Partial Root-zone Alternate Irrigation with Reclaimed Water Mitigates Cadmium Risk by Reducing Pathogenic Bacillus and Modulating Soil Microbiome
Jiaxin Cui 1
Ping Li 2,3✉ Email
Jianfeng Lang 1✉ Email
Tong Li 4
Wei Guo 5
Mahmoud S. Hashem 6
1
A
Henan Institute of Science and Technology 453002 Xinxiang Henan
2 Farmland Irrigation Research Institute Chinese Academy of Agricultural Sciences 453002 Xinxiang China
3 Water Environment Factor Risk Assessment Laboratory of Agricultural Products Quality and Safety, Ministry of Agriculture and Rural Affairs 453002 Xinxiang China
4
A
China Institute of Water Resources and Hydropower Research 100048 Beijing
5 Agricultural Water Soil Environmental Field Research Station of Xinxiang Chinese Academy of Agricultural Sciences 453002 Xinxiang China
6
A
Agricultural Research Center, Agricultural Engineering Research Institute (AEnRI) Giza 256 Egypt
Jiaxin Cui 1, Ping Li 2,3*, Jianfeng Lang1*, Tong Li 4, Wei Guo 5, Mahmoud S. Hashem6
1. Henan Institute of Science and Technology, Xinxiang, Henan 453002. 2. Farmland Irrigation Research Institute, Chinese Academy of Agricultural Sciences, Xinxiang 453002, China. 3. Water Environment Factor Risk Assessment Laboratory of Agricultural Products Quality and Safety, Ministry of Agriculture and Rural Affairs, Xinxiang 453002, China. 4. China Institute of Water Resources and Hydropower Research, Beijing 100048. 5. Agricultural Water Soil Environmental Field Research Station of Xinxiang, Chinese Academy of Agricultural Sciences, Xinxiang 453002, China. 6. Agricultural Research Center, Agricultural Engineering Research Institute (AEnRI), Giza 256, Egypt
Corresponding Author: Ping Li(liping05@caas.cn), Jianfeng Lang(langjianfeng@126.com)
Abstract
(Introduction) Agricultural water scarcity and cadmium (Cd) contamination threaten global food security. While reclaimed water (RW) offers a nutrient-rich alternative water source, and partial root-zone alternate irrigation (PRA) enhances water use efficiency, their synergistic effects on Cd-contaminated soils remain unexplored. (Methods) We investigated PRA with RW in tomato-grown soils with gradient Cd contamination (0.30–2.74 mg/kg). Soil physicochemical properties, enzyme activities, Cd speciation, and rhizosphere microbial communities were analyzed. (Results) PRA with RW significantly increased rhizosphere pH (P < 0.01) and catalase activity (+ 27.47% vs. uncontaminated soil), while decreasing electrical conductivity (EC) and organic matter with rising Cd. Notably, it reduced pathogenic Bacillus abundance and elevated beneficial Actinobacteria (+ 8.26%) and Proteobacteria (+ 4.64%). Redundancy analysis identified Flavisolibacter and Nocardioides as keystone genera driving microbial shifts, positively correlated with pH (r > 0.80, P < 0.001) but negatively with nutrients. (Conclusion) PRA with RW mitigates Cd contamination risks by suppressing pathogens (Bacillus) via pH/EC modulation and enriching beneficial microbes. This strategy offers a sustainable approach for safe crop production in mildly/moderately Cd-polluted soils.
KEYWORDS:
Soil microbial community
pathogenic microorganisms
relative abundance
reclaimed water
cadmium
partial root-zone alternate irrigation
physicochemical properties
1 Introduction
Soil contamination with heavy metals and water scarcity are two major constraints on global agricultural productivity. The discharge of untreated municipal and industrial wastes, along with excessive use of agrochemicals, has led to the accumulation of toxic elements such as cadmium (Cd) in arable lands. Concurrently, the shortage of freshwater resources necessitates the use of alternative water sources for irrigation. Reclaimed water, derived from treated municipal wastewater, represents a viable option due to its nutrient content and consistent availability. However, its application must be carefully managed to avoid secondary salinization or contamination.
The theory of partial root-zone drying (PRD) was proposed as a new cultivation technique in 1990 and has since been successfully applied to crops (CHAVES, 2003; DE SOUZA et al., 2005). KANG et al. (1997) and others in China proposed a new technology for irrigation water conservation in farmland, called partial root-zone alternate irrigation, based on the mechanism of the effect on crop water use efficiency. Partial root-zone alternate(PRA)irrigation was developed based on the theory of partial root-zone dry early (PRD) technology (SU, 2014).Partial root-zone alternate irrigation is a new water saving technology for agricultural irrigation, and combines the study of crop water supply and demand with irrigation science, leading the development of the discipline in this field (HU, 2012).The essence of partial root-zone alternate irrigation is kind of deficit irrigation, which involves irrigating a portion of the root system while allowing another to dry out, is the fundamental component of partial root-zone alternating irrigation. After that, the procedure is reversed, giving the previously dry side of the root system full irrigation while letting the previously well-irrigated side dry out.
