4.1. Nitrogen Content of Ditch Systems during Different Periods
According to the statistical analysis results, there was no significant difference among different periods for all variables of the overlying water in the dryland ditches (
Table 3). Correspondingly, in the overlying water of the paddy ditch, TOC, TN, and N-
concentrations were significantly higher during the period of Early growth than in other periods, and N-
concentration was significantly higher during the period of Thawing than in other periods. On the one hand, it could be explained by applying base fertilizer and artificial drainage in paddy fields during these two periods. On the other hand, freezing and thawing will also increase the risk of soil nitrogen loss [
22]. It means that the Thawing period and Early growth period should be paid more attention to control the loss of non-point source nitrogen in paddy fields. However, in both dryland ditch and paddy ditch, there were significant inter-annual differences for all variables of the overlying water (
Figure 4), which may be related to the sampling time and interval. Our previous study found that fertilization significantly influenced the nitrogen concentration of the overlying water in drainage ditches. Simultaneously, during the drainage period, the nitrogen concentration of the overlying water in the paddy ditch was monitored for six days. The results revealed that TN and N-
concentrations decreased by 21.5% and 46.3% [
29]. Therefore, farmland situations at the time of sample collection, such as whether it has been fertilized, whether it is in the drainage period, at the initial or the end of the drainage period, and so on, would impact the results greatly.
Following the change in seasons, variation trends of carbon and nitrogen contents and the C:N ratio in sediment were not precisely the same (
Figure 5 and
Figure 6). In the dryland ditch, sediment pH, SOC contents, C:N ratio, and N-
contents exhibited ascent tendencies from the period of Thawing and reached the maximum at the period of Harvest and Early freezing, concurrently sediment TN contents and N-
presented no significant differences among periods (
Table 3). In the paddy ditch, sediment SOC and TN contents and C:N ratio showed no significant differences among periods, concomitantly with fluctuant changes of sediment pH, N-
, and N-
contents (
Table 4). Different variation characteristics between dryland and paddy ditch may be related to vegetation abundance and coverage. In consideration of drainage needs, the paddy ditches were cleaned regularly in this area, which caused low vegetation coverage and subsequent little vegetation litter, combined with long-term flooding conditions, which led to difficulty for litter return to sediment, resulting in no noticeable seasonal changes in soil organic carbon.
In contrast, plants in dryland ditches were generally not interfered with, causing higher vegetation abundance and coverage and, subsequently, much litter. Field investigations in the study area revealed that vegetation in ditches generally germinated in early May, then thrived from June to July, and the biomass on the ground reached the maximum in mid-August. Little litter in ditches began to appear from June to July, then increased rapidly in August, and the plants almost all died [
30,
31]. The number of plant residues, litter, and root exudates reached the maximum at the end of October, resulting in an increment of sediment organic carbon. Furthermore, soil enzyme activities had significant seasonal variations [
32]. A previous study focusing on the Calamagrostis angustifolia wetland of Sanjiang Plain, which was similar to ditch systems to some extent, found that Urease, Sucrase, and Cellulase activities, which were positively correlated with SOC content, and Amylase activity which was positively correlated with TN content, reached the maximum at the end of the growth period (September) [
33]. In other words, higher SOC and TN contents and corresponding enzyme activities at the Harvest and Early freezing period may be one reason for the increase in C:N ratio and N-
contents in dryland ditch sediment. Moreover, from the period of Harvest, the temperate continental climate led to less precipitation in the study area, accompanied by a decrease in soil temperature, which weakened the dilution effect of rainfall on the N-
concentration in the sediment, together with less plant uptake, which made it was not easy to reduce the concentration of N-
, thus presenting higher concentration characteristics [
34,
35].
From our results, no matter the overlying water or the sediment of the ditch, different collection periods may cause variations in nitrogen contents. To assess the nitrogen pollution of the ditch system, only sampling once or several times during a short period may cause significant uncertainty. In this study, samples were collected over three years, and the results showed that inter-annual differences existed, which may be related to climate, rainfall, management of farmland and ditches, etc. Nevertheless, we could not determine the exact causes of the inter-annual differences due to the sampling frequency and monitoring indicators needing to be improved.
4.2. Characteristics of Nitrogen Content in Sediment Profiles
Although there were period fluctuation and inter-annual variation for the indicators of ditch sediment, SOC and TN contents were higher in upper layers as compared to deeper layers generally (
Table 5), which were closely related to the distribution characteristics of organic matter and following the soil of adjacent farmlands [
16] (
Table 6). On the one hand, soil erosion caused by rainfall and drainage are important sources of organic carbon in the sediment of ditches. This led to changes in SOC content and distribution of the ditch sediment following the land use types [
36,
37,
38]. On the other hand, the decomposition of plants, which mainly depends on the activity of microbes in the root zone of the soil, is another important source of organic carbon and total nitrogen to the sediment of ditches [
39,
40]. Consequently, the vertical distribution of SOC and TN contents is generally closely related to the distribution of plant roots. As the root zone of the ditch plants is mainly located in the layer of 0–40 cm, especially the surface layer 0–20 cm is a concentrated area of the root, the SOC and TN contents of sediment descended from the surface layer to the deeper layers.
