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Elevated [CO2] mitigates the effect of surface drought by stimulating root growth to access sub-soil water

  • Shihab Uddin ,

    Contributed equally to this work with: Shihab Uddin, Markus Löw, Shahnaj Parvin, Glenn J. Fitzgerald, Michael Tausz

    Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Visualization, Writing – original draft, Writing – review & editing

    shihab.uddin@unimelb.edu.au

    Affiliations Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Creswick, Victoria, Australia, Department of Agronomy, Bangladesh Agricultural University, Mymensingh, Bangladesh

  • Markus Löw ,

    Contributed equally to this work with: Shihab Uddin, Markus Löw, Shahnaj Parvin, Glenn J. Fitzgerald, Michael Tausz

    Roles Conceptualization, Data curation, Formal analysis, Methodology, Project administration, Resources, Supervision, Writing – review & editing

    Affiliation Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Creswick, Victoria, Australia

  • Shahnaj Parvin ,

    Contributed equally to this work with: Shihab Uddin, Markus Löw, Shahnaj Parvin, Glenn J. Fitzgerald, Michael Tausz

    Roles Data curation, Investigation, Writing – review & editing

    Affiliations Department of Agronomy, Bangladesh Agricultural University, Mymensingh, Bangladesh, School of Ecosystem and Forest Sciences, The University of Melbourne, Creswick, Victoria, Australia

  • Glenn J. Fitzgerald ,

    Contributed equally to this work with: Shihab Uddin, Markus Löw, Shahnaj Parvin, Glenn J. Fitzgerald, Michael Tausz

    Roles Funding acquisition, Supervision, Writing – review & editing

    Affiliations Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Creswick, Victoria, Australia, Department of Economic Development, Jobs, Transport and Resources, Horsham, Victoria, Australia

  • Sabine Tausz-Posch ,

    Roles Funding acquisition, Methodology, Resources, Writing – review & editing

    Current address: School of Biosciences, University of Birmingham, Edgbaston, Birmingham, United Kingdom

    ‡ These authors also contributed equally to this work.

    Affiliation Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Creswick, Victoria, Australia

  • Roger Armstrong ,

    Roles Funding acquisition, Writing – review & editing

    ‡ These authors also contributed equally to this work.

    Affiliations Department of Economic Development, Jobs, Transport and Resources, Horsham, Victoria, Australia, Department of Animal, Plant and Soil Sciences, Centre for AgriBioscience, La Trobe University, Bundoora, Victoria, Australia

  • Garry O’Leary ,

    Roles Funding acquisition, Writing – review & editing

    ‡ These authors also contributed equally to this work.

    Affiliation Department of Economic Development, Jobs, Transport and Resources, Horsham, Victoria, Australia

  • Michael Tausz

    Contributed equally to this work with: Shihab Uddin, Markus Löw, Shahnaj Parvin, Glenn J. Fitzgerald, Michael Tausz

    Roles Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Writing – review & editing

    Current address: Birmingham Institute of Forest Research, University of Birmingham, Edgbaston, Birmingham, United Kingdom

    Affiliation School of Ecosystem and Forest Sciences, The University of Melbourne, Creswick, Victoria, Australia

Abstract

Through stimulation of root growth, increasing atmospheric CO2 concentration ([CO2]) may facilitate access of crops to sub-soil water, which could potentially prolong physiological activity in dryland environments, particularly because crops are more water use efficient under elevated [CO2] (e[CO2]). This study investigated the effect of drought in shallow soil versus sub-soil on agronomic and physiological responses of wheat to e[CO2] in a glasshouse experiment. Wheat (Triticum aestivum L. cv. Yitpi) was grown in split-columns with the top (0–30 cm) and bottom (31–60 cm; ‘sub-soil’) soil layer hydraulically separated by a wax-coated, root-penetrable layer under ambient [CO2] (a[CO2], ∼400 μmol mol-1) or e[CO2] (∼700 μmol mol-1) [CO2]. Drought was imposed from stem-elongation in either the top or bottom soil layer or both by withholding 33% of the irrigation, resulting in four water treatments (WW, WD, DW, DD; D = drought, W = well-watered, letters denote water treatment in top and bottom soil layer, respectively). Leaf gas exchange was measured weekly from stem-elongation until anthesis. Above-and belowground biomass, grain yield and yield components were evaluated at three developmental stages (stem-elongation, anthesis and maturity). Compared with a[CO2], net assimilation rate was higher and stomatal conductance was lower under e[CO2], resulting in greater intrinsic water use efficiency. Elevated [CO2] stimulated both above- and belowground biomass as well as grain yield, however, this stimulation was greater under well-watered (WW) than drought (DD) throughout the whole soil profile. Imposition of drought in either or both soil layers decreased aboveground biomass and grain yield under both [CO2] compared to the well-watered treatment. However, the greatest ‘CO2 fertilisation effect’ was observed when drought was imposed in the top soil layer only (DW), and this was associated with e[CO2]-stimulation of root growth especially in the well-watered bottom layer. We suggest that stimulation of belowground biomass under e[CO2] will allow better access to sub-soil water during grain filling period, when additional water is converted into additional yield with high efficiency in Mediterranean-type dryland agro-ecosystems. If sufficient water is available in the sub-soil, e[CO2] may help mitigating the effect of drying surface soil.

Introduction

Atmospheric carbon dioxide concentration ([CO2]) has been increasing since the Industrial Revolution and exceeded 406 μmol mol-1 in 2017 [1]. If CO2 emissions continue at the current rate, [CO2] is predicted to reach 550 μmol mol-1 by 2050 and will exceed 700 μmol mol-1 by the end of the 21st century [2]. As CO2 is the main substrate of photosynthesis and thus a key driver of plant growth, such a large increase in a key substrate will affect all plants and ecosystems [3].

Increasing [CO2] stimulates growth and grain yield of C3 crops [46], due to the ‘CO2 fertilisation effect’. Elevated [CO2] (e[CO2]) of about 150 μmol mol-1 above ambient increases aboveground biomass by 16 to 79% for C3 crops [46]. Grain yield stimulation of C3 crops ranged from 6 to 70% in Free Air CO2 Enrichment (FACE) facilities with a target [CO2] of 550 μmol mol-1 [46], and can be even higher (31 to 166%) when grown in glasshouse facilities at higher [CO2] (e. g. 700 μmol mol-1 [CO2]) [7, 8]. As a result of increased net assimilation rate (Anet), grain yield enhancement under e[CO2] may be accompanied by increases in grain size, number of heads or both [8, 9]. The magnitude of relative yield stimulation by e[CO2] is dependent on growing conditions [5, 8, 10, 11] and frequently predicted to be greater under drier than well-watered conditions [6, 12, 13].

The commonly cited mechanism for this prediction is the well-established reduction of stomatal conductance (gs) under e[CO2] [4, 14, 15], which accompanies the stimulation of Anet [12, 16]. These physiological processes, themselves or in tandem, increase intrinsic water use efficiency (iWUE, calculated as Anet/gs: the ratio of carbon gain to water loss, normalised to a common air humidity) under e[CO2] [15, 17]. Therefore, with the same amount of water, crops grown under e[CO2] may produce greater biomass and grain yield, or conserve soil water [18, 19] due to lower (5 to 20%) evapotranspiration (ET) compared to a[CO2] [6, 12]. This conservation of soil water under e[CO2] has been proposed to mitigate drought stress later in the season [8, 20].

A second mechanism by which e[CO2] may mitigate drought stress is through stimulation of belowground biomass, which may improve water uptake [21, 22]. With very few exceptions [23], root growth of crop plants is stimulated by e[CO2] [22, 2428], and this stimulation can be even stronger than that of aboveground biomass [21, 29]. A meta-analysis reviewing CO2 enrichment studies under ample water and nutrient supply reported a 47% stimulation of root biomass in C3 crops, whereas the corresponding stimulation of aboveground biomass was only 12% [21]. Roots of plants grown under e[CO2] grow faster, which results in more numerous, thicker and longer roots [24]. An increase in root length of wheat under e[CO2] may change the spatial patterns of exploitation of soil water and nutrients from different soil layers [23, 24, 30]. It has been shown that e[CO2] can change the vertical distribution of roots [30], often with greater stimulation of root growth in the top soil layer [22, 24, 30].

