Shift in rhizosphere bacterial community structure by silicate fertilization under As stress
Irrespective of the treatment, Proteobacteria was the most dominant phylum comprising 33.4 to 46.7% relative abundance. Besides, Firmicutes (13.4–22.5%), Actinobacteria (4.6–16.6%), Bacteroidetes (2.9–8.8%), and Acidobacteria (1.0–12.5%) were the other major phyla detected in the As-enriched paddy soils. Although, α-diversity of bacterial community did not change significantly, among the phyla, Acidobacteria and Fusobacteria were significantly decreased while Gemmatimonadetes was significantly increased in response to silicate fertilization in both Japonica and Indica rice (Fig. 1). Chloroflexi, Cyanobacteria, Caldithrix, and Verrucomicrobia were significantly increased in Japonica rice, whereas Actinobacteria was significantly increased in Indica rice. Likewise, Nitrospirae in Japonica rice and Cyanobacteria and Verrucomicrobia in Indica rice were significantly decreased by silicate fertilization. Among the dominant genera, Bacillus, Ramlibacter, Geobacter, and Azospirillum were significantly increased while Acidobacterium was significantly decreased by silicate fertilization, irrespective of the rice cultivar. Although, there was no report of Si-fertilization impact on rhizosphere microbial community of rice grown on As-rich soils, some of the recent study reported that (a) silicate fertilization in rice grown on flooded soil (not contaminated) markedly altered rhizosphere bacterial community structure and increased Alphaproteobacteria, Betaproteobacteria, Cyanobacteria, and Verrucomicrobia but decreased Actinobacteria [15], (b) a slag-based Si-fertilizer application to Pakchoi (Brassica chinensis L.) grown on soil contaminated with multiple heavy metals reduced the selective pressure of heavy metals on the bacterial communities and increased the richness of soil bacteria [17], (c) foliar application SiO2 nanoparticles enriched Rhodobacteraceae and Paenibacillus albeit bacterial community structure was unchanged in rhizosphere of Pakchoi grown on contaminated mine soil [16].
Functional genes involved in stress response are increased by silicate fertilization under As stress
Functional genes of a particular stress category responded differently to silicate fertilization, irrespective of rice cultivar. Since there are multiple gene probes for each stress category on the GeoChip microarray, the relative abundance of all gene probes for the individual category were summed. Among the stress gene categories, the relative normalized signal intensities of genes related to oxidative stress (ahpC, ahpE, katA, katE), osmotic stress (opuE, proV), oxygen limitation (arcA, narH), nitrogen limitation (glnA, glnR), phosphate limitation (phoA, phoB, pstA, pstB, pstC), heat shock (dnaK, groEL, hrcA), cold shock (cspB), and radiation stress (obgE) were significantly increased by 37.7 and 24.4%, 40.2 and 24.0%, 18.8 and 15.6%, 51.9 and 66.4%, 34.4 and 43.7%, 27.0 and 23.7%, 24.0 and 15.3%, and 34.4 and 32.5% in Japonica and Indica rice, respectively, in response to silicate fertilizer application in As-enriched paddy soils (Fig. 2). The oxidative stress gene (oxyR), osmotic stress gene (proX), oxygen limitation stress gene (narJ), heat shock stress gene (grpE), and cold shock stress gene (cspA) were, however, increased in either Japonica or Indiac cultivar. The cultivar variation significantly altered the normalized signal intensity of genes involved in osmotic stress (opuE, proX), oxygen limitation (arcA) and nitrogen limitation (glnA) (Supplementary Table S1).
The texa-function relationship revealed that variations in oxidative stress tolerance in response to silicate fertilization were largely attributed to the genera Oribacterium, Botryotinia, Corynebacterium, Haloarcula, Lyngbya, Atopobium, Lactobacillus, Bacteroides, and Staphylococcus (Supplementary Fig. S1). Differences in osmotic stress tolerance in silicate amended and no-amended soils were mostly attributed to the genera Halothermothrix, Actinomyces, Bacillus, Ruegeria, Desulfatibacillum, Alkalilimnicola, Brachybacterium, and Thermobifida. Differences in oxygen limitation were mostly related to the genera Shewanella, Staphylococcus, Geobacillus, and Mycobacterium, nitrogen limitation were mostly related to the genera Synechococcus, Sodalis, Octadecabacter, Sulfolobus, Leptospira, Thermoplasma, Mesorhizobium, Shewanella, Granulicatella, Enterococcus, Gemella, and uncultured cyanobacterium, and phosphate limitation were mostly attributed to the genera Methylococcus, Methanosarcina, Roseovarius, Cellvibrio, Marinobacter, Rhizobium, Shewanella, Grimontia, Bradyrhizobium, Dictyoglomus, Providencia, Vibrio, and Methylophaga. Variations in gene indicative pathways related to heat shock stress tolerance in silicate amended and no-amended soils were largely attributed to the genera Geobacillus, Bacteroides, Thauera, Cyanothece, Mycobacterium, Ajellomyces, Schizosaccharomyces, Mobiluncus, and Enterococcus, and cold shock stress tolerance were mostly attributed to the genera Lysinibacillus, Bradyrhizobium, Streptococcus, Gramella, Corynebacterium, and Proteus. Differences in radiation stress tolerance were largely attributed to the genera Borrelia, Alkaliphilus, Roseiflexus, Anaplasma, Acidobacterium, Clostridium, Thiomonas, Lactobacillus, Candidatus, and Bacillus (Fig. S1).