The root system has experienced many wet and dry alternations, which is the mechanism. which can make the root system produce Abscisic acid (ABA) that transfers to the leaves and regulates the stomatal conductance, controlling transpiration, and improving crop water use efficiency ( DBARA et al., 2016; DU et al., 2008; SHAHNAZARI et al., 2007), PRA not only has a good prospect of water saving, but it also maintains crop yield and high quality (CHEN et al., 2006; WANG, 2013; ZHAO, 2019). It improves water use efficiency and promotes nitrogen uptake (FU et al., 2017; LIU et al., 2020). Some scholars have found that using PRA with reclaimed water can improve soil microbial community structure and reduce pathogenic bacteria (STIKIC et al., 2003; WANG et al., 2017). PRA has been widely used on vegetable crops such as tomatoes and potatoes (LIU et al., 2006; MINGO et al., 2004; XU et al., 2011). ZHAO et al. (2018), who grew processed tomatoes in pots and used different irrigation patterns, found that alternate irrigation in the root-zone improved crop water use efficiency to some extent without causing any damage.
A
Reclaimed water refers to municipal wastewater that has been subjected to advanced treatment processes to achieve a quality suitable for beneficial applications. Its use for agricultural irrigation and production is a well-established practice in many parts of the world, especially in arid and semi-arid countries.(FATTA-KASSINOS et al., 2020; SHTULL-TRAURING et al., 2022). Reclaimed water has a complex composition, is rich in nutrients, and can increase soil organic matter, nitrogen, phosphorus, and potassium, therefore, it can reduce or even eliminate the need to supply expensive chemical fertilizers to the soil (GRATTAN et al., 2015; ZARAGOZA et al., 2022). LI et al. (2013) added reclaimed water with chlorine irrigation treatment to alternate irrigated potatoes. They found significantly lower pathogenic bacteria in the rhizosphere soil and potato tissues than in other irrigation treatments without contaminating them. HU et al. (2011) concluded that PRD could improve potatoes’ organic acid content and nutritional quality. Also, they stated that the heavy metal residue content of the soil under PRD treatment was lower than other irrigation treatments. QI et al. (2008) conducted a study on the effect of reclaimed water irrigation on heavy metals in the soil under different irrigation techniques and irrigation methods. They found that the soil’s cadmium (Cd) content under alternate subsurface drip irrigation was greater than that of the soil under alternate furrow irrigation.
Using reclaimed water has been a research hotspot in recent years. However, there needs to be more research on combining reclaimed water with different irrigation techniques and patterns. Adapting planting patterns and optimizing irrigation systems on cadmium-contaminated soil to local conditions is an important topic for future research. PRA is an advanced water-saving irrigation mode, and many scholars have studied its effect on crops. However, research involving PRA with reclaimed water conditions needs to be more thorough, and more systematic and comprehensive research is needed in future studies. In this study, we analyzed the changes in soil physicochemical properties, cadmium content transformation characteristics..
The microbial community diversity of tomatoes was studied under conditions of moderate to light cadmium (Cd) contamination, employing partial root-zone alternative irrigation (PRA) with reclaimed water as a strategy.Our investigation focused on the system's response characteristics to these combined stressors.
2. Materials and methods
2.1. Experimental Site
The experiment was undertaken in a greenhouse located at the Agricultural Water and Soil Environment Field Scientific Observation and Experiment Station in Xinxiang, Henan Province, China (geographic coordinates: 35.27′N, 113.93′E; altitude: 73.2 m). The prevailing climate at the experimental site is defined by a mean annual temperature of 14.1°C, 2398.8 hours of sunshine per year, and a frost-free period of 210 days. The average annual precipitation is 588.8 mm, which is subject to significant inter-annual fluctuation—precipitation in wet years can be three to four times that of dry years. Moreover, the distribution of precipitation is highly seasonal, with the period from July to September receiving about 70% of the annual total. The annual pan evaporation averages 2000 mm.The microclimatic conditions inside the greenhouse during the experimental period were monitored as follows: relative humidity averaged between 25.64% and 66.96%, photosynthetically active radiation (PAR) levels ranged from 305.63 to 947.65 MJ/m², and the air temperature reached extremes of 55.74°C and − 6.47°C.
2.2. Experimental Design
The soil sample was collected from an agricultural field within a sewage-irrigated region of Henan Province.This area has been irrigated with sewage for historical reasons, resulting in cadmium contamination of the soil. The soil samples were naturally air-dried. The stones, plant fine roots, and biological residues visible to the naked eye were removed, and the soil was passed through a 5 mm sieve. According to the concentration of cadmium in the soil, the test soil was configured to the same soil background to ensure the consistency of soil physicochemical properties, soil microorganisms and test environment.
The soil was artificially contaminated by augmenting air-dried samples with an aqueous solution of CdCl₂·2H₂O. The spiked soils were then equilibrated for one month to allow for passivation. Nominal (target) Cd concentrations were selected to represent a pollution gradient aligned with the national classification standard (CHINA, 2014). Cd1 (< 0.60 mg/kg, uncontaminated), Cd2 (0.60–1.20 mg/kg, slight), Cd3 (1.20–1.80 mg/kg, mild), Cd4 (1.80–2.40 mg/kg, moderate), and Cd5 (2.40–3.00 mg/kg, moderate). The actual measured Cd concentrations after the passivation period were 0.30, 0.69, 1.20, 2.07, and 2.74 mg/kg for the respective treatments.