Apart from e[CO2], root biomass and its vertical distribution are governed by the availability of water and nutrients in the soil profile [22, 30, 31]. Wheat grown under well-watered conditions produced more root biomass than in drought conditions [24, 32, 33]. The highest proportion of Lupinus cosentinii roots were found in the well-watered bottom soil layer when drought was imposed in top and middle layers [34]. In a similar study, root biomass of barley was greater in a well-watered soil layer compared to a dry layer [35], and similar results were obtained for wheat [36]. In one study, stimulation of sub-soil (30 to 45 cm) root growth of field grown wheat under e[CO2] was greater in wet than dry conditions [26]. Such an increase in root growth at the well-watered sub-soil layer ensures continued access to water and maintains plant physiological activity when the surface soil is subjected drought [34].

In low rainfall areas, such as the Mediterranean-type climatic regions of south-eastern Australia, wheat is sown at the start of the wet winter season and matures during rapidly drying and warming conditions in spring. There may be ample soil water reserves during early growth stages of crop growth, but the grain filling period in spring often corresponds to terminal drought, which is considered the major cause of grain yield variability of wheat in these regions [37]. In these regions, the top soil can saturate (due to sudden precipitation) or dry up quickly (due to heat and wind) compared to the sub-soil. Greater stimulation of root growth near the surface by e[CO2] may help wheat to take advantage of temporarily available surface water after precipitation [24]. Conversely, increased root length under e[CO2] may allow more effective extraction of sub-soil water during the grain filling period, when the crops are vulnerable to terminal drought [38]. This uptake of sub-soil water can contribute significantly to the grain yield of wheat [39, 40].

Rooting patterns of crop cultivars are important traits of interest for plant breeders [4146]. Because of the difficulties of assessing root traits directly in the field, and the limitations on targeting water availability at different soil depth, experimental studies using relatively large pots with hydraulically separated soil layers at different depth (‘split-column experiments’) are a good first step to establish ‘in principle’ responses [3436, 47, 48].

In one split-column study it was shown that only a wheat cultivar with greater root growth at depth (but not in shallow soil) benefitted from sub-soil water availability [48]. Because split-column experiments have only been conducted under current, ambient [CO2], it is unknown how e[CO2] will change root growth in response to water availability at different soil depths. This is an important question, because it could affect the mechanisms and extent of the ‘CO2 fertilisation effect’ under limited water availability, and change the fine-tuning of selection for root traits for dryland agro-ecosystems in a future, high CO2 atmosphere.

To assess the above issues, a glasshouse experiment was conducted to explore the role of rooting patterns and soil water distribution on agronomic and physiological responses of wheat under e[CO2], using soil columns with hydraulically separated top and bottom soil layers. This experimental setup allowed us to apply controlled drought to upper and lower soil depths separately, and test the following hypotheses: (1) Due to CO2-induced increases in water use efficiency, the ‘CO2 fertilisation effect’ will be greatest under drought throughout the whole soil profile. (2) Root biomass is stimulated by e[CO2], and this stimulation is greater in soil layers with greater soil water availability, and (3) if there is sufficient water in the deeper soil layer, greater root growth under e[CO2] will mitigate the effect of surface drought by ensuring better access to water in the deeper soil layer.

Materials and methods

The experiment was conducted in a glasshouse at the University of Melbourne, Creswick, Victoria, Australia (37°25'24.2" S, 143°54'1.6" E, elevation 465 m) from June to December 2016. Wheat was grown in split-columns (see below) placed in either an a[CO2] (~400 μmol mol-1) or an e[CO2] (~700 μmol mol-1; likely to be reached or surpassed by the end of this century according to most scenarios [2]) chamber (glasshouse sub-division) with 14/ 10 h day/ night photoperiod and 20 ± 2.1/ 12 ± 1.6°C (mean maximum/ minimum temperature ± SE) temperature regimes. The additional CO2 for the e[CO2] chamber was supplied during the day-time only. Split-columns and CO2 treatments were swapped fortnightly between chambers and split-columns were relocated randomly in the respective chambers to avoid chamber affects or any position and border effects on plant responses [49].

Preparation of split-columns

Split-columns [48] were used to separate the soil into two layers (Fig 1A). Each soil column consisted of two, 30 cm long polyvinylchloride (PVC) pipes of 15 cm diameter, mounted on top of one another to create a column of 60 cm length. The two layers of soil were hydraulically isolated from each other by a wax-coated layer supported by a plastic wire mesh placed between top and bottom layers (Fig 1C). This allowed independent control of water supply in the two layers. The wax layer was prepared by melting 20% paraffin wax pellets (Thermo Fisher Scientific, Scoresby, VIC, Australia) with 80% petroleum jelly (New directions Australia, Sydney, NSW, Australia) at 80°C [47, 50, 51]. The thickness of the wax layer was about 4 mm. The wax layer allowed unrestricted root penetration (Fig 1D) while preventing water movement between the layers [48]. To allow drainage of excess water that might accumulate above the wax layer, small holes (6.5 mm diameter) were drilled into the column just above the wax layer. About 3 cm below the wax layer, a 15 cm long plastic tube (5 mm diameter) was inserted into the bottom layer to allow watering of the bottom soil layer independently from the top layer (Fig 1B). Both soil layers consisted of grey sandy loam with pH 6.4 and EC 703 μS cm−1 obtained from a field at Ballarat, Victoria, Australia. After sieving through a 2 mm sieve, the soil was thoroughly mixed with 20% coarse river sand to reduce compaction and improve drainage. Basal nutrients were added at the rate of 20 mg N as urea, P as KH2PO4 and Mg as MgSO4 as well as 10 mg Zn as ZnSO4, Fe as FeSO4, Cu as CuSO4 and Mn as MnSO4, plus 1.5 g CaCO3 kg−1 of sand-soil mixture. The bottom layer was filled first and allowed to settle by slow, repeated hand watering and refilling to prevent development of any empty spaces between the wax-coating and the soil over the course of the experiment. Therefore, the bottom layer (1.55 Mg m–3) was more compacted than the top (1.50 Mg m–3). In the middle of each layer (at 15 and 45 cm depths of the whole soil column) 4 holes of 4.5 mm diameter were drilled to allow periodic measurement of soil water.

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Fig 1.

(A) Schematic diagram of the split-columns used in the experiment. (B) A 5 mm diameter plastic tube was installed in the bottom segment to allow irrigation of the bottom layer independently from the top layer. The desired soil water content was maintained by injecting water with a syringe. (C) Wax layer at the top of the bottom layer to hydraulically separate it from the top layer. (D) Wheat roots penetrating the wax layer and the embedded plastic wire mesh during a preliminary trial.

https://doi.org/10.1371/journal.pone.0198928.g001

Plant materials and imposition of watering treatments

Ten uniformly sized, pre-treated (with Veteran C®, Crop Care Australasia Pty Ltd.) seeds of wheat (Triticum aestivum L.) cv. Yitpi were sown at 2 cm depth in each column. Yitpi is a moderate to high yielding cultivar with high tillering capacity, widely grown in low rainfall areas of south-eastern Australia. Ten days after sowing, seedlings were thinned to three per column. The columns were hand watered twice per week to maintain the water content close to field capacity (18 v/v%, determined after three wetting–drying cycles to equilibrium) until plants were at stem-elongation (growth stage DC31 according to Zadoks et al. [52]). After stem-elongation, columns were randomly assigned to one of four water treatments (WT; 7 replicates in each group) and drought was imposed by withholding 33% of the irrigation to soil layers as follows: in the first group, both layers of each column were well-watered (WW), no water was withheld. In the second group, drought was imposed in the bottom layer of the column only (WD). In the third group, drought was imposed in the top layer of the column (DW) and in the fourth group, drought was imposed in both layers of the column (DD). Volumetric soil water content of each layer was measured weekly (one day after an irrigation event) by inserting a time domain refractometer (TDR, Theta probe ML3, Delta-T Devices Ltd., Burwell, Cambridge, UK) through the horizontal holes in the middle of each layer. Factory default calibration was used to convert the simple analogue DC voltage output from the TDR into soil water (v/v%).

