Abstract
Background
Cotton is an economically important global crop, the yield and quality of which are strongly influenced by soil nitrogen. Low nitrogen use efficiency poses an important challenge to improve cotton yield and quality. The use of arbuscular mycorrhizal fungi (AMF) has been proposed as an effective solution to this challenge. Therefore, we conducted an indoor experiment using a compartmentalized culture system with cotton as the material and established three nitrogen treatments (1 g·kg−1, 0.7 g·kg−1, and 0 g·kg−1) to investigate whether symbiosis between AMF and cotton roots could improve the nitrogen absorption capacity of cotton.
Results
The results showed that under high-nitrogen, low-nitrogen, and nitrogen- free treatments, the contributions of AMF colonization to root NO₃⁻-N and NH₄⁺-N were 5.89%, 10.10%, 19.92% and 24.35%, 12.37%, 13.16% respectively. Furthermore, the symbiosis between AMF and roots promoted the absorption of soil NO₃⁻-N, NH₄⁺ -N, and dissolved organic nitrogen, and was beneficial for increasing the content of soil readily oxidizable carbon. Additionally, AMF colonization was significantly positively correlated with root tissue density, cotton biomass, and soil microbial activity, but significantly negatively correlated with soil total organic carbon.
Conclusions
Therefore, under nitrogen - reduction condition, roots will be more dependent on the contribution of mycelium to NO₃⁻-N, and AMF colonization was significantly positively correlated with root tissue density (P < 0.05), suggesting that mycelium may prolong its functional cycle by improving the root structure, thereby reducing the carbon and nitrogen consumption in host organ reconstruction. However, this mechanism needs to be further verified in combination with the direct measurement of root turnover rate.
Supplementary Information
The online version contains supplementary material available at 10.1186/s12870-025-07204-3.
Keywords: Carbon cycle, Mycelial pathway, Nitrogen uptake, Root traits
Background
Cotton (Gossypium hirsutum L.), the world’s dominant fiber crop, has its productivity and fiber quality strongly limited by nitrogen [1, 2]. In China, most cotton is grown on soil that is chronically deficient in plant-available nitrogen. Although high rates of irrigation and synthetic nitrogen fertilizer can increase crop yield, only 25–50% of the applied nitrogen is actually assimilated by the crop. The remainder is lost from the soil–plant system through leaching, denitrification, and volatilization, which together accelerate soil fertility decline, suppress yield potential, and cause off-farm environmental degradation [3–5].
Arbuscular mycorrhizal fungi (AMF) are emerging as a promising strategy to address nitrogen-related challenges in cotton cultivation. Numerous studies have shown that the symbiosis between AMF and roots can reduce nutrient loss, activate soil nutrients, and enhance nitrogen uptake efficiency, particularly in nutrient-deficient soil [6–12]. Specifically, AMF mycelia secrete carbon-containing compounds (such as glucose, organic acids, amino acids, e.g.) into the soil, which can alter soil texture, and enhance microbial diversity. These compounds also serve as a food source for soil bacteria, actinomycetes, and fungi, thereby promoting nitrogen transformation [13, 14]. Furthermore, AMF can directly facilitate plant nitrogen uptake through extraradical mycelial absorption and intraradical mycelial transport, or indirectly influence nitrogen uptake by altering root traits (specific root area, root branching intensity, root tissue density, e.g.) and regulating the expression of nitrogen-related transporters [14–17]. Simultaneously, mycorrhizal fungi can fix nitrogen in the mycelial network and rhizosphere environment, creating a nitrogen reservoir, that reduces nitrogen leaching following fertilization [18–20]. Although substantial evidence has confirmed that AMF colonization can promote plant nitrogen uptake, the individual contributions of roots and mycelia to nitrogen uptake have not been clearly distinguished [21]. Additionally, it remains unclear whether AMF colonization differentially responds to various forms of nitrogen. Therefore, it is necessary to investigate how AMF colonization affects root characteristics and microbial activity, and to quantify the differences in mycelial contributions to plant uptake of various nitrogen forms.
Soil carbon storage is closely related to mycorrhizal symbiosis. Hodge and Fitter [22] demonstrated that the symbiosis between AMF and roots attracts free-living soil microbes, particularly nitrogen-mineralizing bacteria, to the mycorrhizosphere. This interaction promotes the decomposition of soil organic carbon. The primary driver of this process is the secretion of extracellular enzymes by fungi and bacteria. These enzymes increase the mineralization rate of soil organic carbon, thereby releasing plant-available nitrogen [23–25]. This suggests that the symbiosis between AMF and plant roots can consume soil carbon. However, some studies indicate that the mycelial pathway also significantly contributes to soil carbon sequestration, and in some cases, even more than the roots [26–29]. For example, Zhu et al. [28] found that after symbiosis with roots, the contribution of AMF mycelium to soil carbon storage can be as high as 68%, compared to only 32% from the roots. However, it remains unclear whether the carbon input from the symbiosis of mycelium and roots affects readily oxidizable carbon, inert organic carbon, and total organic carbon.
A thorough understanding of the characteristics and mechanisms of nitrogen uptake and utilization by AMF colonization in plants is essential for achieving efficient nutrient utilization and regulation in farmland ecosystems. Therefore, the present study selected cotton as the research object. A compartmental growth system was utilized to physically isolate the growth of roots and mycelium, with the intention of investigating the following questions under varying nitrogen rates: (1) Are there disparities in the uptake of inorganic nitrogen by mycelium? (2) How does AMF colonization influence root traits and microbial activity? (3) How does AMF colonization impact soil carbon content?
Methods
Test materials
The soil used in our experiment was obtained from the Second Company (85°59 ‘42"E, 44°19’19"N) of the Shihezi University Test Site, Xinjiang, China. This region has an average annual precipitation of 210.6 mm, evaporation of 1664.1 mm, a frost-free period of approximately 170 d, an average annual temperature of 7.0 ℃, and an annual sunshine duration of 2861.2 h. The tested cotton variety was “Xinluzao 84” (China Xinjiang Hexin Technology Development Co., LTD). In addition, the soil in this area has been continuously planted with cotton for the past three years, during which manual weeding was carried out. Each year, 375 kg·hm⁻² of nitrogen fertilizer (urea) and 300 kg·hm⁻² of phosphorus and potassium fertilizer (KH₂PO₄) are applied. The water and fertilizer are managed through the method of film - mulched drip irrigation. The initial soil fungi spore density was 17 spores·g−1, with Paraglomus as the dominant genus [30]. The initial soil physicochemical properties are as follows: the soil type is calcisols (the soil type according to WRB for soil resources), with soil bulk density of 1.3 g·cm−3, pH 8.30 (soil-water ratio 2.5:1, 25 °C), organic matter content of 7.70 g·kg−1, total nitrogen of 0.97 g·kg−1, available phosphorus of 20.10 g·kg−1, available potassium of 250.65 mg·kg−1, NH₄⁺-N content of 2.11 mg·kg−1, and NO₃⁻-N content of 0.53 mg·kg−1 (Table S1).
