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Modeling Auxin Transport and Plant Development

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Abstract

The plant hormone auxin plays a critical role in plant development. Central to its function is its distribution in plant tissues, which is, in turn, largely shaped by intercellular polar transport processes. Auxin transport relies on diffusive uptake as well as carrier-mediated transport via influx and efflux carriers. Mathematical models have been used to both refine our theoretical understanding of these processes and to test new hypotheses regarding the localization of efflux carriers to understand auxin patterning at the tissue level. Here we review models for auxin transport and how they have been applied to patterning processes, including the elaboration of plant vasculature and primordium positioning. Second, we investigate the possible role of auxin influx carriers such as AUX1 in patterning auxin in the shoot meristem. We find that AUX1 and its relatives are likely to play a crucial role in maintaining high auxin levels in the meristem epidermis. We also show that auxin influx carriers may play an important role in stabilizing auxin distribution patterns generated by auxin-gradient type models for phyllotaxis.

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Reference

  • Adler I, Barabe D, Jean RV. 1997. A history of the study of phyllotaxis. Ann Bot 80:231–244

    Article  Google Scholar 

  • Aida M, Vernoux T, Furutani M, Traas J, Tasaka M. 2002. Roles of PIN-FORMED1 and MONOPTEROS in pattern formation of the apical region of the Arabidopsis embryo. Development 129:3965–3974

    PubMed  CAS  Google Scholar 

  • Benjamins R, Quint A, Weijers D, Hooykaas P, Offringa R. 2001. The PINOID protein kinase regulates organ development in Arabidopsis by enhancing polar auxin transport. Development 128:4057–4067

    PubMed  CAS  Google Scholar 

  • Benkova E, Michniewicz M, Sauer M, Teichmann T, Seifertova D, et al. 2003. Local, efflux-dependent auxin gradients as a common module for plant organ formation. Cell 115:591–602

    Article  PubMed  CAS  Google Scholar 

  • Bennett MJ, Marchant A, Green HG, May ST, Ward SP, et al. 1996. Arabidopsis AUX1 gene: a permease-like regulator of root gravitropism. Science 273:948–950

    Article  PubMed  CAS  Google Scholar 

  • Campanoni P, Nick P. 2005. Auxin-dependent cell division and cell elongation. 1-Naphthaleneacetic acid and 2,4-dichlorophenoxyacetic acid activate different pathways. Plant Physiol 137:939–948

    Article  PubMed  CAS  Google Scholar 

  • Christensen SK, Dagenais N, Chory J, Weigel D. 2000. Regulation of auxin response by the protein kinase PINOID. Cell 100:469–478

    Article  PubMed  CAS  Google Scholar 

  • de la Fuente RK, Leopold AC. 1966. Kinetics of polar auxin transport. Plant Physiol 41:1481–

    Google Scholar 

  • de Reuille PB, Bohn-Courseau I, Ljung K, Morin H, Carraro N, et al. 2006. Computer simulations reveal properties of the cell–cell signaling network at the shoot apex in Arabidopsis. Proc Natl Acad Sci USA 103:1627–1632

    Article  PubMed  CAS  Google Scholar 

  • Dharmasiri N, Dharmasiri S, Estelle M. 2005. The F-box protein TIR1 is an auxin receptor. Nature 435:441–445

    Article  PubMed  CAS  Google Scholar 

  • Feugier FG, Mochizuki A, Iwasa Y. 2005. Self-organization of the vascular system in plant leaves: inter-dependent dynamics of auxin flux and carrier proteins. J Theor Biol 236:366–375

    Article  PubMed  CAS  Google Scholar 

  • Friml J, Benkova E, Blilou I, Wisniewska J, Hamann T, et al. 2002a. AtPIN4 mediates sink-driven auxin gradients and root patterning in Arabidopsis. Cell 108:661–673

    Article  CAS  Google Scholar 

  • Friml J, Vieten A, Sauer M, Weijers D, Schwarz H, et al. 2003. Efflux-dependent auxin gradients establish the apical-basal axis of Arabidopsis. Nature 426:147–153

    Article  PubMed  CAS  Google Scholar 

  • Friml J, Wisniewska J, Benkova E, Mendgen K, Palme K. 2002b. Lateral relocation of auxin efflux regulator PIN3 mediates tropism in Arabidopsis. Nature 415:806–809

