampli seq panels using optimized pcr primers
A novel method for building custom ampli seq panels using optimized pcr primers Thermo Fisher Scientific
 
Development and validation of an accurate quantitative real time polymerase c...
Development and validation of an accurate quantitative real time polymerase c...Development and validation of an accurate quantitative real time polymerase c...
Development and validation of an accurate quantitative real time polymerase c...t7260678
 
Comparison of LUMPY vs. DELLY for structural variant detection
Comparison of LUMPY vs. DELLY for structural variant detectionComparison of LUMPY vs. DELLY for structural variant detection
Comparison of LUMPY vs. DELLY for structural variant detectionRonak Shah
 
How to compare typing techniques: do’s and Don’t’s
How to compare typing techniques:do’s and Don’t’sHow to compare typing techniques:do’s and Don’t’s
How to compare typing techniques: do’s and Don’t’sJoão André Carriço
 
Neurotoxicity assay using High Content Screening technology
Neurotoxicity assay using High Content Screening technologyNeurotoxicity assay using High Content Screening technology
Neurotoxicity assay using High Content Screening technologyHCS Pharma
 
From reads to pathways for efficient disease gene finding
From reads to pathways for efficient disease gene findingFrom reads to pathways for efficient disease gene finding
From reads to pathways for efficient disease gene findingJoaquin Dopazo
 
Invicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dnaInvicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dnaINVICTA GENETICS
 
How to transform genomic big data into valuable clinical information
How to transform genomic big data into valuable clinical informationHow to transform genomic big data into valuable clinical information
How to transform genomic big data into valuable clinical informationJoaquin Dopazo
 

Was ist angesagt? (18)

Integrating phylogenetic inference and metadata visualization for NGS data
Integrating phylogenetic inference and metadata visualization for NGS dataIntegrating phylogenetic inference and metadata visualization for NGS data
Integrating phylogenetic inference and metadata visualization for NGS data
 
Addressing the growing demand for CNV and UPD detection
Addressing the growing demand for CNV and UPD detection Addressing the growing demand for CNV and UPD detection
Addressing the growing demand for CNV and UPD detection
 
Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...
Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...
Statistical methods for off-target variant genotyping on Affymetrix' Axiom Ar...
 
Integrating arrays and RNA-Seq
Integrating arrays and RNA-Seq Integrating arrays and RNA-Seq
Integrating arrays and RNA-Seq
 
zandona14nipsA0
zandona14nipsA0zandona14nipsA0
zandona14nipsA0
 
Ngs pgd
Ngs pgdNgs pgd
Ngs pgd
 
The trivial case of the missing heritability
The trivial case of the missing heritabilityThe trivial case of the missing heritability
The trivial case of the missing heritability
 
Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...
Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...
Developing Custom Next-Generation Sequencing Panels using Pre-Optimized Assay...
 
A novel method for building custom ampli seq panels using optimized pcr primers
A novel method for building custom ampli seq panels using optimized pcr primers A novel method for building custom ampli seq panels using optimized pcr primers
A novel method for building custom ampli seq panels using optimized pcr primers
 
NGS and the molecular basis of disease: a practical view
NGS and the molecular basis of disease: a practical viewNGS and the molecular basis of disease: a practical view
NGS and the molecular basis of disease: a practical view
 
Development and validation of an accurate quantitative real time polymerase c...
Development and validation of an accurate quantitative real time polymerase c...Development and validation of an accurate quantitative real time polymerase c...
Development and validation of an accurate quantitative real time polymerase c...
 
Comparison of LUMPY vs. DELLY for structural variant detection
Comparison of LUMPY vs. DELLY for structural variant detectionComparison of LUMPY vs. DELLY for structural variant detection
Comparison of LUMPY vs. DELLY for structural variant detection
 
How to compare typing techniques: do’s and Don’t’s
How to compare typing techniques:do’s and Don’t’sHow to compare typing techniques:do’s and Don’t’s
How to compare typing techniques: do’s and Don’t’s
 
Neurotoxicity assay using High Content Screening technology
Neurotoxicity assay using High Content Screening technologyNeurotoxicity assay using High Content Screening technology
Neurotoxicity assay using High Content Screening technology
 
From reads to pathways for efficient disease gene finding
From reads to pathways for efficient disease gene findingFrom reads to pathways for efficient disease gene finding
From reads to pathways for efficient disease gene finding
 
Invicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dnaInvicta eshre-poster-mitochondrial dna
Invicta eshre-poster-mitochondrial dna
 