Gas exchange measurements

Stomatal conductance (gs) and net assimilation rate (Anet) of the flag leaf were measured weekly from one week after stem-elongation (70 days after sowing) until two weeks after anthesis (DC65; 126 days after sowing). An open path infrared gas analyser with a standard leaf chamber (clear-top with a maximum leaf area of 2 × 3 cm, IRGA, Li-6400, Li-Cor, Lincoln, NE, USA) was used to measure instantaneous gas exchange for four replicates. The cuvette air flow rate was set to 500 μmol s−1. The [CO2] inside the cuvette was set to either 400 or 700 μmol mol-1 for plants grown under a[CO2] and e[CO2] chamber, respectively. Light levels ranged from 600 to 800 μmol m-2 s-1. Measurements were recorded after stabilisation of gs (generally after 90 s) and three measurements were recorded at 5 s intervals and averaged afterwards. This allowed water vapour and [CO2] in the cuvette to reach steady state, but did not allow stomata to adjust to cuvette conditions. Vapour pressure deficit (VPD) was between 0.9 and 2.1 kPa depending on measurement dates and was not different between samples and treatments. After completion of the gas exchange measurements, the leaf surface area was calculated from the length and width of the part of the leaf enclosed in the cuvette. Values for all gas exchange parameters were calculated based on this surface area of the leaf inside the cuvette. Intrinsic water use efficiency (iWUE) was calculated as Anet divided by gs [53, 54].

Growth, grain yield and morphological parameters

Plant biomass (separated into leaves, tillers, and heads) and morphological parameters (plant height, tillers, heads and spikelets number) were measured at three key stages by destructive sampling. The first sampling took place at stem-elongation (62 days after sowing) when four columns per CO2-treatment were destructively sampled (WW only at this point of the experiment since drought was only imposed after stem-elongation). Three columns from each treatment were sampled at anthesis (111 days after sowing). The remaining four replicates were harvested at maturity (DC90; 175 days after sowing). Neither CO2 nor water treatment had an effect on phenological development, therefore sampling for all the growth stages were done on the same day for all treatments and replications. At stem-elongation and anthesis green leaf area was measured with a Licor leaf area meter (LI-3100C Area Meter, Lincoln, NE, USA). All individual plant parts were oven dried at 70°C for 72 h and their dry weights were recorded separately. Grain yield was determined at maturity. Immediately after each harvest, columns were disassembled, separating top and bottom layers. Roots in each layer were collected from the soil by washing with tap water and sieving with a 2 mm sieve [48]. Roots were oven dried at 70°C for 72 h and dry weights recorded. Biomass of three plants per column was recorded and reported on a dry weight basis (g).

Statistical analysis

Two-way ANOVA (one-way ANOVA at stem-elongation) was applied for the effects of CO2, water treatments (as main factors) as well as their interactions using R version 3.3.1 [55]. Homogeneity of variances was checked by Levene’s test with R package “DescTools” version 0.99.16 [56] and data were transformed via natural logarithms where necessary. Repeated measured ANOVA was used for soil water and gas exchange parameters with days after sowing as repeated nesting element. Means of significant interaction effects were compared using Tukey’s honest significant difference (HSD) post-hoc tests. In all analyses, the sample size (n) was 4 except for the anthesis destructive harvest, where n = 3. P-values for differences are reported in the text, tables or graphs.

Results

Soil water

Soil water content of the well-watered column segments was maintained close to field capacity (18.2 ± 1.3 v/v%) until soft dough development stage (147 days after sowing) at which point irrigation was terminated (Fig 2). Water content of the column segments subjected to the drought treatment after stem-elongation dropped to 13.6 ± 1.7 (SE) v/v%.

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Fig 2. Volumetric soil water content of top and bottom layers of split columns with wheat cv. Yitpi.

Data points are means of 16 replicates until stem-elongation (before the drought treatment was imposed), and afterwards 8 replicates. Error bars indicate standard error. Asterisks indicate significance of the effect of CO2 and water treatment (WT) as well as their interactions. Significance levels are indicated by the P value: *, P < 0.05; **, P < 0.01; ***, P < 0.001.

https://doi.org/10.1371/journal.pone.0198928.g002

Leaf gas exchange

The net assimilation rate (Anet) was greater under e[CO2] than a[CO2] (Fig 3). Elevated [CO2] showed greatest effect on Anet in the WW and least in DD treatment (CO2 x WT; P < 0.01). Water treatment influenced Anet throughout the experiment. Averaged across all measurements, Anet was greatest for WW and was reduced (compared to WW) by 13, 24 and 36% for WD (P < 0.001), DW (P < 0.001) and DD (P < 0.001), respectively. Stomatal conductance (gs) was lower under e[CO2] than under a[CO2], and the magnitude of this difference was greatest for WW and subsequently decreased for WD, DW and DD (CO2 x WT; P < 0.001). The gs values were highest for WW, and were 16, 33 and 45% lower for WD (P < 0.001), DW (P < 0.001) and DD (P < 0.001), respectively, compared to WW (Fig 3). Compared to WD, reduction of gs in DW was not significant (P = 0.529) under e[CO2], but reduced by 26% under a[CO2] (P < 0.001; S1 Table). The gs of DW was significantly (P < 0.05) greater (28%) than DD under e[CO2], but not different under a[CO2] (P = 0.646). Throughout the experiment, iWUE under e[CO2] was significantly greater than under a[CO2] (Fig 3). Increased gs under e[CO2] lowered the rate of increase iWUE for DW compared to other water treatments (CO2 × WT; P < 0.001).

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Fig 3. Net assimilation rate (Anet), stomatal conductance (gs) and intrinsic water use efficiency (iWUE) of the flag leaf of wheat cv. Yitpi grown under a[CO2] and e[CO2] measured at 400 μmol mol-1 and 700 μmol mol-1 of [CO2], respectively.

Data are means of 4 replicates; error bars indicate standard error. Water treatments, WW (both soil layers well-watered), WD (top layer well-watered, bottom layer dry), DW (top layer dry, bottom layer well-watered) and DD (both layers dry) are presented in the panels from left to right. Asterisks indicate significance of the effect of CO2 and water treatment (WT) as well as their interactions. Significance levels are indicated by the P value: *, P < 0.05; **, P < 0.01; ***, P < 0.001.

https://doi.org/10.1371/journal.pone.0198928.g003

Biomass production

Aboveground biomass (at stem-elongation, anthesis and maturity) was significantly greater under e[CO2] compared to a[CO2] (Table 1, Fig 4). The extent to which e[CO2] increased biomass as a mean across all water treatments was about the same for each individual sampling (59–63%). Water treatments significantly affected aboveground biomass at both anthesis and maturity (Fig 4). Similar to Anet, aboveground biomass at anthesis was highest for WW and was reduced (compared to WW) by 14, 23 and 41% for WD (P < 0.05), DW (P < 0.001) and DD (P < 0.001), respectively. A similar pattern of decrease in aboveground biomass from WW to other water treatments was observed at maturity. At maturity, drought reduced the aboveground biomass to a greater extent under e[CO2] than a[CO2] (CO2 x WT, P < 0.05; Fig 4): the exception was for DW. Regardless of imposition of drought in either of the soil layers (WD or DW), aboveground biomass under e[CO2] was greater (P < 0.01 or P < 0.05) than WW under a[CO2] (except at maturity where DW under e[CO2] was the same as WW under a[CO2], P = 0.292; S3 Table). When drought was imposed in both layers (DD) under e[CO2] there was no significant differences (P ≥ 0.05) in aboveground biomass compared to WW under a[CO2]. Plants under e[CO2] were taller, had more tillers, a larger leaf area, more heads and greater numbers of grains, which resulted in greater aboveground biomass under e[CO2] than a[CO2] (Tables 1 and 2).

