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Article

Fine Root Length of Maize Decreases in Response to Elevated CO2 Levels in Soil

1
Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China
2
Institute of Environment and Sustainable Development in Agriculture, Chinese Academy of Agricultural Sciences, Beijing 100081, China
3
Center for Chinese Agricultural Policy, Chinese Academy of Sciences, Beijing 100101, China
*
Author to whom correspondence should be addressed.
Appl. Sci. 2020, 10(3), 968; https://doi.org/10.3390/app10030968
Submission received: 13 November 2019 / Revised: 10 January 2020 / Accepted: 28 January 2020 / Published: 2 February 2020
(This article belongs to the Section Energy Science and Technology)

Abstract

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The effect of CO2 leaks from CCS on plant root systems was investigated; morphological characteristics of maize roots degraded by 19.16–44.73%; fewer fine roots in a root system was the main response to CO2 leakage; and empirical evidence is essential to explaining plant responses to CO2 leakage.

Abstract

To assess the environmental risks of carbon capture and storage (CCS) due to underground CO2 leakage, many studies have examined the impact on plant growth; however, the effect of leaked CO2 on root morphology remains poorly understood. This study simulated the effects of CO2 leakage from CCS on maize (Zea mays L.) root systems through pot experiments—one control treatment (no added CO2) and two elevated soil CO2 treatments (1000 g m−2 d−1 and 2000 g m−2 d−1). Compared with the control, root length, root surface area, and root volume were reduced by 44.73%, 34.14%, and 19.16%, respectively, in response to CO2 treatments with a flux of 2000 g m−2 d−1. Meanwhile, the fine root length in CO2 treatments with a flux of 1000 g m−2 d−1 and 2000 g m−2 d−1 were reduced by 29.44% and 45.88%, respectively, whereas no obvious difference in regard to coarse roots was found. Understanding changes in plant root morphology in this experiment, especially the decrease in the fine root length, are essential for explaining plant responses to CO2 leakage from CCS.

1. Introduction

Carbon capture and storage (CCS) can capture up to 90% of the carbon dioxide (CO2) emissions generated by fossil fuels in power generation and industrial processes, thereby reducing the amount of CO2 entering the atmosphere [1]. Moreover, there are seventeen large-scale facilities that are already successfully in operation around the world (with four more scheduled to come online in the near future), which are currently capable of capturing more than 30 million tons of CO2 per annum [2]. However, an unavoidable issue associated with CCS is the leakage of CO2 from geological storage sites into the soil and atmosphere [3,4].
Many tests of CO2 injection into soil have been carried out to assess the potential impacts on agro-ecological systems and plant growth [5,6,7]. Currently, injected CO2 has been proven to reduce the soil O2 concentration and decrease soil pH, which have negative impacts on plant growth [8,9,10,11]. For example, this was demonstrated at the ASGARD (Artificial Soil Gassing and Response Detection) facility site, where injected CO2 significantly limited productivity in both grass and clover, visible stress symptoms were observed in plants exposed to high soil CO2 concentrations, and the spectral reflectance also changed [12,13]. This has also been shown in Korea, where a medium CO2 treatment (i.e., with a soil CO2 concentration of 12%) retarded plant germination, and no seeds germinated with a high CO2 concentration (29.4%) [14]. Many assessments of the effects on plants due to CO2 leakage have mostly focused on plant responses. A previous study demonstrated that, in response to a leakage treatment with a CO2 flux of 2000 g m−2 d−1, the height of maize and alfalfa decreased by 35.71% and 52.25%, respectively, compared with the control, while similar responses to leaked CO2 in terms of the number of visible leaves, unfolded leaves, and leaf area were also found [15]. Moreover, Sharma et al. found that the chlorophyll content (i.e., a unitless measure) of dandelions decreased significantly from 9.49 to 1.91 (i.e., by 80%) in response to the intentional release of 0.15 ton day−1 CO2 through a horizontal injection well that was 100 m long and 2.0–2.3 m deep [16]. Furthermore, elevated soil CO2 lowered the net photosynthetic rate, transpiration rate, and stomatal conductance of plants [17,18]. These aforementioned results provide useful evidence regarding the inhibition of plants due to leaked CO2.
Some work has also been undertaken to explore the below-ground root system response to CO2 leakage from CCS. It has been shown that an increased soil CO2 concentration inhibits root respiration and decreases root density [19,20] and that the root lengths of plants, such as clover, maize, alfalfa, and teosinte, were significantly affected by CO2 leakage [21]. The total number of roots of oilseed rape decreased at depths below 20 cm in soil with high CO2 levels compared to those grown in soil with no elevation of CO2 [22]. Moreover, the root responses to stress have being revealed in depth. Zhou et al. concluded that drought significantly decreased the root length and root density while increasing the root diameter, as evidenced by a meta-analysis of 128 published studies [23]. Mild water stress can decrease the root length and increase the root diameter of maize [24]. Root systems play a key role in the uptake, transportation, and accumulation of water and nutrients in farmland ecosystems [25]. Despite the fact that roots are the first to be affected by CO2 leakage, there is minimal understanding of plant root morphology under such conditions.
In this paper, pot experiments simulating CO2 leakage with three treatments were conducted to study the response of root systems to elevated soil CO2. The specific objective was to reveal how plant root systems respond to CO2 leakage from CCS.

