Next Article in Journal
Functional Modules in the Meristems: “Tinkering” in Action
Next Article in Special Issue
The Fungus Beauveria bassiana Alters Amounts of Sterols, Fatty Acids, and Hydroxycinnamic Acids in Potato Solanum tuberosum
Previous Article in Journal
Modeling Study of the Effects of Ageratum conyzoides on the Transmission and Control of Citrus Huanglongbing
Previous Article in Special Issue
Correction: Mourou et al. Brassicaceae Fungi and Chromista Diseases: Molecular Detection and Host–Plant Interaction. Plants 2023, 12, 1033
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Endophyte Community Changes in the Seeds of Eight Plant Species following Inoculation with a Multi-Endophytic Bacterial Consortium and an Individual Sphingomonas wittichii Strain Obtained from Noccaea caerulescens

1
Environmental Biology, Centre for Environmental Sciences, Hasselt University, Agoralaan Building D, 3590 Diepenbeek, Belgium
2
Department of Plant Physiology and Biophysics, Institute of Biological Sciences, Maria Curie-Skłodowska University, 20-033 Lublin, Poland
*
Author to whom correspondence should be addressed.
Plants 2023, 12(20), 3660; https://doi.org/10.3390/plants12203660
Submission received: 19 September 2023 / Revised: 13 October 2023 / Accepted: 16 October 2023 / Published: 23 October 2023

Abstract

:
Noccaea caerulescens, a hyperaccumulator plant species known for its metal tolerance and accumulation abilities, harbours a microbiome of interest within its seed. These seed-associated bacteria, often referred to as seed endophytes, play a unique role in seed germination and plant growth and health. This work aimed to address how inoculating seeds of eight different plant species—Medicago sativa (alfalfa), Zea mays (corn), Raphanus sativus (radish), Helianthus annus (sunflower), Cucurbita pepo subsp. pepo (squash), Beta vulgaris subsp. cicla (rainbow chard), Arabidopsis thaliana (thale cress), and Noccaea caerulescens (penny cress)—with a bacterial consortium made from the seed endophytes of N. caerulescens would affect the seed microbiome of each test plant species, as well as inoculation with a strain of the bacterium Sphingomonas wittichii, which was previously isolated from seeds of N. caerulescens. Additionally, we aimed to offer preliminary plant tests in order to determine the best seed treatment plan for future research. The results showed that inoculation with the bacterial consortium held the most potential for increasing plant size (p < 0.001) and increasing germination rate (p < 0.05). The plant that responded best to inoculation was N. caerulescens (penny cress), likely because the microbes being introduced into the seed were not foreign. This paper also offers the first insight into the seed endophytes of Beta vulgaris subsp. cicla, highlighting an abundance of Proteobacteria, Firmicutes, and Actinobacteriota.