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Fig 4. Aboveground biomass production of wheat cv. Yitpi at growth stages anthesis and maturity.

Aboveground biomass is the sum of tiller, leaf and head (chaff + grain). Bars represent mean values and error bars indicate standard errors of 3 and 4 replicate columns (3 plants in each) at anthesis and maturity, respectively. Percent change in aboveground biomass due to e[CO2] is shown at the top of each bar for the respective WT. Asterisks indicate significance of the effects of CO2 and water treatments (WT) as well as their interaction. Significance levels are indicated by the P value: *, P < 0.05; **, P < 0.01; ***, P < 0.001.

https://doi.org/10.1371/journal.pone.0198928.g004

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Table 1. Growth parameters of wheat cv. Yitpi grown under a[CO2] or e[CO2] at stem-elongation, before imposing drought (samples equivalent to WW—both soil layers were well-watered at this point).

https://doi.org/10.1371/journal.pone.0198928.t001

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Table 2. Plant production parameters of wheat cv. Yitpi grown under a[CO2] or e[CO2] at anthesis and maturity with different water treatments (WT): WW (both soil layers well-watered), WD (top layer well-watered, bottom layer dry), DW (top layer dry, bottom layer well-watered) and DD (both soil layers dry).

https://doi.org/10.1371/journal.pone.0198928.t002

Similar to aboveground biomass, belowground biomass was also greater under e[CO2] than a[CO2] (Table 1, Fig 5). Unlike aboveground biomass, the stimulatory effect of e[CO2] on belowground biomass was greatest during the early season (71% more biomass compared to a[CO2] at stem-elongation) but the size of this difference diminished as the crop matured, declining to 66% at anthesis and 26% at maturity. Water treatments significantly affected the belowground biomass at both anthesis and maturity (Fig 5). Under the WW treatment, plants had the highest belowground biomass, which reduced (compared to WW) by 29, 13 and 26% for WD (P < 0.001), DW (P < 0.05) and DD (P < 0.001), respectively (Fig 5). The lower response of belowground biomass to [CO2] under WD resulted in a significant interaction between CO2 and WT at anthesis (CO2 x WT, P < 0.05). From anthesis to maturity root biomass under a[CO2] generally increased, while under e[CO2] it slightly decreased (Fig 5).

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Fig 5. Belowground biomass production of wheat cv. Yitpi at growth stages anthesis and maturity.

Belowground biomass is the sum of top and bottom roots. Top and bottom root refer to the dry weight of roots in the top and bottom layers, respectively of the split-columns. Bars represent mean values and error bars indicate standard errors of 3 and 4 replicate columns (3 plants in each) at anthesis and maturity, respectively. At both stages, main effect CO2 and WT were significant for top and bottom roots. Percent change in belowground biomass due to e[CO2] is shown at the top of each bar for the respective WT. Asterisks indicate significance of the effects of CO2 and water treatments (WT) as well as their interaction. Significance levels are indicated by the P value: *, P < 0.05; **, P < 0.01; ***, P < 0.001.

https://doi.org/10.1371/journal.pone.0198928.g005

The stimulatory effect of e[CO2] was greater on the top root biomass than bottom roots at anthesis (74% vs 43%; Fig 5) but by maturity there was little difference (27 and 23% stimulation for top and bottom, respectively). In addition to CO2, availability of water in the bottom layer only (i.e. a dry top layer) further stimulated the growth of bottom-layer roots and resulted in the highest bottom-layer root biomass for DW (Fig 5). Bottom root biomass of DW was significantly higher than WD at both anthesis (P < 0.001) and maturity (P < 0.01). WD had the least root growth in both layers and resulted in the lowest root:shoot ratio (Table 2). The effect of CO2, WT and their interactions on total biomass were similar to the above- and belowground biomass at both anthesis and maturity (Table 2).

Grain yield

Elevated [CO2] increased the grain yield for all WT but the extent of this increase varied depending on WT (CO2 x WT, P < 0.01; Fig 6). When both soil layers were well-watered (WW), grain yield was 71% greater (P < 0.001) under e[CO2] than a[CO2], but the stimulation was not significant (P = 0.664) in DD (Fig 6). The greatest stimulation (88%, P < 0.001) of grain yield under e[CO2] was found for DW. In WD grain yield was 58% greater (P < 0.001) under e[CO2] than a[CO2]. When the bottom soil layer was dry (WD), absolute grain yield under e[CO2] was greater (P < 0.01) compared to WW under a[CO2]. Grain yield in both DW (P = 0.336) and DD (P = 0.241) under e[CO2] were not significantly different compared to WW under a[CO2]. Grain yield of DW under e[CO2] was 61% greater (P < 0.01; S3 Table) than DD, but no significant (P = 0.99) difference was found between these water treatments under a[CO2]. On average, grain yield under e[CO2] was 63% higher compared to a[CO2]. The greater grain yield under e[CO2] than a[CO2] resulted from a combination of more heads column-1 and greater number of spikelets head-1 (Table 2).

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Fig 6. Grain yield (g column-1) of wheat cv. Yitpi at maturity.

Bars represent mean values and error bars indicate standard errors of 4 replicate columns (3 plants in each). Percent change in grain yield due to e[CO2] is shown at the top of each bar for the respective WT. Asterisks indicate significance of the effects of CO2 and water treatment (WT) as well as their interaction. Significance levels are indicated by the P value: *, P < 0.05; **, P < 0.01; ***, P < 0.001.

https://doi.org/10.1371/journal.pone.0198928.g006

Root and shoot allocation pattern

For all water treatments, e[CO2] proportionately increased the above- and belowground biomass at stem-elongation and anthesis (Table 1; Figs 4 and 5). Therefore, despite a significant effect of CO2 treatment on plant height, tiller numbers and aboveground biomass (Tables 1 and 2; Fig 4) and top and bottom root growth (Table 1; Fig 5) e[CO2] did not significantly change the root:shoot ratio at either stem-elongation or anthesis (Tables 1 and 2). The effect of CO2 on root:shoot ratio was significant at maturity with root:shoot ratio 19% lower under e[CO2] compared to a[CO2]. From anthesis to maturity aboveground biomass under e[CO2] increased by 93% whereas belowground biomass was reduced by 9%, which contributed to this lower root:shoot ratio (Table 2). Water treatments significantly affected the root:shoot ratio at both anthesis and maturity. Compared to WW, the root:shoot ratio increased for DW and DD but decreased for WD (Table 2).

Discussion

Water treatments

Our main aim in this article was to investigate how e[CO2] will affect the extent of ‘CO2 fertilisation effect’ by changing root growth in response to water availability at different soil depths. Access to water in different depths is an important feature especially in Mediterranean-type dryland crops, often exposed to drying or, in case of in-season rainfall, rapidly and transiently rewetting upper soil, and more reliable water supply in deeper soil layers. As in our experiment, drought was imposed in the top and/or bottom soil layers separately, making it difficult to use soil water directly as a measure of drought intensity. Stomatal conductance (gs) as a plant response has been suggested as a good measure for drought intensity [57]. Based on gs (Fig 3) drought intensities experienced by plants in different water treatments can be categorised as mild, moderate and severe for WD, DW and DD, respectively [57]. Although direct comparisons with field data are difficult owing to differences in soil type and atmospheric conditions, the gs–values measured under DW and DD are well in line with field measurements of dryland wheat during the terminal drought period [15].

The ‘CO2 fertilisation effect’ was greater under well-watered than drought throughout the whole soil profile

The higher Anet under e[CO2] found in this study has been reported in earlier glasshouse [58] and FACE studies [15, 17, 59], where depending on growth conditions Anet of wheat under e[CO2] was stimulated by 15 to 28%, well in line with the average 21% stimulation reported here. Doubling of [CO2] may reduce gs of wheat by 30% [58, 60], which is higher than our observed reduction of up to 12%. This lower response to [CO2] observed in this study might be attributed to the strong effect of WT on gs. Increased Anet in tandem with decreased gs resulted in greater iWUE for wheat grown under e[CO2], as reported in earlier CO2 enrichment studies [4, 14, 58, 60]. With similar water supply, this greater iWUE can lead to higher biomass and grain yield under e[CO2] than a[CO2] [8, 61]. It has been a long-held paradigm that because of this positive effect of e[CO2] on iWUE, crops will profit more from the ‘CO2 fertilisation effect’ under drier conditions [6, 12, 13].

