SlideShare a Scribd company logo
Protein association
networks with STRING
Lars Juhl Jensen
interaction networks
association networks
guilt by association
protein networks
STRING
9.6 million proteins
common foundation
Exercise 1
Go to http://string-db.org/
Query for human insulin receptor
(INSR) using the search by name
functionality
Make sure you are in evidence view
(check the buttons below the
network)
Why are there multiple lines
curated knowledge
(what we know)
protein complexes
3D structures
pathways
metabolic pathways
Letunic & Bork, Trends in Biochemical Sciences, 2008
signaling pathways
very incomplete
experimental data
(what we measured)
physical interactions
Jensen & Bork, Science, 2008
genetic interactions
Beyer et al., Nature Reviews Genetics, 2007
gene coexpression
microarrays
RNAseq
Exercise 2
(Continue from where exercise 1
ended)
Which types of evidence support the
interaction between INSR and IRS1?
Click on the interaction to view the
popup, which has buttons linking to
full details
Which types of experimental assays
predictions
(what we infer)
genomic context
evolution
gene fusion
Korbel et al., Nature Biotechnology, 2004
gene neighborhood
Korbel et al., Nature Biotechnology, 2004
phylogenetic profiles
Korbel et al., Nature Biotechnology, 2004
a real example
Cell
Cellulosomes
Cellulose
complications
many databases
different formats
different identifiers
variable quality
not comparable
not same species
hard work
parsers
mapping files
quality scores
affinity purification
von Mering et al., Nucleic Acids Research, 2005
phylogenetic profiles
score calibration
gold standard
von Mering et al., Nucleic Acids Research, 2005
implicit weighting by quality
common scale
homology-based transfer
orthologous groups
Franceschini et al., Nucleic Acids Research, 2013
missing most of the data
Exercise 3
(Continue from where exercise 2
ended)
Change the network to the
confidence view
Change the confidence cutoff to 0.9;
any changes in proteins or
interactions shown?
Turn off all but experiments; what
text mining
>10 km
too much to read
exponential growth
~40 seconds per paper
named entity recognition
comprehensive lexicon
cyclin dependent kinase 1
CDC2
orthographic variation
prefixes and suffixes
CDC2
hCdc2
“black list”
SDS
information extraction
co-mentioning
counting
within documents
within paragraphs
within sentences
scoring scheme
score calibration
NLP
Natural Language Processing
part-of-speech tagging
what you learned in school
pronoun pronoun verb preposition noun
semantic tagging
grammatical analysis
Gene and protein names
Cue words for entity
recognition
Verbs for relation extraction
[nxexpr The expression of
[nxgene the cytochrome
genes
[nxpg CYC1 and CYC7]]]
is controlled by
[nxpg HAP1]
Saric et al., Proceedings of ACL, 2004
type and direction
complex sentences
anaphoric references
it
related resources
association networks
heterogeneous data
common identifiers
quality scores
protein networks
Szklarczyk et al., Nucleic Acids Research, 2015string-db.org
STITCH
chemical networks
Kuhn et al., Nucleic Acids Research, 2014stitch-db.org
COMPARTMENTS
subcellular localization
Binder et al., Database, 2014compartments.jensenlab.org
TISSUES
tissue expression
tissues.jensenlab.org Santos et al., PeerJ, 2015
DISEASES
disease associations
diseases.jensenlab.org Frankild et al., Methods, 2015
Exercise 4
Open http://tissues.jensenlab.org
Look up tissue associations for insulin
(INS)
Open http://diseases.jensenlab.org
Search for insulin receptor (INSR)
What is the strongest associated
disease?

