Soil bacterial and fungal community diversity
The alpha-diversity and community structure of soil microorganisms, as key factors in biogeochemical cycles and ecological processes, are critical for soil health and ecosystem stability. Particularly in ginseng cultivation soils, differences in bacterial communities between Rhizosphere Soil and Original soil may affect plant growth and quality 16. However, there is still a lack of research on how planting year interacts with these factors to influence bacterial diversity. Therefore, we explored in depth the changes in alpha-diversity of soil bacterial and fungal communities at two and three planting years for both Rhizosphere Soil and Original soil of ginseng. Results showed that the Chao1 index and Shannon index of soil bacterial communities were higher in both Rhizosphere Soil and Original soil for two years than in Rhizosphere Soil and Original soil for three years (Fig. 1, 2). Such changes may be caused by a combination of factors: changes in the soil environment caused by the increase in the number of years of planting ginseng make it difficult for some bacterial species to adapt, and then the number of them decreases or disappears; at the same time, this may also lead to an imbalance of soil nutrients, structural damage and the accumulation of pests and diseases, which will have a negative impact on the environment in which microorganisms can survive39,40. In addition, as the planting time goes on, changes in environmental factors such as nutrients, moisture and pH in the soil will also affect the survival and reproduction of bacteria39,41. Coupled with the competition and succession among different species in the soil bacterial community, some less competitive bacteria may be eliminated, further reducing the diversity of soil bacteria.
From the NMDS analysis, it can be concluded that soil bacterial and fungal communities in both Rhizosphere Soil and Original soil exhibited a high degree of variability between two years of ginseng cultivation and three years of ginseng cultivation conditions (Fig. 3). This finding triggered an in-depth consideration of the effects of planting years and Rhizosphere soil and Original soil on soil bacterial and fungal communities. The interaction between the ginseng root system and soil microorganisms will evolve with the increase of planting years, and long-term planting will cause changes in the types and amounts of root secretions, which not only affect the community structure of soil microorganisms, but also accompany the dynamic depletion and replenishment of soil nutrients, which in turn directly affects the environment for microbial growth and reproduction5. As an active site of interaction between plant roots and soil microorganisms, soil bacteria and fungi in the Rhizosphere soil zone in particular undergo significant changes with the extension of planting years42,43, which in turn leads to major adjustments in the structure of the microbial community, including turnover of microbial species, significant increases and decreases in their numbers, and profound changes in microbial interaction relationships.
Soil bacterial and fungal community composition
There is a complex and close correlation between soil physicochemical properties and soil bacteria and fungi, which is either positive or negative, profoundly revealing the close interaction between soil properties and microbial communities, which in turn may further have far-reaching effects on soil fertility and ecological functions. The stacking diagram showed that HSB_OF53_FO7 had the highest abundance in the Original soil that ginseng was planted for 2 years (Fig. 4). HSB_OF53_FO7 showed high abundance in the original soil planted with ginseng for two years, which was mainly attributed to its ecological niche adaptation to soil-specific pH, moisture, and nutrients, as well as its ability to efficiently utilize the organic matter and nutrients accumulated in ginseng soil44. At the same time, this bacterium may have established symbiotic relationships with other microorganisms or dominated in competition, further consolidating its position in the microbial community45. In addition, the good structure and aeration of the soil provide an ideal environment for its growth, while its strong resistance ensures stable survival in harsh or changing environments. The combined effect of these factors enabled HSB_OF53_FO7 to survive and multiply efficiently in the soil planted with two years of ginseng, thus maintaining a high abundance status.
While Tetracladium, a soil fungus, had the highest abundance in the Rhizosphere soil of ginseng planted for 3 years (Fig. 4). This phenomenon was closely related to the ecological niche construction of Tetracladium. Over a long period of time, Tetracladium gradually adapted to the unique pH and humidity of Rhizosphere Soil, as well as the gradually increasing nutrient content. Tetracladium excels in utilizing the specific organic matter and nutrients accumulated in the soil after a long period of ginseng cultivation, and these abundant resources provide what it needs for growth46,47. In addition, Tetracladium successfully dominated the complex Rhizosphere Soil environment as the years of planting increased, which may be closely related to its ability to produce antimicrobial substances or occupy favorable ecological niches. Meanwhile, the soil structure changed with the increase of planting years, which provided a more suitable habitat for Tetracladium, while the Rhizosphere soil effect further promoted its proliferation.
The abundance of Paraburkholderia and Cladophialophora was much higher in the Rhizosphere soil than in the in situ soils, regardless of whether the ginseng was grown for two or three years (Fig. 6). This was mainly due to the fact that Paraburkholderia and Cladophialophora showed strong resistance and adaptability48–50. Both microorganisms are not only able to survive tenaciously under complex and variable environmental stresses such as nutrient fluctuations and changes in soil pH, but also possess the ability to rapidly adjust their physiological and biochemical properties to cope with and adapt to the changing soil environment. This high degree of flexibility and adaptability enables them to survive stably in a variety of challenges, whether it is a sudden decrease in nutrients or a drastic change in soil pH, they are able to cope with it by adjusting their metabolic pathways, altering their cell membrane permeability, or activating specific anti-stress genes. This gives Paraburkholderia and Cladophialophora the ability to continue proliferating over long periods of cultivation, enabling them to stand out from other microorganisms.