Experimental design
We used a two-factor experimental design. Factor 1 was nitrogen application treatment with three rates, i.e., N1: 1 g·kg−1 (the typical application rate used for the drip irrigation of cotton under film in Xinjiang field, 375 kg·hm−2); N2: 0.7 g·kg−1 (250 kg·hm−2); and N3 (no nitrogen application). Nitrogen fertilizer was applied with water using a syringe. It should be noted that, due to the limited amount of soil in the experimental setup, the nitrogen concentration used in the field was increased by approximately 7 times when converted for the indoor experiment to ensure that nitrogen application did not restrict the healthy growth of cotton. Factor 2 was AMF treatment, which aimed to distinguish between the direct effects of AMF and the joint effects of roots and mycelium. For this, 1.2-mm-thick iron plates were used to fabricate a device (13 × 10 × 13 cm) with the middle portion separated using nylon mesh. One side was the mycorrhizal chamber, and the other side was the mycelial chamber. Nylon mesh with two different pore sizes was used across three rates, i.e., F0− (soil without AMF, nylon mesh aperture = 1 μm); F1+ (soil containing AMF, nylon mesh aperture = 48 μm, allowed AMF mycelium to enter the mycelial chamber); and F0+ (soil containing AMF, nylon mesh aperture = 1 μm, which neither the roots nor the AMF mycelium could enter the mycelial chamber) [31] (Fig. 1). In addition, the air space between the mycelial chamber and the mycorrhizal chamber is set at 3 mm to reduce the influence of nutrient flow [32]. There are a total of 9 treatments, with each treatment replicated 4 times.
Fig. 1.
Experimental design pattern diagram: (a) F0−, (b) F1+ and (c) F0+0. Note: F0− : soil without AMF; F1+ and F0+ : soil containing AMF
Cotton seeds with good appearance, no mildew, no pests and no damage, were soaked in 5% H2O2 for 15 min and then rinsed with running water. The mycorrhizal and mycelial chambers were loaded with 600 and 1200 g of soil, respectively. The F0+ and F1+ treatments included fresh soil with AMF. In the F0− treatment, fresh soil (unsterilized soil) was autoclaved (120 °C), and then loaded with 10 mL of soil filtrate without AMF to restore the soil microflora. Four seeds were planted per growth chamber. Subsequently, the whole device was cultured in a GXZ-430D intelligent light incubator (Ningbo City Science and Technology Park Xinjiangnan Instrument Co., Ltd.) with a daily light intensity of 24,000 lx for 16 h at 32 °C and darkness for 8 h at 25 °C. An appropriate amount of deionized water was added daily. After four cotton leaves had developed, two plants with the same growth potential and uniform spacing were maintained in the growth chamber. 2 mL corresponding nitrogen rate was then applied to the mycelial chamber for treatments N1 and N2 every 2 days. For N3, the same volume of deionized water was applied. The form of nitrogen used was urea. Simultaneously, 2 mL 0.7 g·L−1 of modified Hoagland non-nitrogen nutrient solution was added to the growth chambers (Components in Table S2). After 60 d, the plants were harvested.
Index determination
Plant index measurement
First, cotton height was measured using a tape measure (cm). Next, the roots, stems, and leaves were collected. Root length (RL), surface area (RSA), diameter (RD), volume (RV), and branch count (RBC) were measured using an EPSON EXPRESSION 10000XL root scanner (Seiko Epson Corp., Japan) and analyzed with WinRHIZO software (Pro 2013e, Regent Instruments Inc., Canada). Subsequently, a portion of the root samples was stored at 4 ℃ in the refrigerator for the determination of mycorrhizal colonization rate, root NH4+-N and NO3−-N content. The remaining roots, stems, and leaves were put in envelopes and placed in an oven at 105 ℃ for 30 min, and then placed in an oven at 70 ℃ for 48 h for the determination of plant nitrogen content and biomass. Specific root length (SRL), specific root area (SRA), root branching intensity (RBI), root tissue density (RTD) were calculated as follows:
![]() |
1 |
![]() |
2 |
![]() |
3 |
![]() |
4 |
Plant NO3−-N, NH4+-N, and total nitrogen (TN) content were determined using salicylic acid–sulfuric acid colorimetry [33], ultraviolet spectrophotometry [34], and colorimetry [35]. The contribution rate of AMF to plant nitrogen was calculated as follows:
![]() |
5 |
The AMF colonization rate was determined by Dickson and Smith [36] using the calculation formula.
![]() |
6 |
The colonization of roots by AMF is shown in Fig. S1 and Table S3.
Soil index measurement
The experimental soil was passed through a sieve with a 2 mm aperture. Soil microbial biomass carbon (MBC) and microbial biomass nitrogen (MBN) were determined using the chloroform fumigation method [37]. Soil chitinolytic enzyme (β-N-acetyl-glucosaminidase, NAG), lignin-degrading enzyme (peroxidase, PER, and polyphenol oxidase, PPO), and protease were evaluated using ultraviolet spectrophotometry [38], iodine liquid titration, and sodium caseinate colorimetry, respectively [39].
Soil NH4+-N and NO3−-N contents were determined using phenol disulfonic acid and indigophenol blue colorimetry, respectively [40]. The soil free amino acid (FAA) content was determined using ninhydrin colorimetry [41]. The soil nitrogen mineralization rate and the FAA–net amino acid production rate (FAA–NPR) were measured by indoor culturing [42]. The soil TN was determined by the Kjeldahl nitrogen analyzer method [35]. The difference between soil TN and soil inorganic nitrogen is equivalent to the soil dissolved organic nitrogen (DON).
The contents of soil readily oxidizable carbon (ROC) and total organic carbon (TOC) were determined using 333 mmol·L−1 potassium permanganate oxidation and external heating of potassium dichromate, respectively [43]. The inert organic carbon (IOC) content of the soil was subsequently determined as the difference between the TOC and ROC [44]. Detailed measurement methods for soil enzymes and soil nutrients can be found in the supplementary file (pages 4–8).