More Related Content

What's hot

Introduction to STRING
Introduction to STRINGIntroduction to STRING
Introduction to STRING
Lars Juhl Jensen
 
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
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
STRING: protein association networks
STRING: protein association networksSTRING: protein association networks
STRING: protein association networks
Lars Juhl Jensen
 
STRING: Protein association networks
STRING: Protein association networksSTRING: Protein association networks
STRING: Protein association networks
Lars Juhl Jensen
 
Cross-species data integration
Cross-species data integrationCross-species data integration
Cross-species data integration
Lars Juhl Jensen
 
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...
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
Systems biology: Bioinformatics on complete biological system
Systems biology: Bioinformatics on complete biological systemSystems biology: Bioinformatics on complete biological system
Systems biology: Bioinformatics on complete biological systemLars Juhl Jensen
 
Making gene networks through data integration
Making gene networks through data integrationMaking gene networks through data integration
Making gene networks through data integrationLars Juhl Jensen
 
Biomarker bioinformatics: Network-based candidate prioritization
Biomarker bioinformatics: Network-based candidate prioritizationBiomarker bioinformatics: Network-based candidate prioritization
Biomarker bioinformatics: Network-based candidate prioritization
Lars Juhl Jensen
 
Systems biology: Bioinformatics on complete biological systems
Systems biology: Bioinformatics on complete biological systemsSystems biology: Bioinformatics on complete biological systems
Systems biology: Bioinformatics on complete biological systems
Lars Juhl Jensen
 
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
 
Systems biology - Understanding biology at the systems level
Systems biology - Understanding biology at the systems levelSystems biology - Understanding biology at the systems level
Systems biology - Understanding biology at the systems levelLars Juhl Jensen
 

What's hot (20)

Introduction to STRING
Introduction to STRINGIntroduction to STRING
Introduction to STRING
 
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
 
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 & 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
 
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
 
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
 
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
 
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
 
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: protein association networks
STRING: protein association networksSTRING: protein association networks
STRING: protein association networks
 
STRING: Protein association networks
STRING: Protein association networksSTRING: Protein association networks
STRING: Protein association networks
 
Cross-species data integration
Cross-species data integrationCross-species data integration
Cross-species data integration
 
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...
 
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
 
Systems biology: Bioinformatics on complete biological system
Systems biology: Bioinformatics on complete biological systemSystems biology: Bioinformatics on complete biological system
Systems biology: Bioinformatics on complete biological system
 
Making gene networks through data integration
Making gene networks through data integrationMaking gene networks through data integration
Making gene networks through data integration
 
Biomarker bioinformatics: Network-based candidate prioritization
Biomarker bioinformatics: Network-based candidate prioritizationBiomarker bioinformatics: Network-based candidate prioritization
Biomarker bioinformatics: Network-based candidate prioritization
 
Systems biology: Bioinformatics on complete biological systems
Systems biology: Bioinformatics on complete biological systemsSystems biology: Bioinformatics on complete biological systems
Systems biology: Bioinformatics on complete biological systems
 
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
 
Systems biology - Understanding biology at the systems level
Systems biology - Understanding biology at the systems levelSystems biology - Understanding biology at the systems level
Systems biology - Understanding biology at the systems level
 

Viewers also liked

One tagger, many uses - Illustrating the power of ontologies in named entity ...
One tagger, many uses - Illustrating the power of ontologies in named entity ...One tagger, many uses - Illustrating the power of ontologies in named entity ...
One tagger, many uses - Illustrating the power of ontologies in named entity ...
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
Text-mining practical
Text-mining practicalText-mining practical
Text-mining practical
Lars Juhl Jensen
 
Medical informatics - Linking diseases, drugs, and adverse reactions
Medical informatics - Linking diseases, drugs, and adverse reactionsMedical informatics - Linking diseases, drugs, and adverse reactions
Medical informatics - Linking diseases, drugs, and adverse reactions
Lars Juhl Jensen
 
Text mining
Text miningText mining
Text mining
Lars Juhl Jensen
 
Open data and open access - A biomedical data- and text-mining perspective
Open data and open access - A biomedical data- and text-mining perspectiveOpen data and open access - A biomedical data- and text-mining perspective
Open data and open access - A biomedical data- and text-mining perspective
Lars Juhl Jensen
 

Viewers also liked (7)

One tagger, many uses - Illustrating the power of ontologies in named entity ...
One tagger, many uses - Illustrating the power of ontologies in named entity ...One tagger, many uses - Illustrating the power of ontologies in named entity ...
One tagger, many uses - Illustrating the power of ontologies in named entity ...
 