Increases in aboveground biomass and grain yield of wheat have been reported from both FACE [46, 62] and glasshouse [8, 63, 64] studies, and results align well with ~60% stimulation of both above- and belowground biomass in our study. This increase in aboveground biomass and grain yield under e[CO2] was accomplished due to taller plants with more tillers, larger leaves, more heads and spikelets head-1 [17, 62, 65]. The stimulation of aboveground biomass and grain yield under e[CO2] varies depending on the soil water availability [6, 8, 10, 66].

Following the long-held paradigm, we hypothesised that due to CO2-induced increases in water use efficiency, the ‘CO2 fertilisation effect’ will be greatest under drought throughout the whole soil profile. But a recent meta-analysis that summarised experiments where drought and well-watered treatments were compared side by side did not confirm this general trend towards greater ‘CO2 fertilisation effect’ under drier conditions [67]. Furthermore, a long term FACE study that included rain-out shelters as a precipitation manipulation treatment in a highly productive agroecosystem showed that with increasing drought, stimulation of grain yield by e[CO2] was diminished to zero [11]. In line with those recent reports, but contrasting with our hypothesis, stimulation of aboveground biomass and grain yield by e[CO2] was greater under well-watered (WW) than under drought imposed on both layers (DD). These differing results point to the complexity of water supply, water use and efficiencies of water use in these various environments. Compared to DD, e[CO2]-stimulation of leaf growth was greater under WW, which facilitated more solar radiation interception and combined with the greater Anet ensured better supply of photosynthates to the sink, leading to stimulation of both aboveground biomass and grain yield being greater under WW than DD.

Elevated [CO2] stimulation of root biomass was greater in soil layers with greater soil water availability

Elevated [CO2] significantly increased the belowground biomass of wheat, which is in line with the trend generally observed under CO2 enrichment studies [8, 22, 24, 26, 29, 61]. The magnitude of the increase in belowground biomass (54%, mean across three sampling times) observed in this study however was higher than previously reported increases in FACE and chamber studies (19 to 47%) [21, 24, 26, 68], but consistent with reports on potted wheat in glasshouse studies with [CO2] of ~700 μmol mol-1 (32 to 127%; [29, 6972]). Increases in belowground biomass under e[CO2] resulted from greater root biomass in both top and bottom layers, but the stimulation of root growth by e[CO2] was greater in the top layer compared to bottom, consistent with some earlier studies [22, 24, 30].

The response of root growth to e[CO2] can depend on growing conditions [24, 26, 27]. At anthesis, e[CO2] stimulation of root growth of DD was similar to WW. However, imposition of drought either at the top or bottom layer affected root growth stimulation by e[CO2] and this response was greater for DW than WD (S2 Table). At maturity, this discrepancy in e[CO2] stimulation of root growth among different water treatments had disappeared. Despite consistent and substantial stimulation of above- and belowground biomass the effects of e[CO2] on root:shoot ratios of crops varies widely, from increases to no change or even decreases [22, 73]. Proportional increases of above- and belowground biomass under e[CO2] resulted in unchanged root:shoot ratio at both stem-elongation and anthesis. However, from anthesis to maturity, e[CO2]-stimulation of aboveground biomass was greater than belowground biomass. At maturity, this disproportionate above- and belowground biomass stimulation [26, 74, 75] resulted in lower root:shoot ratio under e[CO2]. Experimental conditions may have accentuated this late-season effect on root:shoot ratio: First, even the relatively large soil columns used in this study may have become somewhat limiting for the large aboveground biomass at harvest [76, 77]. Second, even though the wax layers were well penetrated by roots, they may have imposed minor restrictions to root growth [48]. Despite such unavoidable limitations of our experimental system, the decreases in root:shoot ratio over growing season is well in line with other reports from wheat [78].

In partial support of our second hypothesis, e[CO2] stimulated root growth, and this stimulation was affected by water availability in the soil layers. In line with previous results, root growth was generally greater in well-watered soil layers [34, 35, 48]. Using a similar split-column set up as in our experiment, Acuña et al. [79], reported a greater number of wheat roots penetrating the wax layer when the bottom layer was well-watered. This is due to the affinity of plant roots to grow towards water [80, 81]. Another column experiment with wax layers and localised application of water also reported increased root biomass of Lupinus cosentinii at the well-watered middle layer when drought was imposed at the top layer [34]. The same experiment reported greatest root biomass in the well-watered bottom layer when drought was imposed both in top and middle layers. In agreement with those studies, and in partial support of our hypothesis, our results also showed increased root biomass, and greater e[CO2]-stimulation of biomass, in the well-watered bottom layer of DW compared to the dry bottom layer of WD. However, for the WD treatment there was no indication for greater e[CO2]-stimulation of roots in the well-watered top layer, so that this specific interaction may be particularly relevant only if water is available at depth. Producing more roots in deeper layers with higher water availability might help plants to maintain physiological activity and avoid drought stress symptoms, and this ability would be particularly important in environments with regular late-season droughts [34].

Greater root growth under e[CO2] will mitigate the effect of surface drought if sufficient water available in the deeper soil layer

Application of equal amounts of water in different locations of the root zone affects the aboveground biomass and grain yield of wheat [48]. In our study, this localised application of water affected the ‘CO2 fertilisation effect’. Stimulation of aboveground biomass and grain yield under e[CO2] was greater when drought was imposed in the top layer and the bottom layer was well-watered (DW) than with drought in the bottom layer with well-watered top layer (WD). This greater stimulation of ‘CO2 fertilisation effect’ under DW was associated with increased root growth under e[CO2], which probably ensured better access to water from the well-watered bottom layer during the grain filling period.

Plants with well-established root systems can utilise localised supplies of soil water to maintain Anet and gs even when large portions of the root system experience dry soil [34, 82]. Deeper roots of wheat are young and more efficient in extracting and supplying water compared to roots in top layers [83]. Moreover, later in the season, a larger portion of the roots dies at shallow soil layers compared to deeper layers [27]. Therefore, the root system in deeper layers can maintain plant physiological activities by up taking sufficient water, a primary likely survival mechanism [84]. Under e[CO2] increased root biomass in the well-watered bottom layer (DW) was associated with greater gs than under DD (Fig 3, S1 Table), indicating a direct effect through accessing water. The gs of DW was similar to WD only under e[CO2], but was significantly lower under a[CO2]. Therefore, the e[CO2]-stimulation of roots in the bottom layer significantly improved plant water supply when the surface layer was subject to drought [48]. This finding partially supports our third hypothesis, because increased root growth under e[CO2] apparently ensured better access to water from the well-watered bottom layer (DW), without fully maintaining gs at the same level as in the WW treatment (Fig 3, S1 Table).

The pattern of vertical distribution of roots and its effect on water use is a key trait [41] for improved adaptation of wheat in dryland regions, where the grain filling period is often exposed to terminal drought [38]. In a comparative study on two wheat genotypes with contrasting maximum rooting depth, Manschadi et al. [41] demonstrated that greater root length in deeper soil layers allowed more water extraction during grain filling. Water use at the grain filling stage from deeply stored water has a very high conversion efficiency into grain (WUEy; grain yield/total water use), because there is no evaporative loss from the soil surface as it approximates the numerically higher transpiration efficiency. Further, vegetative growth has finished and new photosynthate is mostly used for growth and development of grain [45]. In a direct quantification of the role of sub-soil water uptake on grain yield of wheat, Kirkegaard et al. [40] demonstrated that an additional 10 mm of water accessed by roots from the sub-soil late in the season could contribute an additional grain yield of approximately 0.6 t ha-1. The increased vertical distribution of wheat roots under e[CO2] [24, 30] was able to take advantage of sub-soil water during the grain filling period and resulted in the highest ‘CO2 fertilisation effect’ under DW for aboveground biomass and grain yield. In a similar split-column study under a[CO2] Saradadevi et al. [48] reported higher grain yield in DW than DD for a cultivar with greater root biomass in the bottom layer. Compared to DD, DW produced higher grain yield under e[CO2], indicating that increased root growth in the well-watered bottom layer contributed to increasing grain yield when the surface layer is subjected to drought [48].