2. Methods and Materials

2.1. Location and Experimental Timeline

The experiment was conducted at a research station (40°5′41.87″ N, 116°55′26.76″ E) of the Institute of Environment and Sustainable Development in Agriculture, The Chinese Academy of Agricultural Sciences, based in Shunyi, Beijing, from June 19 to September 20, 2017 (93 days). The region has a temperate, semi-humid monsoon climate. The annual mean temperature is 11.5 °C and there are 2750 h of sunshine annually. The annual mean precipitation is 625 mm with a frost-free period of approximately 195 days. Maize hybrid (Zhongnuo No 2) was seeded on June 19 and seedings were singled out on July 3, leaving one seedling per pot. To simulate a constant leak, CO2 was continuously injected from July 12 to September 20, 2017. Topsoil (classified as cinnamon type) was packed into pots and compacted to a thickness of 50 cm with an initial bulk density of 1.25 g cm−3. The soil texture was medium loam with a pH of 8.38 and an organic matter content of 15.48 g kg−1. The total nitrogen, total phosphorus, and total potassium concentrations of the soil were 0.37 g kg−1, 0.61 g kg−1, and 20.42 g kg−1, respectively. The experiment was carried out in an area covered with a transparent roof to avoid uncontrolled water seepage due to precipitation. The plants were irrigated when the soil volume water content was < 25%. The amount of irrigation was determined by the water consumption during maize growing stages. Fertilizer management methods were carried out according to local practices and are listed in Table 1.

2.2. Pot Experiment of Elevated Soil CO2 Treatments

The experiment was carried out on a manually manufactured CO2 leakage platform consisting of a controlled CO2 release device, CO2 monitoring system, and artificial water and fertilizer management (Figure 1). The device comprised pots (soil chamber, permeable separator, and CO2 chamber), a drain valve, gas meter, CO2 gas source, gas duct, ball valve, and a gas shunt (Figure 1), which was manually controlled to release CO2. The cultivation pot was 50 × 50 × 80 cm3 in size. The soil chamber (60 cm in height) and gas chamber (20 cm in height) were separated by a layer of shim with a 0.5 cm aperture, to ensure homogeneous CO2 injection. The CO2 gas in the bottle was injected into the gas chamber of the cultivation containers through the gas duct. Then, CO2 entering the soil chamber passed through a permeable separator and reached near the root system.

2.3. CO2 Injection Treatments

The experiment included one control treatment (no added CO2, CK) and two elevated soil CO2 treatments (G1000, G2000). The CO2 injection flux was used to define the treatments [15] as follows: CK (0 g m−2 d−1), G1000 (1000 g m−2 d−1), and G2000 (2000 g m−2 d−1). Each treatment had three replicates. The CO2 injection rates, which were controlled by the valve opening size, on the treatment condition: CK (0 mL min−1), G1000 (88 mL min−1), and G2000 (176 mL min−1). These rates were based on:
F = ρ v s
where F is the CO2 injection flux (g m−2 d−1), v represents the CO2 injection rate (mL min−1), ρ is the atmospheric carbon dioxide density under normal pressure (approximately 1.977 g L−1), and s is the cross-sectional area of the pot (0.25 m2).

