Modeling the Growing Plant: The Arabidopsis Shoot Apical Meristem Bruce E. Shapiro Biological Network Modeling Center The Beckman Institute at Caltech
Some Background Information Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
National Science Foundation (US) Frontiers in Integrative Biological Research (FIBR) Program Grants (First grants: Sept. 2003) –must integrate research tools from across multiple disciplines: biology, math, physical sciences, information technology –not limited by organizational boundaries –must answer a fundamental biological question –5 year duration, renewable, ≈$1,000,000/year –5± new grants annually
"To analyze the charms of flowers is like dissecting music; it is one of those things which it is far better to enjoy than to attempt to understand.” [Henry Tuckerman, 1853] “The project will track cell-by-cell changes in the mustard plant's meristem - the tissue in which cells actively divide and then differentiate into specialized cells. With fluorescent proteins marking specific cell types in specially designed transgenic plants, researchers will be able to trace the development of leaves and flowers.” [NSF Press Release, 2003]
Elliot Meyerowitz Marcus Heisler Venu Reddy Adrienne Roeder Vikas Agrawal* Bruce Shapiro Victoria Gor Henrik Jönsson Eric Mjolsness (PI) Pierre Baldi Alex Sadovsky Tigran Bacarian Alexi Vorbyov Ashish Bhan Fang Nikolai Kolchanov Nadya Omelianchuk Nikolay Podkolodny Sergei Nikolaev Vitali Likhoshvai US National Science Foundation FIBR Grant
... to bring together Caltech biologists, bioengineers, mathematicians, and computer scientists to develop and apply state-of-the-art computational tools for modeling and analyzing complex biological systems.
Mjolsness E. Stochastic Process Semantics for Dynamical Grammer Syntax: An Overview. 9th International Symposium on Artificial Intelligence and Mathematics, Jan Reddy GV, Meyerowitz EM. Stem-Cell Homeostasis Growth Dynamics can be Uncoupled in the Arabidopsis Shoot Apex. Science 310(5748):
Systems Biology Ontology
Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
lifesci.ucsb.edu/~biolum Luminescent Jellyfish Aequoria victoria
Marc Zimmer (Photo: Osamu Shimomura)
Marc Zimmer GFP: Green Fluorescent Protein
Commercial Markers Transgenic Art Eduardo Kac Neurons J. Lichtman,Science (2003) Nikon’s Microscopyu.com
Fluorescence Microscopy Ground State Higher Energy State Internal Energy Loss Photon Emitted Sample absorbs high energy photon from laser Intermediate State
Venu Reddy Marcus Heisler Laser Scanning Confocal Microscope Zeiss LSM-510
Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
Shoot Apical Meristem
Geographical distribution of Arabidopsis thaliana. Koornneff, Ann. Rev. Plant Biol. 2004
Cell 88: (1997) Live Imaging
51 image “z-stack”
PIN1:GFP (blue), REVOLUTA:YFP (green) and pFIL:dsRED (red) Marcus Heisler, Caltech
Cell 88: (1997) Tracing Cell Lineages Development 131:4225 (2004) Reddy et al
Venu Reddy, Caltech
Cell centers: Gradient Descent
Tracking cell motion Thin Plate Splines Softassign
Stress Tensor
WallsExtracted by Watershed/Voronoi Model PIN1
Auxin Derived from PIN1 pH=5.0 pH=5.5pH=4.5
Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
Cell Walls: Voronoi Model
Cell Connectivity: Delaunay
Raw Data - (x, y, z) cell “centers”
3D modified Voronoi Cross-section
Slabs Flattened to 2D, modified Voronoi
DiscreteMath`Computati onalGeometry`Delaunay Triangulation qdelaunay regtet
Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
Shoot Apical Meristem - tip of plant Central Zone: Provides new cells Peripheral Zone: Leaves, Flower Formation Rib:Cells divide and “push” Meristem up STEM Flower bud MERISTEM 50 scale bar
Internal External Receptor, c - Ligand, b Mjolsness, Sharp & Reinitz J. Theor. Biol. 152: 429 (1991) Shapiro, Levchenko, Mjolsness, Meyerowitz, Wold, Bioinformatics 19(5):677 (2003) Protein regulation model
Growth Model Constant growth rate: Cell division on mass threshold Viscous spring model:
Meristem Maintenance and Growth Mjolsness, Shapiro, Jönnson & Meyerowitz in BGRS, Kluwer (2002); also EMBS (2002)
Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
Phyllotaxis
Auxin - A Plant Hormone Indole-3-acetic acid Synthesized from tryptophan?
Jönsson, Heisler, Shapiro, Meyerowitz, Mjolsness, PNAS, USA, 103(5):1633, 2006
Fluorescent Probe Confocal Microscopy Arabidopsis Connectivity & Cell Walls form Delaunay and Voronoi Cell Division and Plant Growth Phyllotaxis Cell Differentiation
Shoot Apical Meristem - tip of plant Central Zone: Provides new cells Peripheral Zone: Leaves, Flower Formation Rib:Cells divide and “push” Meristem up STEM Flower bud MERISTEM 50 scale bar
Cell Division and Differentiation
Activator Model Simulation in Cellerator 270 cells 6402 reactions 1080 ODEs Jönsson, Heisler, Reddy, Agrawal, Gor, Shapiro, Mjolsness, Meyerowitz. Bioinformatics 21(S1): i232-i240; ISMB 2005
Activator Model
Natural Template
Ablation Experiments Control WUS domain After Ablation- No WUS 24 hrs later Two Wus Domains Side view of ablated area Reinhardt et al. (2003) Development, 130:4073
Ablated Center
Ablation, random initial conditions
Coming... Multiscale models Weighted & Dynamic Delaunay Physics-based cell dynamic model Root & Leaf Models 3D Simulations on Template Mesh/Finite element simulations
Elliot Meyerowitz Marcus Heisler Venu Reddy Adrienne Roeder Vikas Agrawal* Bruce Shapiro Victoria Gor Henrik Jönsson Eric Mjolsness (PI) Pierre Baldi Alex Sadovsky Tigran Bacarian Alexi Vorbyov Ashish Bhan Fang Nikolai Kolchanov Nadya Omelianchuk Nikolay Podkolodny Sergei Nikolaev Vitali Likhoshvai