Data analysis
Excel 2019 (Beijing Kingsoft Office Software Co., Ltd) and SPSS 27.0 (Statistical Product and Service Solutions; IBM company) were used for data processing and analysis. Before the analysis, a variance homogeneity test was performed, but logarithmic conversion was applied when homogeneity was not met. Tukey ‘s HSD multiple comparison test was used to compare the mean values between the groups. The significance level was set at α = 0.05. All plots were produced using Origin 2024 (OriginLab Corporation). Moreover, Mantel test and random forest weight analysis were conducted using Chiplot (https://www.chiplot.online/) and SPSSAU (https://spssau.com/indexs.html) respectively. The PLS-SEM model (SmartPLS 4.0 software) was used to predict the effects of AMF colonization on cotton growth and soil carbon.
Results
Effects of nitrogen application and AMF colonization on nitrogen content in cotton organs
With an increase in nitrogen application, the TN content of roots and shoot parts changed significantly. However, the root TN content was higher than that of the shoot parts, with a difference of 0.02–105.91 mg·g−1 (Fig. 2,a and b). At the same nitrogen rate, the root TN content of F0+ was higher than F1+ and F1−. In addition, the contribution rate of AMF to the TN content of cotton differed under the different nitrogen rates. Specifically, with the reduction nitrogen application, the TN contribution of mycelium to roots first increases and then decreases, but decreases to the shoot parts (Fig. 2,c).
Fig. 2.
Effects of nitrogen application and AMF on nitrogen content in cotton: (a) shoot TN content, (b) root TN content, (c) contribution rate of mycelium to nitrogen in shoots and roots, (d) influence of mycelium on the NO3−-N and NH4+-N content of roots, (e) the contribution rate of mycelium to the relative contents of NO3−-N and NH4+-N in roots, (f) changes in NO3−-N and NH4+-N in roots without AMF Note: different lower case letters of all figures indicate significant differences (P < 0.05)
There exist disparities in the contributions made by mycelium to the root inorganic nitrogen. Under the same nitrogen application rate, root NO3−-N content was significantly higher than NH4+-N (Fig. 2,d). Under the different nitrogen application rates, the contributions of AMF mycelium to NO3−-N and NH4+-N in the roots were significantly different. Specifically, the AMF mycelium showed the highest contribution to root NH4+-N (24.35%) and the lowest contribution to root NO3−-N (5.89%) at N1. The contribution of mycelium to root NO3−-N and NH4+-N at N2 and N3 is opposite to N1 (Fig. 2,e). In addition, with increasing nitrogen application rate, NO3−-N and NH4+-N of F0−-treated roots both increased. The root NO3−-N content was higher than the NH4+-N content, with a difference of 0–16 mg·g−1 (Fig. 2,f).
Effects of nitrogen application and AMF colonization on soil nitrogen
At the same nitrogen application rate, the soil NO3−-N content of F0+ and F1+ decreased compared to F0−, and there was a significant difference between the F0+ and F1+ at N3 and N2 (Fig. 3,a). At the N3 rate, the NO3−-N content of F0+ was significantly higher than F1+. At the N2 rate, the NO3−-N content of F1+ was significantly higher than F0+. At the N1 rate, there was no significant difference in the soil NO3−-N content between F1+ and F0+ (Fig. 3,a). Under the same nitrogen application rate, the NO3−-N mineralization rate of F1+ was the highest, but F0+ treatment was the lowest (Fig. 3,c). In addition, under the same nitrogen application rate, the NH4+-N content of F1+ was significantly lower than that of F0+ and F0−. At the N2 rate, there was no significant difference in the NH4+-N content between the F0− and F0+. At the N1 rate, the NH4+-N content of F0− was higher than that of F0+ (Fig. 3,b). Simultaneously, with an increase in nitrogen application, the NH4+-N mineralization rate gradually decreased (Fig. 3,d).
Fig. 3.
Effects of nitrogen application and AMF on soil (a) NO3−-N content, (b) NH4+-N content, (c) NO3−-N mineralization rate, (d) NH4+-N mineralization rate, (e) free amino acid content (FAA), (f) free amino acid–net production rate (FAA–NPR) Note: different lower case letters of all figures indicate significant differences (P < 0.05)
AMF colonization can also affect the content of soil organic nitrogen. At the same nitrogen application rate, the FAA content of F0+ and F1+ was lower than that of F0− (Fig. 3,e), but the FAA–NPR of F0+ and F1+ was higher than that of F0−, with that of F1+ being the highest (Fig. 3,f). Finally, with an increase in nitrogen application, the soil DON content increased, and under the same application rate, the DON content of F0− was the highest (Fig. 4,a).
Fig. 4.
Effects of nitrogen application and AMF on soil (a) dissolved organic nitrogen (DON), (b) inert organic carbon (IOC), (c) readily oxidizable carbon (ROC), total organic carbon (TOC) content. Note: different lower case letters of all figures indicate significant differences (P < 0.05)
Effects of nitrogen application and AMF colonization on soil carbon
AMF colonization can impact the soil carbon content. Specifically, at the N2 rate, the total amounts of ROC and IOC were higher than N1 and N3 rates. At the same nitrogen application rate, the F1+ treatment had the highest IOC and ROC content. Specifically, there was a significant difference between the IOC content of F0+ and F0−, whereas there was no significant difference in the ROC content (Fig. 4,b and c). Moreover, Nitrogen application and AMF colonization significantly affected the soil TOC content, with the N2 rate the highest amount. At the same nitrogen rate, the relative effect of AMF on soil TOC content was as follows: F1+ >F0+ >F0− (Fig. 4,d). Meanwhile, root traits were significantly positively correlated with ROC, IOC and TOC.
Discussion
Relationship between AMF colonization and root traits
How can the nitrogen-absorption strategy be adjusted when cotton growth is limited by nitrogen? Root morphology and configuration are adaptive strategies developed by plants in response to their growth environment [45], and they determine the spatial expansion ability of roots and methods of nutrient acquisition [46]. In this study, although AMF did not promote RD, RBI and SRL growth, they increased RTD (Fig. 5,a). AMF had a large effect on SRA and RTD (Fig. 5,b). That is, mycorrhizal symbiosis increases root longevity and maintains the nitrogen balance between cotton and mycelium [47, 48]. The saved photosynthetic carbon promotes the morphological construction of the mycelium and cotton aerial parts [49, 50]. Additionally, under low-nitrogen conditions, AMF mycelium absorbed more NO3−-N than NH4+-N, which was contrary to previous findings indicating a preference for NH4+-N [51]. This discrepancy may be attributed to the nitrogen preference of cotton within the study area. Specifically, the examined cotton had a higher NO3−-N content than NH4+-N content, while while the soil had a higher NH4+-N content than NO3−-N content. A study conducted by Zhang et al. [52] in this region also supports this conclusion. NO3−-N is more conducive to root growth and nutrient accumulation, which in turn promotes better root morphology. The redundancy analysis also showed that soil NO3−-N had a greater influence on root characteristics than NH4+-N (Fig. 5,a). Overall, under nitrogen reduction conditions, AMF colonization can not only directly promote root growth but also indirectly facilitate it through the roots’ degree of dependence on inorganic nitrogen.
