- Open Access
Synchronous high-resolution phenotyping of leaf and root growth in Nicotiana tabacum over 24-h periods with GROWMAP-plant
Plant Methodsvolume 9, Article number: 2 (2013)
Root growth is highly responsive to temporal changes in the environment. On the contrary, diel (24 h) leaf expansion in dicot plants is governed by endogenous control and therefore its temporal pattern does not strictly follow diel changes in the environment. Nevertheless, root and shoot are connected with each other through resource partitioning and changing environments for one organ could affect growth of the other organ, and hence overall plant growth.
We developed a new technique, GROWMAP-plant, to monitor growth processes synchronously in leaf and root of the same plant with a high resolution over the diel period. This allowed us to quantify treatment effects on the growth rates of the treated and non-treated organ and the possible interaction between them. We subjected the root system of Nicotiana tabacum seedlings to three different conditions: constant darkness at 22°C (control), constant darkness at 10°C (root cooling), and 12 h/12 h light–dark cycles at 22°C (root illumination). In all treatments the shoot was kept under the same 12 h/12 h light–dark cycles at 22°C. Root growth rates were found to be constant when the root-zone environment was kept constant, although the root cooling treatment significantly reduced root growth. Root velocity was decreased after light-on and light-off events of the root illumination treatment, resulting in diel root growth rhythmicity. Despite these changes in root growth, leaf growth was not affected substantially by the root-zone treatments, persistently showing up to three times higher nocturnal growth than diurnal growth.
GROWMAP-plant allows detailed synchronous growth phenotyping of leaf and root in the same plant. Root growth was very responsive to the root cooling and root illumination, while these treatments altered neither relative growth rate nor diel growth pattern in the seedling leaf. Our results that were obtained simultaneously in growing leaves and roots of the same plants corroborate the high sensitivity of root growth to the environment and the contrasting robustness of diel growth patterns in dicot leaves. Further, they also underpin the importance to carefully control the experimental conditions for root growth analysis to avoid or/and minimize artificial complications.
Since methods based on time-lapse imaging became available for analysing plant growth about a decade ago, several studies have shown that diel growth rhythms observed in plants depend on the environmental conditions as well as on the endogenous regulatory mechanisms of the plants [1–6]. The diel growth patterns vary from species to species and between different organs [7–9].
Root elongation growth, similar to leaf elongation in monocot plants, is highly responsive to temporal changes in environmental conditions and the growth rate is adjusted consequently [1, 9–11]. The root elongation rate (RER) is sensitive to various environmental parameters including light , temperature , nutrient availability , soil water potential  and mechanical impedance of the soil [15, 16]. For example, RER of Zea mays and Nicotiana tabacum was adjusted within minutes to new temperature regimes or to changes in the aboveground light regime [9, 12]. When environmental conditions are kept constant, root elongation rate remains relatively constant in a number of species such as Arabidopsis thaliana, Oryza sativa, Sorghum bicolor, Z. mays and N. tabacum[12, 19], which is consistent with the strong dependence of root elongation to environmental conditions. However, marked diel oscillations of root elongation have been reported in A. thaliana, with a growth maximum 1 h after dawn followed by a steep decrease to reach a minimum at dusk and recuperation during the night . Evidence for diel root growth rhythmicity has also been provided for O. sativa, although this was dissonant with the previous results of the same group [18, 21]. A clear explanation for these differences has not yet been provided, but factors such as the developmental stage of the plant or the environmental condition during the experiments may account for the contrasting root growth patterns found in the different studies. For example, an important difference between the experimental conditions of  and those of [9, 19] or [18, 21] is the exposure of the entire root system, including the growing root tips, to light–dark (LD) cycles. As light is known to inhibit root growth , the oscillating patterns of the Arabidopsis root elongation found in  may have been a result of root illumination . Furthermore, complete enclosure of entire seedlings in a Petri dish – a widely used condition for root growth analysis – can also affect growth processes through ethylene emission by leaves .
