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Gene association networks
Large-scale integration of data and
text
Lars Juhl Jensen
association networks
guilt by association
protein networks
STRING
2000+ genomes
computational predictions
gene fusion
Korbel et al., Nature Biotechnology, 2004
phylogenetic profiles
Korbel et al., Nature Biotechnology, 2004
experimental data
gene coexpression
physical interactions
Jensen & Bork, Science, 2008
curated knowledge
pathways
Letunic & Bork, Trends in Biochemical Sciences, 2008
many databases
different formats
different identifiers
variable quality
not comparable
hard work
parsers
mapping files
quality scores
von Mering et al., Nucleic Acids Research, 2005
score calibration
gold standard
von Mering et al., Nucleic Acids Research, 2005
common scale
missing most of the data
>10 km
too much to read
computer
as smart as a dog
teach it specific tricks
named entity recognition
comprehensive lexicon
prostate specific antigen
KLK3
orthographic variation
spaces and hyphens
prostate specific antigen
prostate-specific antigen
prefixes and suffixes
KLK3
hKLK3
“black list”
SDS
co-mentioning
within documents
within paragraphs
within sentences
quality score
general approach
protein networks
Szklarczyk et al., Nucleic Acids Research, 2015string-db.org
chemical networks
Kuhn et al., Nucleic Acids Research, 2014stitch-db.org
localization
subcellular localization
Binder et al., Database, 2014compartments.jensenlab.org
tissue expression
tissues.jensenlab.org Santos et al., PeerJ, 2015
diseases
associated genes
diseases.jensenlab.org Frankild et al., Methods, 2015
model organisms
Acknowledgments
Molecular networks
Michael Kuhn
Damian Szklarczyk
Andrea Franceschini
Milan Simonovic
Alexander Roth
Sune Pletscher-Frankild
Jianyi Lin
Pablo Minguez
Christian von Mering
Peer Bork
General framework
Sune Pletscher-Frankild
Alberto Santos
Kalliopi Tsafou
Albert Palleja
Evangelos Pafilis
Janos Binder
Christian Stolte
Christos Arvanitidis
Reinhardt Schneider
Sean O’Donoghue

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