Silicate fertilization increases soil enzyme activities involved in nutrient cycling under As stressed conditions
Soil enzyme activities involved in C, N, and P cycling altered in response to the silicate fertilizer amendment in rice grown on As-enriched soils. The labile C degrading enzymes, e.g., α-glucosidase, β-glucosidase, α-galactosidase, β-galactosidase, α-mannosidase, and α-fucosidase that respectively degrade maltose, cellobiose, melibiose, lactose, mannose, and fructose, distinctly increased in silicate fertilizer amended soils compared to that of unamended soils, irrespective of the cultivar (Fig. 3). In contrast, recalcitrant C degrading enzymes such as esterase, lipase, and N-acetyl-β-glucosaminidase that degrade hemicelluloses and polysaccharide, respectively, exhibited either no increase or little increase in response to the silicate fertilization. Soil enzyme activities associated with N cycling (i.e., leucine-aminopeptidase and trypsin) and P cycling (i.e., alkaline phosphomonoesterase and phosphohydrolase) remarkably increased in silicate fertilizer amended soils compared to that of unamended soils, irrespective of the cultivar. Overall, total soil enzyme activities remarkably increased, indicating an improvement of nutrient cycling in response to silicate fertilizer application in rice paddy grown on As-enriched soils. Silicon-fertilization to improve soil enzyme activities in arable and forest soil has been proved effective [18, 19].
Photosynthetic parameters are affected by silicate fertilization under As stressed conditions
Silicate fertilization significantly (P < 0.001) increased plant photosynthetic rate, transpiration efficiency, and stomatal conductance, while significantly (P < 0.001) decreased the transpiration rate, irrespective of the cultivar (Fig. 4). On an average, the photosynthetic rate, transpiration efficiency, and stomatal conductance were increased by 18.1 and 19.6%, 39.1 and 37.0%, and 12.5 and 10.4%, while the transpiration rate was decreased by 15.0 and 13.1% in Japonica and Indica cultivar, respectively. All the studied photosynthetic parameters were also significantly influenced by the cultivar variation, however, the cultivar effects were relatively smaller than the silicate fertilization effects. The increase in photosynthetic parameters in response to silicate fertilization in As-enriched rice paddies could be indicative of the alleviation of As toxicity effects by the silicate fertilization.
Silicate fertilization alters pore-water chemistry and increases nutrient uptake and the crop yield
The pore-water As concentration significantly (P < 0.001) decreased, whereas pore-water Si and Fe concentration significantly (P < 0.001) increased as a result of the silicate fertilization in both Japonica and Indica rice. The dissolved organic carbon (DOC) was also significantly (P < 0.001) increased by the silicate fertilization, irrespective of the cultivar. No noticeable effect of cultivar on pore-water As and Fe concentrations were detected, whereas a significant cultivar effect on pore-water Si concentration was observed (Fig. S2).
Regardless of treatment, there was no significant changes in grain N, P, and K concentrations, however, the grain Si concentration significantly (P < 0.001) increased by 85.0 and 87.5% and grain As concentration significantly (P < 0.001) decreased by 29.8 and 26.1% in Japonica and Indica rice, respectively, in response to the silicate fertilization. On the contrary, N, P, and Si concentrations in rice straw markedly increased by 24.3 and 27.7%, 16.4 and 17.2%, and 87.7 and 83.5%, and As concentrations in straw significantly (P < 0.001) decreased by 44.4 and 51.4% in Japonica and Indica rice, respectively. The increase in grain yield (27.8% in Japonica and 22.7% in Indica) and straw yield (35.2% in Japonica and 36.5% in Indica) as a result of the silicate fertilization was significant. Converting the value of yield and element concentration into uptake, we found that, silicate fertilization significantly induced an increase in grain N uptake by 33.1 and 27.3%, grain P uptake by 38.6 and 30.3%, grain K uptake by 37.4 and 32.9%, grain Si uptake by 136 and 130%, while decreasing grain As uptake by 10.3 and 9.4% in Japonica and Indica rice, respectively. Likewise, it increased straw N uptake by 68.1 and 74.3%, straw P uptake by 57.4 and 60.0%, straw K uptake by 46.3 and 49.0%, straw Si uptake by 154 and 151%, while decreasing straw As uptake by 24.8 and 33.6 % in Japonica and Indica rice, respectively. Taking grain and straw uptake together, plant N, P, K, and Si, uptake were increased by 59.9 and 65.5%, 53.4 and 55.0%, 45.7 and 48.2%, and 152 and 149%, while plant As uptake was decreased by 24.5 and 33.2% in Japonica and Indica rice, respectively (Table 1). The increase in plant N, P, and K uptake was attributed to the increase in yield rather than changes in N, P, and K concentrations in grain. The decrease in As uptake and increase in plant N, P, K, and Si uptake, and the crop yield suggested the ameliorative effect of silicate fertilization against As toxicity in the rice agro-system.