Contrary to root elongation and monocot leaf elongation, diel patterns of leaf expansion in dicot plants are apparently not very sensitive to environmental variations . Environmental parameters, such as temperature and light intensity, can influence the growth rates, but usually not the basic patterns of diel growth in dicot leaves . The diel leaf growth patterns in dicots can be categorised into two main types: Type 1 and Type 2 . Type 1 plants, such as N. tabacum, show a sinusoidal diel growth pattern with the maximal growth rates at around dawn and directly after the onset of daytime illumination [8, 19]. The diel leaf growth patterns of Type 2 plants, such as Populus deltoides, are characterised by the maximal and minimal growth rates occurring at around dusk and early morning, respectively . The origin of the different diel growth patterns of dicot plants is yet to be elucidated. Nevertheless, a study comparing the behaviour of several dicot and monocot species following a transfer from LD to continuous light (LL) conditions has indicated that the circadian clock might be an important regulator of the repetitive diel growth oscillations in leaves of dicot species [1, 3]. This hypothesis was based on the observation that the growth rhythm, although dampened, was maintained in dicot leaves after the transfer to LL . Such “free-running” rhythms are typically found for biological processes that are controlled by the circadian clock [25, 26]. Further support for a role for the circadian clock in regulating diel leaf growth of dicot plants has been provided by a more recent study showing disturbed leaf growth and shifted diel leaf growth patterns in circadian clock mutants of Arabidopsis .
Being integral parts of a plant, shoot and root are highly dependent on each other for growth and survival. An optimal resource use efficiency necessitates coordinated fluxes of carbohydrates, water and mineral nutrients that are acquired by one organ and delivered to the other . In order to understand the regulation of leaf and root growth in the context of whole-plant growth and resource allocation, it is essential to study the growth of these organs, which can exhibit contrasting diel growth patterns and sensitivity to environmental changes [2, 3], in the same plant at the same time. However, synchronous leaf and root growth analysis with a high temporal resolution has not been possible to date.
Thus, we developed a new technique that enables synchronous, high-resolution growth phenotyping in leaf and root of the same plant (Figure 1; Additional file 1: Figure S1; see Methods for a detailed description of the setup and data analysis). This technique, GROWMAP-plant, combines the existing methods of leaf  and root growth analysis  to reveal diel growth patterns of the whole plant and to gain better insights into coordination of growth activities between shoot and root within a plant. Furthermore, it allows simultaneous quantification of growth responses in leaves and roots following application of experimental treatments to only one of these organs, thereby facilitating the analysis of interactions between the treated and non-treated organs. In the present study we used GROWMAP-plant to investigate how and to what extent different conditions for the root system affect the growth in roots (treated organ) and leaves (non-treated organ) of tobacco seedlings. The root system was exposed to three different conditions, while keeping the shoot always in the same LD cycles (12 h/12 h) at a constant air temperature of 22°C: (1) a control condition in which the root system was kept at 22°C in constant darkness (DD), (2) a root cooling treatment in which the root system was cooled to 10°C in DD, and (3) a root illumination treatment in which the root system was subjected to the same LD cycles as the shoot at 22°C.
Root growth of the seedlings in the control condition was stable throughout the diel period (Figure 2b), although a small decrease in root growth velocity could be recognised upon switching-on the aboveground illumination, in parallel with the large fluctuations in leaf RGR (Figure 2a). In contrast to the relatively constant growth velocity of the root, leaf growth of these seedlings was more confined to the nocturnal period, in which the RGR values were relatively stable and almost three times higher than the diurnal values (Figure 2a).
When the roots of the N. tabacum seedlings were subjected to 10°C in DD, the root growth velocity was found to be stable over the diel period but reduced by approximately 50% compared to the control (Figure 2d; Additional file 2: Figure S2). Leaf expansion was not affected substantially by the root cooling treatment (Figure 2c,a; Additional file 3: Figure S3). The roots subjected to the LD-cycles showed diel growth rhythmicity (Figure 2f) with the highest growth velocity reached towards the end of the diurnal and nocturnal periods. The values stayed low in the morning but recovered gradually in the afternoon to reach rates similar to those seen in the second half of the night, or in the control seedlings (Figure 2b,f; Additional file 2: Figure S2). Compared to the relatively long suppression upon direct light exposure, root growth velocity recovered earlier after a decrease at the beginning of the nocturnal period. Also in this treatment, the leaf RGR was overall very similar to the levels found in the control seedlings (Figure 2a,e; Additional file 3: Figure S3). The diel patterns of leaf RGR were comparable in all conditions (Additional file 3: Figure S3), remaining high during the night and low during the day. Moreover, the leaf RGR values measured immediately before and after the sharp, transient decrease at the beginning of the day were always the same, suggesting a short interruption of leaf growth upon light-on (Figure 2a,c,e; Additional file 3: Figure S3). The transient decrease of leaf RGR was less pronounced in the root illumination treatment.
