SlideShare a Scribd company logo
1 of 62
Network biology
Lars Juhl Jensen
three parts
protein networks
localization and diseases
disease networks
protein networks
Szklarczyk, Franceschini et al., Nucleic Acids Research, 2011
computational predictions
Korbel et al., Nature Biotechnology, 2004
experimental data
Jensen & Bork, Science, 2008
curated knowledge
Letunic & Bork, Trends in Biochemical Sciences, 2008
text mining
many databases
different formats
different identifiers
variable quality
not comparable
hard work
quality scores
von Mering et al., Nucleic Acids Research, 2005
calibrate vs. gold standard
von Mering et al., Nucleic Acids Research, 2005
localization and disease
general approach
suite of web resources
curated knowledge
experimental data
text mining
computational predictions
quality scores
proteins
compartments
compartments.jensenlab.org
tissues
tissues.jensenlab.org
diseases
disease networks
electronic health records
Jensen et al., Nature Reviews Genetics, 2012
structured data
Jensen et al., Nature Reviews Genetics, 2012
unstructured data
comorbidity
Jensen et al., Nature Reviews Genetics, 2012
Roque et al., PLoS Computational Biology, 2011
in Danish
multiple testing
confounding factors
age and gender
reporting bias
temporal correlation
diagnosis trajectories
Jensen et al., in preparation, 2013
molecular basis
protein networks
Acknowledgments
STRING
Christian von Mering
Damian Szklarczyk
Michael Kuhn
Manuel Stark
Samuel Chaffron
Chris Creevey
Jean Muller
Tobias Doerks
Philippe Julien
Alexander Roth
Milan Simonovic
Jan Korbel
Berend Snel
Martijn Huynen
Peer Bork
Text mining
Sune Frankild
Evangelos Pafilis
Alberto Santos
Kalliopi Tsafou
Janos Binder
Heiko Horn
Michael Kuhn
Nigel Brown
Reinhardt Schneider
Sean O’Donoghue
EHR mining
Anders Boeck Jensen
Peter Bjødstrup Jensen
Francisco S. Roque
Henriette Schmock
Marlene Dalgaard
Massimo Andreatta
Thomas Hansen
Karen Søeby
Søren Bredkjær
Anders Juul
Tudor Oprea
Pope Moseley
Thomas Werge
Søren Brunak
Network biology

More Related Content

What's hot

Network biology: Large-scale data integration and text mining
Network biology: Large-scale data integration and text miningNetwork biology: Large-scale data integration and text mining
Network biology: Large-scale data integration and text mining
Lars Juhl Jensen
 
Medical bioinformatics: Current trends, industry needs, and core competencies
Medical bioinformatics: Current trends, industry needs, and core competenciesMedical bioinformatics: Current trends, industry needs, and core competencies
Medical bioinformatics: Current trends, industry needs, and core competencies
Lars Juhl Jensen
 
Large-scale data and text mining
Large-scale data and text miningLarge-scale data and text mining
Large-scale data and text mining
Lars Juhl Jensen
 
Turning big data and text collections into web resrouces
Turning big data and text collections into web resroucesTurning big data and text collections into web resrouces
Turning big data and text collections into web resrouces
Lars Juhl Jensen
 
Network biology: Large-scale biomedical data and text mining
Network biology: Large-scale biomedical data and text miningNetwork biology: Large-scale biomedical data and text mining
Network biology: Large-scale biomedical data and text mining
Lars Juhl Jensen
 

What's hot (20)

STRING - Protein networks from data and text mining
STRING - Protein networks from data and text miningSTRING - Protein networks from data and text mining
STRING - Protein networks from data and text mining
 
Network biology: Large-scale data integration and text mining
Network biology: Large-scale data integration and text miningNetwork biology: Large-scale data integration and text mining
Network biology: Large-scale data integration and text mining
 
Large-scale integration of data and text
Large-scale integration of data and textLarge-scale integration of data and text
Large-scale integration of data and text
 
STRING: Protein networks from data and text mining
STRING: Protein networks from data and text miningSTRING: Protein networks from data and text mining
STRING: Protein networks from data and text mining
 
Cellular network biology: Proteome-wide analysis of heterogeneous data
Cellular network biology: Proteome-wide analysis of heterogeneous dataCellular network biology: Proteome-wide analysis of heterogeneous data
Cellular network biology: Proteome-wide analysis of heterogeneous data
 
