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Tools and Methods for
Improved Result Reproducibility in
Systems Biology (SEMS)
Department of Systems Biology and Bioinformatics
University of Rostock
Dagmar Waltemath, Martin Scharm, Ron Henkel, Olaf Wolkenhauer
e:Bio Kick-Off Meeting, 23-25 September 2013, Mainz
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 1
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 2
Reuse existing models.
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NumberofAnnotations
NumberofModels
Models
Annotation
+ 140.811 derived models
(Models in BioModels Database; Figure courtesy Ron Henkel)
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 3
Reproduce published results.
“[..] in Biomodels database the model BIOMD0000000139 and
BIOMD0000000140 are two different models and they are supposed to show
different results. Unfortunately simulating them [..] gives same result for
both the models. [..] “ (Quote: arvin mer on sbml-discuss)
(Figures produced in COPASI)
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 4
SEMS – Improving result reproducibility
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 5
"Quantitative models will be only as useful as
their access and reuse is easy for all scientists”
(Nicolas Le Novère, 2006)
Standard representation formats
(Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 6
Standard representation formats
NuML
SBRML
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 7
(Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
Standard representation formats
MAMO
NuML
SBRML
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 8
(Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
Data links
MAMO
NuML
SBRML
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 9
(Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
Data links
MAMO
NuML
SBRML
(Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 10
Project goals
1. Specify and establish a standard for the description of
simulation experiments (SED-ML) Waltemath et al. BMC Sys Biol (2011)
2. Develop methods for simulation management with focus on
model provenance Waltemath et al. Bioinformatics (2013)
3. Establish links between model-related data on storage level
Henkel et al. INFORMATIK2012 (2012)
4. Promote reproducible science
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 11
Standard representation of simulation experiments
http://sed-ml.org/
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 12
Model provenance
(Figure courtesy Martin Scharm)
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 13
Model provenance: BiVeS & BudHat
http://budhat.sems.uni-rostock.de
VANTED
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 14
ModelGraphs:Linking model-related data
(Fig.: Henkel et al. INFORMATIK2012 (2012))
(Figure courtesy Ron Henkel, COMBINE2013)
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 15
Document
Tyson1991
Cell Cycle 6
var
C2 pM CellReaction3 CP
Uniprot:P04551 Uniprot:P04551 GO:0005623
Interpro:
IPR006670
isVersionOf
isVersion
hasPart
is
asProduct
asReactant isContainedIn
Pubmed:
1831270
Kegg Pathway
sce04111
isDescribedBy
is
EC-Code:
3.1.3.16
isVersionOf
Document
Tyson1991
Cell Cycle 6
var
C2 pM CellReaction3 CP
Uniprot:P04551 Uniprot:P04551 GO:0005623
Interpro:
IPR006670
isVersionOf
isVersion
hasPart
is
asProduct
asReactant isContainedIn
Pubmed:
1831270
Kegg Pathway
sce04111
isDescribedBy
is
EC-Code:
3.1.3.16
isVersionOf
Document
SEDML
Modelrefere
nce
Output
Datagenera
tor
Simulation Task
Variable
Variable
Document
Tyson_1991
C2 CP
time
environment
isDescribedBy Pubmed:
1831270
time timeCPC2 CP C2
is_connected is_connected
is_mapped_to
is_connected
SBO:
Ontology
SBO:0000
SBO:544 SBO:236SBO:231
isA
SBO:064 SBO:545SBO:004 SBO:003
http://sems.uni-rostock.de/projects/morre/
ModelGraphs:Linking model-related data
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 16
Document
Tyson1991
Cell Cycle 6
var
C2 pM CellReaction3 CP
Uniprot:P04551 Uniprot:P04551 GO:0005623
Interpro:
IPR006670
isVersionOf
isVersion
hasPart
is
asProduct
asReactant isContainedIn
Pubmed:
1831270
Kegg Pathway
sce04111
isDescribedBy
is
EC-Code:
3.1.3.16
isVersionOf
Document
SEDML
Modelrefere
nce
Output
Datagenera
tor
Simulation Task
Variable
Variable
Document
Tyson_1991
C2 CP
time
environment
isDescribedBy Pubmed:
1831270
time timeCPC2 CP C2
is_connected is_connected
is_mapped_to
is_connected
SBO:
Ontology
SBO:0000
SBO:544 SBO:236SBO:231
isA
SBO:064 SBO:545SBO:004 SBO:003
Model
Publication
Annotation
Person
Simulation
Show me models by Tyson,
dealing with the Cell Cycle and
simulating concentration of cdc2!