How to transform genomic big data into valuable clinical information
How to transform genomic big data into valuable clinical informationHow to transform genomic big data into valuable clinical information
How to transform genomic big data into valuable clinical information
 
Qpcr
QpcrQpcr
Qpcr
 

Ähnlich wie One man's *1 is another man's *13? Trouble with nomenclatures in personalized medicine

NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...VHIR Vall d’Hebron Institut de Recerca
 
Lecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generationLecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generationMohamedHasan816582
 
ASHG 2015 - Redundant Annotations in Tertiary Analysis
ASHG 2015 - Redundant Annotations in Tertiary AnalysisASHG 2015 - Redundant Annotations in Tertiary Analysis
ASHG 2015 - Redundant Annotations in Tertiary AnalysisJames Warren
 
VS-CNV Annotations from the User's Perspective
VS-CNV Annotations from the User's PerspectiveVS-CNV Annotations from the User's Perspective
VS-CNV Annotations from the User's PerspectiveGolden Helix
 
Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...
Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...
Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...Ilya Klabukov
 
Paper presentation @DILS'07
Paper presentation @DILS'07Paper presentation @DILS'07
Paper presentation @DILS'07Paolo Missier
 
Axiom® Genome-Wide LAT 1 Array World Array 4
Axiom®  Genome-Wide LAT 1 Array World Array 4Axiom®  Genome-Wide LAT 1 Array World Array 4
Axiom® Genome-Wide LAT 1 Array World Array 4Affymetrix
 
Genomica - Microarreglos de DNA
Genomica - Microarreglos de DNAGenomica - Microarreglos de DNA
Genomica - Microarreglos de DNAUlises Urzua
 
GMI proficiency testing- Progress report 2016
GMI proficiency testing- Progress report 2016GMI proficiency testing- Progress report 2016
GMI proficiency testing- Progress report 2016ExternalEvents
 
Bioinformatics and NGS for advancing in hearing loss research
Bioinformatics and NGS for advancing in hearing loss researchBioinformatics and NGS for advancing in hearing loss research
Bioinformatics and NGS for advancing in hearing loss researchJoaquin Dopazo
 
SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...
SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...
SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...Affymetrix
 
Rapid generation of E.coli O104:H4 PCR diagnostics
Rapid generation of E.coli O104:H4 PCR diagnosticsRapid generation of E.coli O104:H4 PCR diagnostics
Rapid generation of E.coli O104:H4 PCR diagnosticsLeighton Pritchard
 
Genomic Epidemiology: How High Throughput Sequencing changed our view on bac...
Genomic Epidemiology:  How High Throughput Sequencing changed our view on bac...Genomic Epidemiology:  How High Throughput Sequencing changed our view on bac...
Genomic Epidemiology: How High Throughput Sequencing changed our view on bac...João André Carriço
 
Annotation capabilities
Annotation capabilitiesAnnotation capabilities
Annotation capabilitiesGolden Helix
 
Variant (SNP) calling - an introduction (with a worked example, using FreeBay...
Variant (SNP) calling - an introduction (with a worked example, using FreeBay...Variant (SNP) calling - an introduction (with a worked example, using FreeBay...
Variant (SNP) calling - an introduction (with a worked example, using FreeBay...Manikhandan Mudaliar
 
Axiom® Biobank Genotyping Arrays
Axiom® Biobank Genotyping ArraysAxiom® Biobank Genotyping Arrays
Axiom® Biobank Genotyping ArraysAffymetrix
 
Expanding Your Research Capabilities Using Targeted NGS
Expanding Your Research Capabilities Using Targeted NGSExpanding Your Research Capabilities Using Targeted NGS
Expanding Your Research Capabilities Using Targeted NGSIntegrated DNA Technologies
 

Ähnlich wie One man's *1 is another man's *13? Trouble with nomenclatures in personalized medicine (20)

NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
 
Lecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generationLecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generation
 
ASHG 2015 - Redundant Annotations in Tertiary Analysis
ASHG 2015 - Redundant Annotations in Tertiary AnalysisASHG 2015 - Redundant Annotations in Tertiary Analysis
ASHG 2015 - Redundant Annotations in Tertiary Analysis
 
Mason abrf single_cell_2017
Mason abrf single_cell_2017Mason abrf single_cell_2017
Mason abrf single_cell_2017
 
Human Cell Line Authentication. Why is it so important?
Human Cell Line Authentication. Why is it so important?Human Cell Line Authentication. Why is it so important?
Human Cell Line Authentication. Why is it so important?
 