Factors affecting soil microbial communities
There is a complex and close correlation between the physical and chemical properties of soils and the bacterial genera inhabiting them, a relationship that is either positive or negative, and which profoundly reveals the close interactions between soil properties and microbial communities. The correlation heat map demonstrated that Candidatus_Udaeobacter, Gemmatimonas were both significantly positively correlated with NH4+-N (Fig. 7). In soil ecosystems, Candidatus_Udaeobacter and Gemmatimonas were significantly and positively correlated with the ammonium nitrogen (NH4+-N) content of the soil51,52, revealing their key roles in nitrogen cycling. Candidatus_Udaeobacter, by engaging in ammonification, which converts organic nitrogen in the soil to NH4+-N, has Enhancing the ammonium nitrogen content in the soil has a positive impact on soil fertility, and it has been adapted to NH4+-N rich environments and can grow and reproduce effectively under high ammonium nitrogen conditions 51. Gemmatimonas, on the other hand, has demonstrated the ability to efficiently utilize NH4+-N as a nitrogen source, giving it a competitive advantage in nitrogen-rich soils53, and it may have a symbiotic relationship with other NH4+-N producing microorganisms, a symbiosis that further facilitates its thriving in high-ammonium nitrogen environments. The characteristics of these two bacteria make them important components of the soil ecosystem and play an important role in maintaining soil fertility and ecological balance. Among the fungal communities, Aeremonium, Solicoccozyma had a significant positive correlation with NH4+-N. Aeremonium and Solicoccozyma had a close relationship with the ammonium nitrogen (NH4+-N) content of the soil54,55. Aeremonium fungi preferred to utilize NH4+-N as the main source of nitrogen, because the NH4+-N form is more easily absorbed and utilized by it to meet its growth and metabolic needs. In soils with high NH4+-N content, Aeremonium can efficiently acquire nitrogen to support its vigorous growth. At the same time, it is extremely sensitive to changes in soil NH4+-N content, has a sensing mechanism to rapidly detect changes in environmental NH4+-N concentration, and can quickly adjust its growth strategy to adapt to and utilize abundant nitrogen sources, thus taking advantage of the variable soil environment. On the other hand, Solicoccozyma plays a key role in soil nitrogen transformation and may participate in the nitrogen cycle by decomposing organic matter and releasing NH4+-N through its specific enzyme system to increase soil ammonium nitrogen content. Meanwhile, NH4+-N, as an easily utilizable nitrogen source, provides Solicoccozyma with necessary nutrients to promote its growth and reproduction. In NH4+-N rich soil, Solicoccozyma can acquire nitrogen more efficiently and realize rapid growth and biomass accumulation.
Mantal analysis showed that the Chao1 index of soil bacteria was highly correlated with SWC and NH4+-N, while the composition of soil fungi was highly correlated with NH4+-N (Fig. 8). The Chao1 index is an important tool for reflecting the diversity of soil bacterial communities56,57, which integrates species richness and community complexity, and can be used as an indicator of environmental change and an assessment of ecological restoration and conservation. We hypothesized that the correlation of soil bacterial Chao1 index with soil water content (SWC) and ammonium nitrogen (NH4+-N) mainly originated from the promotion of bacterial growth and reproduction by appropriate amount of water58, which enabled the bacteria to carry out their metabolic activities more efficiently, and thus enhanced the diversity of bacterial communities. Meanwhile, the availability of NH4+-N as an important nitrogen source in soil also directly affects the metabolism, growth rate and diversity of bacteria. Similarly, the community structure of soil fungi is also affected by the NH4+-N concentration, because different fungi have different needs and utilization of nitrogen sources, so the concentration of ammonium nitrogen will change the composition of the fungal community, so that some fungal species more adapted to the specific nitrogen concentration will dominate.
RDA analysis showed that Ghaetomidium was positively correlated with NH4+-N and TC and was suitable for survival in Rhizosphere soil planted with ginseng for 3 years (Fig. 9). Ghaetomidium, due to its efficient ammonium nitrogen (NH4+-N) and total carbon (TC) utilization mechanisms59,60, can grow rapidly in environments rich in these nutrients, especially in the Rhizosphere soil of ginseng planted for 3 years, where it fully utilized the abundant carbon and nitrogen sources provided by root secretions and residues. In addition, Ghaetomidium and ginseng may have established a symbiotic relationship that further optimizes nutrient utilization and may positively affect ginseng growth. Meanwhile, Ghaetomidium dominated the soil through competition and effectively suppressed other harmful microorganisms, further consolidating its survival advantage in specific soil environments.
Vibrionimonas showed a significant positive correlation with soil pH and was adapted to survive in the in situ soil environment for three years of planting (Fig. 9). This may be attributed to the fact that Vibrionimonas is better adapted to higher pH soil environments, as soil pH is a key factor in microbial growth, affecting nutrient availability and microbial metabolism. In alkaline or near-neutral soils, Vibrionimonas showed greater ability to survive, absorbing and utilizing nutrients from the soil more efficiently, thus promoting their growth and reproduction61,62. Especially in the Original soil environment after three years of planting, the soil is more mature and richer in nutrients such as organic matter and minerals, which provides Vibrionimonas with a stable food source and a suitable environment for survival. At the same time, the root secretions, residues and other organic matter that gradually accumulate in the soil as the number of years of planting increases also provide nutrients and energy for microorganisms, such as Vibrionimonas, to flourish in the mature soil.