Fig. 5.
(a) Effect of soil nitrogen and root mycorrhizal colonization on root growth (1, 2, 3 and 4 in the first quadrant represent the order of environmental factors on cotton roots, **<0.05, ns > 0.05), (b) using random forest to analyze the weight influence of infection rate on cotton roots. Note: RMC: root mycorrhizal colonization, SRA: specific root area, RTD: root tissue density, RD: root diameter, RBI: root branching intensity, SRL: specific root length
Relationship between AMF colonization and cotton nitrogen uptake
Arbuscular mycorrhizae, as the symbiont of soil fungi and plant roots, play an important role in promoting nitrogen uptake by host plants [53, 54]. Frey and Schuepp [55] found that the nitrogen absorbed and transported by AMF mycelium to the host plant accounted for 30% of the TN in the plant. Tanaka and Yano [56] suggested that up to 75% of the nitrogen in plants is absorbed by AMF mycelium. The results of our study showed that the contribution rates of AMF to root nitrogen were 13.44%, 21.31% and 8.66% under high, low and no nitrogen treatments, respectively. This indicates that the application of exogenous nitrogen affects the contribution rate of AMF to cotton nitrogen, and that the dependence of cotton on AMF is higher under low-nitrogen conditions. This finding is consistent with the results of Zhang et al. [57]. Notably, AMF can still contribute nitrogen to cotton under high-nitrogen condition, but this contribution is relatively low (13.44%). This further suggests that when exogenous nitrogen is abundant, the mycelial primarily function to store nitrogen, with the nitrogen supply to cotton being of secondary importance. In addition, the AMF colonization rate in roots reached 83.33% in the absence of nitrogen (Table S3), whereas the contribution rate of AMF to aboveground TN was only 42.22%. Tanaka and Yano [56] showed that the contribution rate of AMF to aboveground TN in plants could reach as high as 74% under high colonization rates. This indicates that the high AMF colonization did not result in higher nitrogen acquisition but instead required cotton to allocate more carbohydrates. Under this condition, AMF may exhibit “deceptive colonization” behavior. We used the PLS-SEM model to confirm the significant negative effect between AMF colonization and plant TN (Fig. 6). Therefore, appropriate nitrogen reduction measures can enhance the nitrogen contribution of AMF to cotton, thereby improving soil nitrogen uptake and utilization. However, excessive nitrogen reduction may lead to competition between cotton and AMF for nitrogen.
Fig. 6.
PLS-SEM model prediction of the effects of AMF colonization on cotton growth and soil carbon (Plant Biomass refer to Fig. S2 respectively). Note: TOC: soil total organic carbon, TN: total nitrogen, AMF: arbuscular mycorrhizal fungi; *<0.05, **<0.01, ***<0.001
The relationship between AMF colonization and soil carbon
Sinsabaugh et al. [58] showed that carbon input into mycelium by plants accounted for 10–20% of plant photosynthetic carbon, of which 6–14% was input into the soil through mycelial turnover. The remaining carbon was imported into the soil in the form of mycelial secretions, which can be utilized by soil microorganisms and enhance their activity. In turn, this promotes organic carbon decomposition [25, 59]. Our results showed that soil microbial activity had a significant positive correlation with AMF colonization (Fig. 7). This is conducive to enhancing soil microbial activity and organic carbon utilization. However, previous studies have shown that the activation of mycelium at low-nitrogen rates may promote the formation of stable organic carbon. The potential mechanisms of this include the following: (1) low nitrogen accelerates the turnover of microorganisms and increases the amounts of microbial metabolites and mycelial residues; (2) low nitrogen promotes the transfer of plant photosynthetic carbon by AMF from the rhizosphere hot zone to non-rhizosphere soil, where microbial activity is low. This results in weak mycelial excitation; (3) nutrient competition between AMF and soil microorganisms is strong under low-nitrogen conditions, which inhibits the inter-mycelial excitation effect to a certain extent; and (4) low nitrogen stimulates soil microbial activity, improves soil nutrient availability, and promotes host plant growth and rhizosphere deposition. This indirectly increases the input of plant-derived carbon [60–62]. However, under the condition of AMF colonization, the changes in root characteristics are conducive to soil carbon accumulation (Fig. 7). This indicates that, following AMF colonization, there are disparities in the functions induced by carbon inputs from mycelium and roots into the soil, and these inputs ultimately aim to maintain the dynamic equilibrium of soil carbon.
Fig. 7.
Mantel test of microbial activity and root characteristics on AMF colonization, soil nitrogen mineralization rate and soil carbon. Note: Nnit: NO3−-N mineralization rate, Namo: NO4+-N mineralization rate, IOC: inert organic carbon, ROC: readily oxidizable carbon, TOC: total organic carbon, FAA–NPR: free amino acid–net production rate, MBC: microbial biomass carbon, MBN: microbial biomass nitrogen, NAG: β-N-acetyl-glucosaminidase, PER: peroxidase, PPO: polyphenol oxidase; microbial activity (PER, PPO, NAG, Protease, MBC/MBN; Refer to Fig. S3 respectively), root characteristics (SRA, SRL, RBI, RD, RTD); *<0.05, **<0.01, ***<0.001
Trade-off between AMF colonization on carbon investment and nitrogen gains
Central to the relationship between roots and AMF is the exchange of carbon (lipids and sugars) and nitrogen [28, 63]. When the soil nitrogen supply rate is high and the roots can meet the plant needs, the contribution of the mycelial pathway to plant nitrogen is small [64, 65]. Conversely, when soil nitrogen supply is low, plants preferentially allocate photosynthetic carbon underground to promote nitrogen uptake. Plants are more dependent on the root pathway, the mycelial pathway, or both, depending on the trade-off between carbon investment and nitrogen yield [64, 66, 67]. In our study, the contribution of mycelium to root nitrogen content was 21.31% under low-nitrogen condition. This indicates that nitrogen uptake by cotton is primarily achieved through the root pathway. The reasons for this may include the following: (1) the increase in root longevity simultaneously reduces high inputs of root nitrogen and carbon; (2) in a complex symbiotic environment, root investment is more stable over time due to the unpredictable environment and unstable resource supply [68].