2.4. Root Sampling Preparation and Separation

The cleaned roots are shown in Figure 2a (three samples per treatment) and each nodal root was separated. The total number of nodal roots for CK, G1000, and G2000 were 78, 102, and 90, respectively. The nodal roots of the root system of maize could be divided into four nodal-root whorls depending on their initial positions and sequences of growth [26]. The nodal roots whorled from the first to the fourth were defined enough to be distinguishable, and a small number of indeterminate nodal roots were put in the fourth nodal-root whorls to analyze the whole system. Nodal roots were grouped according to the nodal-root whorls in preparation for scanning.

2.5. Root Morphology Scanning and Parameter Analysis

Prepared nodal roots needed to be separated into 10‒15 cm long root segments before they could be placed into the root disk (Figure 2b). The number of small root segments placed in the root disk (i.e., a 200 mm × 150 mm transparent rectangular dish) was determined by the complexity of the axial branching sections. The root disk was laid on the scanner-imaging surface and filled with 1‒2 mm of water. Prior to scanning, the lateral roots of each root segment were spread out in the water using tweezers to reduce root overlap. The roots were then scanned using a flatbed scanner (Epson V800) with a resolution of 400 d.p.i. Subsequently, the scanned root images were analyzed by WinRhizo 2013 Pro image-analysis software and the erasing tool was used to remove noise in the original images. Once the scanned images had been analyzed, root parameter data including length, diameter, volume, and surface area were transferred to a text file.

2.6. Data Analysis

All data analyses were performed using SPSS ver. 25. The differences in measured variable means of the roots between CK and the two CO2 treatments were analyzed using independent-sample t-tests. One-way analysis of variance (ANOVA) was used to examine the difference among the root diameters of different nodal-root whorls in CK and elevated soil CO2 treatments. Differences among treatments with p < 0.05 were considered significant.

3. Results

3.1. Root Characteristics in Response to Elevated Soil CO2 Treatments

The root surface area and root length for the G2000 CO2 treatment were the root morphological characteristics that were significantly affected (p < 0.05) by CO2. There were obvious distinctions in root parameters between each treatment (Table 2); the values of the root length, root surface area, and root volume for G2000 were lower than that of CK, while the values of the root volume for G1000 and the values of the root diameter for the CO2 treatments were not less than CK treatments.
The mean root length and root surface area for the G2000 decreased by 34.14% and 44.73%, respectively, in comparison with the CK treatment (Table 2, p < 0.05). However, the mean values of the root diameter for the CO2 treatments G1000 and G2000 increased by 8.51% and 21.28%, respectively, compared with the CK treatment. The results indicate that the mean root length was shorter when root systems were chronically exposed to excess CO2. In addition, the root diameter increased only slightly in the G1000 and G2000 treatments compared with the CK treatment.

3.2. Development of the Root Diameter Under Different Levels of Elevated Soil CO2

A total of nine sampled root systems from the CK, G1000, and G2000 treatments were scanned. These images were of whole root systems; the numbers of scanned pictures for the CO2 treatments G1000 and G2000 were 179 and 111, respectively, representing decreases of 3.7% and 40.3%, respectively, compared with the CK treatment (186). The nodal roots of the maize root system could be divided into four nodal-root whorls depending on their initial positions and sequences of growth in the CK and CO2 treatments (Figure 3). The median basal diameter of the first, second, and fourth nodal-root whorls in the CK were significantly smaller than those in the CO2 treatments (Figure 3, p < 0.05), while the differences in median basal diameter between the second nodal-root whorl lateral roots (LRs) were not significant (Figure 3, p > 0.05).