VS-CNV Annotations from the User's Perspective
VS-CNV Annotations from the User's PerspectiveVS-CNV Annotations from the User's Perspective
VS-CNV Annotations from the User's Perspective
 
Rnaseq forgenefinding
Rnaseq forgenefindingRnaseq forgenefinding
Rnaseq forgenefinding
 
Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...
Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...
Next Generation Diagnostics: Potential Clinical Applications of Illumina’sTec...
 
Paper presentation @DILS'07
Paper presentation @DILS'07Paper presentation @DILS'07
Paper presentation @DILS'07
 
Axiom® Genome-Wide LAT 1 Array World Array 4
Axiom®  Genome-Wide LAT 1 Array World Array 4Axiom®  Genome-Wide LAT 1 Array World Array 4
Axiom® Genome-Wide LAT 1 Array World Array 4
 
Genomica - Microarreglos de DNA
Genomica - Microarreglos de DNAGenomica - Microarreglos de DNA
Genomica - Microarreglos de DNA
 
GMI proficiency testing- Progress report 2016
GMI proficiency testing- Progress report 2016GMI proficiency testing- Progress report 2016
GMI proficiency testing- Progress report 2016
 
Bioinformatics and NGS for advancing in hearing loss research
Bioinformatics and NGS for advancing in hearing loss researchBioinformatics and NGS for advancing in hearing loss research
Bioinformatics and NGS for advancing in hearing loss research
 
SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...
SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...
SNP genotyping using the Affymetrix® Axiom® Genome-Wide Pan-African (PanAFR) ...
 
Rapid generation of E.coli O104:H4 PCR diagnostics
Rapid generation of E.coli O104:H4 PCR diagnosticsRapid generation of E.coli O104:H4 PCR diagnostics
Rapid generation of E.coli O104:H4 PCR diagnostics
 
Genomic Epidemiology: How High Throughput Sequencing changed our view on bac...
Genomic Epidemiology:  How High Throughput Sequencing changed our view on bac...Genomic Epidemiology:  How High Throughput Sequencing changed our view on bac...
Genomic Epidemiology: How High Throughput Sequencing changed our view on bac...
 
Annotation capabilities
Annotation capabilitiesAnnotation capabilities
Annotation capabilities
 
Variant (SNP) calling - an introduction (with a worked example, using FreeBay...
Variant (SNP) calling - an introduction (with a worked example, using FreeBay...Variant (SNP) calling - an introduction (with a worked example, using FreeBay...
Variant (SNP) calling - an introduction (with a worked example, using FreeBay...
 
Axiom® Biobank Genotyping Arrays
Axiom® Biobank Genotyping ArraysAxiom® Biobank Genotyping Arrays
Axiom® Biobank Genotyping Arrays
 
Expanding Your Research Capabilities Using Targeted NGS
Expanding Your Research Capabilities Using Targeted NGSExpanding Your Research Capabilities Using Targeted NGS
Expanding Your Research Capabilities Using Targeted NGS
 

Mehr von Matthias Samwald

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
 
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
 
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
 
The Medication Safety Code initiative: Towards a global IT system for persona...
The Medication Safety Code initiative: Towards a global IT system for persona...The Medication Safety Code initiative: Towards a global IT system for persona...
The Medication Safety Code initiative: Towards a global IT system for persona...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
 
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 (10)

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
 
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
 
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...
 
The Medication Safety Code initiative: Towards a global IT system for persona...
The Medication Safety Code initiative: Towards a global IT system for persona...The Medication Safety Code initiative: Towards a global IT system for persona...
The Medication Safety Code initiative: Towards a global IT system for persona...
 
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
 
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...
 

Kürzlich hochgeladen

[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 

Kürzlich hochgeladen (20)

[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 

One man's *1 is another man's *13? Trouble with nomenclatures in personalized medicine