In our study, AMF colonization significantly increased root tissue density and biomass, but reduced soil carbon input (Figs. 5a, and 6). These results indicate that although the contribution rate of AMF mycelium to plant nitrogen was low, AMF may indirectly promote root nitrogen uptake by affecting root and mycelial longevity under low-nitrogen condition. However, owing to the limitations of the test method, we were unable to quantify the indirect role of mycelium. Indeed, the contribution of existing mycelium to plant nitrogen was underestimated. Under low-nitrogen condition, according to the cost–benefit theory of root construction [69], an increase in root tissue density indicates an extension of root longevity. Moreover, Wu [70] also showed that moderate nitrogen reduction (272 kg N ha−1) can significantly improve root longevity and productivity. Our study provides evidence explaining the increase in root longevity under low-nitrogen conditions. Thus, mycorrhizal fungal colonization can improve root absorption efficiency and prolong root longevity under low-nitrogen conditions [71]. This may alter the trade-off relationship between root absorption efficiency and root persistence. Although root biomass and AMF colonization rates decreased at high nitrogen rates, the contribution of AMF to plant TN increased. This may be due to the high nitrogen content in the soil, where nitrogen storage in the mycelium reaches saturation, and surplus nitrogen is transported to the cotton. Secondly, the higher nitrogen rate causes the cotton roots to be in a “comfortable state.” Although the number and elongation range of fine roots were greatly reduced [72], the death and reconstruction of fine roots take some time, at which point the contribution rate of mycelium to cotton TN may increase. Thus, carbon and nitrogen trading between AMF and cotton is closely related to soil nitrogen, root longevity, and root reconstruction time.
Limitations and implications
The study shows that under different nitrogen levels, the root-AMF symbiosis significantly impacts root characteristics, soil carbon and nitrogen content, and cotton biomass. Optimizing the root-AMF relationship and enhancing the function of the symbiosis can improve nutrient use efficiency and crop productivity, and enhance carbon and nitrogen cycling and the overall functioning of agricultural ecosystems. Therefore, we should incorporate the close association between AMF biological functions, root characteristics, and soil nitrogen levels into soil carbon-nitrogen models.
Certainly, this study also has some limitations. For example: (1) this study explored the impact of root characteristics and AMF colonization on soil carbon but did not quantify the contributions of roots and mycelium to soil carbon input; (2) the rhizosphere is a complex micro-ecosystem. In addition to the role of AMF, the impacts of the root-AMF-PGPR (plant growth-promoting rhizobacteria) interactions on soil carbon and nitrogen processes, as well as the underlying mechanisms (such as the role of root exudates), need to be further explored; (3) this study only investigated the effects of the root-AMF symbiosis during the vegetative growth stage of cotton. The impacts on cotton yield and underlying mechanisms still need further exploration; (4) this experiment was conducted under controlled conditions and cannot fully simulate the complex real-world field environment. Therefore, the existing results cannot be directly extrapolated to the field. Future research needs to further explore methods for studying AMF in situ field environments, develop an integrated model of roots-nitrogen-microbes, and develop microbial fertilizers based on efficient nitrogen fertilizer use.
Conclusions
We have shown that the symbiosis between AMF and roots could improve the nitrogen-absorption capacity (Fig. 8), and that this effect varies under different nitrogen application rates. At low nitrogen rate, the symbiosis could enhance the activity of soil microorganisms and increase RTD. In addition, after nitrogen reduction, the contribution rate of mycelium to NO3−-N and TN in cotton increased.
Fig. 8.
Schematic diagram of AMF colonization promoting N uptake in cotton
Supplementary Information
Below is the link to the electronic supplementary material.
Acknowledgements
We thank the National Natural Science Foundation of China, Xinjiang Production and Construction Corps Science and Technology Program, Xinjiang Production and Construction Corps Guiding Science and Technology Program, Youth Innovative Talents Project of Shihezi University for supporting this research. We would also like to thank Editage (www.editage.cn) for English language editing.
Abbreviations
- NAG
β-N-acetylglucosamine glycosidase
- PER
Peroxidase
- PPO
Polyphenol oxidase
- FAA
Free amino acid
- FAA–NPR
Free amino acid–net production rate
- DON
Dissolved organic nitrogen
- TN
Total nitrogen
- TOC
Total organic carbon
- Nnit
NO3−-N mineralization rate
- Namo
NO4+-N mineralization rate
- RD
Root diameter
- RBI
Root branching intensity
- SRA
Specific root area
- SRL
Specific root length
- RTD
Root tissue density
- RMC
Root mycorrhizal colonization
Author contributions
Hushan Wang: Methodology, Software, Data curation, Formal analysis, Writing - original draft. Yijian Wang: Software, Investigation, Formal analysis, Data curation. Xiaojiao Cheng: Methodology, Formal analysis, Investigation. Yunzhu He: Methodology, Validation, Investigation. Zihui Shen: Data curation, Validation. Wangfeng Zhang: Conceptualization, Methodology, Writing - review & editing. Xiaozhen Pu: Conceptualization, Methodology, Data curation, Project administration, Resources, Writing - review & editing.
Funding
We would like to acknowledge the support from National natural science foundation of China (32460538), Xinjiang production and construction corps science and technology program (2024DB015) and Xinjiang production and construction corps guiding science, technology program (2023ZD049) and youth innovative talents project of Shihezi university (CXBJ202201) for this research.
Data availability
The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.
Declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Wangfeng Zhang, Email: zwf_shzu@163.com.
Xiaozhen Pu, Email: xzh86936@163.com.