The average root growth velocity was similar between the diurnal and nocturnal period in all conditions (Figure 3a), resulting in an almost equal distribution of root growth between day and night (Figure 3b). However, the growth velocity differed between treatments (Figure 3a), with the highest values found in the control (ca. 0.6 mm h-1) and the lowest in the root cooling treatment (ca. 0.3 mm h-1). The root illumination treatment reduced root growth of the seedlings by more than 30% (ca. 0.4 mm h-1) not only in the light but also in the dark. The average leaf RGR indicated a clear day-by-day decline in all treatments (Figure 4a). Unlike root growth velocity, no difference was found in the leaf RGR between the treatments, neither for the diurnal nor for the nocturnal average (Figure 4a). When comparing the diurnal and nocturnal contributions to the overall diel growth, a uniform ratio of roughly 70:30 (night:day) was observed in all conditions (Figure 4b).
The increasing computing power and advancement of image analysis software in the last decade made it possible to use high-resolution time-lapse movies for growth phenotyping in leaves and roots [28, 29]. Taking advantage of this technical advancement and bringing it further to integrate leaf and root growth analysis for high-resolution whole-plant phenotyping (Figure 1, Additional file 1: Figure S1), we have investigated the effects of root cooling and root illumination on diel growth patterns of roots and leaves in tobacco seedlings. While root growth responded to the root cooling and root illumination (Figures 2b,d,f; 3; Additional file 2: Figure S2), the overall diel leaf RGR pattern and the average leaf RGR values were not affected in the seedlings by the root-zone treatments (Figures 2a,c,e; 4; Additional file 3: Figure S3). These results, obtained simultaneously in growing roots and leaves of the same plants, corroborate the sensitivity of root growth velocity to temporal changes in environments [9, 12], in striking contrast to the robust diel growth patterns maintained in leaves.
When environmental conditions are kept constant, root growth remains relatively stable in a number of species, including N. tabacum[9, 12, 18, 19]. Our experiments confirmed that root growth velocity in N. tabacum is stable under constant conditions, such as shown in the control and the root cooling treatment (Figure 2b,d; Additional file 2: Figure S2). Yet, a clear decrease in root growth velocity was seen when the root temperature was lowered to 10°C (Figure 3a; Additional file 2: Figure S2). Low root-zone temperature reduces water uptake and root hydraulic conductivity [30, 31], and is furthermore known to restrict growth processes involved in apical root elongation [32, 33]. A negative effect on shoot growth is also expected as root cooling can impede water, nutrient or hormone supply to the shoot [34–36]. In fact, low root-zone temperature can decrease shoot biomass production in A. thaliana even at a normal (non-cooled) air temperature . Contrary to this expectation, we observed no reduction in leaf RGR of N. tabacum seedlings in the root cooling treatment (Figures 2a,c, 4a; Additional file 3: Figure S3). Davies & Van Volkenburgh  showed that low root temperature inhibits leaf growth of Phaseolus trifoliates primarily during the day but not at night. Recently, it has also been demonstrated that biomass accumulation and specific leaf area are more influenced by day temperature than night temperature in A. thaliana. Since the major leaf growth occurred predominantly during the night in N. tabacum seedlings (Figures 2a,c,e; 4b), negative effects of low root temperature on leaf RGR may not have been that pronounced in our experiments.