Table 1
Silicate fertilization (SF) impacts on yield and nutrient uptake of rice grown on As-enriched soils
Parameters | Japonica | Indica | Statistical analysis |
Control | SF | Control | SF | SF | Cultivar | SF × Cultivar |
Grain yield (g pot− 1) | 4.20 | 5.37 | 3.97 | 4.87 | 8.96** | 1.12ns | 0.149 ns |
Straw yield (g pot− 1) | 25.3 | 34.2 | 32.4 | 44.2 | 10.8** | 7.46* | 0.217 ns |
Grain N conc. (mg g− 1) | 8.80 | 9.17 | 9.40 | 9.76 | 0.311 ns | 0.842 ns | 0.000 ns |
Grain P conc. (mg g− 1) | 2.21 | 2.40 | 2.30 | 2.44 | 1.25 ns | 0.194 ns | 0.021 ns |
Grain K conc. (mg g− 1) | 5.77 | 6.20 | 6.03 | 6.53 | 1.45 | 0.6 ns | 0.007 ns |
Grain Si conc. (mg g− 1) | 17.8 | 32.9 | 18.5 | 34.6 | 153*** | 0.875 ns | 0.167 ns |
Grain As conc. (mg g− 1) | 1.36 | 0.96 | 1.30 | 0.95 | 19.3** | 0.158 ns | 0.162 ns |
Straw N conc. (mg g− 1) | 4.80 | 5.97 | 4.93 | 6.30 | 88.8*** | 3.01 ns | 0.553 ns |
Straw P conc. (mg g− 1) | 1.36 | 1.58 | 1.40 | 1.64 | 29.7*** | 1.11 ns | 0.038 ns |
Straw K conc. (mg g− 1) | 13.5 | 14.6 | 13.9 | 15.1 | 2.65 ns | 0.331 ns | 0.012 ns |
Straw Si conc. (mg g− 1) | 34.2 | 64.1 | 35.3 | 64.8 | 73.9*** | 0.072 ns | 0.004 ns |
Straw As conc. (mg g− 1) | 8.60 | 4.78 | 10.4 | 5.04 | 38.9*** | 1.91 ns | 1.05 ns |
Grain N uptake (mg pot− 1) | 37.0 | 49.2 | 37.3 | 47.5 | 14.4** | 0.055 ns | 0.119 ns |
Grain P uptake (mg pot− 1) | 9.28 | 12.9 | 9.11 | 11.9 | 20.9*** | 0.699 ns | 0.346 ns |
Grain K uptake (mg pot− 1) | 24.2 | 33.3 | 23.9 | 31.8 | 27.1*** | 0.295 ns | 0.134 ns |
Grain Si uptake (mg pot− 1) | 74.8 | 177 | 73.3 | 169 | 254*** | 0.613 ns | 0.292 ns |
Grain As uptake (mg pot− 1) | 5.73 | 5.13 | 5.14 | 4.66 | 7.84 | 1.82 ns | 0.019 ns |
Straw N uptake (mg pot− 1) | 121 | 204 | 160 | 279 | 507*** | 160*** | 16.4** |
Straw P uptake (mg pot− 1) | 34.4 | 54.1 | 45.3 | 72.4 | 199*** | 77.2*** | 4.97* |
Straw K uptake (mg pot− 1) | 342 | 500 | 444 | 669 | 52.8*** | 28.3*** | 1.41 ns |
Straw Si uptake (mg pot− 1) | 863 | 2191 | 1145 | 2868 | 130*** | 12.8** | 2.18 ns |
Straw As uptake (mg pot− 1) | 217 | 163 | 336 | 223 | 13.0** | 14.8** | 1.61 ns |
Plant N uptake (mg pot− 1) | 158 | 253 | 197 | 326 | 312*** | 78.2*** | 2.98 ns |
Plant P uptake (mg pot− 1) | 43.6 | 67.0 | 54.4 | 84.3 | 181*** | 50.2*** | 2.78 ns |
Plant K uptake (mg pot− 1) | 366 | 533 | 473 | 701 | 56.0*** | 27.1*** | 1.32 ns |
Plant Si uptake (mg pot− 1) | 938 | 2368 | 1218 | 3036 | 152*** | 13.2** | 2.18 ns |
Plant As uptake (mg pot− 1) | 223 | 168 | 341 | 228 | 13.0** | 14.5** | 1.59 ns |
Values are the mean of three replicate observations. In ‘Statistical analysis’ F value, followed by significant label (P) are provided. ***, **, *, and ns indicates significant at P < 0.001, at P < 0.01, at P < 0.05, and non significance, respectively. |