3.3. Relative Diameter Class Length Under Different Levels of Elevated Soil CO2

The relationships between root length and basal diameters of the whole root systems for CK and the CO2 treatments were determined. As shown in Figure 4a, the data was fitted by an exponential equation, and in Figure 4b, the data, of which root length could be log-transformed, was also fitted with a linear equation.
Y = a + b X
Here, Y refers to the root length after being log-transformed, and X refers to diameter grouped from 0 to 2.9 mm at intervals of 0.1 mm. The mean values of root diameters are represented by X (x1, x2,…, x30), and the histograms refer to the mean values of the root length Y (y1, y2,…, y30). The values of a in the exponential equation for CK, G1000, and G2000 were 3.651, 3.432, and 3.351, respectively; in this regard, G1000 and G2000 were less in comparison with the CK treatment. The values for b were −0.824, −0.74, and −0.744, for CK, G1000, and G2000, respectively; in this regard, G1000 and G2000 were greater compared with CK treatments. The correlations were significant, and the coefficients of determination (R2) were all greater than 0.80 (R2 = 0.924 for CK, R2 = 0.871 for G1000, and R2 = 0.890 for G2000). The slope of the exponential equation for the CK treatment was steeper than that for the CO2 treatments, and the values of b of linear equations in CO2 treatments were greater compared with the CK treatment, which also demonstrated that the increased CO2 flux was consistent with a great decrease in the root length of the small-diameter class (Figure 4b).
For root lengths in the first 20 diameter classes (i.e., 0.1–2.0 mm), those of the CO2 treatments were less than in the CK treatment (Table 3, p < 0.05), while the root length did not show a significant difference in the large-diameter class (d > 2.0 mm) in comparison with the CK treatment (Table 3, p > 0.05). The average fine root lengths for G1000 and G2000 within the root diameter range 0–1 mm were 24,529.3 ± 1325.5 cm and 18,814.3 ± 2735.3 cm, respectively, representing decreases of 29.44% and 45.88%, respectively, in comparison to the CK treatment (Table 3, p < 0.05). The mean values of root lengths within the root diameter range of 1–2 mm for G1000 and G2000 were 1341 ± 85.7 cm and 1202.8 ± 83.9 cm, respectively, representing decreases of 36.37% and 42.92%, respectively, compared to the CK treatment (Table 3, p < 0.05). The mean root lengths of G1000 and G2000 for diameters of 2–2.9 mm were not significantly different from those of the CK treatment (Table 3).

4. Discussion

This study examined the morphology of maize root systems exposed to simulated CO2 leakage from CCS. The significant decrease of the total root length induced by elevated soil CO2 indicated that leaked CO2 could inhibit root growth. More specifically, the shortening of the total root length was mainly because of the reduction of fine root length (Table 2). Kim et al. demonstrated that root length was significantly less (by 47%) in CO2 gas injection treatments (with an introduced flow rate of 250 mL min−1) relative to the control [27]. We confirmed that the mean root lengths for the elevated soil CO2 (G1000 and G2000) treatments were reduced by 7.59% and 44.73%, respectively, compared to the CK treatment. Our findings suggest that the knowledge of the decrease in fine root length is essential for explaining how plants respond to CO2 leakage from CCS.
Apart from the discussion of the morphological characteristics of the total root system for the CK and elevated soil CO2 treatments, it is important to highlight the root diameter, as this would demonstrate a noteworthy and interesting response to leaked CO2 in soil. The median basal diameter of nodal-root whorls was substantially lower in CK than those in the elevated soil CO2 treatments (Figure 3, p < 0.05). The diameter results for each nodal-root whorl was equivalent to the mean diameter changes of total root systems (Figure 3), indicating that there were fewer lateral roots in the CO2 treatments than in CK. Additionally, root diameter and length distribution are important features of root systems [28]. Many studies have examined how the diameter class lengths of plants are affected by different fertilization measures [29,30,31], however, more information is needed to understand the effects of elevated CO2 levels on plant roots. Figure 4 shows the exponential relationship between root length and basal diameter classes, and the observed significant root length and diameter change between CK and CO2 treatments. Injected CO2 resulted in reduced root lengths and increased root diameters. Other studies of maize roots have shown that CO2 leakage produced adventitious roots [20], the prop roots of maize arising from the lower stem, which would increase the mean root diameter. However, the model in our study was different from that of Zobel et al. who used the non-linear regression extreme value model to fit the diameter class length (DCL; mm cm-3) [29]. Possibly due to different scanner resolutions, the minimum class of the maize root diameter was 0.1 mm in our study and 0.01 mm in the Zobel et al. study. Furthermore, it should be noted that the present study scanned all the roots of maize without distinguishing between above-ground nodal roots (adventitious roots) and below-ground nodal roots. This may be a possible explanation for the fact that the root lengths with a diameter >2.9 mm did not show a consistent trend regarding the root diameter-class distribution (Figure 4a, Table 3).
A more detailed analysis of the root length under different diameter classes was carried out through the comparison of measurements in CK and CO2 treatments (Table 3). In this study, root size fractions were based on previous investigations, where a diameter of 1 mm was used to distinguish coarse and fine root fractions [30]. In fact, it is widely recognized that environmental factors determine the production and turnover of roots with a diameter < 2 mm [32]. As shown in Table 3, the proportion of root lengths with diameters < 2 mm were all > 95%. It is generally considered that fine roots represent 90% or more of the total root length of a given mature plant [29]. Additionally, root length with a smaller diameter was significantly affected by elevated CO2 levels in soil, whereas coarse roots with a diameter > 2 mm were not consistently influenced. Therefore, it could be concluded that the fine roots were the most sensitive indicator of leaked CO2.