Large transient fluctuations in leaf RGR are often observed when illumination is switched on abruptly (Figure 2a-c; Additional file 3: Figure S3). They are partially attributed to changes in cell turgor – the driving force of cell expansion – caused by a sudden increase in evapotranspirational demand upon an increase in light intensity and stomatal conductance. Our synchronous leaf and root growth analysis detected similar but much lesser changes in root growth velocity concomitant with the leaf RGR fluctuations in the control and root cooling plants at dawn (Figure 2b,d), suggesting a momentary limitation to root growth during a transient increase of evapotranspirational demand in the leaves.
In contrast, when both shoot and root were exposed to the light-on event of the LD cycles, the transient changes in leaf RGR were somewhat suppressed and the root growth velocity remained low for several hours after a decrease at dawn (Figure 2e,f). This root growth repression in the morning can be attributed to the root illumination which is known to have an inhibitory effect on root growth [22, 23]. As was the case in the root cooling treatment, the reduced root growth by the root illumination (Figure 3a) did not obviously affect overall leaf growth rates and diel pattern in the tobacco seedlings (Figure 4). The strong decrease in root growth velocity without any change in leaf growth (i.e. net decrease in the whole-plant growth) suggests an impaired carbon and energy acquisition and/or altered carbon allocation in the plants under these two conditions. With respect to the diel fluctuation of root growth, it seems that the morning repression following the light-on event, together with the short but similarly large decrease upon the light-off event at the beginning of the dark period, gives rise to diel growth rhythmicity in the root system exposed to LD cycles (Figure 2f). Consistent with this, marked diel oscillations of root tip growth, albeit not quite the same patterns as found in the N. tabacum seedlings in this study, have been reported in the experiments with A. thaliana, in which the hypocotyl and the entire root system were subjected to LD cycles . Interestingly, the Arabidopsis circadian mutant elf3 did not show any oscillation in root growth under the whole-plant LD conditions . The peculiar root growth of elf3, together with the altered sensitivity of root growth to light exposure (and also to gravity) seen in several different clock mutants , points to an interaction between the circadian clock (intrinsic control) and light (environment) in the observed root growth inhibition.
Previous studies have established that leaf expansion in dicot species has a diel rhythmicity [7, 8] that is maintained under constant light and temperature conditions  presumably by the circadian clock . Most diel growth patterns observed in dicot leaves, including N. tabacum, are sinusoidal in nature and the growth rates reach the maximum amplitude at around dusk or dawn . In the N. tabacum seedlings studied here, the diel leaf RGR pattern did not exhibit sinusoidal oscillations but was instead characterised by high and low stable leaf RGR at night and during the day, respectively (Figure 2; Additional file 3: Figure S3), which deviates from the Type 1 growth pattern typically found in leaves of N. tabacum at a later developmental stage [1, 19]. The leaf growth patterns of N. tabacum reported in the previous studies of our group [1, 19] were obtained by using similar imaging and processing methods as the ones described here. Therefore, the distinct leaf growth pattern observed in the seedlings in the present work cannot be due to technical or methodological influence, but might indicate a developmental transition between leaves of seedling plants (used here) and leaves of older plants (used in the earlier literature). In fact, relatively stable RGR with small diel amplitudes has been reported in leaf 4 of young N. tabacum plants . Seedlings that have just passed the hypocotyl stage and have formed the first one or two primary leaves are in a developmental transition: from the hypocotyl stage in which they entirely rely on the stored resources to the seedling stage in which they become more and more dependent on their environment for resources (light, CO2, minerals and water). We speculate that the observed diel leaf RGR pattern, which does not follow the Type 1 growth pattern described in older plants of N. tabacum, may be specific to the early seedling stage. Such developmental influence on diel leaf growth is also supported by the earlier observations in poplar leaves , showing an increase of diel growth amplitudes with progressing season (low amplitudes in early summer, high amplitudes towards autumn), although this was not accompanied by a substantial change in the timing of maxima and minima of the diel leaf growth pattern.