References
- 1.Debruin J, Hensley R, Underwood H, Munaro E. Yield response of maize hybrids with different ear flex to nitrogen rate and plant density. Agron J. 2024;116:260–75. 10.1002/agj2.21495. [Google Scholar]
- 2.Zhou Y, Huang J, Li ZB, Wu Y, Zhang JJ, Zhang YQ. Yield and quality in main and ratoon crops of grain sorghum under different nitrogen rates and planting densities. Front Plant Sci. 2022. 10.3389/fpls.2021.778663. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Wang HD, Wu LF, Wang XK, Zhang SH, Cheng MH, Feng H, Fan JL, Zhang FC, Xiang YZ. Optimization of water and fertilizer management improves yield, water, nitrogen, phosphorus and potassium uptake and use efficiency of cotton under drip fertigation. Agric Water Manage. 2021. 10.1016/j.agwat.2020.106662. [Google Scholar]
- 4.Li B, Bi ZC, Xiong ZQ. Dynamic responses of nitrous oxide emission and nitrogen use efficiency to nitrogen and biochar amendment in an intensified vegetable field in southeastern China. GCB Bioenergy. 2017;9:400–13. 10.1111/gcbb.12356. [Google Scholar]
- 5.Min J, Zhang HL, Shi WM. Optimizing nitrogen input to reduce nitrate leaching loss in greenhouse vegetable production. Agric Water Manage. 2012;111:53–9. 10.1016/j.agwat.2012.05.003. [Google Scholar]
- 6.Chen W, Mou X, Meng P, Chen J, Tang X, Meng G, Xin K, Zhang Y, Wang C. Effects of arbuscular mycorrhizal fungus inoculation on the growth and nitrogen metabolism of Catalpa Bungei c.a.mey. under different nitrogen levels. Front Plant Sci. 2023;14:1138184. 10.3389/fpls.2023.1138184. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Jabborova D, Annapurna K, Paul S, Kumar S, Saad HA, Desouky S, Ibrahim MFM, Elkelish A. Beneficial features of biochar and arbuscular mycorrhiza for improving spinach plant growth, root morphological traits, physiological properties, and soil enzymatic activities. J Fungi. 2021. 10.3390/jof7070571. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Zhang CF, van der Heijden MGA, Dodds BK, Nguyen TB, Spooren J, Valzano-Held A, Cosme M, Berendsen RL. A tripartite bacterial-fungal-plant symbiosis in the mycorrhiza-shaped Microbiome drives plant growth and mycorrhization. Microbiome. 2024;12. 10.1186/s40168-023-01726-4. [DOI] [PMC free article] [PubMed]
- 9.Liu X, Yin CM, Xiang L, Jiang WT, Xu SZ, Mao ZQ. Transcription strategies related to photosynthesis and nitrogen metabolism of wheat in response to nitrogen deficiency. BMC Plant Biol. 2020. 10.1186/s12870-020-02662-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Pan XY, Wang PF, Wei XW, Zhang JX, Xu BC, Chen YL, Wei GH, Wang Z. Exploring root system architecture and anatomical variability in alfalfa (Medicago sativa L.) seedlings. BMC Plant Biol. 2023. 10.1186/s12870-023-04469-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Duan WX, Zhang HY, Wang QM, Xie BT, Zhang LM. Regulation of root development in nitrogen-susceptible and nitrogen-tolerant sweet potato cultivars under different nitrogen and soil moisture conditions. BMC Plant Biol. 2023. 10.1186/s12870-023-04461-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Veresoglou SD, Chen BD, Rillig MC. Arbuscular mycorrhiza and soil nitrogen cycling. Soil Biol Biochem. 2012;46:53–62. 10.1016/j.soilbio.2011.11.018. [Google Scholar]
- 13.Hobbie EA, Hobbie JE. Natural abundance of 15N in nitrogen-limited forests and tundra can estimate nitrogen cycling through mycorrhizal fungi: a review. Ecosystems. 2008;11:815–30. 10.1007/s10021-008-9159-7. [Google Scholar]
- 14.Smith SE, Jakobsen I, Gronlund M, Smith FA. Roles of arbuscular mycorrhizas in plant phosphorus nutrition: interactions between pathways of phosphorus uptake in arbuscular mycorrhizal roots have important implications for Understanding and manipulating plant phosphorus acquisition. Plant Physiol. 2011;156:1050–7. 10.1104/pp.111.174581. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Tian D, Yan ZB, Fang JY. Review on characteristics and main hypotheses of plant ecological stoichiometry. Chin J Plant Ecol. 2021;45:682–713. 10.17521/cjpe.2020.0331. [Google Scholar]
- 16.Estiarte M, Campioli M, Mayol M, Penuelas J. Variability and limits of nitrogen and phosphorus resorption during foliar senescence. Plant Commun. 2023. 10.1016/j.xplc.2022.100503. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Su Y, Ma XF, Le JJ, Li KH, Han WX, Liu XJ. Decoupling of nitrogen and phosphorus in dominant grass species in response to long-term nitrogen addition in an alpine grassland in central Asia. Plant Ecol. 2021;222:261–74. 10.1007/s11258-020-01103-3. [Google Scholar]
- 18.Jalpa L, Mylavarapu RS, Hochmuth G, Wright A, van Santen E. Recovery efficiency of applied and residual nitrogen fertilizer in tomatoes grown on sandy soils using the 15N technique. Sci Hortic. 2021. 10.1016/j.scienta.2020.109861. [Google Scholar]
- 19.van der Heijden MGA, Martin FM, Selosse MA, Sanders IR. Mycorrhizal ecology and evolution: the past, the present, and the future. New Phytol. 2015;205:1406–23. 10.1111/nph.13288. [DOI] [PubMed] [Google Scholar]
- 20.Powell JR, Rillig MC. Biodiversity of arbuscular mycorrhizal fungi and ecosystem function. New Phytol. 2018;220:1059–75. 10.1111/nph.15119. [DOI] [PubMed] [Google Scholar]
- 21.Wallander H, Ekblad A, Godbold DL, Johnson D, Bahr A, Baldrian P, Björk RG, Kieliszewska-Rokicka B, Kjoller R, Kraigher H, et al. Evaluation of methods to estimate production, biomass and turnover of ectomycorrhizal mycelium in forests soils-A review. Soil Biol Biochem. 2013;57:1034–47. 10.1016/j.soilbio.2012.08.027. [Google Scholar]
- 22.Hodge A, Fitter AH. Substantial nitrogen acquisition by arbuscular mycorrhizal fungi from organic material has implications for N cycling. Proc Natl Acad Sci USA. 2010;107:13754–9. 10.1073/pnas.1005874107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Fu XH, Song QL, Li SQ, Shen YF, Yue SC. Dynamic changes in bacterial community structure are associated with distinct priming effect patterns. Soil Biol Biochem. 2022;169. 10.1016/j.soilbio.2022.108671.