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
 
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
 
Text-mining practical
Text-mining practicalText-mining practical
Text-mining practical
 
Medical informatics - Linking diseases, drugs, and adverse reactions
Medical informatics - Linking diseases, drugs, and adverse reactionsMedical informatics - Linking diseases, drugs, and adverse reactions
Medical informatics - Linking diseases, drugs, and adverse reactions
 
Text mining
Text miningText mining
Text mining
 
Open data and open access - A biomedical data- and text-mining perspective
Open data and open access - A biomedical data- and text-mining perspectiveOpen data and open access - A biomedical data- and text-mining perspective
Open data and open access - A biomedical data- and text-mining perspective
 

Similar to Protein association networks with STRING

Large-scale data and text mining - Linking proteins, chemicals, and side effects
Large-scale data and text mining - Linking proteins, chemicals, and side effectsLarge-scale data and text mining - Linking proteins, chemicals, and side effects
Large-scale data and text mining - Linking proteins, chemicals, and side effects
Lars Juhl Jensen
 
Text and data integration
Text and data integrationText and data integration
Text and data integration
Lars Juhl Jensen
 
Systems biology - Bioinformatics on complete biological systems
Systems biology - Bioinformatics on complete biological systemsSystems biology - Bioinformatics on complete biological systems
Systems biology - Bioinformatics on complete biological systemsLars Juhl Jensen
 
Advanced bioinformatics of proteomics datasets
Advanced bioinformaticsof proteomics datasetsAdvanced bioinformaticsof proteomics datasets
Advanced bioinformatics of proteomics datasets
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 miningLars Juhl Jensen
 
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 textLars Juhl Jensen
 
University of Texas at Austin
University of Texas at AustinUniversity of Texas at Austin
University of Texas at Austinbutest
 
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 miningLars Juhl Jensen
 
Protein interaction networks
Protein interaction networksProtein interaction networks
Protein interaction networksLars Juhl Jensen
 
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
Lars Juhl Jensen
 
Exploring proteins, chemicals and their interactions with STRING and STITCH
Exploring proteins, chemicals and their interactions with STRING and STITCHExploring proteins, chemicals and their interactions with STRING and STITCH
Exploring proteins, chemicals and their interactions with STRING and STITCH
biocs
 
Networks of proteins and diseases
Networks of proteins and diseasesNetworks of proteins and diseases
Networks of proteins and diseasesLars Juhl Jensen
 
Networks of proteins and diseases
Networks of proteins and diseasesNetworks of proteins and diseases
Networks of proteins and diseasesLars Juhl Jensen
 
Prediction of protein function
Prediction of protein functionPrediction of protein function
Prediction of protein function
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
Proteomics - Analysis and integration of large-scale data sets
Proteomics - Analysis and integration of large-scale data setsProteomics - Analysis and integration of large-scale data sets
Proteomics - Analysis and integration of large-scale data sets
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 

Similar to Protein association networks with STRING (20)

Large-scale data and text mining - Linking proteins, chemicals, and side effects
Large-scale data and text mining - Linking proteins, chemicals, and side effectsLarge-scale data and text mining - Linking proteins, chemicals, and side effects
Large-scale data and text mining - Linking proteins, chemicals, and side effects
 
Text and data integration
Text and data integrationText and data integration
Text and data integration
 
Systems biology - Bioinformatics on complete biological systems
Systems biology - Bioinformatics on complete biological systemsSystems biology - Bioinformatics on complete biological systems
Systems biology - Bioinformatics on complete biological systems
 
Advanced bioinformatics of proteomics datasets
Advanced bioinformaticsof proteomics datasetsAdvanced bioinformaticsof proteomics datasets
Advanced bioinformatics of proteomics datasets
 
Large-scale data and text mining
Large-scale data and text miningLarge-scale data and text mining
Large-scale data 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
 
Protein interactions
Protein interactionsProtein interactions
Protein interactions
 
University of Texas at Austin
University of Texas at AustinUniversity of Texas at Austin
University of Texas at Austin
 