1. Introduction

Plants are not solitary organisms but rather host a diverse array of microorganisms that reside within various plant tissues. Among these microbial communities, seed endophytes have emerged as a significant and intriguing group of microorganisms that inhabit the internal tissues of seeds [1]. Seed endophytes, encompassing bacteria, fungi, and other microbial taxa, have garnered considerable attention in recent years due to their potential contributions to plant health, growth promotion, and ecological adaptations [2,3,4]. Investigating seed endophytes and their interactions with plants provides a fascinating avenue to uncover the hidden microcosm within seeds and unravel the intricate relationships between plants and microorganisms.
Seed endophytes have been found in a wide range of plant species across diverse ecosystems, indicating their ubiquitous presence in nature. These microorganisms colonize the embryo, endosperm, or seed coat and can be vertically transmitted from one generation to the next [1,5]. This vertical transmission enables seed endophytes to play a critical role in shaping the plant microbiome from early developmental stages, and means that the selected seed microbiome is preserved across generations [6].
Understanding the functional significance of seed endophytes has gained prominence due to their potential contributions to plant health and productivity. Numerous studies have revealed the ability of seed endophytes to enhance nutrient acquisition [7], improve stress tolerance [4,8], and promote plant growth [9,10]. These beneficial effects are attributed to various mechanisms, including nitrogen fixation, phosphate solubilization, production of plant-growth-promoting substances, and modulation of the plant’s immune system. By harnessing the potential of seed endophytes, it may be possible to develop sustainable agricultural practices that minimize the reliance on chemical inputs while simultaneously increasing crop yields and resilience [11].
This paper focusses primarily on how inoculating seeds of crop species with seed endophytes from a resilient plant species can affect the crops’ internal seed microbiome, as well as address the question of whether it is better to inoculate seeds with a single plant-growth-promoting endophyte, or a consortium derived from seeds of the resilient plant in question.
Noccaea caerulescens, a hyperaccumulator plant species, has garnered significant importance in the field of phytoremediation and ecological research, making it an ideal candidate for our resilient plant. This metallophyte exhibits an exceptional tolerance to and accumulation of heavy metals, particularly zinc, cadmium, and nickel, in its aboveground tissues [10]. Still, this plant is not only found in polluted areas but also has a strong presence in dry hillside meadows, gardens, bare ground, and forests [12]. The common name is penny cress due to the purse shape of the plant’s seed pods (Figure 1).
The samples of N. caerulescens used for this research originated from the historic mining and smelting site in Plombières, Belgium. Because of these activities, the soil is heavily polluted with lead, cadmium, and zinc [13]. This important area is covered with smelter slags. This site was chosen to ensure the penny cress plants producing our seeds were grown in stressful conditions.
Previous research has shown Sphingomonas wittichii to be a seed endophyte present in N. caerulescens [10]. This particular endophyte has piqued the interest of the scientific community due to its ability to degrade environmental pollutants, such as dioxins [14,15,16]. In addition to the outstanding degradation properties that S. wittichii possesses, it also previously showed promise in increasing plant biomass [10]. Because it was one of the few endophytes isolated from N. caerulescens that was able to be grown in the lab and held promise for seed inoculation, it was chosen as the isolate to test for the seed inoculation potential of crops.
The chosen crops of interest were as follows: Medicago sativa (alfalfa), Zea mays (corn), Raphanus sativus (radish), Helianthus annus (sunflower), Cucurbita pepo subsp. pepo (squash), Beta vulgaris subsp. cicla (rainbow chard), and Arabidopsis thaliana (thale cress). Inoculation was also applied to the seeds of N. caerulescens in order to offer greater insight into what effect seed inoculation can have on the seed microbiome of plant seeds.
This research aims to address the community changes within the seed endophytic community of the aforementioned crops following inoculation with a bacterial isolate (S. wittichii) as well as inoculation with a bacterial consortium made from the endophytes present in the N. caerulescens seed. Additionally, a follow-up in planta experiment was performed using seeds of N. caerulescens, A. thaliana, and M. sativa in order to offer insight into whether inoculation with an isolate is indeed better than inoculation with a relatively uncontrolled consortium. It is hypothesized that using a consortium will have the same effect as an isolate. If this hypothesis is supported, it could be a step towards making a more cost-effective, easier-to-maintain approach for industries who may be interested in seed inoculation with endophytes. Additionally, it is hypothesized that the seed inoculation method mentioned in this paper will have an obvious and significant effect on the internal microbiome of all seeds, regardless of shape, seed coat thickness, and size.
This paper also brings awareness to the initial endophytic communities residing in the above-mentioned crops through Illumina sequencing, which helps further the fundamental research progressing in each area of study, which would use them as a test species.

