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Mining heterogeneous data Understanding systems at the level of complexes and networks Lars Juhl Jensen
the cell cycle
grow and divide
one cell
two cells
four phases
G 1  phase
growth
S phase
DNA replication
G 2  phase
growth
M phase
cell division
 
regulation
gene expression
protein complexes
phosphorylation
targeted degradation
gene expression
cell cultures
S. cerevisiae
 
synchronization
microarrays
 
time courses
Gauthier et al.,  Nucleic Acids Research , 2007
cycling genes
scoring scheme
shape
magnitude
benchmarking
Gauthier et al.,  Nucleic Acids Research , 2007
protein complexes
interaction data
Jensen & Bork,  Science , 2008
high error rate
scoring scheme
von Mering et al.,  Nucleic Acids Research , 2005
von Mering et al.,  Nucleic Acids Research , 2005
quality threshold
time of peak mRNA level
temporal network
de Lichtenberg, Jensen et al.,  Science , 2005
hypothesis
just-in-time assembly
de Lichtenberg, Jensen et al.,  Cell Cycle , 2007
how can we test it?
evolution
microarray time courses
S. pombe
H. sapiens
A. thaliana
cross-species comparison
orthologous genes
sequence similarity
Jensen, Jensen, de Lichtenberg et al.,  Nature , 2006
protein complexes
all cell-cycle complexes
Jensen, Jensen, de Lichtenberg et al.,  Nature , 2006
time of peak mRNA level
time of action
just-in-time assembly
pathways
generalize to metabolism
deoxynucleotide synthesis
 
just-in-time flux
phenotypes
H. sapiens
siRNA screen
comparison with expression
 
summary
reanalysis
integration
high-throughput data
biological insights
Acknowledgments Thomas Skøt Jensen Ulrik de Lichtenberg Søren Brunak Peer Bork
larsjuhljensen

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Mining heterogeneous data: Understanding systems at the level of complexes and networks