- 24.Pellitier PT, Zak DR. Ectomycorrhizal fungi and the enzymatic liberation of nitrogen from soil organic matter: why evolutionary history matters. New Phytol. 2018;217:68–73. 10.1111/nph.14598. [DOI] [PubMed] [Google Scholar]
- 25.Liu Y, Qian J, Lu BH, Hu J, He YX, Shen JW, Tang SJ. Arbuscular mycorrhizal symbiosis enhances the accumulation of plant-derived carbon in soil organic carbon by regulating the biosynthesis of plant biopolymers and soil metabolism. Plant Physiol Biochem. 2024;217. 10.1016/j.plaphy.2024.109230. [DOI] [PubMed]
- 26.Lavallee JM, Soong JL, Cotrufo MF. Conceptualizing soil organic matter into particulate and mineral-associated forms to address global change in the 21st century. Glob Change Biol. 2020;26(1):261–73. 10.1111/gcb.14859. [DOI] [PubMed] [Google Scholar]
- 27.Cheng WX, Parton WJ, Gonzalez-Meler MA, Phillips R, Asao S, McNickle GG, Brzostek E, Jastrow JD. Synthesis and modeling perspectives of rhizosphere priming. New Phytol. 2014;201:31–44. 10.1111/nph.12440. [DOI] [PubMed] [Google Scholar]
- 28.Zhu XM, Zhang ZL, Wang QT, Peñuelas J, Sardans J, Lambers H, Li N, Liu Q, Yin HJ, Liu ZF. More soil organic carbon is sequestered through the mycelium pathway than through the root pathway under nitrogen enrichment in an alpine forest. Glob Change Biol. 2022;28:4947–61. 10.1111/gcb.16263. [DOI] [PubMed] [Google Scholar]
- 29.Xiao J, Kao-Kniffin J, Zhu B. Arbuscular mycorrhizal fungi enhance nitrogen acquisition from, but not carbon loss of, organic matter in soil. New Phytol. 2025;247:1415–25. 10.1111/nph.70274. [DOI] [PubMed] [Google Scholar]
- 30.Chen K, Tian Q, Liu Z, Wang H, Xiong J, Lei Y, Sun Y. Diversity of arbuscular mycorrhizal fungi in cotton rhizosphere soil in Shihezi and surrounding areas, Xinjiang. Cotton Sci. 2022;34:69–78. 10.11963/cs20210055. [Google Scholar]
- 31.Zhang ZL, Xiao J, Yuan YS, Zhao CZ, Liu Q, Yin HJ. Mycelium- and root-derived C inputs differ in their impacts on soil organic C pools and decomposition in forests. Soil Biol Biochem. 2018;123:257–65. 10.1016/j.soilbio.2018.05.015. [Google Scholar]
- 32.Wu C, Bi YL, Zhu WB. Is the amount of water transported by arbuscular mycorrhizal fungal hyphae negligible? Insights from a compartmentalized experimental study. Plant Soil. 2024;499:537–52. 10.1007/s11104-024-06477-1. [Google Scholar]
- 33.Jiang H, Zhang J, Wang J, Liu W. Some deficiencies in experimental guidance of plant physiology. Plant Physiol J. 2020;56:11–5. 10.13592/j.cnki.ppj.2019.0386. [Google Scholar]
- 34.Sun M, Xie S, Lu X, Li J. Effects of NaWO4 treatment on growth and nitrate nitrogen content in Poncirus trifoliate seedlings. Nonwood for Res. 2013;31:115–20. 10.14067/j.cnki.1003-8981.2013.04.021. [Google Scholar]
- 35.Bao SD. Soil and agricultural chemical analysis, 3rd ed. China: China Agriculture Press; 2000. ISBN: 978-7-109-06644-1.
- 36.Dickson S, Smith SE. Evaluation of vesicular-arbuscular mycorrhizal colonisation by staining. Berlin, Heidelberg: Springer Berlin Heidelberg; 1998. 10.1007/978-3-642-60268-9_5. [Google Scholar]
- 37.Lu RK. Analytical methods for soil and agro-chemistry, 1st ed. China: China Agricultural Science and Technology Press; 2000. ISBN: 978-7-80119-925-1.
- 38.Parham JA, Deng SP. Detection, quantification and characterization of β -glucosaminidase activity in soil. Soil Biol Biochem. 2000;32:1183–90. 10.1016/S0038-0717(00)00034-1. [Google Scholar]
- 39.Guan SY. Soil enzymes and research methods, first ed. China: Agriculture Press; 1983. ISBN: 16144·3123.
- 40.Bray RH, Kurtz LT. Determination of total, organic, and available forms of phosphorus in soils. Soil Sci. 1945;59:39–46. 10.1097/00010694-194501000-00006. [Google Scholar]
- 41.Joergensen RG. Quantification of the microbial biomass by determining ninhydrin-reactive N. Soil Biol Biochem. 1996;28:301–6. 10.1016/0038-0717(95)00141-7. [Google Scholar]
- 42.Ross DJ, Tate KR, Scott NA, Feltham CW. Land-use change: effects on soil carbon, nitrogen and phosphorus pools and fluxes in three adjacent ecosystems. Soil Biol Biochem. 1999;31:803–13. 10.1016/S0038-0717(98)00180-1. [Google Scholar]
- 43.Giovannetti M, Mosse B. An evaluation of techniques for measuring vesicular arbuscular mycorrhizal infection in roots. New Phytol. 1980;84:489–500. 10.1111/j.1469-8137.1980.tb04556.x. [Google Scholar]
- 44.Blair GJ, Lefroy RDB, Lise L. Soil carbon fractions based on their degree of oxidation, and the development of a carbon management index for agricultural systems. Aust J Agric Res. 1995;46:1459–66. 10.1071/Ar9951459. [Google Scholar]
- 45.Song Z, Hou J. Provenance differences in functional traits and N: P stoichiometry of the leaves and roots of Pinus tabulaeformis seedlings under N addition. Glob Ecol Conserv. 2020;21: e00826. 10.1016/j.gecco.2019.e00826. [Google Scholar]
- 46.Wang Y, Zhou M, Li P, Sun G, Shi S, Xu C. Root morphological plasticity determining the adaptive strategies of Cotinus Coggygria seedlings in barren soil environment. J Beijing Forestry Univ. 2017;39:60–9. 10.13332/j.1000-1522.20170040. [Google Scholar]
- 47.Liese R, Leuschner C, Meier IC. The effect of drought and season on root life span in temperate arbuscular mycorrhizal and ectomycorrhizal tree species. J Ecol. 2019;107:2226–39. 10.1111/1365-2745.13181. [Google Scholar]
- 48.Hou JW, McCormack ML, Reich PB, Sun T, Phillips RP, Lambers H, Chen HYH, Ding YY, Comas LH, Valverde-Barrantes OJ, et al. Linking fine root lifespan to root chemical and morphological traits-a global analysis. Proc Natl Acad Sci U S A. 2024. 10.1073/pnas.2320623121. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49.Wang RZ, Dijkstra FA, Han XG, Jiang Y. Root nitrogen reallocation: what makes it matter? Trends Plant Sci. 2024;29:1077–88. 10.1016/j.tplants.2024.04.009. [DOI] [PubMed] [Google Scholar]
- 50.Luo L, Zhao CZ, Zheng DH, Wang ET, Liang J, Yin CY. Nitrogen uptake preference and allocation in Populus Cathayana response to drought stress. Environ Exp Bot. 2023;213. 10.1016/j.envexpbot.2023.105415.