5. Conclusion

This study focused on the response of maize root systems to simulated CO2 leakage. The significant decrease in the total root length induced by elevated soil CO2 indicated that leaked CO2 could inhibit root growth. The total root length was highly sensitive to CO2 when compared to other root characteristics such as root volume, root diameter, root surface, and dry root weight. More specifically, the shortening of the total root length was mainly because of the reduction of the lengths of fine roots. Our findings suggest that understanding the decrease in fine root length is essential for explaining how plants respond to CO2 leakage from CCS.

Author Contributions

Conceptualization and methodology, X.Z.; writing—original draft preparation, Y.H.; writing—review and editing, X.M. All authors have read and agreed to the published version of the manuscript.

Funding

This research was supported by National Key R&D Program of China (No. 2018YFC1508805 and 2016YFC0500508), the National Natural Science Foundation of China (No. 31600351), and the Strategic Priority Research Program of Chinese Academy of Sciences (No. XDA 20010302). We are grateful to Xiang Ji, Mengying Yu, and Yuzheng Lu for their important contributions in field management and measurements.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Schematic (a) and photograph (b) of the simulated CO2 leakage platform in the experiment. CO2 was injected into the pots from below at different controlled rates using a gas shunt and a gas meter. The CO2 injection flux was set to three different values (0 g m−2 d−1, 1000 g m−2 d−1, and 2000 g m−2 d−1).
Figure 1. Schematic (a) and photograph (b) of the simulated CO2 leakage platform in the experiment. CO2 was injected into the pots from below at different controlled rates using a gas shunt and a gas meter. The CO2 injection flux was set to three different values (0 g m−2 d−1, 1000 g m−2 d−1, and 2000 g m−2 d−1).
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Figure 2. Maize root systems (a) from the CK and elevated soil CO2 treatment and (b) an example of the scanned picture of the root disk with two root segments.
Figure 2. Maize root systems (a) from the CK and elevated soil CO2 treatment and (b) an example of the scanned picture of the root disk with two root segments.
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Figure 3. Basal diameter variation of different nodal-root whorls of maize in the control (CK) and elevated soil CO2 treatments (G1000 and G2000). Medians (solid, lines in box), and 25% and 75% quartiles (lower and upper margins of the boxes) of nodal-root whorl diameters are shown. Different letters (e.g. a, b) indicate significantly difference at a 5% significance level. The total number of root disks of each root system is given in the key.
Figure 3. Basal diameter variation of different nodal-root whorls of maize in the control (CK) and elevated soil CO2 treatments (G1000 and G2000). Medians (solid, lines in box), and 25% and 75% quartiles (lower and upper margins of the boxes) of nodal-root whorl diameters are shown. Different letters (e.g. a, b) indicate significantly difference at a 5% significance level. The total number of root disks of each root system is given in the key.
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Figure 4. Histogram of the maize relative diameter class length by diameter class in control (CK) and elevated soil CO2 treatments (G1000 and G2000). (a) Each bar represents the total root length of the corresponding diameter (a). Basal diameters were divided into 29 classes, from 0.1 to 2.9 mm at intervals of 0.1 mm. The value of the diameter in the 29th class was over 2.9 mm. These images were of the whole root systems. (b) The data was fitted with a linear equation for which root length was to be log transformed.
