Abstract
This study investigated the effects of long-term method of fertilization on growth and yield formation in early-season rice. Based on a 42-year field experiment initiated in 1981, three treatments: chemical N, P, and K (NPK), a double dose of chemical NPK (HNPK), and a combination of chemical and organic fertilizers (NPKM) were selected for comparison. Measurements included rice yield, yield components, tiller dynamic, dry matter accumulation, chlorophyll content (SPAD values), and transcriptome analysis of leaves at full heading stage in 2022. Results showed that rice yield followed the order NPKM > HNPK > NPK. The HNPK and NPKM treatments increased by 56.64% and 90.33%, respectively (p < 0.05). Spikelet density and 1000-grain weight increased by 9.16–22.89% and 3.74–4.28%, respectively. Both HNPK and NPKM enhanced the tillering rate by 43.84–72.73%, leading to an 18.95–57.54% increase in effective panicles. Dry matter accumulation from heading to filling stages was highest in NPKM-treated rice, with an increase of 3.31–4.25 g/plant in dry matter transport from leaves and stems to spikes during the filling to maturity stages. The SPAD values of NPKM-treated plants were consistently higher than those of HNPK and NPK treatments, with a smaller decline (6.94%) from heading to filling stages compared to 18.23% and 26.29% for HNPK and NPK, respectively. Correlation analysis indicated a positive relationship between yield and SPAD values or dry matter accumulation and a negative correlation with the decline in SPAD values from full heading to filling stage. Transcriptome analysis revealed significant enrichment of photosynthesis and plant senescence pathways among treatments. Overall, long-term combined application of chemical and organic fertilizers (NPKM) improved yield components, delayed chlorophyll degradation, promoted dry matter accumulation and transport, and regulated the expression of photosynthesis-related and senescence-related genes, ultimately optimizing growth and yield in early-season rice.
Similar content being viewed by others
Introduction
Rice (Oryza sativa) is an essential global staple crop, and ensuring its yield is critical for global food security. The growth and yield of rice are influenced by both intrinsic genetic traits and external environmental factors, with fertilization playing a necessary role. Fertilization contributed to over 40% of the increase in grain production1. While chemical fertilizers provide a clear short-term yield boost, their prolonged use without organic supplementation has diminished their long-term effectiveness. For example, each kilogram of nitrogen fertilizer increased grain production by 9.5 kg in the 1960s and 1970s but only 5.5 kg from the 1970s to the 1980s, similarly, the phosphorus fertilizer efficiency dropped from 35.5 kg to 15.5 kg during the same period2,3. This decline is attributed to the reduced application of organic fertilizers, nutrient losses, and suboptimal usage of chemical fertilizers, which also pose ecological risks and hinder the sustainable development of farmlands.
The study of long-term fertilization’s impact on crop growth and soil fertility is of both theoretical and practical significance. Long-term experiments provide unique insights into the cumulative effects of fertilization, surpassing conventional experiments in scope and relevance4,5,6. Numerous studies have demonstrated that the combined application of chemical and organic fertilizers achieves the highest and most consistent yield increases over time7,8,9,10. Research has revealed that long-term fertilization enhances soil fertility by improving soil organic matter10,11,12,13, nutrient content4,7,14,15, pH balance16, aggregate formation17,18, enzyme activity19, and microbial community diversity and function20,21. Additionally, studies show that integrated fertilization promotes dry matter accumulation, nutrient transport to grains, enzyme activity, root growth, and photosynthesis22,23,24,25,26,27,28.
Despite these advances, most studies on long-term fertilization have focused on soil properties, physical structure, and microbial diversity, with fewer investigations into crop growth dynamics and molecular regulation mechanisms. Addressing this gap, this study examines the effects of long-term fertilization on early-season rice (Oryza sativa) in China, where double-cropping rice systems dominate the Yangtze River region. Early-season rice, characterized by early transplantation and maturation, often suffers from low yield and quality, leading to limited enthusiasm among farmers. Fertilization plays a crucial role in enhancing its production.
Using data from a 42-year long-term field experiment, this research explores the physiological and molecular mechanisms of prolonged fertilization on early-season rice. Specifically, it investigates leaf gene expression at full heading stage, dry matter accumulation, yield components, and SPAD values. This study aims to elucidate the regulatory mechanisms underlying rice growth and provide strategies for high-yield, efficient fertilization in early-season rice production.