    Google Scholar 

  • Friml J, Yang X, Michniewicz M, Weijers D, Quint A, et al. 2004. A PINOID-dependent binary switch in apical-basal PIN polar targeting directs auxin efflux. Science 306:862–865

    Article  PubMed  CAS  Google Scholar 

  • Fujita H, and Mochizuki A. 2006. Pattern formation of leaf veins by the positive feedback regulation between auxin flow and auxin efflux carrier. J Theor Biol 241:541–55

    Article  PubMed  CAS  Google Scholar 

  • Galweiler L, Guan C, Muller A, Wisman E, Mendgen K, et al. 1998. Regulation of polar auxin transport by AtPIN1 in Arabidopsis vascular tissue. Science 282:2226–2230

    Article  PubMed  CAS  Google Scholar 

  • Goldsmith MHM. 1967. Movement of pulses of labeled auxin in corn coleoptiles. Plant Physiol 42:258

    Google Scholar 

  • Goldsmith MHM, Goldsmith TH, Martin MH. 1981. Mathematical-analysis of the chemosmotic polar diffusion of auxin through plant-tissues. Proc Natl Acad Sci USA—Biol Sci 78:976–980

    Article  CAS  Google Scholar 

  • Green PB, Steele CS, Rennich SC. 1996. Phyllotactic patterns: a biophysical mechanism for their origin. Ann Bot 77:515–527

    Article  Google Scholar 

  • Hadfi K, Speth V, Neuhaus G. 1998. Auxin-induced developmental patterns in Brassica juncea embryos. Development 125:879–887

    PubMed  CAS  Google Scholar 

  • Hardtke CS, Berleth T. 1998. The Arabidopsis gene MONOPTEROS encodes a transcription factor mediating embryo axis formation and vascular development. Embo J 17:1405–1411

    Article  PubMed  CAS  Google Scholar 

  • Heisler MG, Ohno C, Das P, Sieber P, Reddy GV, et al. 2005. Patterns of auxin transport and gene expression during primordium development revealed by live imaging of the Arabidopsis inflorescence meristem. Curr Biol 15:1899–1911

    Article  PubMed  CAS  Google Scholar 

  • Jönsson H, Heisler MG, Shapiro BE, Mjolsness E, Meyerowitz EM. 2006. An auxin-driven polarized transport model for phyllotaxis. Proc Natl Acad Sci USA 103:1633–1638

    Article  PubMed  CAS  Google Scholar 

  • Kepinski S, Leyser O. 2005. The Arabidopsis F-box protein TIR1 is an auxin receptor. Nature 435:446–451

    Article  PubMed  CAS  Google Scholar 

  • Kramer EM. 2004. PIN and AUX/LAX proteins: their role in auxin accumulation. Trends Plant Sci 9:578–582

    Article  PubMed  CAS  Google Scholar 

  • Leopold AC, Hall OF. 1966. Mathematical model of polar auxin transport. Plant Physiol 41:476

    Article  Google Scholar 

  • Lobler M, Klambt D. 1985. Auxin-binding protein from coleoptile membranes of corn (Zea-mays L).2. Localization of a putative auxin receptor. J Biol Chem 260:9854–9859

    CAS  Google Scholar 

  • Long Ja, Barton MK. 1998. The development of apical embryonic pattern in Arabidopsis. Development 125:3027–3035

    Google Scholar 

  • Marchant A, Kargul J, May ST, Muller P, Delbarre A, Perrot, et al. 1999. AUX1 regulates root gravitropism in Arabidopsis by facilitating auxin uptake within root apical tissues. Embo J 18:2066–2073

  • Martin MH, Goldsmith MHM, Goldsmith TH. 1990. On polar auxin transport in plant-cells. J Math Biol 28:197–223

    Article  PubMed  CAS  Google Scholar 

  • Mattsson J, Ckurshumova W, Berleth T. 2003. Auxin signaling in Arabidopsis leaf vascular development. Plant Physiol 131:1327–1339

    Article  PubMed  CAS  Google Scholar 

  • Meinhardt H, Koch AJ, Bernasconi G. 1998. Models of pattern formation applied to plant development. In Barabe D, Jean RV (eds.) Symmetry in Plants. Singapore, World Scientific Publishing, pp. 723–758

  • Mitchison GJ. 1977. Phyllotaxis and Fibonacci series. Science 196:270–275

    Article  PubMed  Google Scholar 

  • Mitchison GJ. 1980a. The dynamics of auxin transport. Proc R Soc Lond Ser B–Biol Sci 209:489–511