Conclusions

Elevated [CO2]-induced stimulation of aboveground biomass and grain yield were greater under well-watered conditions than drought. Drought in either or both soil layers substantially affected above- and belowground biomass as well as grain yield of wheat under both CO2-treatments assessed. Elevated [CO2]-induced stimulation of root growth in the well-watered bottom layer improved access to sub-soil water and production of more roots at the well-watered bottom layer contributed to the highest ‘CO2 fertilisation effect’ when the drought was imposed at the top layer only. Our results suggest that stimulation of belowground biomass under e[CO2] may help to mitigate the impact of surface drought on biomass and grain yield if sufficient water is available in the sub-soil.

Supporting information

S1 Table. P-values of multiple comparisons (post-hoc Tukey´s HSD test) of leaf gas exchange parameters among CO2 (a[CO2] and e[CO2]) and water treatments (WW, WD, DW and DD).

https://doi.org/10.1371/journal.pone.0198928.s001

(DOCX)

S2 Table. P-values of multiple comparisons (post-hoc Tukey´s HSD test) of above- and belowground biomass (sum of top and bottom root dry weight) of wheat at anthesis among CO2 (a[CO2] and e[CO2]) and water treatments (WW, WD, DW and DD).

https://doi.org/10.1371/journal.pone.0198928.s002

(DOCX)

S3 Table. P-values of multiple comparisons (post-hoc Tukey´s HSD test) of growth and yield parameters of wheat at maturity among CO2 (a[CO2] and e[CO2]) and water treatments (WW, WD, DW and DD).

https://doi.org/10.1371/journal.pone.0198928.s003

(DOCX)

Acknowledgments

The authors gratefully acknowledge the contribution of Samuel Henty (University of Melbourne) for his technical support in setting up the experiment and Chinthaka Jayasinghe (University of Melbourne) for his assistance in processing root samples. We are also thankful to Samuel Martin Sanchez (Technical University of Madrid) for his assistance in data collection. Special thanks to Russel Argall (Agriculture Victoria) for providing seeds.