Introduction to STRING
Introduction to STRINGIntroduction to STRING
Introduction to STRING
 
Network Biology: Large-scale integration of data and text
Network Biology: Large-scale integration of data and textNetwork Biology: Large-scale integration of data and text
Network Biology: Large-scale integration of data and text
 
Medical bioinformatics: Current trends, industry needs, and core competencies
Medical bioinformatics: Current trends, industry needs, and core competenciesMedical bioinformatics: Current trends, industry needs, and core competencies
Medical bioinformatics: Current trends, industry needs, and core competencies
 
Gene association networks - Large-scale integration of data and text
Gene association networks - Large-scale integration of data and textGene association networks - Large-scale integration of data and text
Gene association networks - Large-scale integration of data and text
 
Large-scale data and text mining
Large-scale data and text miningLarge-scale data and text mining
Large-scale data and text mining
 
Medical data and text mining - Linking diseases, drugs, and adverse reactions
Medical data and text mining - Linking diseases, drugs, and adverse reactionsMedical data and text mining - Linking diseases, drugs, and adverse reactions
Medical data and text mining - Linking diseases, drugs, and adverse reactions
 
Disease systems biology
Disease systems biologyDisease systems biology
Disease systems biology
 
Disease Systems Biology
Disease Systems BiologyDisease Systems Biology
Disease Systems Biology
 
In silico and Text-Based Analysis of Cellular Networks
In silico and Text-Based Analysis of Cellular NetworksIn silico and Text-Based Analysis of Cellular Networks
In silico and Text-Based Analysis of Cellular Networks
 
Gene association networks: Large-scale integration of data and text
Gene association networks: Large-scale integration of data and textGene association networks: Large-scale integration of data and text
Gene association networks: Large-scale integration of data and text
 
Gene association networks: Large-scale integration of data and text
Gene association networks: Large-scale integration of data and textGene association networks: Large-scale integration of data and text
Gene association networks: Large-scale integration of data and text
 
Gene association networks - Large-scale integration of data and text
Gene association networks - Large-scale integration of data and textGene association networks - Large-scale integration of data and text
Gene association networks - Large-scale integration of data and text
 
Turning big data and text collections into web resrouces
Turning big data and text collections into web resroucesTurning big data and text collections into web resrouces
Turning big data and text collections into web resrouces
 
The Genomics Revolution: The Good, The Bad, The Ugly
The Genomics Revolution: The Good, The Bad, The UglyThe Genomics Revolution: The Good, The Bad, The Ugly
The Genomics Revolution: The Good, The Bad, The Ugly
 
Network biology: Large-scale biomedical data and text mining
Network biology: Large-scale biomedical data and text miningNetwork biology: Large-scale biomedical data and text mining
Network biology: Large-scale biomedical data and text mining
 

Viewers also liked (10)

Large-scale integration of data and text
Large-scale integration of data and textLarge-scale integration of data and text
Large-scale integration of data and text
 
Mining literature and medical records
Mining literature and medical recordsMining literature and medical records
Mining literature and medical records
 
Network biology
Network biologyNetwork biology
Network biology
 
2016 03-16 research seminar
2016 03-16 research seminar2016 03-16 research seminar
2016 03-16 research seminar
 
Evaluating HIV Clinical Care Quality in Massachusetts Sites Supported through...
Evaluating HIV Clinical Care Quality in Massachusetts Sites Supported through...Evaluating HIV Clinical Care Quality in Massachusetts Sites Supported through...
Evaluating HIV Clinical Care Quality in Massachusetts Sites Supported through...
 