Materials and methods
Field description
The long-term field experiment was initiated in 1981 at the Red Soil and Germplasm Resources Research Institute in Zhanggong Town, Jinxian County, Nanchang City, Jiangxi Province, China (116° 20′ 24″ N, 28° 15′ 30″ E). The site is situated at an altitude of 30 m above sea level and experiences a mid-subtropical monsoon climate. Key climatic features include an average annual temperature of 17.6 °C, an effective cumulative temperature is 5528 °C, annual precipitation of 1785 mm, approximately 280 frost-free days per year, and 1950 h of annual sunshine. The cropping system involves double-season rice cultivation.
The soil is classified as paddy soil derived from quaternary red clay. Initial soil properties prior to the experiment were as follows: pH of 6.9, soil organic carbon (SOC) 16.3 g kg−1, total nitrogen (TN) of 1.49 g kg−1, total phosphorus (TP) 0.48 g kg−1, total potassium (TK) of 10.39 g kg−1, alkali-hydrolyzed nitrogen (AN) 150.4 mg kg−1, available phosphorus (AP) 4.15 mg kg−1, and available potassium (AK) 80.52 mg kg−1.
Experimental design
The experiment was conducted using a randomized complete block design with three replications. Each plot measured 50 m². Three treatments were selected from the original nine treatments:
-
1.
NPK: A combination of chemical nitrogen (N), phosphorus (P), and potassium (K).
-
2.
HNPK: A double dose of chemical N, P, and K.
-
3.
NPKM: A combination of chemical N, P, and K fertilizer, along with organic fertilizer.
The fertilizer application rates for each treatment are detailed in Table 1. Urea served as the N source, applied as a base (60%) and tillering fertilizer (40%). Potassium chloride was used for K application, applied entirely as a tillering fertilizer. Calcium magnesium phosphate was used for P application as a base fertilizer. Base fertilizers were applied 1–2 days before transplanting, and tillering fertilizers were applied after rice began re-green.
In the NPKM treatment, chemical fertilizers were applied in the same manner and quantity as the NPK treatment. Organic fertilizers were applied once as a base fertilizer, with winter green manure (vetch) used for early-season rice at a rate of 22,500 kg hm−2. Rice cultivars were rotated every five years, with Lingliangyou 739 used in 2022. The rice was seeded on March 25 and transplanted on April 24. Manual transplantation followed a line-and-row design with 20 cm x 20 cm spacing. Alternate wetting and drying irrigation were employed throughout the growing season. Other agronomic practices, including pest and disease management, followed local high-yield cultivation guidelines.
Analysis of yield and yield components
Rice was harvested at the mature stage on July 18th 2022. The yield was calculated based on the harvested weight and hill number per plot using the following formula:
Three representative plants from each plot were analyzed for yield components, including panicle length, grains per panicle, setting rate, and 1000-grain weight.
Analysis of tiller dynamics
Ten fixed hills were marked in each plot to monitor tiller numbers weekly, starting seven days after transplanting until the numbers stabilized. The tillering rate and productive tiller percentage were calculated as follows:
Measurement of dry matter accumulation and leaf SPAD value
Aboveground segments of rice were collected at the tillering, full heading, filling, and mature stages. Samples were separated into stem, leaf, and spike components, then baked in an oven at 105 °C for 30 min and subsequently dried at 85 °C for 6 h to determine dry weight. A chlorophyll meter (SPAD-502, Minolta Camera Co., Osaka, Japan) was used to measure the SPAD value (chlorophyll content) on 20 fully expanded top leaves per plot at each growth stage.
Leaf sample preparation and RNA-seq
Leaf samples were collected at the full heading and filling stages, flash-frozen in liquid nitrogen, and stored at −80 °C. Total RNA was extracted using Trizol reagent (Invitrogen, Carlsbad, CA, USA) and purified with the RNeasy Plant Mini Kit (Qiagen, Valencia, CA, USA). RNA quality was assessed using the Agilent 2100 Bioanalyzer. Sequencing libraries were analyzed via Illumina HiSeq2000 (Illumina Inc., San Diego, CA, USA).
Raw sequencing data were filtered to remove low-quality reads, including reads with adapters and poly-N stretches > 10%. Clean reads were aligned to the rice reference genome database (ftp://ftp.ensemblgenomes.org/pub/release42/plants/fasta/oryza_sativa/dna/Oryza_sativa.IRGSP-1.0.dna.toplevel.fa.gz) using HISAT (Hierarchical Indexing for Spliced Alignment of Transcripts)29. Expression levels were quantified using FPKM (Fragments Per Kilobase of transcript per Million fragments mapped) calculated as:
FPKM = (Number of cDNA fragments uniquely aligned to Gene A / Total number of fragments uniquely aligned to all reference genes) × 106/ (Transcript Length in kilobases of Gene A’s exonic regions)30. Differentially expressed genes (DEGs) were identified using DEseq2 with thresholds set at a fold change ≥ 2 and a P-value < 0.05 for significance.