GROWMAP-plant allows detailed growth phenotyping of leaf and root simultaneously in the same plant. Synchronous measurements in these organs enable investigation of direct and indirect growth responses to various above- and belowground stress treatments, such as high-light stress or temperature stress, including gene functions in such stress responses by using mutants. Application of this technique in transgenic plants having inducible or tissue-specific promoters could be especially powerful to evaluate the impact of the induced effects in the induced as well as non-induced organs with a high spatiotemporal resolution. In the present study in N. tabacum seedlings, the results obtained by the technique revealed the sensitivity of root growth (treated organ) to the root-zone cooling and illumination, whereas leaf growth (non-treated organ) always maintained the same diel growth pattern that seems to be specific to the early seedling stage of this plant. The strong suppression of root growth by low temperature and illumination, and also the minor and transient decrease coinciding with the leaf RGR fluctuations after the light-on event, underpin the importance to carefully control the experimental conditions for root growth analysis in order to avoid or/and minimize artificial complications.
Seeds of N. tabacum L. (cv. Samsun) were surface sterilised in a sodium chloride solution and sown on sterile agarose (1% w/w). The medium contained a modified Hoagland solution (stock solution: 1 M KNO3, 1 M Ca(NO3)2, 1 M MgSO4, 1 M KHPO4, trace elements; ). Petri dishes (234 mm × 234 mm × 17 mm, Nalgene Nunc International, U.S.) were completely filled with the medium and sealed with fabric tape (Micropore, 3 M Health Care, Germany). Seeds were placed on top of the agarose through holes made in the Petri dish (three holes per Petri dish, one seed per hole). Laboratory film (Parafilm, Pechiney Plastic Packaging, U.S.) was applied to cover the holes in order to keep the seeds moist. After germination the laboratory film was removed. For more details concerning this cultivation method, we refer to . The Petri dishes were placed in a climate chamber with 12 h-12 h LD cycles at a constant air temperature and relative humidity of 22°C and 60%, respectively. The illumination of the light periods was provided by fluoresecent tubes (Fluora L58w/77, Osram, Germany) at the light intensity of ca. 130 μmol photons m-2 s-1.
Hardware setup – GROWMAP-plant
A custom metal framework was constructed (Figure 1) that included a holder for a Petri dish and an X-, Y-, Z-axis moving stage to adjust the position of a CCD camera (Scorpion SCOR-20SO, Point Grey Research, Canada), allowing fine movements for tracking the growing root tip. The camera for root image acquisition was equipped with a standard objective lens (25 mm, Pentax, Japan) and an infrared transmitting filter (880 nm, Edmund Optics, Germany). For continuous image acquisition, constant illumination throughout day and night was provided by 800 nm infrared LED bars (CSS, Japan). The Petri dishes were tightly fastened in the holder, locking them in the focal plane of the camera. Temperature regulation of the Petri dish was achieved by attaching a copper plate connected to a refrigerated/heating circulator (F25-ED, Julabo GmbH, Germany) to the Petri dish holder (Additional file 1: Figure S1). The surface of the copper plate, which also served as the root image background, was covered with a mirror foil to achieve optimal contrast (Optimont – Spiegelfolie S1SK, Bleher, Germany). To prevent incident light reaching the root, a box was constructed around the Petri dish holder. Openings were made into the cover box to provide access of the root camera, to attach cooling tubes to the copper plate, and to allow leaves to appear at the top of the Petri dish. The spaces were sealed off with tape and dark cloths to avoid illumination penetrating through the openings into the cover box. Images of the leaves were acquired with a second CCD camera (Scorpion SCOR-20SO, Point Grey Research, Canada) equipped with a standard objective lens (25 mm, Cosmicar/, Pentax, Japan) and an infrared transmitting filter (880 nm, Edmund Optics, Germany) positioned above the plants via a monopod. Constant illumination for leaf image acquisition was provided by a cluster of six infrared diodes (880 nm, Conrad Electronics, Germany) throughout day and night. For the diel leaf growth assessment in N. tabacum (two-weeks-old seedlings), the target leaf (leaf 1–2, ca. 1 cm in length) was mechanically fixed in a stationary position according to . Five weights (in Figure 1b, 1.5-mL reaction tubes containing water, each 1.8 g) were applied via threads glued (Pattex, Henkel, Germany) onto the edge of the leaf, one at the very tip of the leaf and two each along the leaf sides; a sixth weight was applied to the tip of a fully grown leaf opposite to the fixed young leaf to balance and stabilise the plant in the agarose. Each of the threads was spun over a metal ring surrounding the top of the Petri dish. Longer threads and a large metal ring were used for the control and root cooling experiments using the cover box (i.e. roots growing in the dark), so that the weights could hang down around the box.