Text-mining practical
Text-mining practicalText-mining practical
Text-mining practical
 
The pragmatic text miner: From literature to electronic health records
The pragmatic text miner: From literature to electronic health recordsThe pragmatic text miner: From literature to electronic health records
The pragmatic text miner: From literature to electronic health records
 
HI201 in 2014
HI201 in 2014HI201 in 2014
HI201 in 2014
 
Network integration of data and text
Network integration of data and textNetwork integration of data and text
Network integration of data and text
 
MI227 Cousework1
MI227 Cousework1MI227 Cousework1
MI227 Cousework1
 

Similar to Network biology

Large-scale integration of data and text
Large-scale integration of data and textLarge-scale integration of data and text
Large-scale integration of data and text
Lars Juhl Jensen
 
Network biology: Large-scale data and text mining
Network biology: Large-scale data and text miningNetwork biology: Large-scale data and text mining
Network biology: Large-scale data and text mining
Lars Juhl Jensen
 
Making gene networks through data integration
Making gene networks through data integrationMaking gene networks through data integration
Making gene networks through data integration
Lars Juhl Jensen
 

Similar to Network biology (20)

Large-scale integration of data and text
Large-scale integration of data and textLarge-scale integration of data and text
Large-scale integration of data and text
 
Large-scale integration of data and text
Large-scale integration of data and textLarge-scale integration of data and text
Large-scale integration of data and text
 
Integration of heterogeneous data
Integration of heterogeneous dataIntegration of heterogeneous data
Integration of heterogeneous data
 
Large-scale integration of data and text
Large-scale integration of data and textLarge-scale integration of data and text
Large-scale integration of data and text
 
Unraveling signaling networks by data integration
Unraveling signaling networks by data integrationUnraveling signaling networks by data integration
Unraveling signaling networks by data integration
 
Data integration and functional association networks
Data integration and functional association networksData integration and functional association networks
Data integration and functional association networks
 
Unraveling cellular phosphorylation networks using computational biology
Unraveling cellular phosphorylation networks using computational biologyUnraveling cellular phosphorylation networks using computational biology
Unraveling cellular phosphorylation networks using computational biology
 
Unraveling signal transduction networks through data integration
Unraveling signal transduction networks through data integrationUnraveling signal transduction networks through data integration
Unraveling signal transduction networks through data integration
 
Network biology: Large-scale data and text mining
Network biology: Large-scale data and text miningNetwork biology: Large-scale data and text mining
Network biology: Large-scale data and text mining
 
Cellular Network Biology
Cellular Network BiologyCellular Network Biology
Cellular Network Biology
 
Making gene networks through data integration
Making gene networks through data integrationMaking gene networks through data integration
Making gene networks through data integration
 
Integration of diverse large-scale datasets
Integration of diverse large-scale datasetsIntegration of diverse large-scale datasets
Integration of diverse large-scale datasets
 
Data Integration and Systems Biology
Data Integration and Systems BiologyData Integration and Systems Biology
Data Integration and Systems Biology
 
The STRING database and related tools
The STRING database and related toolsThe STRING database and related tools
The STRING database and related tools
 
Network biology: Large-scale data and text mining
Network biology: Large-scale data and text miningNetwork biology: Large-scale data and text mining
Network biology: Large-scale data and text mining
 
STRING - Large-scale integration of data and text
STRING - Large-scale integration of data and textSTRING - Large-scale integration of data and text
STRING - Large-scale integration of data and text
 
Unraveling signaling networks by large-scale data integration
Unraveling signaling networks by large-scale data integrationUnraveling signaling networks by large-scale data integration
Unraveling signaling networks by large-scale data integration
 
Gene association networks - Large-scale integration of data and text
Gene association networks - Large-scale integration of data and textGene association networks - Large-scale integration of data and text
Gene association networks - Large-scale integration of data and text
 
STRING - Modeling of biological systems through cross-species data integ...
STRING - Modeling of biological systems through cross-species data integ...STRING - Modeling of biological systems through cross-species data integ...
STRING - Modeling of biological systems through cross-species data integ...
 
Integration of heterogeneous data
Integration of heterogeneous dataIntegration of heterogeneous data
Integration of heterogeneous data
 

More from Lars Juhl Jensen

More from Lars Juhl Jensen (20)

One tagger, many uses: Illustrating the power of dictionary-based named entit...
One tagger, many uses: Illustrating the power of dictionary-based named entit...One tagger, many uses: Illustrating the power of dictionary-based named entit...
One tagger, many uses: Illustrating the power of dictionary-based named entit...
 