Summary
24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 17
track development
store retrieve
rank
Retrieval
Ranking
Δ
Δ
Version 1
Version 2
latest
Version Control
Do
cu
me
ntTys
on
19
91
Cel
l
Cy
cle
6
var
C2 pM
Cel
l
Re
act
ion
3
CP
Unipr
ot:P0
4551
Unipr
ot:P0
4551
GO:0
0056
23
Inte
rpro
:
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006
670
isVersion
Of
isVersion
hasPart
is
Pub
med:
1831
270
Kegg
Path
way
sce04
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isDescrib
edBy
is
EC-
Code:
3.1.3.
16
isVersion
Of
Docu
ment
SEDM
L
Model
refere
nce
Outpu
t
Datag
enera
tor
Simul
ation
Task
Varia
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Varia
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time
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isDescribedBy
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19
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Pub
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1831
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isVersion
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19
91
Cel
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edBy
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Code:
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isVersion
Of
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19
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Cel
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Of
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n_19
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C2 CP
time
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isDescribedBy
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183127
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Do
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19
91
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Cy
cle
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Cel
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rpro
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hasPart
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Pub
med:
1831
270
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way
sce04
111
isDescrib
edBy
is
EC-
Code:
3.1.3.
16
isVersion
Of
Do
cu
me
ntTys
on
19
91
Cel
l
Cy
cle
6
var
C2 pM
Cel
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Re
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ion
3
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rpro
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isVersion
hasPart
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1831
270
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sce04
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isDescrib
edBy
is
EC-
Code:
3.1.3.
16
isVersion
Of
Doc
ume
nt
Tyso
n_19
91
C2 CP
time
envi
ron
men
t
isDescribedBy
Pubm
ed:
183127
0
time timeCPC2 CP C2
Storage
Docu
ment
SEDM
L
Model
refere
nce
Outpu
t
Simul
ation
Task
Docu
ment
SEDM
L
Model
refere
nce
Outpu
t
Datag
enera
tor
Simul
ation
Task
Varia
ble
Varia
ble
Docu
ment
SEDM
L
Model
refere
nce
Outpu
t
Datag
enera
tor
Simul
ation
Task
http://sbml.org
Thank you for your attention!
SEMS group
Martin Scharm
Martin Peters
Markus Wolfien
Rebekka Alm
Olaf Wolkenhauer
Associated member
Ron Henkel
Collaborators
Falk Schreiber (IPK Gatersleben)
Christian Rosenke (University of Rostock)
Jon Olav Vik (UMB)
Jonathan Cooper (University of Oxford)
Tommy Yu (University of Auckland)
COMBINE
SED-ML Editors
biomodels.net
http://sems.uni-rostock.de/
@SemsProject
HERMES-
Forschungsförderung
der Universität Rostock

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e:Bio Kick-Off Meeting, SEMS

  • 1. Tools and Methods for Improved Result Reproducibility in Systems Biology (SEMS) Department of Systems Biology and Bioinformatics University of Rostock Dagmar Waltemath, Martin Scharm, Ron Henkel, Olaf Wolkenhauer e:Bio Kick-Off Meeting, 23-25 September 2013, Mainz 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 1
  • 2. 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 2
