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Current research topics (those I am allowed to talk about) Lars Juhl Jensen EMBL Heidelberg
literature mining
why?
 
too much to read
information retrieval
finding the papers
ad hoc  retrieval
user-specified query
“ yeast  AND  cell cycle”
stemming
yeast / yeasts
dynamic query expansion
yeast /  S. cerevisiae
 
 
 
 
Mitotic cyclin (Clb2)-bound Cdc28 (Cdk1 homolog) directly phosphorylated Swe1 and this modification served as a priming step to promote subsequent Cdc5-dependent Swe1 hyperphosphorylation and degradation
no tool will find it
entity recognition
identifying the substance(s)
Mitotic cyclin ( Clb2 )-bound  Cdc28  (Cdk1 homolog) directly phosphorylated  Swe1  and this modification served as a priming step to promote subsequent  Cdc5 -dependent  Swe1  hyperphosphorylation and degradation
good synonyms list
orthographic variation
CDC28
Cdc28p
disambiguation
hairy
SDS
APC
Cdc2
 
 
still too much to read
information extraction
formalizing the facts
co-mentioning
 
statistical methods
NLP Natural Language Processing
[object Object],[object Object],[object Object],[object Object]
Mitotic cyclin ( Clb2 )-bound  Cdc28  (Cdk1 homolog) directly phosphorylated  Swe1  and this modification served as a priming step to promote subsequent  Cdc5 -dependent  Swe1  hyperphosphorylation  and degradation
 
no new discoveries
text mining
undiscovered links
 
Raynaud’s syndrome
fish oil
 
temporal trends
 
buzzwords
 
association networks
 
 
information extraction
 
curated knowledge
 
experimental data
 
 
genomic context
 
 
 
variable reliability
raw quality scores
 
 
 
not comparable
benchmarking
calibrate vs. gold standard
 
probabilistic scores
spread over many species
transfer by orthology
 
combine all evidence
P = 1-(1-P 1 ) . (1-P 2 ) . (1-P 3 ) …
 
signaling networks
phosphoproteomics
 
phosphorylation sites
kinases are unknown
computational methods
 
 
kinase families
overprediction
context
co-activators
scaffolders
association networks
 
NetworKIN
 
benchmarking
 
2.5-fold better accuracy
ATM signaling
 
experimental validation
ATM phosphorylates Rad50
 
Cdk1 phosphorylates 53BP1
 
multiple reaction monitoring
 
Acknowledgments ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Computational approaches to cell cycle analysis: Current research topics (those I am allowed to talk about)