References

  1. 1. NOAA. National Oceanic and Atmospheric Administration, http://CO2now.org/Current-CO2/CO2-Now/noaa-mauna-loa-CO2-data.html; visited February 07, 2017. https://wwwesrlnoaagov/gmd/ccgg/trends/monthlyhtml; visited February 07, 2017. 2017.
  2. 2. IPCC. Technical summary. In: Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change (eds Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM), Cambridge University Press, Cambridge, UK and New York, NY, USA. 2013.
  3. 3. Ziska LH. Rising atmospheric carbon dioxide and plant biology: The overlooked paradigm. DNA and Cell Biology. 2008;27(4):165–72. WOS:000255784500001. pmid:18318648
  4. 4. Ainsworth EA, Long SP. What have we learned from 15 years of free-air CO2 enrichment (FACE)? A meta-analytic review of the responses of photosynthesis, canopy properties and plant production to rising CO2. New Phytologist. 2005;165(2):351–71. WOS:000226423700005. pmid:15720649
  5. 5. Fitzgerald GJ, Tausz M, O'Leary G, Mollah MR, Tausz-Posch S, Seneweera S, et al. Elevated atmospheric CO2 can dramatically increase wheat yields in semi-arid environments and buffer against heat waves. Global change biology. 2016;22(6):2269–84. MEDLINE:26929390. pmid:26929390
  6. 6. Kimball BA. Crop responses to elevated CO2 and interactions with H2O, N, and temperature. Current Opinion in Plant Biology. 2016;31:36–43. WOS:000379103100007. pmid:27043481
  7. 7. Amthor JS. Effects of atmospheric CO2 concentration on wheat yield: review of results from experiments using various approaches to control CO2 concentration. Field Crops Research. 2001;73(1):1–34. WOS:000171497900001.
  8. 8. Wu DX, Wang GX, Bai YF, Liao JX. Effects of elevated CO2 concentration on growth, water use, yield and grain quality of wheat under two soil water levels. Agriculture Ecosystems & Environment. 2004;104(3):493–507. WOS:000225747400011.
  9. 9. Högy P, Fangmeier A. Effects of elevated atmospheric CO2 on grain quality of wheat. Journal of Cereal Science. 2008;48(3):580–91. WOS:000261087300005.
  10. 10. Qiao YZ, Zhang HZ, Dong BD, Shi CH, Li YX, Zhai HM, et al. Effects of elevated CO2 concentration on growth and water use efficiency of winter wheat under two soil water regimes. Agricultural Water Management. 2010;97(11):1742–8. WOS:000281991200004.
  11. 11. Gray SB, Dermody O, Klein SP, Locke AM, McGrath JM, Paul RE, et al. Intensifying drought eliminates the expected benefits of elevated carbon dioxide for soybean. Nature Plants. 2016;2:16132. http://www.nature.com/articles/nplants2016132#supplementary-information. pmid:27595230
  12. 12. Leakey ADB, Ainsworth EA, Bernacchi CJ, Rogers A, Long SP, Ort DR. Elevated CO2 effects on plant carbon, nitrogen, and water relations: six important lessons from FACE. Journal of Experimental Botany. 2009;60(10):2859–76. WOS:000267888400009. pmid:19401412
  13. 13. McGrath JM, Lobell DB. Regional disparities in the CO2 fertilization effect and implications for crop yields. Environmental Research Letters. 2013;8(1). WOS:000316998300062.
  14. 14. Bernacchi CJ, Kimball BA, Quarles DR, Long SP, Ort DR. Decreases in stomatal conductance of soybean under open-air elevation of CO2 are closely coupled with decreases in ecosystem evapotranspiration. Plant Physiology. 2007;143(1):134–44. WOS:000243350600016. pmid:17114275
  15. 15. Tausz-Posch S, Norton RM, Seneweera S, Fitzgerald GJ, Tausz M. Will intra-specific differences in transpiration efficiency in wheat be maintained in a high CO2 world? A FACE study. Physiologia Plantarum. 2013;148(2):232–45. pmid:23035842
  16. 16. Long SP, Ainsworth EA, Rogers A, Ort DR. Rising atmospheric carbon dioxide: Plants face the future. Annual Review of Plant Biology. 2004;55:591–628. WOS:000222766000023. pmid:15377233
  17. 17. Houshmandfar A, Fitzgerald GJ, Macabuhay AA, Armstrong R, Tausz-Posch S, Low M, et al. Trade-offs between water-use related traits, yield components and mineral nutrition of wheat under Free-Air CO2 Enrichment (FACE). European Journal of Agronomy. 2016;76:66–74. WOS:000377730300006.
  18. 18. Burkart S, Manderscheid R, Wittich KP, Loepmeier FJ, Weigel HJ. Elevated CO2 effects on canopy and soil water flux parameters measured using a large chamber in crops grown with free-air CO2 enrichment. Plant Biology. 2011;13(2):258–69. WOS:000287198800005. pmid:21309972
  19. 19. Hussain MZ, Vanloocke A, Siebers MH, Ruiz-Vera UM, Markelz RJC, Leakey ADB, et al. Future carbon dioxide concentration decreases canopy evapotranspiration and soil water depletion by field-grown maize. Global Change Biology. 2013;19(5):1572–84. WOS:000317284700021. pmid:23505040
  20. 20. Wall GW. Elevated atmospheric CO2 alleviates drought stress in wheat. Agriculture Ecosystems & Environment. 2001;87(3):261–71. WOS:000172267300001.
  21. 21. Kimball BA, Kobayashi K, Bindi M. Responses of agricultural crops to free-air CO2 enrichment. In: Donald LS, editor. Advances in Agronomy. Volume 77: Academic Press; 2002. p. 293–368.
  22. 22. Madhu M, Hatfield JL. Dynamics of plant root growth under increased atmospheric carbon dioxide. Agronomy Journal. 2013;105(3):657–69. WOS:000318537300014.
  23. 23. Benlloch-Gonzalez M, Berger J, Bramley H, Rebetzke G, Palta JA. The plasticity of the growth and proliferation of wheat root system under elevated CO2. Plant and Soil. 2014;374(1–2):963–76. WOS:000328849200072.
  24. 24. Chaudhuri UN, Kirkham MB, Kanemasu ET. Root-growth of winter-wheat under elevated carbon-dioxide and drought. Crop Science. 1990;30(4):853–7. WOS:A1990DQ16100016.
  25. 25. Rogers HH, Peterson CM, McCrimmon JN, Cure JD. Response of plant roots to elevated atmospheric carbon dioxide. Plant, Cell & Environment. 1992;15(6):749–52.
  26. 26. Wechsung G, Wechsung F, Wall GW, Adamsen FJ, Kimball BA, Pinter PJ, et al. The effects of free-air CO2 enrichment and soil water availability on spatial and seasonal patterns of wheat root growth. Global Change Biology. 1999;5(5):519–29. WOS:000080634800003.
  27. 27. Pritchard SG, Prior SA, Rogers HH, Davis MA, Runion GB, Popham TW. Effects of elevated atmospheric CO2 on root dynamics and productivity of sorghum grown under conventional and conservation agricultural management practices. Agriculture Ecosystems & Environment. 2006;113(1–4):175–83. WOS:000235765100016.
  28. 28. Bahrami H, De Kok LJ, Armstrong R, Fitzgerald GJ, Bourgault M, Henty S, et al. The proportion of nitrate in leaf nitrogen, but not changes in root growth, are associated with decreased grain protein in wheat under elevated [CO2]. Journal of Plant Physiology. 2017;216:44–51. https://doi.org/10.1016/j.jplph.2017.05.011. pmid:28575746
  29. 29. Benlloch-Gonzalez M, Bochicchio R, Berger J, Bramley H, Palta JA. High temperature reduces the positive effect of elevated CO2 on wheat root system growth. Field Crops Research. 2014;165:71–9. WOS:000340699500008.
  30. 30. VanVuuren MMI, Robinson D, Fitter AH, Chasalow SD, Williamson L, Raven JA. Effects of elevated atmospheric CO2 and soil water availability on root biomass, root length, and N, P and K uptake by wheat. New Phytologist. 1997;135(3):455–65. WOS:A1997WR13500006.
  31. 31. Dunbabin VM, Armstrong RD, Officer SJ, Norton RM. Identifying fertiliser management strategies to maximise nitrogen and phosphorus acquisition by wheat in two contrasting soils from Victoria, Australia. Australian Journal of Soil Research. 2009;47(1):74–90. WOS:000263468000007.
  32. 32. AlKaraki GN, AlRaddad A. Effects of arbuscular mycorrhizal fungi and drought stress on growth and nutrient uptake of two wheat genotypes differing in drought resistance. Mycorrhiza. 1997;7(2):83–8. WOS:A1997XN95300003.
  33. 33. Blum A, Johnson JW. Transfer of water from roots into dry soil and the effect on wheat water relations and growth. Plant and Soil. 1992;145(1):141–9. WOS:A1992JT02400016.
  34. 34. Gallardo M, Turner NC, Ludwig C. Water relations, gas-exchange and abscisic-acid content of Lupinus cosentinii leaves in response to drying different proportions of the root-system. Journal of Experimental Botany. 1994;45(276):909–18. WOS:A1994NY30300005.
  35. 35. Martin-Vertedor AI, Dodd IC. Root-to-shoot signalling when soil moisture is heterogeneous: increasing the proportion of root biomass in drying soil inhibits leaf growth and increases leaf abscisic acid concentration. Plant, Cell & Environment. 2011;34(7):1164–75. pmid:21410712
  36. 36. Saradadevi R, Bramley H, Siddique KHM, Edwards E, Palta JA. Contrasting stomatal regulation and leaf ABA concentrations in wheat genotypes when split root systems were exposed to terminal drought (Reprinted from Field Crops Research, vol 162, pg 77–86, 2014). Field Crops Research. 2014;165:5–14. WOS:000340699500002.
  37. 37. Farooq M, Hussain M, Siddique KHM. Drought stress in wheat during flowering and grain-filling periods. Critical Reviews in Plant Sciences. 2014;33(4):331–49. WOS:000336796000003.
  38. 38. Passioura JB. Roots and drought resistance. Agricultural Water Management. 1983;7(1):265–80. http://dx.doi.org/10.1016/0378-3774(83)90089-6.
  39. 39. Angus JF, van Herwaarden AF. Increasing water use and water use efficiency in dryland wheat. Agronomy Journal. 2001;93(2):290–8. WOS:000167969400004.
  40. 40. Kirkegaard JA, Lilley JM, Howe GN, Graham JM. Impact of subsoil water use on wheat yield. Australian Journal of Agricultural Research. 2007;58(4):303–15. WOS:000245633900002.