The experimental design was partial root-zone, mark as A and irrigated with reclaimed water and the reclaimed water was procured from the Luotuowan Urban Domestic Sewage Treatment Plant, located in Xinxiang,Henan. Its quality conformed to the national standards for agricultural irrigation reuse.Labeled experiment treatment as ACd1, ACd2, ACd3, ACd4, and ACd5, with five replicates per treatment, for a total of 25. A PVC pot with a diameter of 38 cm, a bottom diameter of 30 cm, and a height of 40 cm was used in the experiment. APE plastic plate was placed in the middle of the pot to divide the space inside into two equal parts. The divider was placed 5 cm from the top of the pot, and both the divider and bottom were sealed with a plastic plate and glass glue to prevent water exchange between the two sides. A "V"-shaped gap was created in the plastic plate’s center to allow for tomato planting. After transplanting the tomatoes, both sides were irrigated initially to promote even root growth, and the water supply was then rotated between each area for subsequent irrigation cycles. A drip irrigation system was utilized for precise water application. The soil moisture was maintained within a predefined range, with the upper and lower thresholds set at 90% and 60% of field capacity, respectively.Continuous monitoring of soil moisture was achieved with a HOBO U30 data logging station (HOBO U30 station. On set Company, Bourne, MA, USA). Irrigation events were initiated automatically once the recorded soil moisture content reached the lower threshold. A uniform volume of 1 L of water was applied to each pot during every irrigation, a quantity that was standardized across all experimental treatments. Each treatment was irrigated with 1 L of water each time the soil water content fell below the lower limit. The area that was not irrigated during one cycle was irrigated during the next cycle. Each treatment was irrigated with 0.5 L of water per root zone, and a total of 8.5 L of water was irrigated on each side of the root zone during the entire reproductive period, resulting in a total of 17 L of water per treatment.
2.3. Measurement Items and Methods
2.3.1. Sample Collection
The rhizosphere soil was collected from every biological replication following the established protocol of SMALLA et al. (2001). To create a representative sample for each treatment, soil from five individual replications within that treatment was thoroughly mixed into one composite sample. This process yielded a final total of 10 composite samples (one per treatment).
Each composite sample was divided into two parts and placed in clean self-sealing bags after being sieved through a 2 mm sieve. One part was air-dried and stored at room temperature to determine the basic physical and chemical properties of the soil, while the other part was used for subsequent assessment of microbial community diversity in triplicate.
2.3.2. Physicochemical Soil Analysis
A
The analysis of soil physicochemical properties was conducted in accordance with the methods described by Bao (BAO, 2000). Soil pH was determined potentiometrically in a 1:5 (w/v) soil-water suspension using a laboratory pH meter (Ori-on-star A211, USA). Soil electrical conductivity (EC) was measured in the same suspension using a portable conductivity meter (Model DDB-303A, Shanghai INESA Scientific Instrument Co., Ltd.). Available potassium (AK) content was analyzed by sodium hydroxide fusion and flame photometry. available phosphorus content (AP) was extracted by NaHCO3 extraction-molybdenum antimony anti-colorimetric method, the concentrations of total nitrogen (TN) and total phosphorus (TP) were determined simultaneously by continuous flow analysis using an Auto Analyzer 3 (Auto Analyzer 3, BRAN LUEBBE, Germany, sensitivity 0.001 AUFS). Soil organic matter content (SOM) was measured by the potassium dichromate oxidation method with spectrophotometric detection. (sensitivity 0.001AUFS).
2.3.3. DNA Extraction
Total genomic DNA was extracted from soil samples using the y using the power Soil NAA isolation Kits (Mo-Bio Laboratories, Carlsbad, CA, USA), The quality and concentration of the extracted DNA were assessed using a NanoDrop 2000 spectrophotometer (Thermo Fisher Scientific, Inc., Waltham, MA, USA). DNA samples that passed quality control were stored at -20°C for subsequent analysis.
2.3.4. PCR Amplification
A
Amplification of the bacterial 16S rRNA gene V3-V4 region was carried out with barcoded primers 338F and 806R. To enable sample tracking, an 8-bp barcode was appended to the 5′ end of both forward and reverse primersEach 25 µL PCR reaction comprised 12.5 µL of 2× Taq Plus Master Mix II (Vazyme Biotech), 3 µL of BSA (2 ng/µL), and template DNA. The PCR protocol included an initial denaturation step (95°C, 5 min), 28 cycles of amplification (95°C for 45 s, 55°C for 50 s, 72°C for 45 s), and a final extension (72°C, 10 min) performed on an ABI 9700 thermal cycler. The amplicons were electrophoresed on a 1% agarose gel for size verification and subsequently purified with the Agencourt AMPure XP kit (Beckman Coulter) prior to sequencing.2.3.5. Library Construction and MiSeq Sequencing
The purified PCR products were used for library construction with the NEB Next Ultra II DNA Library Prep Kit (New England Biolabs, Inc., Ipswich, MA, USA).. The prepared libraries were then sequenced pair-end on an Illumina MiSeq system PE300 (Illumina, Inc., Santiago, CA, USA)through a commercial service provided by Beijing Allwegene Technology Co., Ltd. The sequenced raw sequences were uploaded to NCBI’s SRA database. The different samples used the same sequencing specification, and the library types were as follows: library strategy was amplicon, library source was other, library selection was PCR, and library layout was paired. The sequencing platform instrument was Illumina, and the model used was Illumina MiSeq. The target sequencing region was 16S V3-V4, and the original file format was fastq.
