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SYSTEMSBIOLOGYMODELING:
PLANTS TRANSPORT PHENOMENA
MR. SARAWUTWONGPHAYAK
BIOINFORMATICS PROGRAM, SCHOOL OF BIORESOURCES AND TECHNOLOGY,AND SCHOOL OF INFORMATION TECHNOLOGY, KING MONGKUT’S UNIVERSITYOF TECHNOLOGY THOBURI.
ADVISOR:DR. ASAWINMEECHAI
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Outline
Systems Biology Modeling
Transport in plants
Example of Fluid Mechanic Theories
MATLAB®
The Language of TechnicalComputing
Application of systems biology modelingin plants transport phenomena
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Systems Biology
An academic field that seeks tointegrate different levels of informationto understand how biological systemsfunction.
Two major and complementary focusesin systems biology:
– Quantitative Systems Biology – Systems Biology Modeling
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Systems Biology Modeling
focuses on mapping, explaining andpredicting systemic biological processes and
events through the building of computationaland visualization models
Creating comprehensive models that canpredict cellular behaviors is one of the majorgoals of systems biology
This requires the integration of experimental,computational, and theoretical approaches
Molecular Systems Biology 29 March 2005; doi:10.1038/msb4100011
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Comprehensive
models
ExperimentalApproaches
ComputationalApproaches
TheoreticalApproaches
Systems Biology Modeling
Molecular Systems Biology 29 March 2005; doi:10.1038/msb4100011
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Outline
Systems Biology Modeling
Transport in plants
Example of Fluid Mechanic Theories
MATLAB®
The Language of TechnicalComputing
Application of systems biology modelingin plants transport phenomena
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Absorb waternutrients
Absorb light &Exchange gases
systems evolved for long-distance transport that allowed the shoot and
the root to efficiently exchange products of absorption and assimilation
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Transport in plants occurs on
three levels
1- uptake and loss ofwater and solutes by
individual cells 2- short-distance
transport from cell to
cell (sugar loading fromleaves to phloem)
3- long-distance
transport of sap withinxylem and phloem inwhole plant
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Long-Distance Transport
Xylem – transport of water and nutrients from the
soil to the leaf
Phloem – transport of photosynthates, amino acids,
and electrolytes between various parts ofthe plant
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Xylem and Phloem
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Transport of Xylem Sap
Transpiration
Root pressure
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Translocation of Phloem Sap
Translocation: food/phloem transport
Sugar source: sugar production organ(mature leaves)
Sugar sink: sugar storage organ(growing roots, tips, stems, fruit)
1- loading of sugar into sieve tube atsource reduces water potential inside;
this causes tube to take up water fromsurroundings by osmosis
2- this absorption of water generatespressure that forces sap to flow along
tube 3- pressure gradient in tube is
reinforced by unloading of sugar andconsequent loss of water from tube at
the sink 4- xylem then recycles water from
sink to source Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Outline
Systems Biology Modeling
Transport in plantsExample of Fluid Mechanic Theories
MATLAB
®
The Language of TechnicalComputing
Application of systems biology modeling
in plants transport phenomena
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Example of Fluid Mechanic Theories
Diffusion
Fick’s first lawHagen–Poiseuille flow
OsmosisPressure-Flow Hypothesis
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Fluid Forces
Diffusion – The net movement of asubstance from a region of higherconcentration to a region of lowerconcentration until an equilibrium is
reached.
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Fick’s first law
German scientist Adolf Fick (1880s)
The rate of diffusion [mol m –2
s –1
]
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Hagen–Poiseuille flow
Pressure-Driven Bulk Flow DrivesLong-Distance Water Transport
Bulk flow is the concerted movement ofgroups of molecules, most often in
response to a pressure gradient.
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Osmotic Forces
Osmosis is diffusion of water through a differentially
permeable membrane from a region where the water is
more concentrated to a region where it is less concentrated.
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Pressure-Flow Hypothesis
Ernst Münch (1930)
A flow of solution in the sieve elementsis driven by an osmotically generated
pressure gradient between source and
sink ( Δψ p)
Lincoln Taiz, Plant Physiology, Third Edition, 2004
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Outline
Systems Biology Modeling
Transport in plantsExample of Fluid Mechanic Theories
MATLAB® The Language of TechnicalComputing
Application of systems biology modeling
in plants transport phenomena
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a high-performance language fortechnical computing
It integrates computation, visualization,
and programming in an easy-to-useenvironment where problems andsolutions are expressed in familiar
mathematical notation. Typical usesinclude
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Math and computation
Algorithm development
Data acquisition
Modeling, simulation, and prototyping
Data analysis, exploration, andvisualization Scientific and engineering
graphics Application development, includinggraphical user interface building
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Desktop Tools and Development
Environment
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The MATLAB Mathematical
Function Library
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The MATLAB Language
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Outline
Systems Biology Modeling
Transport in plants
Example of Fluid Mechanic Theories
MATLAB® The Language of TechnicalComputing
Application of systems biology modeling
in plants transport phenomena
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Application of a Single-solute Non-steady-state Phloem
Model to the Study of Long-distance Assimilate Transport
Matthew V. Thompson and N. Michele Holbrook
Biological Laboratories 3113, 16 Divinity Avenue, Department ofOrganismic and Evolutionary
Biology, Harvard University, Cambridge, MA 02138, U.S.A.
J. theor. Biol. (2003) 220, 419–455
Data Compilation and
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Data Compilation andCollation
Chemical rxn. Kinetic Data
Sucrose Flux Initial Conc. Final Conc., etc.
Physiological Properties Length
Radius Cross-section area Sieve plate Sieve pore
# sieve tubes/trunk # sieve pores/plate Pressure in sieve tube, etc.
sucrose Mechanisms of
translocation in phloem
Phloem
(sieve elements)
Types of Translocation – Apoplastic (not
considered) – Symplastic
Hypothesis, Theories oflong-distances transport
– OGPF (Münch, 1930) Rate of Translocation,
etc.
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Fig. 1. A schematic of an idealized sieve tube.
J. theor. Biol. (2003) 220, 419 – 455
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Coupled System of PDEs
Fully expanded volume conservationequation
Fully expanded sucrose conservation
equation
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J. theor. Biol. (2003) 220, 419 – 455
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Results and Discussion
Fig. 3. The time evolution over a 24 hr period of pressure p; concentration c; axial volume flux j;
and membrane water flux w in an idealized sieve tube of length L = 5 m, and high spatial( f = 200 nodes m-1) and temporal (Dt = 1 s) resolution.
J. theor. Biol. (2003) 220, 419 – 455
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Other Example Study
ESPR – Environ Sci & Pollut Res 11 (1) 33 – 39 (2004)
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Suggestion
Keys for success in systems biologymodeling – Basis and Modern Theories
– Computational Support
– Experiment Support
Comprehensivemprehensive Modelsdels