Data acquisition and analysis
Grey-value images were taken every 90 s (for leaves) and every 30 s (for roots) and saved in a multi-Tiff format. The image sequences were analysed based on a structure-tensor approach (optical flow via the brightness constancy constraint equation ) that calculates the velocities from all moving visible structures of the leaf or root surface within the image. For leaf growth analysis, relative growth rates (RGR) were calculated as the divergence of the estimated velocity field by selecting an area of interest (AOI) within the image and tracking the movement of the structures within this AOI over time. In this study we used the entire surface of the observed leaf as AOI. For more details about the image analysis method, see  for leaf growth analysis and  for root growth analysis. Leaf RGR is defined as the relative increase in leaf area over time and was calculated by taking the difference between the natural logarithm of the leaf area at the end (A1) and at the beginning of the timeframe (A0) divided by the duration of the timeframe (t): (lnA1 – lnA0)/t. In the present study this timeframe for leaf RGR was approximately 15 min. The root velocity is defined as the velocity at which the root tip is dislocated from the fully mature, spatially fixed part of the root over time. This can be correlated to the average elongation rate of the growing root. The timeframe for calculating the root velocity was 5 min.
Area of interest
Light emitting diode
Root elongation rate
Relative growth rate
Tagged image file format
Poiré R, Wiese-Klinkenberg A, Parent B, Mielewczik M, Schurr U, Tardieu F, Walter A: Diel time-courses of leaf growth in monocot and dicot species: endogenous rhythms and temperature effects. J Exp Bot. 2010, 61: 1751-1759. 10.1093/jxb/erq049.
Walter A, Silk WK, Schurr U: Environmental effects on spatial and temporal patterns of leaf and root growth. Annu Rev Plant Biol. 2009, 60: 279-304. 10.1146/annurev.arplant.59.032607.092819.
Ruts T, Matsubara S, Wiese-Klinkenberg A, Walter A: Aberrant temporal growth pattern and morphology of root and shoot caused by a defective circadian clock in Arabidopsis thaliana. Plant J. 2012, 10.1111/j.1365-1313X.2012.05073.x.
Pantin F, Simonneau T, Rolland G, Dauzat M, Muller B: Control of leaf expansion: a developmental switch from metabolics to hydraulics. Plant Physiol. 2011, 156: 803-815. 10.1104/pp.111.176289.
Wang L, Beyer S, Cronk Q, Walus K: Delivering high-resolution landmarks using inkjet micropatterning for spatial monitoring of leaf expansion. Plant Methods. 2011, 7: 1-
Pyl E-T, Piques M, Ivakov A, Schulze W, Ishihara H, Stitt M, Sulpice R: Metabolism and growth in arabidopsis depend on the daytime temperature but are temperature-compensated against cool nights. Plant Cell. 2012, 24: 2443-2469. 10.1105/tpc.112.097188.
Matsubara S, Hurry V, Druart N, Benedict C, Janzik I, Chavarria-Krauser A, Walter A, Schurr U: Nocturnal changes in leaf growth of Populus deltoides are controlled by cytoplasmic growth. Planta. 2006, 223: 1315-1328. 10.1007/s00425-005-0181-0.
Wiese A, Christ MM, Virnich O, Schurr U, Walter A: Spatio-temporal leaf growth patterns of Arabidopsis thaliana and evidence for sugar control of the diel leaf growth cycle. New Phytol. 2007, 174: 752-761. 10.1111/j.1469-8137.2007.02053.x.
Walter A, Spies H, Terjung S, Kusters R, Kirchgessner N, Schurr U: Spatio-temporal dynamics of expansion growth in roots: automatic quantification of diurnal course and temperature response by digital image sequence processing. J Exp Bot. 2002, 53: 689-698. 10.1093/jexbot/53.369.689.
Yazdanbakhsh N, Sulpice R, Graf A, Stitt M, Fisahn J: Circadian control of root elongation and C partitioning in Arabidopsis thaliana. Plant Cell Environ. 2011, 34: 877-894. 10.1111/j.1365-3040.2011.02286.x.
