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1 Using JigCell and other Using JigCell and other BioSPICE Tools to BioSPICE Tools to Understand the Regulation Understand the Regulation of Cell Growth and of Cell Growth and Division Division John J. Tyson Virginia Polytechnic Institute and State University
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1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

Jan 04, 2016

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Page 1: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

1

Using JigCell and other Using JigCell and other BioSPICE Tools to BioSPICE Tools to

Understand the Regulation Understand the Regulation of Cell Growth and Divisionof Cell Growth and Division

John J. TysonVirginia Polytechnic Institute

and State University

Page 2: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

2

The Virginia Tech Team:The Virginia Tech Team:

Kathy Chen & Jill Sible (Biology)

Cliff Shaffer & Layne Watson (CS)

Collaborators:Collaborators:

Fred Cross (Rockefeller Univ)

Bela Novak (Tech Univ Budapest)

Page 3: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

3

OutlineOutline

• The biological problem

• BioSPICE tools, especially JigCell

• Future needs

Page 4: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

4

The fundamental goal of The fundamental goal of molecular cell biologymolecular cell biology

Page 5: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

5Hanahan & Weinberg (2000)

Page 6: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

6Kurt Kohn (1999)

mitosis(M phase)

DNA replication(S phase)

cell division

G1

G2

Page 7: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Getting in Touch with Your Inner Yeast

Getting in Touch with Your Inner Yeast

Kurt Kohn (1999)

Page 8: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Fission Yeast

Page 9: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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wild type cdc25 -wee1 -

Mutant Phenotypes

14 mShort G1Long G2

Size controlat G2/M

7 mLong G1Short G2

Size controlat G1/S

Very long cellsStuck in G2Never divide

Lethal

Page 10: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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dCycBT

dt = k1 . M - (k2' + k2" . Cdh1 +k2'" . Cdc20A) . CycBT

dpMPFdt = kwee

. (CycBT - pMPF) - k25 . pMPF - (k2' + k2" . Cdh1 + k2'" . Cdc20A) . pMPF

dIEdt = k9

. MPF . 1- IE

J9 +1- IE - k10 .

IE J10 + IE

dSlp1dt = k7

. IE . 1 - Slp1

J7 + 1 - Slp1 - k8 .

Slp1 J8 + Slp1 - k6

. Slp1

dSte9dt = k3'

. 1 - Ste9

J3 + 1 - Ste9 - (k4' . SK + k4

. MPF) . Ste9

J4 + Ste9dRum1T

dt = k11 - (k12 + k12' . SK + k12" . MPF) . Rum1T

dSKdt = k13' + k13" . M - k14

. SK

dMdt = . M

[Trimer] = 2 [CycBT] [CKIT]

[CycBT] + [CKIT] + Keq-1 + ([CycBT] + [CKIT] + Keq

-1) 2 - 4 [CycBT] [CKIT]

kwee = kwee' + (kwee" - kwee') . GK(Vawee, Viwee' + Viwee" . MPF, Jawee, Jiwee)

k25 = k25' + (k25" - k25') . GK(Va25' + Va25" . MPF, Vi25, Ja25, Ji25)

MPF = (CycBT - pMPF) . (CycBT - Trimer)

CycBT

Page 11: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

Page 12: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

12

The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

MONOD Warehouse

Page 13: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

13

The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature JDesigner PathwayBuilder

Page 14: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

Jarnac ModelBuilder

Page 15: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

15

The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

RunManager

Page 16: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

16

The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

LSODAXPP

BioNetS

Oscill8

Page 17: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

17

The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

BioSenS Comparator

Page 18: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

18

The Modeling CycleThe Modeling Cycle

Data NotebookData Notebook

Wiring DiagramWiring Diagram

Differential EquationsDifferential Equations Parameter ValuesParameter Values

SimulationSimulationAnalysisAnalysis

ComparisonComparison

Data NotebookData Notebook

ExperimentalExperimentalDatabasesDatabasesLiteratureLiterature

CRNTAUTO

Virtual Cell Gepasi

WinPP

Page 19: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

19

JigCell

Nick Allen Mark VassJason Zwolak Tom PanningRanjit Randhawa Bob Ball

Page 20: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Project ManagerProject Manager

JigCelltools

Page 21: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Model BuilderModel Builder

Page 22: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Run ManagerRun Manager

mutant

Page 23: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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ComparatorComparator

Viability = trueG1 duration = 35.2 min

Mass at division = 1

Viability = falseArrest state = G1

# cycles before arrest = 0

Page 24: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Page 25: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