  • 4. Reproduce published results. “[..] in Biomodels database the model BIOMD0000000139 and BIOMD0000000140 are two different models and they are supposed to show different results. Unfortunately simulating them [..] gives same result for both the models. [..] “ (Quote: arvin mer on sbml-discuss) (Figures produced in COPASI) 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 4
  • 5. SEMS – Improving result reproducibility 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 5 "Quantitative models will be only as useful as their access and reuse is easy for all scientists” (Nicolas Le Novère, 2006)
  • 6. Standard representation formats (Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011) 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 6
  • 7. Standard representation formats NuML SBRML 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 7 (Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
  • 8. Standard representation formats MAMO NuML SBRML 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 8 (Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
  • 9. Data links MAMO NuML SBRML 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 9 (Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011)
  • 10. Data links MAMO NuML SBRML (Fig. adapted from: Courtot, Waltemath et al. Nature MSB, 2011) 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 10
  • 11. Project goals 1. Specify and establish a standard for the description of simulation experiments (SED-ML) Waltemath et al. BMC Sys Biol (2011) 2. Develop methods for simulation management with focus on model provenance Waltemath et al. Bioinformatics (2013) 3. Establish links between model-related data on storage level Henkel et al. INFORMATIK2012 (2012) 4. Promote reproducible science 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 11
  • 12. Standard representation of simulation experiments http://sed-ml.org/ 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 12
  • 13. Model provenance (Figure courtesy Martin Scharm) 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 13
  • 14. Model provenance: BiVeS & BudHat http://budhat.sems.uni-rostock.de VANTED 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 14
  • 15. ModelGraphs:Linking model-related data (Fig.: Henkel et al. INFORMATIK2012 (2012)) (Figure courtesy Ron Henkel, COMBINE2013) 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 15 Document Tyson1991 Cell Cycle 6 var C2 pM CellReaction3 CP Uniprot:P04551 Uniprot:P04551 GO:0005623 Interpro: IPR006670 isVersionOf isVersion hasPart is asProduct asReactant isContainedIn Pubmed: 1831270 Kegg Pathway sce04111 isDescribedBy is EC-Code: 3.1.3.16 isVersionOf Document Tyson1991 Cell Cycle 6 var C2 pM CellReaction3 CP Uniprot:P04551 Uniprot:P04551 GO:0005623 Interpro: IPR006670 isVersionOf isVersion hasPart is asProduct asReactant isContainedIn Pubmed: 1831270 Kegg Pathway sce04111 isDescribedBy is EC-Code: 3.1.3.16 isVersionOf Document SEDML Modelrefere nce Output Datagenera tor Simulation Task Variable Variable Document Tyson_1991 C2 CP time environment isDescribedBy Pubmed: 1831270 time timeCPC2 CP C2 is_connected is_connected is_mapped_to is_connected SBO: Ontology SBO:0000 SBO:544 SBO:236SBO:231 isA SBO:064 SBO:545SBO:004 SBO:003 http://sems.uni-rostock.de/projects/morre/
  • 16. ModelGraphs:Linking model-related data 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 16 Document Tyson1991 Cell Cycle 6 var C2 pM CellReaction3 CP Uniprot:P04551 Uniprot:P04551 GO:0005623 Interpro: IPR006670 isVersionOf isVersion hasPart is asProduct asReactant isContainedIn Pubmed: 1831270 Kegg Pathway sce04111 isDescribedBy is EC-Code: 3.1.3.16 isVersionOf Document SEDML Modelrefere nce Output Datagenera tor Simulation Task Variable Variable Document Tyson_1991 C2 CP time environment isDescribedBy Pubmed: 1831270 time timeCPC2 CP C2 is_connected is_connected is_mapped_to is_connected SBO: Ontology SBO:0000 SBO:544 SBO:236SBO:231 isA SBO:064 SBO:545SBO:004 SBO:003 Model Publication Annotation Person Simulation Show me models by Tyson, dealing with the Cell Cycle and simulating concentration of cdc2!