2.4. Data Analysis
The initial processing of the raw sequencing data was conducted using QIIME v1.8.0 (Gregory Caporaso, Flagsta, Arizona, USA) to demultiplex the sequences by identifying and matching barcodes to their corresponding samples. Following sample separation, the paired-end reads from each sample were assembled into single, longer sequences using the PEAR tool (v0.9.6) for merging overlapping regions and quality control(ZHANG et al., 2014).
Data processing was performed as follows: First, paired-end reads were merged and quality-filtered using PEAR (v0.9.6). Quality filtering involved the removal of reads with average quality scores below 20, those containing ambiguous bases, and those with primer mismatches. The merging was conducted with a minimum overlap requirement of 10 bp and a permitted mismatch rate of 0.1. Subsequently, the resulting sequences were further filtered using Vsearch v2.7.1 (ROGNES et al., 2016), to discard any sequences shorter than 230 bp. Finally, chimeric sequences were detected and eliminated by comparing the dataset against the Gold database using the UCHIME method (EDGAR, 2013). Following quality control, the sequences were clustered into Operational Taxonomic Units (OTUs) using the UPARSE algorithm within Vsearch (version 2.7.1). Clustering was performed at a 97% sequence similarity threshold. Subsequently, the representative sequence of each OTU was subjected to taxonomic classification by aligning against the SILVA 138 database using the BLAST algorithm. A maximum e-value threshold of 1e-5 was applied to ensure the significance of the matches and assign species-level annotationsWithin sample α-diversity was assessed by calculating several indices with QIIME (v1.8.0). These indices captured different aspects of community complexity: the Chao1 index served as a measure of species richness, whereas the Shannon and Simpson indices were employed as estimators of overall diversity, incorporating both the number of species (richness) and the distribution of individuals among those species (evenness). Furthermore, the absolute number of observed OTUs and the Goods coverage index, which quantifies the sequencing depth, were also determined to evaluate the adequacy of the sampling effort.The phylogenetic diversity of the microbial communities was evaluated using the PD_whole_tree index, a measure that accounts for the abundance of species and their phylogenetic distances. In addition, a compositional histogram detailing the relative abundances of different species was generated through analysis of the species annotation data, performed with R software v3.6.0 (Robert Gentleman & Ross Ihaka, New Jersey, USA) A beta diversity distance matrix was calculated from Weighted UniFrac distances employing QIIME (v1.8.0). Based on this matrix, cluster analysis and Principal Coordinate Analysis (PCoA) were performed within the R statistical framework (v3.6.0) to visualize community similarities. Intergroup variation in community composition was tested for significance using the metastatis method in Mothur (v1.34.4) (Ann Arbor, Michigan, USA). Graphical representations of the results and data tabulation were prepared using GraphPad Prism 9 and Microsoft Excel 2016, respectively.
3 Results and Analysis
3.1 Changes in pH, EC, and SOM of moderate to mild cadmium contaminated soil in PRA with reclaimed water
As shown in Fig. 1, the pH of both rhizosphere and non-rhizosphere soils under PRA with reclaimed water treatment increased with increasing cadmium concentration. In slight cadmium contaminated (Cd2) soil, a significantly lower pH value was observed in the rhizosphere soil compared to the non-rhizosphere soil. while in mild cadmium contaminated (Cd3), moderately cadmium contaminated (Cd4,Cd5) soils, the pH of the rhizosphere soil was greater than that of the non-rhizosphere soil. The pH difference between rhizosphere and non-rhizosphere soils was highly significant (P < 0.01) at all cadmium concentrations, except for the no pollution (Cd1) soil, which showed no significant difference. The changes in soil EC and pH had different trends. The EC values of both rhizosphere and non-rhizosphere soils under PRA with reclaimed water reached highly significant differences (P < 0.01) in Cd1, Cd2, Cd3, and Cd4 soils. However, in rhizosphere soils, the EC decreased with increasing cadmium concentration, while in non-rhizosphere soils, there was no clear pattern of variation. The changing pattern of soil organic matter (SOM) was similar to the changing pattern of EC. In the rhizosphere soil, the SOM gradually decreased with increasing cadmium concentration, while in the non-rhizosphere soil, the SOM showed a trend of a small increase followed by a gradual decrease. At Cd5 soils, the difference in SOM between rhizosphere and non-rhizosphere soils was highly significant (P < 0.01), while at other cadmium concentrations, the difference was not significant.
Fig. 1
Changes in pH, electrical conductivity (EC ), and soil organic matter content (SOM) in the rhizosphere and non-rhizosphere soils with moderate to mild cadmium contamination for each treatment under partial root-zone alternate irrigation with reclaimed water.
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Note
"*" and "**" indicate significant differences at the 0.05 level and highly significant differences at the 0.01 level, respectively.