Wells DM, French AP, Naeem A, Ishaq O, Traini R, Hijazi H, Bennett MJ, Pridmore TP: Recovering the dynamics of root growth and development using novel image acquisition and analysis methods. Philos T R Soc B. 2012, 367: 1517-1524. 10.1098/rstb.2011.0291.
Nagel KA, Schurr U, Walter A: Dynamics of root growth stimulation in Nicotiana tabacum in increasing light intensity. Plant Cell Environ. 2006, 29: 1936-1945. 10.1111/j.1365-3040.2006.01569.x.
Blamey FPC, Edwards DG, Asher CJ: Effects of aliminium, OH: Al AND P: Al molar ratios, and ionic strenght on soybean root elongation in soil culture. Soil Sci. 1983, 136: 197-207. 10.1097/00010694-198310000-00001.
Sharp RE, Silk WK, Hsiao TC: Growth of the maize primary root at low water potentials .1. spatial-distribution of expansive growth. Plant Physiol. 1988, 87: 50-57. 10.1104/pp.87.1.50.
Bengough AG, Bransby MF, Hans J, McKenna SJ, Roberts TJ, Valentine TA: Root responses to soil physical conditions; growth dynamics from field to cell. J Exp Bot. 2006, 57: 437-447.
Valentine TA, Hallett PD, Binnie K, Young MW, Squire GR, Hawes C, Bengough AG: Soil strength and macropore volume limit root elongation rates in many UK agricultural soils. Ann Bot. 2012, 110: 259-270. 10.1093/aob/mcs118.
Chavarría-Krauser A, Nagel KA, Palme K, Schurr U, Walter A, Scharr H: Spatio-temporal quantification of differential growth processes in root growth zones based on a novel combination of image sequence processing and refined concepts describing curvature production. New Phytol. 2008, 177: 811-821. 10.1111/j.1469-8137.2007.02299.x.
Iijima M, Oribe Y, Horibe Y, Kono Y: Time lapse analysis of root elongation rates of rice and sorghum during the day and night. Ann Bot. 1998, 81: 603-607. 10.1006/anbo.1998.0611.
Walter A, Schurr U: Dynamics of leaf and root growth: endogenous control versus environmental impact. Ann Bot. 2005, 95: 891-900. 10.1093/aob/mci103.
Yazdanbakhsh N, Fisahn J: Analysis of Arabidopsis thaliana root growth kinetics with high temporal and spatial resolution. Ann Bot. 2010, 105: 783-791. 10.1093/aob/mcq048.
Iijima M, Matsushita N: A circadian and an ultradian rhythm are both evident in root growth of rice. J Plant Physiol. 2011, 168: 2072-2080. 10.1016/j.jplph.2011.06.005.
Pilet PE, Ney D: Rapid, localized light effect on root-growth in maize. Planta. 1978, 144: 109-110. 10.1007/BF00385015.
Schmidt M, Walter A: Root growth is affected differently by mechanical wounding in seedlings of the ecological model species Nicotiana attenuata and the molecular model species Arabidopsis thaliana. PS&B. 2009, 5: 290-292.
Eliasson L, Bollmark M: Ethylene as a possible mediator of light-induced inhibition of root growth. Physiol Plant. 1988, 72: 605-609. 10.1111/j.1399-3054.1988.tb09170.x.
Makino S, Matsushika A, Kojima M, Yamashino T, Mizuno T: The APRR1/TOC1 Quintet Implicated in Circadian Rhythms of Arabidopsis thaliana: I. Characterization with APRR1-Overexpressing Plants. Plant Cell Physiol. 2002, 43: 58-69. 10.1093/pcp/pcf005.
Harmer SL: The circadian system in higher plants. Annu Rev Plant Biol. 2009, 60: 357-377. 10.1146/annurev.arplant.043008.092054.
Ruts T, Matsubara S, Wiese-Klinkenberg A, Walter A: Diel patterns of leaf and root growth: endogenous rhythmicity or environmental response?. J Exp Bot. 2012, 63: 3339-3351. 10.1093/jxb/err334.