  • 1. Trouble with nomenclatures in personalized medicine Asst.-Prof. Mag. Dr. Matthias Samwald CeMSIIS, Medical University of Vienna SUMMER SCHOOL: GENOMIC MEDICINE – Bridging research and the clinic, May 6 2016, Portoroz, Slovenia One man's *1 is another man's *13? Funded by Austrian Science Fund (FWF): [P 25608-N15] This project has received funding from the European Union’s Horizon 2020 research and Innovation programme under grant agreement No 668353 (KB and MS).
  • 3.
  • 4.
  • 5.
  • 6.
  • 7. We simulated the accuracy of various targeted, low- cost assays suitable for pre-emptive testing compared to next-gen sequencing Venn diagram displaying the numbers and overlaps of polymorphisms covered by constrained views derived from four pharmacogenomic assays. DMET: derived from the Affymetrix DMET™ Plus assay, VERA: Illumina VeraCode® ADME Core Panel, TAQM: TaqMan® OpenArray® PGx Panel, FLOR: University of Florida and Stanford Custom Array.
  • 8. We simulated the accuracy of various targeted, low- cost assays suitable for pre-emptive testing compared to next-gen sequencing
  • 9. We simulated the accuracy of various targeted, low- cost assays suitable for pre-emptive testing compared to next-gen sequencing
  • 10.
  • 11. We simulated the accuracy of various targeted, low- cost assays suitable for pre-emptive testing compared to next-gen sequencing Fraction of tested genes resulting in aberrations in haplotype calling with restricted assay compared to next-gen sequencing. Based on full genome sequences of 2504 persons. Manuscript currently under review at ‘Pharmacogenomics’.
  • 12. We simulated the accuracy of various targeted, low- cost assays suitable for pre-emptive testing compared to next-gen sequencing Fraction of tested genes resulting in aberrations in haplotype calling with restricted assay compared to next-gen sequencing. Based on full genome sequences of 2504 persons. Manuscript currently under review at ‘Pharmacogenomics’.
  • 13. Where to go from here?
  • 14.
  • 15.
  • 16.
  • 18. From the lab: experimental mnemonic nomenclature • Idea: Experiment with human-friendly nomenclature o No human committee o Less cryptic alphanumeric descriptors
  • 19. From the lab: experimental mnemonic nomenclature • Synthetic pseudo-words can encode a lot of information • CVCVCV pattern examples (C = consonant, V = vowel): o binoru o nivudi o pekuvo o jutoxu o hacifi o dejula • CVCVCV tuple (Y as vowel) can denote: 20 * 6 * 20 * 6 * 20 * 6 = 1 728 000 variants
  • 20. Algorithm (no human curation / committee) • Take large dataset containing variant data of our usual (1000 Genomes, 100.000 Genomes, 1M genomes…) as reference • Create list of genome loci and variants observed there (some loci might have more than 2 possible variants) • For each gene: o For each locus:  Sort observed variants based on their frequencies  define most frequently observed variant as ‘wild type’; remove these variants from the table we use for constructing the mnemonics (they are considered to be the default) o Sort loci based on the frequency of the most frequent non-wild- type variant of each locus o Assign mnemonics to each variant systematically, starting with shorter mnemonic strings (i.e., 2-character tuple)
  • 21. Algorithm (no human curation / committee) • Take large dataset containing variant data of our usual (1000 Genomes, 100.000 Genomes, 1M genomes…) as reference • Create list of genome loci and variants observed there (some loci might have more than 2 possible variants) • For each gene: o For each locus:  Sort observed variants based on their frequencies  define most frequently observed variant as ‘wild type’; remove these variants from the table we use for constructing the mnemonics (they are considered to be the default) o Sort loci based on the frequency of the most frequent non-wild- type variant of each locus o Assign mnemonics to each variant systematically, starting with shorter mnemonic strings (i.e., 2-character tuple)
  • 22.
  • 23. Example mnemonic code sequences VKORC1: cy-do-du | be-do-du CYP2D6: nai / nai-pek CYP2D6: nai / be-wi / nai-pek (copy number variation) TMPT: be-fu-fy | ba-bi-fi-tek Mnemonic code + reference to variants/regions covered by assay = automatically decompress to full sequence / genotype result Sets auf co-occuring SNP variants could automatically be assigned identifier of their own and combined with individual SNP variant identifiers Currently creating humble proof-of-concept based on 1000 Genomes data
  • 24. Local team (Medical University of Vienna) Asst.-Prof. Mag. Dr. Matthias Samwald (PI) Dr. Kathrin Blagec Mag. Sebastian Hofer Hong Xu, BSc Wolfgang Kuch Web http://samwald.info/ http://safety-code.org/ http://upgx.eu Thanks!
  • 25. • Reference: Matthias Samwald, Kathrin Blagec, Sebastian Hofer and Robert R. Freimuth. “Analysing the potential for incorrect haplotype calls with different pharmacogenomic assays in different populations: a simulation based on 1000 Genomes data.” Pharmacogenomics, September 30, 2015. doi:10.2217/pgs.15.108 • Code Availability: The curated resources and the IPython notebooks available at https://gitlab.com/medication-safety/ms-ipython Further info