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
 
Protein interaction networks
Protein interaction networksProtein interaction networks
Protein interaction 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
 
Exploring proteins, chemicals and their interactions with STRING and STITCH
Exploring proteins, chemicals and their interactions with STRING and STITCHExploring proteins, chemicals and their interactions with STRING and STITCH
Exploring proteins, chemicals and their interactions with STRING and STITCH
 
Networks of proteins and diseases
Networks of proteins and diseasesNetworks of proteins and diseases
Networks of proteins and diseases
 
Networks of proteins and diseases
Networks of proteins and diseasesNetworks of proteins and diseases
Networks of proteins and diseases
 
Information integration
Information integrationInformation integration
Information integration
 
Prediction of protein function
Prediction of protein functionPrediction of protein function
Prediction of protein function
 
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
 
Proteomics - Analysis and integration of large-scale data sets
Proteomics - Analysis and integration of large-scale data setsProteomics - Analysis and integration of large-scale data sets
Proteomics - Analysis and integration of large-scale data sets
 
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
 

More from Lars Juhl Jensen

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...
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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...
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
Cellular networks
Cellular networksCellular networks
Cellular networks
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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...
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
Cellular Network Biology
Cellular Network BiologyCellular Network Biology
Cellular Network Biology
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
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
Lars Juhl Jensen
 
Protein association networks: Large-scale integration of data and text
Protein association networks: Large-scale integration of data and textProtein association networks: Large-scale integration of data and text
Protein association networks: Large-scale integration of data and text
Lars Juhl Jensen
 
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
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
 
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...
 
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
 
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 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
 
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
 
Cellular Network Biology
Cellular Network BiologyCellular Network Biology
Cellular Network Biology
 
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
 
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
 
Protein association networks: Large-scale integration of data and text
Protein association networks: Large-scale integration of data and textProtein association networks: Large-scale integration of data and text
Protein association networks: 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
 

Recently uploaded

(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
Scintica Instrumentation
 
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdfUnveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Erdal Coalmaker
 
The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...
Health Advances
 
Seminar of U.V. Spectroscopy by SAMIR PANDA
 Seminar of U.V. Spectroscopy by SAMIR PANDA Seminar of U.V. Spectroscopy by SAMIR PANDA
Seminar of U.V. Spectroscopy by SAMIR PANDA
SAMIR PANDA
 
Richard's entangled aventures in wonderland
Richard's entangled aventures in wonderlandRichard's entangled aventures in wonderland
Richard's entangled aventures in wonderland
Richard Gill
 
Richard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlandsRichard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlands
Richard Gill
 
Viksit bharat till 2047 India@2047.pptx
Viksit bharat till 2047  India@2047.pptxViksit bharat till 2047  India@2047.pptx
Viksit bharat till 2047 India@2047.pptx
rakeshsharma20142015
 
Hemoglobin metabolism_pathophysiology.pptx
Hemoglobin metabolism_pathophysiology.pptxHemoglobin metabolism_pathophysiology.pptx
Hemoglobin metabolism_pathophysiology.pptx
muralinath2
 
Cancer cell metabolism: special Reference to Lactate Pathway
Cancer cell metabolism: special Reference to Lactate PathwayCancer cell metabolism: special Reference to Lactate Pathway
Cancer cell metabolism: special Reference to Lactate Pathway
AADYARAJPANDEY1
 
general properties of oerganologametal.ppt
general properties of oerganologametal.pptgeneral properties of oerganologametal.ppt
general properties of oerganologametal.ppt
IqrimaNabilatulhusni
 
Multi-source connectivity as the driver of solar wind variability in the heli...
Multi-source connectivity as the driver of solar wind variability in the heli...Multi-source connectivity as the driver of solar wind variability in the heli...
Multi-source connectivity as the driver of solar wind variability in the heli...
Sérgio Sacani
 
Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
silvermistyshot
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Sérgio Sacani
 
ESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptxESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptx
muralinath2
 