    Google Scholar 

  • Mitchison GJ. 1980b. Model for vein formation in higher plants. Proc R Soc Lond Ser B–Biol Sci 207:79–109

    Article  Google Scholar 

  • Mitchison GJ. 1981. The polar transport of auxin and vein patterns in plants. Philos Trans R Soc Lond Ser B–Biol Sci 295: 461

    CAS  Google Scholar 

  • Okada K, Ueda J, Komaki MK, Bell CJ, Shimura Y. 1991. Requirement of the auxin polar transport system in early stages of Arabidopsis floral bud formation. Plant Cell 3:677–684

    Article  PubMed  CAS  Google Scholar 

  • Petrasek J, Mravec J, Bouchard R, Blakeslee JJ, Abas M, et al. 2006. PIN proteins perform a rate-limiting function in cellular auxin efflux. Science 312:914–918

    Article  PubMed  CAS  Google Scholar 

  • Przemeck GK, Mattsson J, Hardtke CS, Sung ZR, Berleth T. 1996. Studies on the role of the Arabidopsis gene MONOPTEROS in vascular development and plant cell axialization. Planta 200:229–237

    Article  PubMed  CAS  Google Scholar 

  • Raven JA. 1975. Transport of indoleacetic-acid in plant-cells in relation to pH and electrical potential gradients, and its significance for polar IAA transport. New Phytologist 74:163–172

    Article  CAS  Google Scholar 

  • Reddy GV, Heisler MG, Ehrhardt DW, Meyerowitz EM. 2004. Real-time lineage analysis reveals oriented cell divisions associated with morphogenesis at the shoot apex of Arabidopsis thaliana. Development 131:4225–4237

    Article  PubMed  CAS  Google Scholar 

  • Reinhardt D, Mandel T, Kuhlemeier C. 2000. Auxin regulates the initiation and radial position of plant lateral organs. Plant Cell 12:507–518

    Article  PubMed  CAS  Google Scholar 

  • Reinhardt D, Pesce ER, Stieger P, Mandel T, Baltensperger K, et al. 2003. Regulation of phyllotaxis by polar auxin transport. Nature 426:255–260

    Article  PubMed  CAS  Google Scholar 

  • Rubery PH, Sheldrake AR. 1974. Carrier-mediated auxin transport. Planta 118:101–121

    Article  CAS  Google Scholar 

  • Runions A, Fuhrer M, Lane B, Federl P, Rolland-Lagan AG, et al. 2005. Modeling and visualization of leaf venation patterns. ACM Trans Graphics 24:702–711

    Article  Google Scholar 

  • Sachs T. 1981. The control of the patterned differentiation of vascular tissues. Adv Bot Res Incorporating Adv Plant Pathol 9:151–262

    Google Scholar 

  • Scarpella E, Francis P, Berleth T. 2004. Stage-specific markers define early steps of procambium development in Arabidopsis leaves and correlate termination of vein formation with mesophyll differentiation. Development 131:3445–3455

    Article  PubMed  CAS  Google Scholar 

  • Scarpella E, Marcos D, Friml J, Berleth T. 2006. Control of leaf vascular patterning by polar auxin transport. Genes Dev 20:1015–1027

    Article  PubMed  CAS  Google Scholar 

  • Schoute JC. 1913. Beiträge zur Blattstellungslehre. Récueil Trav Bot Néerl 10:153–325

    Google Scholar 

  • Schrader J, Baba K, May ST, Palme K, Bennett M, et al. 2003. Polar auxin transport in the wood-forming tissues of hybrid aspen is under simultaneous control of developmental and environmental signals. Proc Natl Acad Sci USA 100:10096–10101

    Article  PubMed  CAS  Google Scholar 

  • Shipman PD, Newell AC. 2004. Phyllotactic patterns on plants. Phys Rev Lett 92: 168–702

    Article  CAS  Google Scholar 

  • Shipman, PD and Newell, AC. 2005. Polygonal planforms and phyllotaxis on plants. J Theor Biol 236:154–197

    Article  PubMed  CAS  Google Scholar 

  • Sieburth LE. 1999. Auxin is required for leaf vein pattern in Arabidopsis. Plant Physiol 121:1179–1190

