| Literature DB >> 32499485 |
Michelle M McKnight1, Zhi Qu2, Julia K Copeland3, David S Guttman3,4, Virginia K Walker2,5.
Abstract
The efficacy of needle-shapedEntities:
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Year: 2020 PMID: 32499485 PMCID: PMC7272607 DOI: 10.1038/s41598-020-66005-w
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1TEM image of nHA sonicated in Milli-Q water (A) and in Hoagland’s Solution (B), and DLS measurement of nHA suspended in Milli-Q water (C). For dynamic light scattering, the size (d.nm) represents the particle distribution in nm.
List of all 5 treatments used for the nHA microbiome experiment with replicate number and added solutions. Additional growth replicates were included during microbiome experiment to assess growth of plants under experimental conditions.
| Treatment | Final Concentration | Phosphorus Concentration** | Microbiome Replicates | Growth Replicates | Added Solution | |
|---|---|---|---|---|---|---|
| A | Control | — | — | 20 | 5 + 3 extra | Water |
| B | −P Control* | — | — | 20 | 5 + 3 extra | KNO3 & Hoagland’s*** |
| C | HA Bulk Control (50 mg/kg) | 50 ppm (4.3 mg HA) | 9.25 ppm P | 20 | 5 + 3 extra | KNO3 & Hoagland’s*** |
| D | nHA (50 mg/kg) | 50 ppm (4.3 mg nHA) | 9.25 ppm P | 20 | 5 + 3 extra | KNO3 & Hoagland’s*** |
| E | nHA (100 mg/kg) | 100 ppm (8.6 mg nHA) | 18.5 ppm P | 20 | 5 + 3 extra | KNO3 & Hoagland’s*** |
*P control contains no added Pi to the soil either at time of planting or in fertilizing solution.
**Concentration of P based on equivalent moles of P added in either 50 or 100 ppm of HA or nHA in 86 g of soil.
***Hoagland’s solution contains no N or P.
Figure 2Additional soy grown for 8 weeks during microbiome experiment were analyzed for total biomass, pod number, above ground biomass, and below ground biomass. Average biomass and pod number is shown (n = 5), with error bars representing standard deviation. No significant difference was found in above, below, or total biomass between treatments when tested using a one-way ANOVA (P > 0.05). Stars above the bars indicated a significantly higher pod number in the HA 50 ppm (*P < 0.05) and nHA 50 ppm (**P < 0.01) compared with control treatment.
Figure 3Average relative abundances of phyla in each treatment group for both bulk soil (left) and rhizosphere samples (right) from microbiome experiment (A), and heatmaps of highly abundant taxa (>1% RA) at the genus level for both bulk soil (B) and rhizosphere (C) samples. Overall, the abundance of taxa across all samples is very similar. The rhizosphere samples show a high taxonomic diversity between samples in each treatment, with no visible pattern of increase or decrease in any taxa occurring within treatments. Heatmaps display taxonomic data as log normalized relative abundance at the genus level.
Figure 4Alpha diversity measurements of bacterial (A) and fungal (B) communities for microbiome experiment. Bacterial alpha diversity was calculated using phylogenetic distance (PD) and Shannon index for both soil and rhizosphere grouped by treatment. Fungal alpha diversity was calculated using Shannon index and observed species in both soil and rhizosphere samples. Calculations of alpha diversity metrics were performed on OTU data rarefied to the minimum sample count, and statistical tests were done using a non-parametric one-way ANOVA with Dunn’s multiple comparison test to determine significant differences between treatment pairs. Crosses indicate the mean value within each treatment, while the middle line within the box indicates the median value. An asterisk indicates a significant difference compared to control treatment and tilde indicates a significant difference compared to −P control treatment (P < 0.05).
Figure 5Principle coordinates analysis (PCoA) of beta diversity in bulk soil and rhizosphere using the weighted UniFrac metric. Samples were normalized both via CSS normalization (A,B) and rarefied to the minimum sample count (C,D) prior to beta diversity calculations. Bulk soil PCoA plots for both methods of normalization (A,C) appear similar, with clustering occurring in the control treatment samples and −P control treatment samples. Similar clustering patterns can be observed in both of the rhizosphere PCoA plots (B,D) and the soil plots (A,C).
Results of non-parametric statistical tests adonis (PERMANOVA) and ANOSIM testing the effect of treatment on beta diversity distance for both soil and rhizosphere, rarefied and CSS normalized OTU data.
| Normalization | Type | Test | Test statistic | |
|---|---|---|---|---|
| Rarefaction | Soil | ANOSIM | 0.337 | 0.001 |
| adonis | 0.298 | 0.001 | ||
| Root | ANOSIM | 0.280 | 0.001 | |
| adonis | 0.245 | 0.001 | ||
| CSS Normalization | Soil | ANOSIM | 0.458 | 0.001 |
| adonis | 0.324 | 0.001 | ||
| Root | ANOSIM | 0.344 | 0.001 | |
| adonis | 0.271 | 0.001 |
Figure 6Average relative abundances of fungal phyla in each treatment group for both bulk soil (left) and rhizosphere samples (right) (A), and average relative abundances of highly abundant fungal genera (>1% RA) in both bulk soil (left) and rhizosphere samples (right) (B).