25

Page 26: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Wild-type CellWild-type Cell

birth

bud S M

A

division

Page 27: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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GAL-CLN2 cdh1GAL-CLN2 cdh1

bud?S M

A

division

Page 28: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Model Builder

Run Manager

Comparator

Parameter Values

ParameterOptimizer

Optimum Parameter Values

Page 29: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Local Gradient Search(Levenberg-Marquardt)

Page 30: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Global DIRECT Search(DIViding RECTangles)

Page 31: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Global DIRECT Search(DIViding RECTangles)

Page 32: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Page 33: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Page 34: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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OutlineOutline

• The biological problem

• BioSPICE tools, especially JigCell

• Future needs– Bifurcation analysis– Spatial modeling

Page 35: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Fission Yeast

mass/ DNA

0.0 0.5 1.0 1.5

Cdc2

/Cdc1

3

10-5

10-4

10-3

10-2

10-1

100

G1

Mmass/ DNA

0 1 2

Cdc2

/Cdc1

3

10-3

10-2

10-1

100

S/G2

M

mass/ DNA

0.0 0.5 1.0 1.5 2.0

Cdc2

/Cdc1

3

0.1

1

M

Page 36: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

360 1 2 3 4

1e-5

1e-4

1e-3

1e-2

1e-1

1e+0

Fission yeast – wild type

cell mass

Act

ive

MP

F

stable steady state (G1)

stable steady state (S-G2)

unstable steady state (M)

stab

le o

scill

atio

n

max

min

Page 37: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

370 50 100 150 200 250 300

0

1

2

3

4

5

mass/nucleus

P Cdk1

CycB

Cdk1

CycB

CKI

Cdh1

Cdc20

Wee1

Cdc25

Time (min)

S G2 MG1 S G2 MG1 S

abscissa

ordinate

Page 38: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

380 1 2 3 4

1e-5

1e-4

1e-3

1e-2

1e-1

1e+0

Fission yeast – wild type

cell mass

Act

ive

MP

F

stable steady state (G1)

stable steady state (S-G2)

unstable steady state (M)

stab

le o

scill

atio

n

max

min

SNIC

Page 39: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

39

Genetic control of cell size at cell division in yeastPaul NurseDepartment of Zoology, West Mains Road, Edinburgh EH9 3JT, UK

Nature, Vol, 256, No. 5518, pp. 547-551, August 14, 1975

wild-type wee1

Page 40: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

400.0 0.5 1.0 1.5 2.0

1e-5

1e-4

1e-3

1e-2

1e-1

Fission yeast

wee1

0 1 2 3 41e-5

1e-4

1e-3

1e-2

1e-1

1e+0

wild type

cell mass

Act

ive

MP

FA

ctiv

e M

PF

SNIC

SNIC

Page 41: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

41

0 1 2 3 4 5 60.0

0.2

0.4

0.6

0.8

1.0

cell mass (a.u.)

wee

1 ge

ne e

xpre

ssio

n

wild-type

wee1

heterozygote diploid

wee1OP

Locus ofSNICs

GE

NE

TIC

S!

GE

NE

TIC

S!

PHYSIOLOGY!

PHYSIOLOGY!

Two-parameter Bifurcation DiagramTwo-parameter Bifurcation Diagram

Page 42: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

42

Wild type

cdc13

cdc13 +/

0 1 2 3 4 5 6

0.000

0.005

0.010

0.015

0.020

0.025

0.030

2 param bifn diag for Cdc13

mitoticcycles

endoreplication

cell mass (a.u.)

Cyc

lin g

ene

expr

essi

on

??

Oscill8: Emery Conrad

Page 43: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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Growth Patterns in Fission Yeast

OE NE NE OE NETO

actin “patches”

“orb” mutants “tea” mutants

Page 44: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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-

--

+

+

+

-

--

+

+

+

t

CReaction + Diffusion + Convection

Tubulin ( dimer)

MicrotubuleMotor (Tea2)

Landmark (Tea1, Arp2/3)

G actin (globular)

F actin (filamentous)

Growth material

Turing pattern Bias

Cdc2

CycB

Page 45: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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time

space

OENE

NETO

Page 46: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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0 5 10 15 20 45

orb

bipolar

NETOmonopolar

cell length (μm)

A. with microtubules

Page 47: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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0 5 10 15 20 45

T-shaped

orb

curled

monopolar

tripolar

bipolar

cell length (μm)0 5 10 15 20 45

orb

bipolar

NETOmonopolar

cell length (μm)

A. with microtubules B. without microtubules

CFDRC: Andrzej Przekwas

Page 48: 1 Using JigCell and other BioSPICE Tools to Understand the Regulation of Cell Growth and Division John J. Tyson Virginia Polytechnic Institute and State.

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The End