3.2 Changes in total nitrogen, total phosphorus, available phosphorus, and available potassium in moderate to mild cadmium contaminated soil in PRA with reclaimed water
Figure 2 shows that the total nitrogen content in both rhizosphere and non-rhizosphere soils under PRA with reclaimed water decreased steadily with increasing cadmium concentration until Cd3 remained nearly constant in the last three treatments. The total nitrogen (TN) content was consistently higher in rhizosphere soils than in non-rhizosphere soils at all cadmium concentrations, Nevertheless, no statistically significant difference was observed. (P > 0.05). Total phosphorus (TP) content also decreased with increasing cadmium concentration. While the trend of the TN content was gradual, the decrease in the TP content was more abrupt, and the content remained relatively constant after decreasing to a certain level. In the non-rhizosphere soil, the trend of the TP content was similar to that of the TN content. In Cd2 soil, the difference between the TP content in the rhizosphere and non-rhizosphere soils was significant (P < 0.05), but at other cadmium concentrations, no significant differences were observed (P > 0.05). The trend of available phosphorus (AP) content was similar to that of the TP content, and the AP content in both rhizosphere and non-rhizosphere soils decreased with increasing cadmium concentration. The AP content in rhizosphere soils was consistently higher than that in non-rhizosphere soils at all Cd concentrations, and the difference between rhizosphere and non-rhizosphere soils reached a highly significant level (P < 0.01) in Cd2, Cd3, Cd4, and Cd5 soils. The available potassium (AK) content in the rhizosphere soil decreased with increasing cadmium concentration, and the same trend was observed in the non-rhizosphere soil. The difference between the AK content in the rhizosphere and non-rhizosphere soils for each treatment was not significant (P > 0.05).
Fig. 2
Changes in total nitrogen (TN), total phosphorus (TP), available phosphorus (AP), and available potassium (AK) in the rhizosphere and non-rhizosphere soils with moderate to mild cadmium contamination for each treatment under partial root-zone alternate irrigation with reclaimed water
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Note
"*" and "**" indicate significant differences at the 0.05 level and highly significant differences at the 0.01 level, respectively.
3.3 Characteristics of cadmium and moderate to mild light cadmium contaminated soil under PRA with reclaimed waters.
Figure 3 shows that the total Cd content under PRA with reclaimed water did not exceed the set range of the original experiment. Only under Cd4, the available Cd content in both rhizosphere and non-rhizosphere soils showed a highly significant difference was observed in [parameter name] between the groups. (P < 0.01), while in other cadmium concentrations, the total Cd content, available Cd content, and the percentage of available Cd content did not show significant differences. The available Cd content and the percentage of available Cd content were consistently higher in non-rhizosphere soils than in rhizosphere soils at all cadmium concentrations. The percentage of available Cd content showed a gradual decrease in both rhizosphere and non-rhizosphere soils.
Fig. 3
Cd content, available Cd content, and percentage of available Cd in the rhizosphere and non-rhizosphere soil at moderate to mild cadmium contamination
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Note
"*" and "**" indicate significant differences at the 0.05 level and highly significant differences at the 0.01 level, respectively.
3.4 Changes in enzyme activity of moderate to mild light cadmium contaminated soil in PRA with reclaimed water
The trends of sucrase, urease, and catalase activities in soils under PRA with reclaimed water were different. Sucrase activity decreased with increasing cadmium concentration in both rhizosphere and non-rhizosphere soils. The sucrase activity was higher in both rhizosphere and non-rhizosphere soils, The difference was observed to reach a highly significant level between rhizosphere and non-rhizosphere soils (P < 0.01) at each cadmium concentration. The trends of urease activity differed between rhizosphere and non-rhizosphere soils, with non-rhizosphere soils showing higher urease activity than rhizosphere soils at corresponding cadmium concentrations. Except for Cd1 soils, the urease activity in both rhizosphere and non-rhizosphere soils reached a highly significant level of difference (P < 0.01) at all cadmium concentrations. In rhizosphere soils, urease activity decreased with increasing cadmium concentration, but non-rhizosphere soils did not show the same trend. In contrast to sucrase and urease, soil catalase activity showed an increasing trend with increasing cadmium concentration,and both rhizosphere and non-rhizosphere soils exhibited higher catalase activity. However, the rhizosphere soils showed consistently higher catalase activity than non-rhizosphere soils, and the difference between rhizosphere and non-rhizosphere soils reached a significant level (P < 0.05) only in Cd3, Cd4, and Cd5 soils.
A
Fig. 4
Changes in soil sucrose/ urease/ catalase in the rhizosphere and non-rhizosphere soils with moderate to mild cadmium contamination for each treatment under partial root-zone alternate irrigation with reclaimed water
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Note
"*" and "**" indicate significant differences at the 0.05 level and highly significant differences at the 0.01 level, respectively.
3.5 Microbial community structure and diversity analysis
High-quality sequences were clustered into operational taxonomic units (OTUs) at a 97% sequence similarity threshold, yielding a total of 4,972 OTUs. To ensure comparability across samples with differing sequencing depths, rarefaction (subsampling) was performed, resulting in a normalized set of 4,934 sequences per sample for all subsequent analyses.The species classification statistics were carried out, including 42 phylums, 112 classes, 257 orders, 393 families, 701 generas and 550 species. The Simpson index, which predicts microbial diversity under PRA with reclaimed water at different cadmium concentrations, did not show significant differences, indicating that the differences in soil microbial diversity were not significant at different cadmium concentrations. The index of good coverage, which was used to calculate the community with the increase of sequencing depth, also did not show significant differences, which demonstrates that the sequencing effort adequately captured the microbial community structure, allowing for an accurate characterization of the samples.The observed species index of the number of OTUs actually observed showed significant differences among the different cadmium concentration treatments, indicating that the number of OTUs under PRA with reclaimed water varied greatly at different cadmium concentrations.