Summary of five treatments used for the two replicate greenhouse growth and production experiments GP1(first replicate experiment) and GP2 (second replicate experiment), including additional positive control (F) in GP2 experiment.
| Treatment | Soil Additions | Replicates | Added Solution | Experimental replicate including treatment | |
|---|---|---|---|---|---|
| A | Control | — | 20 | Water | GP1, GP2 |
| B | −P Control* | — | 20 | Plant-Prod 14-0-14 | GP1, GP2 |
| C | HA (15 ppm P) | 32.4 mg of HA | 20 | Plant-Prod 14-0-14 | GP1, GP2 |
| D | nHA (15 ppm P) | 32.4 mg of nHA | 20 | Plant-Prod 14-0-14 | GP1, GP2 |
| E | nHA (56.5 ppm P)** | 153 mg of nHA | 20 | Plant-Prod 14-0-14 | GP1, GP2 |
| F | Soluble Pi (+P control) | — | 5 | Plant-Prod 20-20-20 | GP2 |
*P control contains no added Pi to the soil either at time of planting or in fertilizing solution.
** Final concentration of P in soil was based on recommended application rate of 20 kg/ha P2O5.
Figure 7Range of phenotypes (lowest, mean, and highest growth shown in left, middle, and right pots, respectively) for each treatment, with respect to height, pod, and trifoliate number during greenhouse growth and production experiment (GP2). Photographs were taken 10 weeks after planting for control treatment (A), −P control (B), HA (C), nHA corresponding to 15 ppm P (D) and nHA corresponding to 56.5 ppm P (E).
Figure 8Mean phenotypes from each treatment group during greenhouse growth and production experiment (GP2) with treatments A-E for control, −P control, HA, nHA (15 ppm P), and nHA (56.5 ppm P) respectively (left to right) (A) and comparison of average plants from control treatment A (left), nHA at 56.5 ppm P in treatment E (middle), and +P control plants treated with standard Pi fertilizer (right) (B). Plants shown representing the average phenotype were selected based on height, pod number, remaining leaves, and total number of trifoliate leaves.
Figure 9Height measurements starting at week 2 after planting during greenhouse growth and production experiment (GP2), taken weekly for all 5 treatments (treatments A-E representing controls, −P treatment, HA and 15 ppm and 56.5 ppm concentrations of nHA, n = 20) as well as standard Pi fertilizer (treatment F, n = 5). Error bars represent standard deviations.
Figure 10Average total biomass, soybean yield, below ground biomass, and above ground biomass for different treatment groups from greenhouse growth and production experiment (GP2) including controls, −P controls, HA at 15 ppm P, nHA at 15 ppm P, nHA at 56.5 ppm P, and soluble Pi additions (treatment groups A-F, respectively) Bars represent mean values with error bars showing standard deviation (n = 20 treatments A-E, n = 5 treatment F). Treatments with a common letter superscript above are not significantly different, as determined via TukeyHSD post-hoc test (α = 0.05).
Average number of seeds and pods measured during growth and production experiment GP2 across treatments A-E (n = 20) and treatment F (n = 5), with average concentration of total plant P (µmol/g) in above-ground soy tissue (n = 3). Standard Pi fertilizer treated plants (treatment F) were compared with treatments A-E using TukeyHSD post-hoc analysis following one-way ANOVA that showed significant increases in seed, pod number, and plant P concentration in treatment F compared to all other treatments (P < 0.0001). Mean values with common superscript letters are not significantly different based on post-hoc analysis (α = 0.05).
| Treatment | Average Seed Number | Average Pod Number | Plant P Concentration (µmol/g) | |
|---|---|---|---|---|
| A | Control | 3.2 + 0.9b | 1.9 + 0.6b | 4.9 + 0.9b |
| B | −P Control | 3.4 + 1.7b | 2.5 + 1.1b | 8.1 + 1.7b |
| C | HA (15 ppm P) | 3.0 + 1.0b | 2.1 + 0.8b | 8.3 + 2.7b |
| D | nHA (15 ppm P) | 2.7 + 0.8b | 2.3 + 0.6b | 7.3 + 0.7b |
| E | nHA (56.5 ppm P) | 3.4 + 1.1b | 2.5 + 0.6b | 6.6 + 0.8b |
| F | Soluble Pi (P2O5) | 41.2 + 9.1a | 20.0 + 1.6a | 148.0 + 16.5a |