One tagger, many uses: Simple text-mining strategies for biomedicine
One tagger, many uses: Simple text-mining strategies for biomedicineOne tagger, many uses: Simple text-mining strategies for biomedicine
One tagger, many uses: Simple text-mining strategies for biomedicine
 
Extract 2.0: Text-mining-assisted interactive annotation
Extract 2.0: Text-mining-assisted interactive annotationExtract 2.0: Text-mining-assisted interactive annotation
Extract 2.0: Text-mining-assisted interactive annotation
 
Network visualization: A crash course on using Cytoscape
Network visualization: A crash course on using CytoscapeNetwork visualization: A crash course on using Cytoscape
Network visualization: A crash course on using Cytoscape
 
STRING & STITCH : Network integration of heterogeneous data
STRING & STITCH: Network integration of heterogeneous dataSTRING & STITCH: Network integration of heterogeneous data
STRING & STITCH : Network integration of heterogeneous data
 
Biomedical text mining: Automatic processing of unstructured text
Biomedical text mining: Automatic processing of unstructured textBiomedical text mining: Automatic processing of unstructured text
Biomedical text mining: Automatic processing of unstructured text
 
Medical network analysis: Linking diseases and genes through data and text mi...
Medical network analysis: Linking diseases and genes through data and text mi...Medical network analysis: Linking diseases and genes through data and text mi...
Medical network analysis: Linking diseases and genes through data and text mi...
 
Network Biology: A crash course on STRING and Cytoscape
Network Biology: A crash course on STRING and CytoscapeNetwork Biology: A crash course on STRING and Cytoscape
Network Biology: A crash course on STRING and Cytoscape
 
Cellular networks
Cellular networksCellular networks
Cellular networks
 
Cellular Network Biology: Large-scale integration of data and text
Cellular Network Biology: Large-scale integration of data and textCellular Network Biology: Large-scale integration of data and text
Cellular Network Biology: Large-scale integration of data and text
 
Statistics on big biomedical data: Methods and pitfalls when analyzing high-t...
Statistics on big biomedical data: Methods and pitfalls when analyzing high-t...Statistics on big biomedical data: Methods and pitfalls when analyzing high-t...
Statistics on big biomedical data: Methods and pitfalls when analyzing high-t...
 
STRING & related databases: Large-scale integration of heterogeneous data
STRING & related databases: Large-scale integration of heterogeneous dataSTRING & related databases: Large-scale integration of heterogeneous data
STRING & related databases: Large-scale integration of heterogeneous data
 
Tagger: Rapid dictionary-based named entity recognition
Tagger: Rapid dictionary-based named entity recognitionTagger: Rapid dictionary-based named entity recognition
Tagger: Rapid dictionary-based named entity recognition
 
Medical text mining: Linking diseases, drugs, and adverse reactions
Medical text mining: Linking diseases, drugs, and adverse reactionsMedical text mining: Linking diseases, drugs, and adverse reactions
Medical text mining: Linking diseases, drugs, and adverse reactions
 
Network biology: Large-scale integration of data and text
Network biology: Large-scale integration of data and textNetwork biology: Large-scale integration of data and text
Network biology: Large-scale integration of data and text
 
Medical data and text mining: Linking diseases, drugs, and adverse reactions
Medical data and text mining: Linking diseases, drugs, and adverse reactionsMedical data and text mining: Linking diseases, drugs, and adverse reactions
Medical data and text mining: Linking diseases, drugs, and adverse reactions
 
Network biology: Large-scale integration of data and text
Network biology: Large-scale integration of data and textNetwork biology: Large-scale integration of data and text
Network biology: Large-scale integration of data and text
 
Biomarker bioinformatics: Network-based candidate prioritization
Biomarker bioinformatics: Network-based candidate prioritizationBiomarker bioinformatics: Network-based candidate prioritization
Biomarker bioinformatics: Network-based candidate prioritization
 
The Art of Counting: Scoring and ranking co-occurrences in literature
The Art of Counting: Scoring and ranking co-occurrences in literatureThe Art of Counting: Scoring and ranking co-occurrences in literature
The Art of Counting: Scoring and ranking co-occurrences in literature
 
Text-mining-based retrieval of protein networks
Text-mining-based retrieval of protein networksText-mining-based retrieval of protein networks
Text-mining-based retrieval of protein networks
 

Recently uploaded

+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
?#DUbAI#??##{{(☎️+971_581248768%)**%*]'#abortion pills for sale in dubai@
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
 

Recently uploaded (20)

2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 

Network biology