  • 17. Summary 24.09.2013 e:Bio SEMS | sems.uni-rostock.de | Dagmar Waltemath 17 track development store retrieve rank Retrieval Ranking Δ Δ Version 1 Version 2 latest Version Control Do cu me ntTys on 19 91 Cel l Cy cle 6 var C2 pM Cel l Re act ion 3 CP Unipr ot:P0 4551 Unipr ot:P0 4551 GO:0 0056 23 Inte rpro : IPR 006 670 isVersion Of isVersion hasPart is Pub med: 1831 270 Kegg Path way sce04 111 isDescrib edBy is EC- Code: 3.1.3. 16 isVersion Of Docu ment SEDM L Model refere nce Outpu t Datag enera tor Simul ation Task Varia ble Varia ble Doc ume nt Tyso n_19 91 C2 CP time envi ron men t isDescribedBy Pubm ed: 183127 0 Pubm ed: 183127 0 time timeCPC2 CP C2 Do cu me ntTys on 19 91 Cel l Cy cle 6 var C2 pM Cel l Re act ion 3 CP Unipr ot:P0 4551 Unipr ot:P0 4551 GO:0 0056 23 Inte rpro : IPR 006 670 isVersion Of isVersion hasPart is Pub med: 1831 270 Kegg Path way sce04 111 isDescrib edBy is EC- Code: 3.1.3. 16 isVersion Of Do cu me ntTys on 19 91 Cel l Cy cle 6 var C2 pM Cel l Re act ion 3 CP Unipr ot:P0 4551 Unipr ot:P0 4551 GO:0 0056 23 Inte rpro : IPR 006 670 isVersion Of isVersion hasPart is Pub med: 1831 270 Kegg Path way sce04 111 isDescrib edBy is EC- Code: 3.1.3. 16 isVersion Of Do cu me ntTys on 19 91 Cel l Cy cle 6 var C2 pM Cel l Re act ion 3 CP Unipr ot:P0 4551 Unipr ot:P0 4551 GO:0 0056 23 Inte rpro : IPR 006 670 isVersion Of isVersion hasPart is Pub med: 1831 270 Kegg Path way sce04 111 isDescrib edBy is EC- Code: 3.1.3. 16 isVersion Of Doc ume nt Tyso n_19 91 C2 CP time envi ron men t isDescribedBy Pubm ed: 183127 0 Pubm ed: 183127 0 time timeCPC2 CP C2 Do cu me ntTys on 19 91 Cel l Cy cle 6 var C2 pM Cel l Re act ion 3 CP Unipr ot:P0 4551 Unipr ot:P0 4551 GO:0 0056 23 Inte rpro : IPR 006 670 isVersion Of isVersion hasPart is Pub med: 1831 270 Kegg Path way sce04 111 isDescrib edBy is EC- Code: 3.1.3. 16 isVersion Of Do cu me ntTys on 19 91 Cel l Cy cle 6 var C2 pM Cel l Re act ion 3 CP Unipr ot:P0 4551 Unipr ot:P0 4551 GO:0 0056 23 Inte rpro : IPR 006 670 isVersion Of isVersion hasPart is Pub med: 1831 270 Kegg Path way sce04 111 isDescrib edBy is EC- Code: 3.1.3. 16 isVersion Of Doc ume nt Tyso n_19 91 C2 CP time envi ron men t isDescribedBy Pubm ed: 183127 0 time timeCPC2 CP C2 Storage Docu ment SEDM L Model refere nce Outpu t Simul ation Task Docu ment SEDM L Model refere nce Outpu t Datag enera tor Simul ation Task Varia ble Varia ble Docu ment SEDM L Model refere nce Outpu t Datag enera tor Simul ation Task http://sbml.org
  • 18. Thank you for your attention! SEMS group Martin Scharm Martin Peters Markus Wolfien Rebekka Alm Olaf Wolkenhauer Associated member Ron Henkel Collaborators Falk Schreiber (IPK Gatersleben) Christian Rosenke (University of Rostock) Jon Olav Vik (UMB) Jonathan Cooper (University of Oxford) Tommy Yu (University of Auckland) COMBINE SED-ML Editors biomodels.net http://sems.uni-rostock.de/ @SemsProject HERMES- Forschungsförderung der Universität Rostock