- 51.Wang YP, Zhou WQ, Wu JD, Xie KL, Li XY. LjAMT2;2 promotes ammonium nitrogen transport during arbuscular mycorrhizal fungi symbiosis in Lotus japonicus. Int J Mol Sci. 2022. 10.3390/ijms23179522. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Zhang C, Liang Y, Yin H, Zhang Y, Chen B. Effects of nitrogen forms and varieties on root morphology and nitrogen accumulation of cotton. Xinjiang Agricultural Sci. 2023;60:823–31. 10.6048/j.issn.1001-4330.2023.04.005. [Google Scholar]
- 53.Lumini E, Pan J, Magurno F, Huang CH, Bianciotto V, Xue X, Balestrini R, Tedeschi A. Native arbuscular mycorrhizal fungi characterization from saline lands in arid oases, Northwest China. J Fungi. 2020. 10.3390/jof6020080. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Verzeaux J, Hirel B, Dubois F, Lea PJ, Tétu T. Agricultural practices to improve nitrogen use efficiency through the use of arbuscular mycorrhizae: basic and agronomic aspects. Plant Sci. 2017;264:48–56. 10.1016/j.plantsci.2017.08.004. [DOI] [PubMed] [Google Scholar]
- 55.Frey B, Schuepp H. Acquisition of nitrogen by external hyphae of arbuscular mycorrhizal fungi associated with Zea Mays L. New Phytol. 1993;124:221–30. 10.1111/j.1469-8137.1993.tb03811.x. [DOI] [PubMed] [Google Scholar]
- 56.Tanaka Y, Yano K. Nitrogen delivery to maize via mycorrhizal hyphae depends on the form of N supplied. Plant Cell Environ. 2005;28:1247–54. 10.1111/j.1365-3040.2005.01360.x. [Google Scholar]
- 57.Zhang SJ, Lehmann A, Zheng WS, You ZY, Rillig MC. Arbuscular mycorrhizal fungi increase grain yields: a meta-analysis. New Phytol. 2019;222:543–55. 10.1111/nph.15570. [DOI] [PubMed] [Google Scholar]
- 58.Sinsabaugh RL, Manzoni S, Moorhead DL, Richter A. Carbon use efficiency of microbial communities: stoichiometry, methodology and modelling. Ecol Lett. 2013;16:930–9. 10.1111/ele.12113. [DOI] [PubMed] [Google Scholar]
- 59.Kuzyakov Y, Blagodatskaya E. Microbial hotspots and hot moments in soil: concept & review. Soil Biol Biochem. 2015;83:184–99. 10.1016/j.soilbio.2015.01.025. [Google Scholar]
- 60.Brzostek ER, Dragoni D, Brown ZA, Phillips RP. Mycorrhizal type determines the magnitude and direction of root-induced changes in decomposition in a temperate forest. New Phytol. 2015;206:1274–82. 10.1111/nph.13303. [DOI] [PubMed] [Google Scholar]
- 61.Craig ME, Turner BL, Liang C, Clay K, Johnson DJ, Phillips RP. Tree mycorrhizal type predicts within-site variability in the storage and distribution of soil organic matter. Glob Change Biol. 2018;24:3317–30. 10.1111/gcb.14132. [DOI] [PubMed] [Google Scholar]
- 62.Dang HL, Zhang T, Wang ZK, Li GF, Zhao WQ, Lv XH, Zhuang L. Succession of endophytic fungi and arbuscular mycorrhizal fungi associated with the growth of plant and their correlation with secondary metabolites in the roots of plants. BMC Plant Biol. 2021. 10.1186/s12870-021-02942-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Jiang YN, Wang WX, Xie QJ, Liu N, Liu LX, Wang DP, Zhang XW, Yang C, Chen XY, Tang DZ, et al. Plants transfer lipids to sustain colonization by mutualistic mycorrhizal and parasitic fungi. Science. 2017;356:1172–5. 10.1126/science.aam9970. [DOI] [PubMed] [Google Scholar]
- 64.Chu Q, Zhang L, Zhou JW, Yuan LX, Chen FJ, Zhang FS, Feng G, Rengel Z. Soil plant-available phosphorus levels and maize genotypes determine the phosphorus acquisition efficiency and contribution of mycorrhizal pathway. Plant Soil. 2020;449:357–71. 10.1007/s11104-020-04494-4. [Google Scholar]
- 65.Zhang L, Chu Q, Zhou JW, Rengel Z, Feng G. Soil phosphorus availability determines the preference for direct or mycorrhizal phosphorus uptake pathway in maize. Geoderma. 2021;403. 10.1016/j.geoderma.2021.115261.
- 66.Duan SL, Feng G, Limpens E, Bonfante P, Xie XN, Zhang L. Cross-kingdom nutrient exchange in the plant-arbuscular mycorrhizal fungus-bacterium continuum. Nat Rev Microbiol. 2024. 10.1038/s41579-024-01073-7. [DOI] [PubMed] [Google Scholar]
- 67.Dijkstra FA, Zhu B, Cheng WX. Root effects on soil organic carbon: a double-edged sword. New Phytol. 2021;230:60–5. 10.1111/nph.17082. [DOI] [PubMed] [Google Scholar]
- 68.Zhang ZM, Song CZR, Kong TL, Qian DL, Zhao JQ. Research progress in the functional ecology of plant root foraging behavior. Henan Agricultural Univ. 2021;55:994–1001. 10.16445/j.cnki.1000-2340.20210902.002. [Google Scholar]
- 69.Eissenstat DM, Wells CE, Yanai RD, Whitbeck JL. Building roots in a changing environment: implications for root longevity. New Phytol. 2000;147:33–42. 10.1046/j.1469-8137.2000.00686.x. [Google Scholar]
- 70.Wu B. Water-nitrogen management for high yield of cotton and root-shoot basis for efficient utilization under sub-membrane drip irrigation. Xin Jiang: Shihezi University; 2022. [Google Scholar]
- 71.Espeleta JF, West JB, Donovan LA. Tree species fine-root demography parallels habitat specialization across a sandhill soil resource gradient. Ecology. 2009;90:1773–87. 10.1890/08-0056.1. [DOI] [PubMed] [Google Scholar]
- 72.Zhu HQ, Zhao JJ, Gong L. The morphological and chemical properties of fine roots respond to nitrogen addition in a temperate Schrenk’s spruce (Picea schrenkiana) forest. Sci Rep. 2021. 10.1038/s41598-021-83151-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.