Walter A, Schurr U: The modular character of growth in Nicotiana tabacum plants under steady-state nutrition. J Exp Bot. 1999, 50: 1169-1177.
van der Weele CM, Jiang HS, Palaniappan KK, Ivanov VB, Palaniappan K, Baskin TI: A new algorithm for computational image analysis of deformable motion at high spatial and temporal resolution applied to root growth. roughly uniform elongation in the meristem and also, after an abrupt acceleration, in the elongation zone. Plant Physiol. 2003, 132: 1138-1148. 10.1104/pp.103.021345.
Wan X, Zwiazek JJ, Lieffers VJ, Landhäusser SM: Hydraulic conductance in aspen (Populus tremuloides) seedlings exposed to low root temperatures. Tree Physiol. 2001, 21: 691-696. 10.1093/treephys/21.10.691.
Markhart AH, Fiscus EL, Naylor AW, Kramer PJ: Effect of temperature on water and ion transport in soybean and broccoli systems. Plant Physiol. 1979, 64: 83-87. 10.1104/pp.64.1.83.
Stone JA, Taylor HM: Temperature and the development of the taproot and lateral roots of four indeterminate soybean cultivars. Agron J. 1982, 75: 613-618.
Al-Ani MKA, Hay RKM: The influence of growing temperature on the growth and morphology of cereal seedling root systems. J Exp Bot. 1983, 34: 1720-1730. 10.1093/jxb/34.12.1720.
Ali AI, Kafkafi U, Yamaguchi I, Sugimoto Y, Inanaga S: Response of oilseed rape plant to low root temperature and nitrate: Ammonium ratios. J Plant Nutr. 1998, 21: 1463-1481. 10.1080/01904169809365496.
Ali AI, Kafkafi U, Yamaguchi I, Sugimoto Y, Inanaga S: Gibberellin, cytokinins, nitrate content and rate of water transport in the stem in response to root temperature. Soil Sci Plant Nutr. 1997, 43: 1085-1090.
Ye Z, Huang L, Bell RW, Dell B: Low root zone temperature favours shoot B partitioning into young leaves of oilseed rape (Brassica napus). Physiol Plant. 2003, 118: 213-220. 10.1034/j.1399-3054.2003.00085.x.
Nagel KA, Kastenholz B, Jahnke S, van Dusschoten D, Aach T, Mühlich M, Truhn D, Scharr H, Terjung S, Walter A, Schurr U: Temperature responses of roots: impact on growth, root system architecture and implications for phenotyping. Funct Plant Biol. 2009, 947-959.
Davies WJ, Van Volkenburgh E: The influence of water deficit on the factors controlling the daily pattern of growth of phaseolus trifoliates. J Exp Bot. 1983, 34: 987-999. 10.1093/jxb/34.8.987.
Walter A: Leaf growth dynamics. Nova Acta Leopoldina. 2009, 96: 123-134.
Walter A, Christ MM, Barron-gafford GA, Grieve KA, Murthy R, Rascher U: The effect of elevated CO2 on diel leaf growth cycle, leaf carbohydrate content and canopy growth performance of Populus deltoides. Global Change Biol. 2005, 11: 1207-1219. 10.1111/j.1365-2486.2005.00990.x.
Hoagland DR, Arnon DI: Physiological aspects of availability of nutrients for plant growth. Soil Sci. 1941, 51: 431-444. 10.1097/00010694-194106000-00002.
Schmundt D, Stitt M, Jahne B, Schurr U: Quantitative analysis of the local rates of growth of dicot leaves at a high temporal and spatial resolution, using image sequence analysis. Plant J. 1998, 16: 505-514. 10.1046/j.1365-313x.1998.00314.x.
We would like to thank Dr. Kerstin Nagel and Andreas Fischbach for the help with the design of the hardware setup. T.R. acknowledges the support of his PhD thesis by the iGRAD-plant, Heinrich-Heine University Düsseldorf and Michigan State University. This study was supported by a grant of the Deutsche Forschungsgemeinschaft (DFG) through a graduate program (International Research Training group (IRTG) 1525; iGRAD-Plant).
The authors declare that they have no competing interest.