Statistical analysis
One-way analysis of variance (ANOVA) was performed to assess the effects of long-term fertilization of yield, yield components, dry matter accumulation, and SPAD value, with significance set at p < 0.05. Fisher’s least significant difference (LSD) post hoc test was used to determine significant differences among treatments. Graphs were generated using Origin 9.0 software (Microcal Software, Northampton, MA).
Results
Impact of long-term method of fertilization on early rice yield
Long-term method of fertilization significantly affected early-season rice yield (Fig. 1). Both the 42-year average yield (Fig. 1a) and the 42th year’s yield (Fig. 1b) followed the sequence: NPKM > HNPK > NPK. Compared to the NPK treatment, the yields of HNPK and NPKM treatments increased by 56.64% and 90.33%, respectively (p < 0.05) after 42 years of continuous fertilization (Fig. 1b).
Yield components were also significantly impacted by long-term method of fertilization (Figs. 2 and 3a). Compared to the NPK treatment, the number of effective panicles increased by 18.95% and 57.54% under HNPK and NPKM, respectively (Fig. 3a). Spikelet density increased by 9.16% and 22.89% (Fig. 2b), while 1000-grain weight increased 3.74% and 4.28%, respectively (Fig. 2d). The grains per panicle were significantly higher in the NPKM treatment than in the chemical fertilizer treatments (NPK and HNPK) (Fig. 2a), with increases of 20.69–28.55% (Fig. 2c). However, the seed-setting rate showed a slight decline of 3.69–4.51%.
Tiller dynamics and productive tiller percentage
Fertilization treatments significantly influenced the tiller dynamics of early-season rice (Fig. 3b). The NPK and HNPK treatments exhibited a similar tillering process, where tiller numbers increased between 2 and 7 weeks after transplanting and subsequently decreased. In contrast, the NPKM treatment prolonged the tillering process, with tiller number peaking in the 8th week after transplanting.
Compared to the NPK treatment, the tillering rate increased by 43.84% and 72.73% under HNPK and NPKM, respectively (Fig. 3c). The productive tiller percentage was significantly higher in NPK and NPKM treatments than in HNPK (Fig. 3c), there was no significant difference between the NPK and NPKM treatments in their productive tiller percentage (Fig. 3c), indicating that the NPKM treatment was more effective than both NPK and HNPK.
Dry matter accumulation
Dry matter accumulation in early-season rice was significantly influenced by long-term fertilization (Fig. 4). Across all growth stages—tillering, full heading, filling, and maturity—the total dry matter weight followed the trend: NPKM > HNPK > NPK. Significant differences were observed among the three fertilization treatments at full heading, filling, and maturity stages, except at the tillering stage, where no significant difference was found between NPK and HNPK treatments (Fig. 4d).
Compared to the NPK treatment, the stem dry matter accumulation of HNPK and NPKM increased significantly, ranging from 36.95 to 46.33% across all growth stages (Fig. 4a). Similarly, leaf dry matter accumulation during the tillering stage showed the sequence HNPK > NPKM > NPK, with HNPK and NPKM significantly outperforming NPK (p < 0.05) (Fig. 4b). No significant differences were noted in grain dry matter among treatments at the full heading stage; however, significant increases were observed during the filling and mature stages, following the trend NPKM > HNPK > NPK (p < 0.05, Fig. 4c).
The dry matter accumulation from the tillering to full heading stage was significantly greater under NPKM, with increases of 90.78–107.56% (Table 2). From the full heading to filling stage, dry matter accumulation under NPKM and HNPK increased by 216.09% and 141.46%, respectively, compared to NPK (Table 2). No significant differences were observed in dry matter accumulation from the following to maturity stage among treatments (Table 2).
Dry matter translocation from stem and leaves to spike during the filling to maturity stage was the highest under NPKM (5.51 g/plant), followed by HNPK (2.2 g/plant) and NPK (1.26 g/plant). These results indicate that integrating chemical and organic fertilizers (NPKM) significantly enhanced dry matter accumulation and improved dry matter translocation to spikes during grain filling and maturity.