    Article  PubMed  CAS  Google Scholar 

  • Smith RS, Guyomarc’h S, Mandel T, Reinhardt D, Kuhlemeier C, et al. 2006. A plausible model of phyllotaxis. Proc Natl Acad Sci USA 103:1301–1306

    Article  PubMed  CAS  Google Scholar 

  • Snow M, Snow R. 1937. Auxin and leaf initiation. New Phytol 36:1–18

    Article  CAS  Google Scholar 

  • Steeves TA, Sussex IM. 1989. Patterns in Plant Development. Cambridge, England, UK, Cambridge University Press

    Google Scholar 

  • Swarup R, Kargul J, Marchant A, Zadik D, Rahman A, et al. 2004. Structure–function analysis of the presumptive Arabidopsis auxin permease AUX1. Plant Cell 16:3069–3083

    Article  PubMed  CAS  Google Scholar 

  • Swarup R, Kramer EM, Perry P, Knox K, Leyser HM, et al. 2005. Root gravitropism requires lateral root cap and epidermal cells for transport and response to a mobile auxin signal. Nat Cell Biol 7:1057–1065

    Article  PubMed  CAS  Google Scholar 

  • Weijers D, Sauer M, Meurette O, Friml J, Ljung K, et al. 2005. Maintenance of embryonic auxin distribution for apical-basal patterning by PIN-FORMED-dependent auxin transport in Arabidopsis. Plant Cell 17:2517–2526

    Article  PubMed  CAS  Google Scholar 

  • Wisniewska J, Xu J, Seifertova D, Brewer PB, Ruzicka K, et al. 2006. Polar PIN localization directs auxin flow in plants. Science 312:883

    Article  PubMed  CAS  Google Scholar 

  • Yang Y, Hammes UZ, Taylor CG, Schachtman DP, Nielsen E. 2006. High-affinity auxin transport by the AUX1 influx carrier protein. Curr Biol 16:1123–1127

    Article  PubMed  CAS  Google Scholar 

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Acknowledgments

We thank Eric Mjolsness, Elliot M. Meyerowitz, Adrienne Roeder, and Bruce Shapiro for helpful discussions. H.J. acknowledge support from the Swedish Research Council and Human Frontier Science Program. M.G.H. was supported by the National Science Foundation’s Frontiers in Biological Research (FIBR) program, award number EF-0330786; and Department of Energy grant DOE FG02-88ER13873.

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Correspondence to H. Jönsson.

Appendices

APPENDIX 1. DETAILED MODEL DESCRIPTION

In the model tissue is built up by cytoplasmic and wall compartments separated by plasma membranes. The auxin transport model is based on the detailed chemiosmotic description for transport across membranes partly dependent on saturable efflux and influx mediators. In addition to cross-membrane transport also apoplastic diffusion is modeled. Transport mediators cycle between cytoplasm and plasma membrane compartments. In the present study it is assumed that the cycling is fast such that transport mediators are positioned in equilibrium. In each compartment auxin is divided into pH-dependent fractions of the protonated and anion forms (assuming fast dynamics and equilibrium for the reversible reaction aH ↔ a + H). The auxin flux Ja from a cytoplasm compartment into a wall compartment is described by

$$ J_{a} = p_{a}^{H} (f_{a^H}^{cell}a_{i} - f_{a^H}^{wall} a_{ij})\,+\,p_{PIN} P_{ij} {\left(N(\Phi){f_{a^-}^{cell} a_{i} \over K_{p} + f_{a^-}^{cell} a_{i}} - N(-\Phi){f_{a^-}^{wall} a_{ij} \over K_{p} + f_{a^-}^{wall} a_{ij}}\right)}\,+\,p_{AUX} A_{ij} {\left(N(-\Phi){f_{a^-}^{cell} a_{i} \over K_{A} + f_{a^-}^{cell} a_{i}} - N(\Phi){f_{a^-}^{wall} a_{ij} \over K_{A} + f_{a^-}^{wall} a_{ij}}\right)} $$

where ai, aij are the auxin concentrations in the cytoplasm and wall compartment respectively. Pij and Aij are the PIN1 and AUX1 concentrations in the membrane, p a , p PIN , and p AUX are the permeabilities, \( f^{cell}_{a^H} \), \( f^{wall}_{a} \), \( f^{cell}_{a^-} \), \( f^{wall}_{a^-} \) are the fractions of protonated and anion forms of auxin within the cell and wall compartments. N(Φ), and N(–Φ) are factors coming from the carrier mediated transport across the membrane potential given by

$$ N(\Phi) ={\Phi e^{\Phi} \over e^{\Phi} - 1},\, \Phi = {zV_{m}F \over RT} $$

where Φ = ±4.65 has been used assuming a membrane potential V m = –120 mV (negative inside). z is the valence, F is the Faraday constant, R is the gas constant, and T is the absolute temperature.