  41. 41. Manschadi AM, Christopher J, Devoil P, Hammer GL. The role of root architectural traits in adaptation of wheat to water-limited environments. Functional Plant Biology. 2006;33(9):823–37. WOS:000240211200003.
  42. 42. Richards RA. Genetic opportunities to improve cereal root systems for dryland agriculture. Plant Production Science. 2008;11(1):12–6. WOS:000252641900002.
  43. 43. Palta J, Watt M. Vigorous crop root systems: Form and function for improving the capture of water and nutrients. Sadras VO, Calderini DF, editors2009. 309–25 p.
  44. 44. Palta JA, Chen X, Milroy SP, Rebetzke GJ, Dreccer MF, Watt M. Large root systems: are they useful in adapting wheat to dry environments? Functional Plant Biology. 2011;38(5):347–54. WOS:000290108400002.
  45. 45. Wasson AP, Richards RA, Chatrath R, Misra SC, Prasad SVS, Rebetzke GJ, et al. Traits and selection strategies to improve root systems and water uptake in water-limited wheat crops. Journal of Experimental Botany. 2012;63(9):3485–98. WOS:000304836300016. pmid:22553286
  46. 46. Rich SM, Wasson AP, Richards RA, Katore T, Prashar R, Chowdhary R, et al. Wheats developed for high yield on stored soil moisture have deep vigorous root systems. Functional Plant Biology. 2016;43(2):173–88. WOS:000368036300008.
  47. 47. Acuña TLB, Wade LJ. Root penetration ability of wheat through thin wax-layers under drought and well-watered conditions. Australian Journal of Agricultural Research. 2005;56(11):1235–44. WOS:000233570500014.
  48. 48. Saradadevi R, Bramley H, Palta JA, Edwards E, Siddique KHM. Root biomass in the upper layer of the soil profile is related to the stomatal response of wheat as the soil dries. Functional Plant Biology. 2016;43(1):62–74. WOS:000366367900005.
  49. 49. Schmid I, Franzaring J, Muller M, Brohon N, Calvo OC, Hogy P, et al. Effects of CO2 enrichment and drought on photosynthesis, growth and yield of an old and a modern barley cultivar. Journal of Agronomy and Crop Science. 2016;202(2):81–95. WOS:000371824300001.
  50. 50. Yu LX, Ray JD, Otoole JC, Nguyen HT. Use of wax-petrolatum layers for screening rice root penetration. Crop Science. 1995;35(3):684–7. WOS:A1995QW74800003.
  51. 51. Kubo K, Jitsuyama Y, Iwama K, Hasegawa T, Watanabe N. Genotypic difference in root penetration ability by durum wheat (Triticum turgidum L. var. durum) evaluated by a pot with paraffin-Vaseline discs. Plant and Soil. 2004;262(1–2):169–77. WOS:000223850800015.
  52. 52. Zadoks JC, Chang TT, Konzak CF. Decimal code for growth stages of cereals. Weed Research. 1974;14(6):415–21. WOS:A1974V546200012.
  53. 53. Osmond CB, Björkman O, AD J. Physiological processes in plant ecology. Toward a Synthesis with Atriplex: Springer-Verlag, New York.; 1980.
  54. 54. Seibt U, Rajabi A, Griffiths H, Berry JA. Carbon isotopes and water use efficiency: sense and sensitivity. Oecologia. 2008;155(3):441–54. WOS:000254238500004. pmid:18224341
  55. 55. R Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Retrieved from https://www.R-project.org/. 2016.
  56. 56. Signorell A. DescTools: Tools for Descriptive Statistics. R Package Version 0.99.16. 2016.
  57. 57. Flexas J, Medrano H. Drought-inhibition of photosynthesis in C3 plants: Stomatal and non-stomatal limitations revisited. Annals of Botany. 2002;89(2):183–9. WOS:000174774300006. pmid:12099349
  58. 58. Bourgault M, Dreccer MF, James AT, Chapman SC. Genotypic variability in the response to elevated CO2 of wheat lines differing in adaptive traits. Functional Plant Biology. 2013;40(2):172–84. WOS:000314899600008.
  59. 59. Wall GW, Garcia RL, Kimball BA, Hunsaker DJ, Pinter PJ, Long SP, et al. Interactive effects of elevated carbon dioxide and drought on wheat. Agronomy Journal. 2006;98(2):354–81. WOS:000236152400015.
  60. 60. Li FS, Kang SZ, Zhang JH. Interactive effects of elevated CO2, nitrogen and drought on leaf area, stomatal conductance, and evapotranspiration of wheat. Agricultural Water Management. 2004;67(3):221–33. WOS:000221982300005.
  61. 61. Li FS, Kang SZ, Zhang JH. CO2 enrichment on biomass accumulation and nitrogen nutrition of spring wheat under different soil nitrogen and water status. Journal of Plant Nutrition. 2003;26(4):769–88. WOS:000181752000005.
  62. 62. Tausz-Posch S, Seneweera S, Norton RM, Fitzgerald GJ, Tausz M. Can a wheat cultivar with high transpiration efficiency maintain its yield advantage over a near-isogenic cultivar under elevated CO2? Field Crops Research. 2012;133:160–6. WOS:000305497300014.
  63. 63. Hocking PJ, Meyer CP. Effects of CO2 enrichment and nitrogen stress on growth, and partitioning of dry-matter and nitrogen in wheat and maize. Australian Journal of Plant Physiology. 1991;18(4):339–56. WOS:A1991GB00900003.
  64. 64. Cardoso‐Vilhena J, Barnes J. Does nitrogen supply affect the response of wheat (Triticum aestivum cv. Hanno) to the combination of elevated CO2 and O3? Journal of Experimental Botany. 2001;52(362):1901–11. pmid:11520879
  65. 65. Högy P, Wieser H, Koehler P, Schwadorf K, Breuer J, Franzaring J, et al. Effects of elevated CO2 on grain yield and quality of wheat: results from a 3-year free-air CO2 enrichment experiment. Plant Biology. 2009;11:60–9. WOS:000270153300007. pmid:19778369
  66. 66. Li DX, Liu HL, Qiao YZ, Wang YN, Cai ZM, Dong BD, et al. Effects of elevated CO2 on the growth, seed yield, and water use efficiency of soybean (Glycine max (L.) Merr.) under drought stress. Agricultural Water Management. 2013;129:105–12. WOS:000325595200011.
  67. 67. van der Kooi CJ, Reich M, Löw M, De Kok LJ, Tausz M. Growth and yield stimulation under elevated CO2 and drought: A meta-analysis on crops. Environmental and Experimental Botany. 2016;122:150–7. WOS:000368219500018.
  68. 68. Wechsung G, Wechsung F, Wall GW, Adamsen FJ, Kimball BA, Garcia RL, et al. Biomass and growth rate of a spring wheat root system grown in free-air CO2 enrichment (FACE) and ample soil moisture. Journal of Biogeography. 1995;22(4–5):623–34. WOS:A1995UK05300006.
  69. 69. Gifford RM, Lambers H, Morison JIL. Respiration of crop species under CO2 enrichment. Physiologia Plantarum. 1985;63(4):351–6.
  70. 70. Wong SC, Osmond CB. Elevated atmospheric partial pressure of CO2 and plant growth. III. Interactions between Triticum aestivum (C3) and Echinochloa frumentacea (C4) during growth in mixed culture under different CO2, N nutrition and irradiance treatments, with emphasis on belowground responses estimated using the δ13C value of root biomass. Australian Journal of Plant Physiology. 1991;18(2):137–52. WOS:A1991FG75500004.
  71. 71. Wang L, Feng Z, Schjoerring JK. Effects of elevated atmospheric CO2 on physiology and yield of wheat (Triticum aestivum L.): A meta-analytic test of current hypotheses. Agriculture, Ecosystems & Environment. 2013;178(Supplement C):57–63. https://doi.org/10.1016/j.agee.2013.06.013.
  72. 72. Aljazairi S, Arias C, Sánchez E, Lino G, Nogués S. Effects of pre-industrial, current and future [CO2] in traditional and modern wheat genotypes. Journal of Plant Physiology. 2014;171(17):1654–63. http://dx.doi.org/10.1016/j.jplph.2014.07.019. pmid:25173452
  73. 73. Rogers HH, Prior SA, Runion GB, Mitchell RJ. Root to shoot ratio of crops as influenced by CO2. Plant and Soil. 1996;187(2):229–48. WOS:A1996WZ00700008.
  74. 74. Meyer WS, Tan CS, Barrs HD, Smith RCG. Root-growth and water-uptake by wheat during drying of undisturbed and repacked soil in drainage lysimeters. Australian Journal of Agricultural Research. 1990;41(2):253–65. WOS:A1990DE70000004.
  75. 75. McMichael BL, Quisenberry JE. The impact of the soil environment on the growth of root systems. Environmental and Experimental Botany. 1993;33(1):53–61. WOS:A1993KL35100006.
  76. 76. Arp WJ. Effects of source-sink relations on photosynthetic acclimation to elevated CO2. Plant Cell and Environment. 1991;14(8):869–75. WOS:A1991GP36900012.
  77. 77. Poorter H, Buhler J, van Dusschoten D, Climent J, Postma JA. Pot size matters: a meta-analysis of the effects of rooting volume on plant growth. Functional Plant Biology. 2012;39(10–11):839–50. WOS:000310380800003.
  78. 78. Siddique KHM, Belford RK, Tennant D. Root:shoot ratios of old and modern, tall and semi-dwarf wheats in a mediterranean environment. Plant and Soil. 1990;121(1):89–98. WOS:A1990CP68200011.
  79. 79. Acuña TLB, He X, Wade LJ. Temporal variation in root penetration ability of wheat genotypes through thin wax layers in contrasting water regimes and in the field. Field Crops Research. 2012;138:1–10. WOS:000313386200001.
  80. 80. Cassab GI, Eapen D, Campos ME. Root hydrotropism: An update. American Journal of Botany. 2013;100(1):14–24. WOS:000312984700003. pmid:23258371
  81. 81. Gagliano M, Grimonprez M, Depczynski M, Renton M. Tuned in: plant roots use sound to locate water. Oecologia. 2017;184(1):151–60. WOS:000400369200012. pmid:28382479
  82. 82. Saab IN, Sharp RE. Non-hydraulic signals from maize roots in drying soil—inhibition of leaf elongation but not stomatal conductance. Planta. 1989;179(4):466–74. WOS:A1989AZ83900007. pmid:24201770
  83. 83. Gregory PJ, McGowan M, Biscoe PV. Water relations of winter wheat: 2. Soil water relations. The Journal of Agricultural Science. 1978;91(1):103–16.
  84. 84. Stone LR, Teare ID, Nickell CD, Mayaki WC. Soybean root development and soil-water depletion. Agronomy Journal. 1976;68(4):677–80. WOS:A1976BY11800036.