SPAD value dynamic of leaves
Long-term fertilization significantly influenced the chlorophyll content (SPAD value) of early-season rice leaves (Fig. 5). Compared to NPK, the HNPK treatment significantly increased SPAD values during the filling and maturity stages by 14.39% and 29.68%, respectively (p < 0.05). The NPKM treatment consistently produced significantly higher SPAD values across all growth stages, with increases of 22.05–25.58% at the tillering stage, 38.80–58.78% at the full heading stage, and 57.47–104.21% at the filling and maturity stages (p < 0.05).
From the tillering to full heading stage, SPAD values increased 5.24 (NPK), 5.09 (HNPK), and 6.11 (NPKM) (Table 2). From the full heading to filling stage, SPAD values declined by 6.94% (NPKM), 18.23% (HNPK), and 26.29% (NPK). Between the filling and maturity stages, SPAD values decreased by 13.96 (NPK), 13.74 (HNPK), and 15.56 (NPKM).
These findings suggest that the NPKM treatment significantly enhanced SPAD value and mitigated its decline from the full heading to the filling stage.
Relationship between yield, SPAD, and dry matter accumulation
Correlation analysis revealed significant relationships between yield, SPAD values, and dry matter accumulation (Fig. 6). Yield was positively correlated with dry matter accumulation from tillering to full heading stage (ΔDM1). Conversely, yield was negatively correlated with the decline in SPAD values from full heading to filling stage (ΔS2).
Correlation analysis of yield, SPAD, and dry matter accumulation in early-season rice under long-term fertilization. Note: Letters S1, S2, S3, S4, DM1, DM2, DM3 and DM4 represent the SPAD and total dry matter of early season rice at tillering stage, fullheading stage, filling stage and mature sage, respectively. Symbols *and ** in the circle indicate significant correlations at the p < 0.05 and p < 0.01 levels.
DEGs in rice leaves at full heading stage induced by long-term fertilization
Long-term fertilization significantly influenced leaf gene expression in early-season rice leaves at the full heading stage (Fig. 7). A total of 3,585 DEGs were identified between NPKM and NPK treatments, with 1,478 genes upregulated and 2,107 genes downregulated. Comparatively, 2,051 DEGs were identified between NPKM and HNPK treatments, of which 1,251 were upregulated and 800 were down-regulated, while 3,518 DEGs were detected between HNPK and NPK treatments, including 1,213 upregulated and 2,305 downregulated genes. Additionally, 320 DEGs overlapped across the three treatment comparisons, with 903, 882, and 413 unique DEGs identified in NPK versus NPKM, NPK versus HNPK, and HNPK versus NPKM, respectively.
Senescence- and photosynthesis-related DEGs
Gene Ontology (GO) enrichment analysis revealed that 20 DEGs were associated with rice senescence (Table 3). Several DEGs (e.g., Os03g02280, Os05g45450, Os04g43990, Os01g52730, Os02g41840, Os10g27350, Os10g33990, and Os04g33760) were primarily involved in encoding proteins containing DUF584 domains, with others (e.g., Os03g54130, Os04g13140, and Os01g42780) encoded senescence-specific cysteine protease and precursors. Additional DEGs were involved in coenzymes and stress response processes.
KEGG pathway enrichment analysis indicated that photosynthesis-related DEGs were primarily involved in Photosystem I, Photosystem II, cytochrome, ferredoxin, and other related proteins (Fig. 8).
Discussion
Impact of long-term fertilization on early rice yield
Fertilization is a critical agronomic practice for maintaining productivity and ensuring stable rice yields. Shen et al.31 and other studies4,7,8,14,15,22,24,27,32,33 have demonstrated that combining organic and chemical fertilizers significantly enhances crop yields, consistent with this study’s findings where early-season rice yields followed the trend of NPKM > HNPK > NPK.
The mechanisms underpinning these effects include the rapid nutrient provision from chemical fertilizers and the enhancement of soil physical and chemical properties by organic fertilizers32,34,35. Long-term chemical fertilization alone has limited impact on soil fertility improvement31, whereas organic fertilizers enhance soil enzyme activity, microbial diversity, and productivity19,20,21. However, exclusive use of organic fertilizers is insufficient for meeting crops’ nutrient needs15,36. Thus, combining chemical and organic fertilizers ensures immediate nutrient supply while improving soil fertility over time, leading to sustained high yields32,37.
This study also found that HNPK significantly increased yields compared to NPK, suggesting that higher chemical fertilizer rates can enhance nutrient availability and yield potential. This contrasts with previous studies indicating that standard chemical fertilization suffices for normal growth15,38. This discrepancy may arise from initially low fertilization levels in this experiment, suggesting that modern rice varieties with higher nutrient demands require adjusted fertilization strategies.