2. Results

2.1. Endophytic Communities in the Seeds (Illumina Sequencing and Alignment)

In all plant seeds tested, there was a strong presence of bacteria from the phyla Firmicutes and Proteobacteria. A few species, such as A. thaliana (thale cress), B. vulgaris subsp. cicla (rainbow chard), C. pepo subsp. pepo (squash), and N. caerulescens (penny cress), also had a small presence of Actinobacteriota (Figure 2). The seed endophytic community of all crop species tested reacted differently to the consortium and the isolate, with no notable trend except for the disappearance of phylum Actinobacteriota, in three out of the four cases where it was present in the non-inoculated reference.
Another pattern of note is that the presence of Proteobacteria diminishes in six out of eight cases after inoculation with the bacterial consortium. The community structure shown in the non-inoculated column of penny cress can be assumed as the make-up of the consortium inoculation.
Figure 3 denotes the changes at the class level following seed inoculation with either the consortium or isolate. In seven of the eight cases, class Bacilli increased in relative abundance. The presence of Actinobacteria seems to occur only in the original community structure of the crops tested, with the only exception being N. caerulescens (penny cress), where there is an increase in Actinobacteria following inoculation with the consortium.
In six of the eight cases, the presence of Gammaproteobacteria decreased quite drastically following inoculation with the consortium, whereas this class only decreased in four of the eight cases when the plants were inoculated with the isolate (Figure 3).
Species richness analysis with an ANOVA indicated significant differences (p < 0.05) between both test groups and the non-inoculate reference in the case of M. sativa (alfalfa), while no notable difference was found between consortium inoculation and isolate inoculation (Figure 4). In this case, diversity decreased with both inoculations. Interestingly, a similar effect was also seen in Z. mays (corn) where there was a significant difference between the non-inoculated reference and the consortium inoculation, but not between the non-inoculated control and the inoculated isolate. However, looking at Z. mays (corn) through the lens of the Shannon and Simpson diversity index, it becomes apparent that the non-inoculated reference and isolate inoculation are significantly different, with the non-inoculated reference community having more diversity.
When N. caerulescens (penny cress) was inoculated with its own endophytes, the diversity within the seed increased significantly. This is important because in all other inoculations with the N. caerulescens consortium, the seed endophytes led to decreases in diversity and species richness. H. annus (sunflower), C. pepo subsp. pepo (squash), and B. vulgaris subsp. cicla (chard) showed no significant differences regarding species richness and diversity following inoculation. With regard to evenness, in seven of the eight tested species, excluding H. annus (sunflower), a significant difference was found relative to the non-inoculated reference.

2.2. In Planta Tests Results for Germination and Plant Weight

N. caerulescens, M. sativa, and A. thaliana responded differently to the seed inoculations in terms of plant growth and germination.

2.2.1. N. caerulescens

In the case of N. caerulescens (penny cress), there was a significant difference (p < 0.001) in the plant sizes of those inoculated with the consortium, versus both the non-inoculated reference and the inoculated isolate (Figure 5).
There was no evident effect on germination (Figure 6).

2.2.2. M. sativa

Inoculation of M. sativa (alfalfa) seeds resulted in no significant increases in plant size; however, there was an observed increase following the consortium inoculation (Figure 7).
Despite there not being any significant differences in plant size, inoculation with the seed endophyte consortium was found to have a pronounced significant effect on germination (p < 0.05) (Figure 8).

2.2.3. A. thaliana

Inoculation of A. thaliana (thale cress) seeds with S. wittichii led to a significant decrease (p < 0.05) in plant size relative to the non-inoculated reference. Inoculation with the endophytic consortium neither hindered nor improved plant growth (Figure 9).
There was no pronounced effect on germination (Figure 10).

3. Discussion

The Illumina MiSeq sequencing delivered some interesting outcomes in terms of highlighting the core seed microbiome of different non-inoculated plant species as well as showing how inoculating seeds of these species changes that microbiome.

3.1. A. thaliana (Thale Cress)

The original seed microbiome of A. thaliana was shown to possess higher levels of Actinobacteriota when compared to all other sequenced seed microbiomes. This is notable because after both inoculations, the Actinobacteriota were reduced to levels too small to be visible in terms of community relative abundance. Actinobacteriota, specifically those from class Actinobacteria (Figure 2), have been shown to be integral in activating key defensive genes within A. thaliana [17]. It also had the only notable presence of Bacteroidota. Comparing our results to previous studies performed on the seed microbiome of A. thaliana confirms that there is a domination of Firmicutes and Proteobacteria within the seed [18]. The proportionally large amount of Firmicutes present compared to the Proteobacteria seems to be a common trend found in A. thaliana [6,18], which means that despite its strong history as a model organism for plant science, in terms of seed endophyte science, the results it generates may not be directly comparable to other seeds.
When looking at Pielou’s evenness for thale cress, we can see a significant difference between the communities following each inoculation. The inoculations themselves also differ significantly from each other. Linking this back to what we see in Figure 2, inoculation with either an isolate bacterium or a consortium lowers the endophytic diversity, specifically by reducing the amounts of Actinobacteriota and Bacteroidota. This may have a negative impact on future plant health since the symbionts associated with those phyla are commonly linked to plant protection from fungal pathogens [17,19]. This loss of diversity is again supported by the Shannon and Simpson Indexes (Figure 4), where the number of communities in the plants grown from inoculated seeds is shown to be significantly fewer than that of the non-inoculated reference. When these insights were applied to the in planta test (Figure 8), we speculated that the diminishment in two prevalent phyla occurring in the non-inoculated reference, and the overabundance of Firmicutes led to the decrease in plant size. Still, despite the slight decrease in plant size, an observed increase in germination was noted (Figure 9). Results from Tyc et al. [20] indicate that bacteria from these aforementioned phyla can indeed enhance germination through the release of volatile organic compounds (VOCs).