Large scale production of streptomycin.pptx
Large scale production of streptomycin.pptxLarge scale production of streptomycin.pptx
Large scale production of streptomycin.pptx
Cherry
 
insect taxonomy importance systematics and classification
insect taxonomy importance systematics and classificationinsect taxonomy importance systematics and classification
insect taxonomy importance systematics and classification
anitaento25
 
plant biotechnology Lecture note ppt.pptx
plant biotechnology Lecture note ppt.pptxplant biotechnology Lecture note ppt.pptx
plant biotechnology Lecture note ppt.pptx
yusufzako14
 
PRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATION
PRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATIONPRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATION
PRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATION
ChetanK57
 
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of LipidsGBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
Areesha Ahmad
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
muralinath2
 

Recently uploaded (20)

(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
(May 29th, 2024) Advancements in Intravital Microscopy- Insights for Preclini...
 
Unveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdfUnveiling the Energy Potential of Marshmallow Deposits.pdf
Unveiling the Energy Potential of Marshmallow Deposits.pdf
 
The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...The ASGCT Annual Meeting was packed with exciting progress in the field advan...
The ASGCT Annual Meeting was packed with exciting progress in the field advan...
 
Seminar of U.V. Spectroscopy by SAMIR PANDA
 Seminar of U.V. Spectroscopy by SAMIR PANDA Seminar of U.V. Spectroscopy by SAMIR PANDA
Seminar of U.V. Spectroscopy by SAMIR PANDA
 
Richard's entangled aventures in wonderland
Richard's entangled aventures in wonderlandRichard's entangled aventures in wonderland
Richard's entangled aventures in wonderland
 
Richard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlandsRichard's aventures in two entangled wonderlands
Richard's aventures in two entangled wonderlands
 
Viksit bharat till 2047 India@2047.pptx
Viksit bharat till 2047  India@2047.pptxViksit bharat till 2047  India@2047.pptx
Viksit bharat till 2047 India@2047.pptx
 
Hemoglobin metabolism_pathophysiology.pptx
Hemoglobin metabolism_pathophysiology.pptxHemoglobin metabolism_pathophysiology.pptx
Hemoglobin metabolism_pathophysiology.pptx
 
Cancer cell metabolism: special Reference to Lactate Pathway
Cancer cell metabolism: special Reference to Lactate PathwayCancer cell metabolism: special Reference to Lactate Pathway
Cancer cell metabolism: special Reference to Lactate Pathway
 
general properties of oerganologametal.ppt
general properties of oerganologametal.pptgeneral properties of oerganologametal.ppt
general properties of oerganologametal.ppt
 
Multi-source connectivity as the driver of solar wind variability in the heli...
Multi-source connectivity as the driver of solar wind variability in the heli...Multi-source connectivity as the driver of solar wind variability in the heli...
Multi-source connectivity as the driver of solar wind variability in the heli...
 
Lateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensiveLateral Ventricles.pdf very easy good diagrams comprehensive
Lateral Ventricles.pdf very easy good diagrams comprehensive
 
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
Observation of Io’s Resurfacing via Plume Deposition Using Ground-based Adapt...
 
ESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptxESR_factors_affect-clinic significance-Pathysiology.pptx
ESR_factors_affect-clinic significance-Pathysiology.pptx
 
Large scale production of streptomycin.pptx
Large scale production of streptomycin.pptxLarge scale production of streptomycin.pptx
Large scale production of streptomycin.pptx
 
insect taxonomy importance systematics and classification
insect taxonomy importance systematics and classificationinsect taxonomy importance systematics and classification
insect taxonomy importance systematics and classification
 
plant biotechnology Lecture note ppt.pptx
plant biotechnology Lecture note ppt.pptxplant biotechnology Lecture note ppt.pptx
plant biotechnology Lecture note ppt.pptx
 
PRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATION
PRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATIONPRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATION
PRESENTATION ABOUT PRINCIPLE OF COSMATIC EVALUATION
 
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of LipidsGBSN - Biochemistry (Unit 5) Chemistry of Lipids
GBSN - Biochemistry (Unit 5) Chemistry of Lipids
 
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptxBody fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
Body fluids_tonicity_dehydration_hypovolemia_hypervolemia.pptx
 

Protein association networks with STRING