Comparing dryland ditch and paddy ditch, SOC and TN contents and C:N ratio of dryland ditch sediment were significantly higher in the upper layers than in deeper layers, while the above indicators of paddy ditch sediment were not always like this (
Figure 5,
Table 5). In other words, the varying amplitudes of SOC and TN contents and C:N ratio were larger in sediment profiles of dryland ditch than in paddy ditch, which was consistent with the characteristics of SOC and TN in corresponding adjacent farmlands [
22] (
Table 6). One interpretation was very different water regimes. In the crop growing season, paddy fields needed to be artificially irrigated /drained so that adjacent paddy ditches kept flooding for more time. At the same time, drylands had no artificial irrigation, and adjacent dryland ditches were kept dry until rainfall. Thus, compared with episodic rewetting in dryland ditch, intensive water mobility under oversaturation in paddy ditch contributed to SOC and TN movement to and accumulation in deep layers [
40,
41]. Moreover, while Feo penetrated at a lower velocity and only ephemerally occurred during rainstorm events for dryland ditch [
22], relative long-term submergence for paddy ditch is conducive to the formation and redistribution of poorly crystalline Feo oxides along the soil profile, which favors SOM stabilization through promoting soil aggregation or directly surface interacting with the highly reactive surface [
42,
43]. C:N ratio of soil is always regarded as a sensitive indicator of soil quality and its carbon/nitrogen balance and as a soil nitrogen mineralization rate guide. It is generally considered that a lower C:N ratio could promote microbial decomposition and nitrogen mineralization rate, and a higher C:N ratio is beneficial for the accumulation of carbon and nitrogen [
44,
45]. In this study, the C:N ratio of dryland ditch sediment decreased significantly with the depth of layers (
Table 5), indicating that the surface sediment had higher C and N storage capacity than deeper layers, and the nitrogen decomposition rate may be the opposite. While the C:N ratio of paddy ditch sediment was almost stable among different layers, indicating equivalent C and N storage capacity and nitrogen decomposition rate.
Irrespective of ditch types, the N-
content of the sediment was higher than N-
(
Table 5). It may be related to not only the mineralization of soil organic nitrogen but also the types of fertilizers applied, of which urea, ammonium bicarbonate, and chlorination accounted for the central part and resulting in higher N-
concentrations than N-
discharged into the ditch. Especially, N-
prefers to be adsorbed by soil rather than leaches, while N-
is highly prone to leaching during irrigation and precipitation [
35]. In ditch systems, sediment could adsorb N-
or make it nitrify, and the adsorption plays a dominant role in the interception of nitrogen pollution [
46].
For paddy ditch, N-
contents in the surface layer (0–20 cm) were significantly lower than that in the deeper layer (20–60cm), and N-
content presented the opposite trend, i.e., it was significantly higher in the surface layer than the deeper layer (
Figure 6,
Table 5). While for dryland ditches, there was no noticeable difference in inorganic nitrogen (N-
and N-
) contents among layers (
Figure 6,
Table 5). We conjecture that in a paddy ditch, N-
may be more likely to migrate to the deeper layer or be converted to N-
by nitrification, thereby increasing the risk of inorganic nitrogen pollution to the groundwater, which deserves to be paid more attention. However, there were other possible interpretations. Lu (2015) analyzed the inorganic nitrogen composition of groundwater in different land-use types in the study area and found that N-
dominated the groundwater of urban, dryland, and forest, while N-
dominated in the groundwater of paddy fields, which was consistent with the results of this study. He thought that in the paddy field, the anaerobic environment was beneficial for denitrification and thus increased the N-
concentration, and higher iron ion content in the groundwater may lead to the reduction of N-
concentration [
1].
4.3. Comparison of Nitrogen Content in Dryland and Paddy Ditches
Although there were inter-annual variations for the indicators, the results of statistical analysis revealed that the nitrogen content of overlying water in the paddy ditch was higher than that in the dryland ditch (
Table 7), which means the nitrogen output of the paddy field was larger than the dry land. This is consistent with the previous study about the non-point source pollution output of different land use types in this region, in which it was concluded that the non-point source nitrogen pollution discharged from dryland sub-basins was approximately 50% lower than that from paddy field using model simulation methods [
14]. Therefore, “changing from dryland to paddy field” may aggravate the non-point source pollution in this intensive agricultural area.