Table 1
​ presents the bacterial community diversity indices for the different treatments
Treatment
Chao1
Goods coverage
Observed species
PD whole tree
Shannon
Simpson
ACd1
3613.21cd
0.98a
2811.53bc
201.35b
9.6ab
1a
ACd2
3748.59ab
0.98a
2861.77ab
202.96b
9.59b
1a
ACd3
3557.21d
0.98a
2761.23c
202.52b
9.55b
1a
ACd4
3840.71a
0.97a
2939.2a
216.46a
9.69a
1a
ACd5
3673.5bc
0.98a
2837.6bc
208.07b
9.62ab
1a
Note: Different lowercase letters in the same column indicate significant differences between treatments (P < 0.05), same below..
The community composition of rhizosphere soil bacteria at the phylum and genus levels for each treatment is presented in Fig. 5. At the phylum level, the bacterial community structure was highly consistent across all treatments. The dominant phyla were Actinobacteria(13.7–20.7%), Proteobacteria(20.0–27.3%),Acidobacteria(16.3–23.3%),Chloroflexi(9.8–11.4%),Bacteroidetes(4.2–7.8%), and Gemmatimonadetes(4.2–6.3%). Collectively, these six phyla constituted over 80% of the total bacterial community. At the genus level, the ten most abundant genera accounted for 50.9–52.4% of the community, and their relative abundances showed only minor variations among the different treatments.
Fig. 5
Bacterial community composition in the rhizosphere soil.​​ Relative abundances of the dominant bacterial communities are shown at the (a) phylum and (b) genus taxonomic levels.
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3.6 Correlation analysis of bacterial community clustering characteristics and environmental factors
In Fig. 6, We performed a principal coordinate analysis (PCoA) based on Weighted UniFrac distances to visualize differences in bacterial community structure. Each symbol shape represents a different treatment. The first two principal coordinates (PC1 and PC2) explained 41.20% and 13.79% of the total variance, respectively, resulting in a cumulative explanation of 54.99%.
The results showed that the bacterial communities of moderate to mild cadmium contamination rhizosphere soils under PRA with reclaimed water were more variable. Cd1 and Cd2 soil samples were on the right side, and the soil samples under the remaining Cd concentration were on the left side. On the left side, the samples between treatments were widely spaced, while the samples were closely spaced within treatments. While the samples in the Cd3, Cd4, and Cd5 groups were closer together and had similar microbial communities, the samples in the Cd1 and Cd2 groups were farther apart and had different microbial communities. The rhizosphere soil bacterial communities' composition was significantly impacted by the cadmium concentration, as shown by the shrinking distances between samples within groups and the shrinking differences in microbial community similarity. The sample coverage area between all treatments samples did not overlap in the figure. The sample points were far away from each other, indicating that the microbial community compositions of low cadmium concentration (Cd1, Cd2) and high cadmium concentration (Cd3, Cd4, Cd5) were dissimilar.
Fig. 6
PCoA of rhizosphere bacterial communities based on [e.g., Weighted UniFrac] distances across treatments
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The relationships between environmental factors and the genus-level composition of inter-rhizosphere bacterial communities were examined using redundancy analysis (RDA), while the pairwise correlations were visualized using a heatmap. (Figs. 7 and 8). The genus Flavisolibacter showed highly significant positive correlations with pH (r = 0.802, P < 0.001) and Cd (r = 0.889, P < 0.001) and highly significant negative correlations with other environmental factors. In the RDA, the genus In the RDA ordination plot, the vector for the genus Nocardioideswas aligned with the directions of pH and Cd, but was opposed to the vectors of the other environmental factors, indicating positive and negative correlations, respectively. Similarly, the genus Nocardioides showed significant positive correlations with pH (r = 0.572, P = 0.026) and Cd (r = 0.543, P = 0.036) and significant negative correlations with other environmental factors. TN (r=-0.738, P = 0.002) In the RDA plot, its vector was opposed to the directions of pH and Cd, indicating negative correlations, but was aligned with other environmental factors, suggesting positive correlations.The genus IMCC26256 showed a highly significant positive correlation with pH (r = 0.786, P < 0.001) and Cd (r = 0.802, P = 0.001) and a highly significant negative correlation with other environmental factors. TN (r= -0.639, P = 0.01), TP (r = -0.606, P = 0.017), and AK (r = -0.601, P = 0.018) showed significant negative correlations with pH and Cd in the RDA and obtuse shapes with other environmental factors. The genus Microvirga showed significant negative correlations with pH (r = -0.537, P = 0.0391) and Cd (r =-0.711, P = 0.003) and significant positive correlation with TN (r = 0.857, P < 0.001), TP (r = 0.692, P = 0.002), AP (r = 0.768, P < 0.01), AK (r = 0.668, P = 0.007), and EC (r = 0.625, P = 0.013). It showed an obtuse shape with pH and Cd in RDA and an acute shape with other environmental factors. The Vicinami bacteraceae genus showed a negative correlation with pH (r = -0.699, P = 0.004) and Cd (r = -0.596, P = 0.019). It showed highly significant positive correlations with TP (r = 0.668, P = 0.007), AK (r = 0.643, P = 0.010), EC (r = 0.564, P = 0.028), SOM (r = 0.625, P = 0.013), TN (r = 0.582, P = 0.023), and AP (r = 0.554, P = 0.032). It showed an obtuse shape with pH and Cd in the RDA and an acute shape with other environmental factors.