Moreover, combining chemical and organic fertilizers significantly improved yield components, such as effective panicles, spikelet density, and grain weight, Amanullah et al.39 observed similar findings, emphasizing that long-term integration of chemical and organic fertilization enhances the storage capacity of rice to support increased dry matter production and improved yield outcomes.
Dry matter accumulation forms the material foundation for crop yield, with its accumulation, transfer, and distribution significantly influencing crop yields40. Most dry matter originates from photosynthesis, primarily occurring in chloroplasts, and is determined by both the accumulation rate and duration41,42,43. Chlorophyll content, closely associated with photosynthetic productivity, is positively correlated with the leaf photosynthetic rate within a certain range44,45,46. Previous research has established a strong positive correlation between SPAD values and chlorophyll content, making SPAD an effective tool for estimating relative chlorophyll content47,48.
This study found that the combined use of mineral and organic fertilizers significantly increased SPAD values during the rice growth period. This indicates that long-term application of chemical fertilizer with organic fertilizers enhanced photosynthetic intensity, contributing to a stronger photosynthetic “source” in rice. Correlation analysis demonstrated a significant positive relationship between chlorophyll content, dry matter accumulation, and yield in rice. Compared with chemical fertilizers alone, combining chemical and organic fertilizers (NPKM treatment) significantly increased chlorophyll content during the full heading, filling, and maturity stages, thereby enhancing photosynthesis, promoting dry matter accumulation, and improving yield formation.
Additionally, the NPKM treatment significantly increased the transfer of dry matter from stems and leaves to panicles during the filling to maturity stages. This finding suggests that combined fertilization strategies enhance the flow of assimilates, leading to improved yield performance in early-season rice.
Impact of long-term fertilization on growth and gene expression in early rice
Compared with chemical fertilization treatments (NPK and HNPK), the NPKM treatment prolonged the tillering process and increased the number of effective panicles. This can be attributed to the immediate availability of nutrients from chemical fertilizers during the early growth stages and the sustained nutrient supply from organic fertilizers in later stages, reducing nutrient loss and supporting prolonged growth49,50,51.
Crop growth and development are influenced by genotype and environmental factors, with genotype exerting a decisive role. However, environmental factors, such as fertilization, significantly affect gene expression, resulting in phenotypic variations. This study identified that long-term fertilization significantly influenced gene expression in early rice leaves at the full heading stage. Consistent with findings from Liu et al.52,53, GO and KEEG functional analyses of DEGs revealed significant enrichment of photosynthesis-related genes, particularly those involved in Photosystem I, Photosystem II, cytochromes, and ferredoxin. These findings align with the observed differences in SPAD values and dry matter accumulation among treatments, confirming that long-term fertilization regulates photosynthetic gene expression, influencing chlorophyll synthesis, dry matter accumulation, and, ultimately, yield.
The combined application of chemical and organic fertilizers also delayed chlorophyll degradation (as indicated by SPAD values) during the later growth stages. This aligns with Xu et al.54, who demonstrated that organic fertilizers decompose gradually, replenishing nutrients and enhancing post-heading nutrient assimilation. Correlation analysis further revealed a significant negative relationship between the decrease in chlorophyll content from the heading to filling stages and yield, indicating that combined fertilization delayed leaf senescence, extended photosynthetic activity, and promoted dry matter accumulation and yield improvement. Zhang et al.55 reported similar results, attributing them to increased protective enzyme activity and reduced secondary metabolites such as malondialdehyde (MDA) and free proline (Pro) under combined fertilization25,56. Transcriptome analysis in this study showed that genes expressed in leaves at the full heading stage were significantly enriched in senescence-related pathways, involving proteins containing the DUF584 ___domain, aging-related cysteine proteases, and associated cofactors. Proteins with the DUF584 ___domain play essential roles in regulating rice aging by modulating the synthesis and degradation of abscisic acid57. Cysteine further contributes to glutathione (GSH) formation and scavenging superoxide radicals, revealing molecular mechanisms by which combined fertilization reduces MDA and Pro levels, delays aging, enhances dry matter accumulation, and supports yield formation.
Future directions
Late-season rice typically outperforms early-season rice in yield, with distinct growth environments and responses to fertilization. To develop comprehensive fertilization strategies, future studies should investigate the effects of long-term fertilization on late-season rice growth, yield, and regulatory mechanisms.