Figure 4. Histogram of the maize relative diameter class length by diameter class in control (CK) and elevated soil CO2 treatments (G1000 and G2000). (a) Each bar represents the total root length of the corresponding diameter (a). Basal diameters were divided into 29 classes, from 0.1 to 2.9 mm at intervals of 0.1 mm. The value of the diameter in the 29th class was over 2.9 mm. These images were of the whole root systems. (b) The data was fitted with a linear equation for which root length was to be log transformed.
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Table 1. Summary of water and fertilizer treatments in the pot experiment.
Table 1. Summary of water and fertilizer treatments in the pot experiment.
DateMeasureQuantity/pot
19 June 2017Base fertilizerN 1.5 g/P2O5 1.5 g/K2O 1.5 g
19 June 2017Irrigation15 L
5 July 2017Irrigation5 L
12 July 2017Irrigation5 L
19 July 2017Irrigation5 L
28 July 2017Irrigation5 L
2 August 2017Irrigation5 L
14 August 2017Irrigation5 L
21 August 2017Irrigation5 L
25 August 2017Irrigation5 L
28 August 2017Irrigation5 L
30 August 2017Irrigation5 L
4 September 2017Irrigation5 L
8 September 2017Irrigation5 L
10 September 2017Irrigation5 L
16 September 2017Irrigation5 L
Table 2. The values of root length, volume, surface area, diameter, and dry weight in CK and two elevated soil CO2 treatments. t-test results for root parameters (mean ± SE) and their percentage decreases in CK and leakage treatments. : The significant p values, marked with asterisks, indicate significant differences between CK and elevated soil CO2 treatments (p < 0.05). The p values between two CO2 treatments of all root parameter are all greater than 0.5.
Table 2. The values of root length, volume, surface area, diameter, and dry weight in CK and two elevated soil CO2 treatments. t-test results for root parameters (mean ± SE) and their percentage decreases in CK and leakage treatments. : The significant p values, marked with asterisks, indicate significant differences between CK and elevated soil CO2 treatments (p < 0.05). The p values between two CO2 treatments of all root parameter are all greater than 0.5.
Root ParametersMean Values
CK
Mean Values
Treatments
tnpDecrease (%)
Root length (cm)37,924.62 ± 3777.9135,047.00 ± 7606.10 (G1000)0.3430.75---
20,960.99 ± 2860.17 (G2000)3.5830.0244.73%
Root volume (cm3)65.34 ± 0.5371.99 ± 12.06 (G1000)−0.5130.61---
52.82 ± 4.26 (G2000)2.9230.43---
Root surface area (cm2)5444.83 ± 266.165420.61 ± 983.64 (G1000)0.2430.98---
3585.8735 ± 368.70 (G2000)4.0930.0234.14%
Root diameter (mm)0.047 ± 0.00220.051 ± 0.0016 (G1000)−1.630.19---
0.057 ± 0.0030 (G2000)−2.6530.06---
Root dry weight (g)19.37 ± 2.024.65 ± 3.3 (G1000)−1.3730.246---
18.73 ± 1.34 (G2000)0.2830.80---
Table 3. Impact of different CO2 treatments on root length (mean ± SE) of different diameter classes. d represents root diameter (mm). The numbers with the same letters are not significantly different at a 5% significance level.
Table 3. Impact of different CO2 treatments on root length (mean ± SE) of different diameter classes. d represents root diameter (mm). The numbers with the same letters are not significantly different at a 5% significance level.
TreatmentsRoot Length (cm)
0 < d ≦ 1.001.0 <d ≦ 2.002.0 < d ≦ 2.90d > 2.90
CK34763.6 ± 3769.6a2107.4 ± 74.0a519.4 ± 34.3ab532.6 ± 41.3a
G100024529.3 ± 1325.5b1341 ± 85.7b544.8 ± 22.2a625.5 ± 58.5a
G200018814.3 ± 2735.3b1202.8 ± 83.9b419.3 ± 34.8b533.0 ± 47.3a

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MDPI and ACS Style

Han, Y.; Zhang, X.; Ma, X. Fine Root Length of Maize Decreases in Response to Elevated CO2 Levels in Soil. Appl. Sci. 2020, 10, 968. https://doi.org/10.3390/app10030968

AMA Style

Han Y, Zhang X, Ma X. Fine Root Length of Maize Decreases in Response to Elevated CO2 Levels in Soil. Applied Sciences. 2020; 10(3):968. https://doi.org/10.3390/app10030968

Chicago/Turabian Style

Han, Yaojie, Xueyan Zhang, and Xin Ma. 2020. "Fine Root Length of Maize Decreases in Response to Elevated CO2 Levels in Soil" Applied Sciences 10, no. 3: 968. https://doi.org/10.3390/app10030968

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