Fig. 7
RDA of the relationship between bacterial communities and environmental factors under different treatments
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Fig. 8
​​ Heatmap of Spearman correlation between environmental factors and bacterial communities
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4 Discussion
4.1 Effects of partial root-zone alternative irrigation (PRA) with reclaimed water on soil physicochemical properties and enzyme activity of moderate to mild cadmium contaminated soil
Compared to the Cd1 soil, the rhizosphere soil pH under PRA with reclaimed water increased with increasing cadmium concentration (Fig. 1), which is consistent with previous studies (DA FONSECA et al., 2005). In contrast, the EC content showed the opposite trend, decreasing with increasing cadmium concentration (Fig. 1). Previous studies have reported that irrigation with reclaimed water may lead to salinity accumulation and salinization (CORRY et al., 2015; HAN, 2019; ZHENG et al., 2004). However, the experimental results suggest that the wet and dry exchange in PRA improves water use efficiency and effective salt uptake (CHEN, 2016). Nonetheless, long-term monitoring of soil EC is necessary to prevent the accumulation of soil salts compared to rhizosphere soils. In non-rhizosphere soils, the trends of pH, EC, and SOM are different. Specifically, the pH is lower in non-rhizosphere soils under Cd3, Cd4, and Cd5, while the EC in non-rhizosphere soils is smaller than in rhizosphere soils under different cadmium contamination. The SOM of rhizosphere and non-rhizosphere soils did not differ significantly.
Nutrient indicators in the soil, including SOM, TN, TP, AP, and AK, are crucial for the growth and development of crops. However, the values of the nutrient indicators decreased with increasing cadmium concentration in soils under PRA with reclaimed water at different cadmium concentrations. Previous studies have reported that irrigation with reclaimed water can increase soil nutrients (GONG, 2015; GUO et al., 2015). PRA can also alter soil respiration and regulate soil nutrient profiles (PU et al., 2022). However, the experimental results suggest that long-term cadmium stress may have already damaged soil quality, and the short-term improvement of soil quality by a combination of reclaimed water irrigation and alternate root-splitting irrigation patterns will have a limited effect. Soil enzyme activities also showed different trends under PRA with reclaimed water. Compared to no pollution (Cd1) soil, sucrase and urease activities decreased with increasing cadmium concentration, which was similar to the results of WU et al., (2012). The reason is that as the concentration of cadmium increases, cadmium ions in the soil alter the conditions of enzymatic reaction equilibrium or form other compounds (HE et al., 2000); Additionally, cadmium had a direct inhibitory effect on urease activity, and catalase activity increased with cadmium concentration, on the other hand, some studies have pointed out that cadmium has a greater direct inhibitory effect on peroxidase activity (GUO et al., 2018), combined with the our experimental results, the reason may be that irrigation with reclaimed water changes the original ecological environment of the soil and stimulated peroxidase activity instead. Sucrase activity and peroxidase activity were lower in non- rhizosphere soil than in rhizosphere soil, probably because PRA can stimulate root growth and enhance root vigor, leading to more root secretions that promote enzymatic reactions (YANG et al., 2010). On the other hand, Urease showed the opposite trend, probably due to the uneven distribution of wet and dry soil subjected to PRA with reclaimed water resulting in higher urease activity in non- rhizosphere soils.
4.2 Effect of PRA with reclaimed water on cadmium and its morphological changes in moderate to light cadmium contaminated soil
There was no significant difference (P < 0.05) between rhizosphere and non-rhizosphere soil total Cd in soil under PRA with reclaimed water. However, the available state content of non-rhizosphere soil was higher than that of rhizosphere soil,and the percentage of available state content decreased with increasing cadmium concentration as observed in both the rhizosphere and non-rhizosphere soils. soil. The extent of heavy metal damage to soil and crops depends on the form and quantity of the heavy metals present in the soil, and not all of the heavy metal content will be transformed into migration. The available state of heavy metals can provide information on the likelihood of heavy metal migration transformation, the magnitude of toxicity, and the effectiveness of bioavailability (URE, 1996). Cadmium is the most common source of pollution, and it is necessary to study the relationship between the available state of cadmium in the soil and the total amount of cadmium. The size of the effective state of cadmium is not only related to its unique nature and content but is also influenced by soil physicochemical properties, microenvironments, agronomic measures, and human behavior (XIE, 2019; ZHONG et al., 2010).
4.3 Evolutionary patterns of rhizosphere microbial community diversity in moderate to mild cadmium contaminated soils in PRA with reclaimed waters.