Conclusion
Long-term method of fertilization significantly influenced the gene expression of early rice leaves at the full heading stage, with DEGs enriched in metabolic pathways associated with photosynthesis and senescence. These genes were primarily involved in Photosystem I, Photosystem II, cytochromes, ferredoxin, DUF584 ___domain-containing proteins, cysteine proteases linked to aging, and the encoding and synthesis of their related precursors and cofactors.
The application of chemical fertilizer in combination with organic fertilizers significantly enhanced tillering and promoted dry matter accumulation in early-season rice, particularly from the full heading to the filling stage. This strategy also strengthened the transport of dry matter from stems and leaves to panicles during the filling to maturity stages. Additionally, combined fertilization significantly increased chlorophyll content in sword leaves and effectively mitigated chlorophyll degradation from the full heading to the filling stage, thereby prolonging photosynthetic activity and contributing to higher yields.
Data availability
The original datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Food and Agriculture Organization of the United Nations (FAO). FAO statistical pocketbook: World food and agriculture (2015). https://www.fao.org/3/i4691e/i4691e.pdf, 2016-03-05.
Zhang, W. L. et al. The method to improve fertilizer utilization of developed countries in Western Europe. Soil. Fertil. 5, 3–9 (1985). (in Chinese).
Fan, X. L. & Liao, Z. W. Increasing fertilizer use efficiency by means of controlled release fertilizer (CRF) production according to theory and techniques of balanced fertilization. Plant. Nutr. Fertil. Sci. 03, 219–223 (1998). (in Chinese).
Li, Z. X., Chi, L., Zhang, F. Q., Kuang, J. M. & Su, E. J. Effects of long-term localized fertilization on nutrient balance and dynamic change of Hu molecular structure in black soil. Spectrosc. Spectr. Anal. 38(12), 3875–3882 (2018).
Poulton, P. R. The Rothamsted long-term experiments: Are they still relevant? Can. J. Plant Sci. 76, 559–571 (1996).
Zhang, J. et al. Responses of soil aggregation and aggregate-associated carbon and nitrogen in black soil to different long-term fertilization regimes. Soil Till. Res. 213, 105157 (2021).
Chen, H. et al. Long-term inorganic plus organic fertilization increases yield and yield stability of winter wheat. Crop J. 6(6), 589–599 (2018).
Shen, M. X. et al. Long-term effects of fertilizer managements on crop yields and organic carbon storage of a typical rice–wheat agroecosystem of China. Biol. Fertil. Soils 44, 187–200 (2007).
Reddy, D. D., Rao, A. S., Reddy, K. S. & Takkar, P. N. Yield sustainability and phosphorus utilization in soybean-wheat system on vertisols in response to integrated use of manure and fertilizer phosphorus. Field Crops Res. 62(23), 181–190 (1999).
Manna, M. C., Swarup, A., Wanjari, R. H., Mishra, B. & Shahi, D. K. Long-term fertilization manure and liming effects on soil organic matter and crop yields. Soil Till. Res. 94(2), 397–409 (2007).
Xu, M. G., Tong, X. G. & Wang, X. J. Effect of long-term fertilization on the sequestration rate of physical fractions of organic carbon in red soil of Southern China. In Molecular Environmental Soil Science at the Interfaces in the Earth’s Critical Zone 23–25. (Springer, 2010).
Xu, Y. M., Hua, L. I. U., Wang, X. H., Xu, M. G. & Zhang, W. J. Changes in organic carbon index of grey desert soil in Northwest China after long-term fertilization. J. Integr. Agric. 13(3), 554–561 (2014).
He, F., Shi, L. L., Tian, J. C. & Mei, L. J. Effects of long-term fertilization on soil organic carbon sequestration after a 34-year rice-wheat rotation in Taihu lake basin. Plant. Soil. Environ. 67(1), 1–7 (2021).
Liu, K. L. & Li, Y. Z. Different response of grain yield to soil organic carbon, nitrogen, and phosphorus in red soil as based on the long-term fertilization experiment. Eurasian Soil. Sci. 51(12), 1507–1513 (2018).
Gao, P. et al. Evolution of red soil fertility and response of rice yield under long-term fertilization. J. Soil. Sci. Plant. Nutr. 1–10 (2024).
Liu, J. et al. Soil pH rather than nutrients drive changes in microbial community following long-term fertilization in acidic ultisols of Southern China. J. Soils Sediments 18, 1853–1864 (2018).
Niu, Z. R. et al. Effect of long-term fertilization on aggregate size distribution and nutrient accumulation in aeolian sandy soil. Plants 11(7), 909 (2022).
Jiang, M. B. et al. Variation of soil aggregation and intra-aggregate carbon by long-term fertilization with aggregate formation in a grey desert soil. Catena 149, 437–445 (2017).