In addition to the membrane transport there is diffusion between neighboring walls with a diffusion constant D a. In the equations describing the transport also spatial factors are included (Jönsson and others 2006), where we have simplified by using constant values for these assuming in the two-dimensional simulations a cell “volume” of 25 μm2, a cell-wall crossing “area” of 5 μm, and a wall thickness of 50 nm.

The PIN1 and AUX1 cycling determines how much of the proteins are within the cell membranes toward different neighbors. Although we use a symmetric AUX1 polarization, the PIN1 cycling is also dependent on the auxin in the neighboring cells. In the simulations we use the equilibrium calculated from the cycling rate (from cytosol to membrane compartment)

$$ {\eqalign {J_{A} &= k_{A1} A_i - k_{A2} A_{ij} \cr J_{P} &= k_{P1} {\left((1 - c_{P}) + c_{P}{a_{j}^{n} \over K_{H} + a_{j}^{n}}\right)}P_{i} - k_{P2} P_{ij}}} $$

where a j is the auxin in the neighboring cell, A i , (P i ) is the AUX1 (PIN1) in the cytoplasm compartment, and A ij (P ij ) is the AUX1 (PIN1) in the membrane. The cytoplasm concentrations are measured as molecules per volume, whereas the membrane concentrations are measured as molecules per area. For a more thorough description we refer to Jönsson and others (2006), where a minor difference is that we here also include a symmetric term for PIN1 endocytosis (the k P1(1–c) term in J P ).

Finally we include production and degradation for the molecules, which for auxin also could be interpreted as transport in and out of the simulated tissue at the boundary. These processes are described by

$$ {\eqalign {{da_{i} \over dt} &= c_{a} - d_{a} a_{i} \cr {dA_{i}^{total} \over dt} &= (c_{A1} + c_{A2} L_{1}){\left((1 - k_{A}) + k_{A}{a_{i} \over K_{M} + a_{i}}\right)} - {d_{A} A_{i}^{total}} \cr {dP_{i}^{total} \over dt} &= (c_{P1} + c_{P2} L_{1}){\left((1 - k_{P}) + k_{P}{a_{i} \over K_{M} + a_{i}}\right)} - {d_{P} P_{i}^{total}}}} $$

where a i , A i , and P i are the concentrations of auxin, AUX1, and PIN1. All molecules have a simple degradation proportional to its concentration. Production is allowed to be different in the epidermis (L1 = 1) compared to inside the tissue (L 1 = 0). The proteins are produced only within the cytoplasmic compartments and have one constant term and one Michaelis-Menten term for the auxin-induced production. These protein amounts are then redistributed between the cytoplasmic and membrane compartments according to the previous cycling equations (see Jönsson and others 2006).

The parameter values used in the simulations are presented in Table 1, and are mostly estimated from experiments. All simulations are done using a C++ software based on a 5th order Runge-Kutta solver with adaptive step length for the numerical integration.

Table A1. Model Parameters

APPENDIX 2. EXPERIMENTAL METHODS

Auxin treatments were carried out by either applying auxin paste made from 5 mM IAA, 1% DMSO in lanolin (Sigma) or a mock treatment of 1% DMSO in lanolin to pin1-1 apices. The apical 2 mm of tissue was then collected for RNA extraction after 30 min. RNA extraction and quantification was carried out according to Heisler and others (2005). For amplifying AUX1 we used the primers 5′ GTCCAATCAATTCCGCTGTC 3′ and 5′ GCATAAAGAACGGTGGCTTC 3′. We used both the ACTIN2 and ACTIN8 genes as internal controls as described in Heisler and others 2005.

In situ hybridizations was carried out according to Long and Barton (1998). Preparation of tissue for confocal imaging was carried out as described in Heisler and others (2005).

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Heisler, M.G., Jönsson, H. Modeling Auxin Transport and Plant Development. J Plant Growth Regul 25, 302–312 (2006). https://doi.org/10.1007/s00344-006-0066-x

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