The study aimed to understand the mechanism of root-splitting alternation by examining the microbial community changes in PRA with reclaimed water. The diversity index comparison results revealed that microbial communities’ diversity at different cadmium concentrations did not significantly different (WANG et al., 2017). Previous studies have shown that heavy metal stress reduces microbial community diversity (WU et al., 2008). However, the sequencing results (Table 1) did not indicate a significant reduction in microbial diversity due to the increase in cadmium concentration, possibly because PRA could enhance the number of soil microorganisms (CHEUNG et al., 2010) and compensates for the decrease in diversity caused by heavy metal stress. The dominant bacterial groups in the soil, such as Proteobacteria and Actinobacteria, play crucial roles in the nitrogen cycle, the decay process of organic matter, and soil structure. The Proteobacteria and Actinobacteria showed an eventual increase with the increase of cadmium concentration (Fig. 57), possibly because the PRA increased the uneven distribution of water and alternate irrigation led to frequent soil drying and wetting, resulting in changes in soil nutrients that promoted the growth of Proteobacteria and Actinobacteria bacteria (SáNCHEZ-MARTíN et al., 2008; SELIM et al., 2012). Acidobacteria, belonging to heterotrophic flora, are also closely related to heavy metal stress and can potentially change the soil structure. Chloroflexi, involved in the carbon cycle and soil respiration, also play an important role in the soil. However, the relative abundance of the Acidobacteria phylum decreases with the increase of cadmium concentration, following the trend of SOM. Gemmatimonadetes, which can adapt to low humidity environments, and Bacteroidetes, which can secrete active enzymes and participate in the soil nutrient cycling process, are important parts of the microbial community diversity in the soil (LI et al., 2021; XIAN et al., 2020). Bacillus is a common pathogenic bacterium, but its relative abundance in different Cd-contaminated soils did not significantly differ under PRA with reclaimed water (Fig. 5). This may be because PRA can reduce the relative abundance of pathogenic bacteria (LOVEYS et al., 2001; STIKIC et al., 2003).
The PCoA analysis revealed that the structural composition of microbial communities in Cd1, Cd2, Cd3, Cd4, and Cd5 soils differed significantly. This could be attributed to the frequent dry and wet conditions resulting from PRA, which altered the hydrothermal conditions in the soil environment (WANG et al., 2010). The Key genera, such as Flavisolibacter and Nocardioides, along with environmental factors, showed highly significant positive and negative correlations and were important factors driving the structure of the rhizosphere soil bacterial community. were key determinants of the rhizosphere soil bacterial community structure.
5 Conclusion
This study demonstrates that the application of partial root-zone alternative irrigation (PRA) with reclaimed water significantly influences the soil microenvironment and mitigates the ecological risks associated with moderate to mild cadmium (Cd) contamination. The principal conclusions are as follows:
(1) PRA with reclaimed water effectively improved the rhizosphere soil environment by significantly increasing soil pH and reducing electrical conductivity (EC). This irrigation strategy maintained the total Cd content within the predetermined experimental range and, more importantly, reduced the bioavailability of Cd, as indicated by the decreasing percentage of available Cd with increasing contamination levels.
(2) The integration of PRA and reclaimed water enhanced soil microbial community structure and function. It increased the population of beneficial microorganisms, notably elevating the relative abundance of Actinobacteria and Proteobacteria, while simultaneously suppressing the relative abundance of the pathogenic bacterium Bacillus.
(3) Multivariate analyses identified Flavisolibacter and Nocardioides as the key bacterial genera driving the shifts in rhizosphere community structure under the combined treatment. These genera exhibited a strong positive correlation with soil pH and Cd concentration, and a negative correlation with other soil nutrients, positioning them as potential indicators of the soil's response to this irrigation regime in Cd-contaminated conditions.
These findings highlight the potential of combining deficit irrigation techniques with alternative water resources not only for water conservation but also for mitigating heavy metal-induced soil degradation. The observed microbial shifts suggest a possible pathway for enhancing soil resilience and crop safety in Cd-contaminated agricultural systems. Future research should explore long-term field trials to validate the sustainability and scalability of this irrigation strategy across different soil types and climates.
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Author Contribution
JC: conceptualization, data curation, formal analysis., writing-original draft, funding acquisition. PL: methodology, validation, funding acquisition, project administration, writing-review and editing.TL and WG: resources, investigation, formal analysis. MH: investigation, writing-review and editing. JL: funding acquisition, writing-review and editing.All authors have read and agreed to the published version of the manuscript. All authors have read and agreed to the published version of the manuscript.
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Funding
We are grateful to the Henan Institute of Science and Technology Doctoral Startup Project, the Key Research and Development Special Project of Henan Province (No: 241111320100), National Key R&D Program of China (Grant No. 2021YFD1700900), Central Public-interest Scientific Institution Basal Research Fund (Grant No. CAAS-ZDRW202407), Collaborative Innovation Project of Science and Technology Innovation Engineering of the Chinese Academy of Agricultural Sciences (CAAS-ASTIP) and the National Natural Science Foundation of China (NO: 51679241).
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Data Availability
Data Availability Statement: The datasets generated and analysed during the current study are available in the NCBI repository, the accession number PRJNA853538.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
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Soil samples were collected from agricultural lands in the Huang-Huai-Hai Plain with explicit written permission obtained from the Environmental Field Research Station of Xinxiang, Chinese Academy of Agricultural Sciences. All sampling activities strictly complied with the relevant regulations of the People’s Republic of China on agricultural land use and environmental protection. No permits were required for the described non-commercial, academic research activities beyond the aforementioned written consents, and no endangered or protected species were involved in the sampling process.
Publisher’s note
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