Jiao, X. G., Gao, C. S., Lv, G. H. & Sui, Y. Y. Effect of long-term fertilization on soil enzyme activities under different hydrothermal conditions in Northeast China. Agric. Sci. China 10(3), 412–422 (2011).
Qaswar, M. et al. Interaction of soil microbial communities and phosphorus fractions under long-term fertilization in paddy soil. J. Integr. Agric. 21(7), 2134–2144 (2022).
Wang, Q. F. et al. Long-term fertilization changes bacterial diversity and bacterial communities in the maize rhizosphere of Chinese Mollisols. Appl. Soil. Ecol. 125, 88–96 (2018).
Wu, J. F., Zhu, J. Y., Zhang, M. L. & Liu, J. R. Effects on rice yield and physiological characteristic after long-term application of fertilizers. Soil. Fertil. Sci. China 1, 48–50 (2007). (in Chinese).
Qaswar, M. et al. Yield sustainability, soil organic carbon sequestration and nutrients balance under long-term combined application of manure and inorganic fertilizers in acidic paddy soil. Soil Till. Res. 198, 104569 (2020).
Zhang, H. M. et al. Rice yield, potassium uptake and apparent balance under long-term fertilization in rice-based crop** systems in Southern China. Nutr. Cycl. Agrosyst. 88, 341–349 (2010).
Yuan, Y. H., Fan, H. B., Huang, Q. R. & Cao, Q. Influence of long-term fertilization on photosynthesis, part of protective enzyme activities in leaves and the yield of rice. J. Anhui Agric. Univ. 38(2):299–304 (2011). (in Chinese) (2011).
Sullivan, P. F. et al. Climate and species affect fine root production with long-term fertilization in acidic tussock tundra near toolik lake. Alaska Oecologia 153, 643–652 (2007).
Chen, Y. K. et al. Effect of long-term cryopreservation on physiological characteristics, antioxidant activities and lipid peroxidation of red seabream (Pagrus major) sperm. Cryobiology 61(2), 189–193 (2010).
Chen, J. T. et al. Beneficial effects of biochar-based organic fertilizers on nitrogen assimilation, photosynthesis, and sucrose synthesis of sugar beet (Beta vulgaris L). Int. J. Plant. Prod. 16(4), 755–768 (2022).
Kim, D., Langmead, B. & Salzberg, S. L. HISAT: A fast spliced aligner with low memory requirements. Nat. Methods 12(4), 357–360 (2015).
Mihaela, P. et al. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat. Biotechnol. 33(3), 290–295 (2015).
Shen, S. M. Long-term fertilizer experiment abroad (1), (2), (3). Chin. J. Soil Sci. (2): 85–91; (3): 134–138; (4): 184–185 (in Chinese) (1984).
Ju, J. et al. Effects of organic fertilizer combined with chemical fertilizer on nutrients, enzyme activities, and rice yield in reclaimed soil. Commun. Soil Sci. Plant Anal. 53(22), 3060–3071 (2022).
Reganold, J. P. Soil quality and profitability of biodynamic and conventional farming systems: A review. Am. J. Altern. Agric. 10(1), 36–45 (1995).
Duan, X., Liu, B. & Gu, Z. Quantifying soil erosion effects on soil productivity in the dry-hot Valley, Southwestern China. Environ. Earth Sci. 75(16), 1164 (2016).
Wang, L. F., Sun, J. T., Zhang, Z. B., Xu, P. & Shangguan, Z. P. Winter wheat grain yield in response to different production practices and soil fertility in Northern China. Soil Till. Res. 176, 10–17 (2018).
Fan, T. L. et al. Grain yield and water use in a long-term fertilization trial in Northwest China. Agric. Water Manag. 76(1), 36–52 (2007).
Zhou, B. K. & Zhang, X. L. Effect of long-term fertilization on crop yield in black soil. Syst. Sci. Compr. Stud. Agric. 21(1), 37–39 (2005). (in Chinese).
Yang, J., Chen, X. P., Zhang, F. S. & Wang, X. R. Effect of mineral fertilizer application on energy efficiency in a long-term field experiment. J. China Agric. Univ. 8(3), 31–36 (2003). (in Chinese).
Amanullah, H. Influence of organic and inorganic nitrogen on grain yield and yield components of hybrid rice in Northwestern Pakistan. Rice Sci. 23(6), 326–333 (2016).
Wang, H. C. et al. Winter cropping improves yield, dry matter accumulation and translocation and nitrogen uptake of double-cropping rice. Notulae Botanicae Horti Agrobotanici Cluj-Napoca 51(3), 13299–13299 (2003).