For both ditches, SOC and TN contents of the sediment were not changeless at 0–60 cm depth. From the mean value, at 0–20 cm depth, the sediment SOC and TN of the dryland ditch was higher than that of the paddy ditch; at 20–40 cm depth, sediment SOC and TN of dryland ditch were equivalent to that of paddy ditch; at 40–60 cm depth, sediment SOC of dryland ditch was lower than that of paddy ditch while sediment TN of dryland ditch was equivalent to that of paddy ditch (
Table 5). Generally, the mineralization rate of organic matter under flooding conditions is lower than that under drought conditions, and alternation of drying and wetting will be beneficial to the decomposition of organic matter [
47]. As the paddy ditch was subjected to flooding for a longer time than the dryland ditch while the latter alternated drying and wetting more frequently, it can be inferred that the mineralization rate of organic matter in the dryland ditch was higher than that in the paddy ditch and subsequently leading to lower carbon contents of surface sediment in dryland ditch than that in paddy ditch. However, the results of this study were the opposite, which could be ascribed to the following possible reasons. First, the surface SOC and TN content of dryland, which was adjacent to the dryland ditch, was higher than that of the paddy field, which was adjacent to the paddy ditch (
Table 6), and soil discharge is an essential source of ditch sediment. Second, the vegetation abundance and coverage of dryland ditch in the study area was much higher than that of paddy ditch, and the decomposition of plants is an essential source of sediment, carbon, and nitrogen [
48]. The above two reasons led to higher SOC and TN content in the surface sediment of the dryland ditch than paddy ditch. Nevertheless, the SOC and TN contents in the sediment of ditches were not changeless among different periods. In this study, during the periods of Thawing and Early growth, the sediment SOC of the paddy ditch was higher than that of the dryland ditch, but the opposite was confirmed during the other three periods. The hypothesis of this study, i.e., the sampling time and depth of the soil greatly influence the SOC and TN contents, has been verified by previous studies [
22,
46].
There was no significant difference in the inorganic nitrogen content of surface sediment (0–20 cm) between the two types of ditches, but the NH4+ content in the deeper sediment (20–40 cm) of the paddy ditch was significantly higher than that of the dryland ditch (
Table 5), which difference was mainly manifested in the early stage of crop growth (April–June) (
Figure 6). It may be affected by fertilization and drainage of paddy fields and associated with higher vegetation abundance and coverage in dryland ditches. In 2016 and 2017, N-
content in the surface sediment (0–20 cm) of the dryland ditch was significantly lower than that of the paddy ditch (
Figure 6), for which there were no significant differences in 2015. This might be because the study area experienced a rainstorm on 13 and 14 July 2015, on which two days the 24 h rainfall reached 44.70 mm and 67.31 mm, respectively (
Figure 3). As drylands in the study area were generally not irrigated or drained artificially. No ridges had been set, and a rainstorm of this scale was likely to cause the discharge of dryland soil into the ditch [
49], which would increase N-
content in the surface sediment of the dryland ditch owing to the high N-
content of dryland surface soil [
50,
51] (
Table 5). On the one hand, there were ridges set for irrigation and drainage for paddy fields, which limited the discharge of paddy soil to ditch under rainstorms partly. On the other hand, even if a certain amount of paddy soil transferred to the ditch, N-
content in the surface sediment would not be impacted significantly owing to the equivalent N-
content of paddy surface soil with paddy ditch surface sediment (
Table 5). Generally, inorganic nitrogen, especially N-
, in the sediment of the paddy ditch was higher than that of the dryland ditch, which was consistent with that the inorganic nitrogen in the overlying water of the paddy ditch was higher than that of the dryland ditch.
In summary, on the one hand, N-
and N-
contents in the overlying water and sediment of the paddy ditch were higher than that of the dryland ditch, which should be attributed to the following three aspects: First, the paddy ditch had lower vegetation coverage due to the regular cutting of ditch plants for drainage, and then the absorption of inorganic nitrogen by plants was reduced. Second, the paddy fields underwent several large-scale artificial drainage events, which increased nitrogen loss from fields to ditches while nitrogen discharge from drylands was limited unless there was heavy rainfall. Third, the paddy fields had much more extended water storage periods than drylands, which enlarged the risk of inorganic nitrogen loss through lateral seepage. Based on the results and the above points, from the perspective of nitrogen loss from farmland, the non-point source nitrogen pollution caused by paddy fields may be more severe than that of dry lands. On the other hand, compared with paddy ditch, dryland ditch had more frequent drying and wetting alternation, which could impact the sediment microenvironment and its structure of the microbial community and then organic matter decomposition and material circulation. Previous studies indicated that dry-wet alternating could promote the mineralization of organic carbon and nitrogen and then increase inorganic nitrogen concentration in the ditch system. Meanwhile, the alternation of dry and wet can promote alternate nitrification and denitrification, which was beneficial to the self-depuration of the ditch systems [
49,
52,
53].
Therefore, from the perspective of ditch drainage function and non-point source nitrogen pollution control, the risk of nitrogen pollution caused by paddy ditches may be greater than that of dryland ditches. BMPs of paddy ditch should be paid more attention to reduce the non-point source nitrogen pollution from farmlands when implementing policy-oriented conversion of dryland to paddy.