Ye, Y. L. et al. Understanding physiological processes associated with yield-trait relationships in modern wheat varieties. Field Crops Res. 124(3), 316–322 (2012).
Mackown, C. T., Van, S. D. A. & Zhang, N. Y. Wheat vegetative nitrogen compositional changes in response to reduced reproductive sink strength. Plant Physiol. 99(4), 1469–1474 (1992).
Zhou, B. Y. et al. Maize grain yield and dry matter production responses to variations in weather conditions. Agron. J. 108(1), 1–9 (2016).
Shiratsuchi, H., Yamagishi, T. & Ishii, R. Leaf nitrogen distribution to maximize the canopy photosynthesis in rice. Field Crops Res. 95(2–3), 291–304 (2006).
Zhou, J. et al. Study on photosynthetic rate and chlorophyll content. J. Shenyang Agric. Univ. 04, 247–249 (2016). (in Chinese).
Zhao, L. M. et al. Analysis of the factors and their effect on the photosynthesis of rice. North. Rice 44(5), 66–71 (2014). (in Chinese).
Wakiyama, Y. The relationship between SPAD values and leaf blade chlorophyll content throughout the rice development cycle. Japan Agric. Res. Q. 50(4), 329–334 (2016).
Shibaeva, T. G. et al. Evaluation of a SPAD-502 plus chlorophyll meter to estimate chlorophyll content in leaves with interveinal Chlorosis. Russ. J. Plant Physiol. 67, 690–696 (2020).
Yaduvanshi, N. P. S. & Swarap, A. Effect of continuous use of sodic irrigation water with and without gypsum, farm yard manure, pressmud and fertilizer on soil properties and yields of rice and wheat in a long-term experiment. Nutr. Cycl. Agrosyst. 73, 111–118 (2005).
Fan, T. L., Young, W., Lue, J. J. & Gao, Y. F. Long term fertilizer and water availability effect on cereal yield and soil chemical properties in North West China. Soil. Sci. Soc. Am. J. 69, 842–855 (2005).
Shah, A. et al. Effect of integrated use of organic and inorganic N sources on wheat yield. Sarhad J. Agric. 26, 559–563 (2010).
Liu, J. T. et al. Transcriptome analysis of maize ear leaves under Long-Term applications of nitrogen fertilizer and its combinations with phosphorus and potassium fertilizers. J. Soil. Sci. Plant. Nutr. 22(1), 112–120 (2021).
Kangi, E. et al. A multi-omic survey of black cottonwood tissues highlights coordinated transcriptomic and metabolomic mechanisms for plant adaptation to phosphorus deficiency. Front. Plant Sci. 15, 1324608 (2024).
Xu, Y. L. et al. Effects of different long-term fertilizer management methods on dry matter accumulation and yield of rice in the double cropping rice field. J. Anhui Agric. Univ. 42(5), 674–680 (2005). (in Chinese).
Zhang, Y. P. et al. Effects of organic manure and inorganic fertilizer combination on photosynthesis characteristics and enzyme activities of NR and SPS in rice functional leaves. J. Hunan Agric. Univ. (Nat. Sci.) 37(5), 540–545 (2011). (in Chinese).
Li, S. et al. The effects of condensed molasses soluble on the growth and development of rapeseed through seed germination, hydroponics and field trials. Agriculture 10(7), 260 (2020).
Wang, Y. T. et al. AtS40-1, a Group I DUF584 Protein Positively Regulates ABA Response and Salt Tolerance in Arabidopsis 846 (Gene, 2022).
Funding
This research was supported by the National Natural Science Foundation of China (32260808; 31660596) and the key research and development plan “open ranking” project of Jiangxi Province, China (20223BBF61016).
Author information
Authors and Affiliations
Contributions
Conceptualization, Zhihua Hu; methodology, Zhihua Hu, Kailou Liu; writing—original draft preparation, Zhihua Hu, Kailou Liu, Xiaolin Xu; writing—review and editing, Dandan Hu, Huijie Song, Yan Wu, Jianfu Wu; funding acquisition, Kailou Liu, Jianfu Wu. All authors have read and agreed to the published version of the manuscript.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.
About this article
Cite this article
Hu, Z., Liu, K., Xu, X. et al. Photosynthesis and senescence gene expression drive yield improvements in early season rice under long-term method of fertilization. Sci Rep 15, 8532 (2025). https://doi.org/10.1038/s41598-025-93474-8
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-025-93474-8