3.2. M. sativa (Alfalfa)

The core microbiome associated with M. sativa has previously been found to possess a large amount of Actinobacteria [21]. However, this previous study did not investigate the relative abundance. When compared to ours, it becomes apparent that the dominant phylum within the seed is Proteobacteria, which accounts for slightly more than 50% of the present species (Figure 2). The amount of Proteobacteria increases drastically when inoculated with the consortium and diminishes after inoculation of S. wittichii, our bacterial isolate. S. wittichii falls under the phylum Proteobacteria, and therefore the decrease in this phylum is noteworthy. It is a common trend in our results that inoculation with this bacterial species leads to a decrease in Proteobacteria, with only a few seed microbiomes being the exception.
This bacterium, although revered for its ability to break down dioxins and its potential to promote plant growth [14,15,16], has also been noted to possess a high amount of virulence factors associated with it, including seven genes that encode for an xcp secretion system. This secretion system is commonly used to secrete toxins into the extracellular fluid [22]. The research by Saeb also indicated that this bacterium acquires its virulence through horizontal gene transfer. It is likely that the introduction of this bacterium into the seed microbiome caused some detriment to the local Proteobacteria, either through virulence or competition.
In terms of evenness and species richness, both inoculations led to a significant decrease when compared to the non-inoculated reference; however, the resulting microbiomes of each inoculation did not differ from each other.
M. sativa was the only plant from our in planta tests that resulted in a significant increase in germination. This increase resulted from the inoculation with the N. caerulescens seed endophyte consortium (Figure 7). We believe this germination increase to be linked to the strong increase in Proteobacteria. Certain Proteobacteria have been shown to support germination under stressful conditions [20,21,23,24]. It is possible that treating seeds with a consortium is a good way to introduce more Proteobacteria into the seed without causing detriment to the plant (Figure 6). Neither inoculation had an impact on plant size; however, this can be considered a good thing because germination increased and plant health was not harmed.

3.3. N. caerulescens (Penny Cress)

The core seed microbiome of N. caerulescens has been shown to harbor Proteobacteria as its dominant phylum [10,25], as well as a steady amount of Actinobacteriota. Interestingly, N. caerulescens was the only plant species to maintain its presence of Actinobacteriota following both inoculations (Figure 2). This could be because the bacteria being introduced to the seed microbiome were not foreign, since they originated from seeds of this plant species. When looking at Pielou’s evenness (Figure 4), there is only one significant difference between the consortium inoculation and the non-inoculated reference. Surprisingly, inoculation with the consortium increased evenness significantly, which did not occur in any other plant species in our study. Diversity also significantly increased when N. caerulescens was treated with its own seed microbiome. This is again unique to N. caerulescens alone in this study. When these results are combined with the results of the in planta tests, we also see a corresponding increase in plant size (Figure 5).
Based on these results, we suggest that an ideal way to increase plant size is to treat the seeds with a consortium of their own seed endophytes, but further research is needed in this regard.
N. caerulescens is also the only plant species treated to increase its level of Actinobacteria following inoculation with the consortium (Figure 3). Actinobacteria have been shown to have a strong variety of plant-growth-promoting agents, including but not limited to synthesizing bioactive metabolites [26], ACC-deaminase production, siderophore production, nitrogen-fixation properties, and IAA production [27]. It is likely that having an increase in these bacteria in the seed prior to germination encourages plant growth and health, especially in stressful environments.

3.4. H. annuus (Sunflower)

H. annuus was the only tested species to show a notable increase in Actinobacteriota when inoculated with S. wittichii (Figure 2). Based on what was observed with the N. caerulescens in planta experiment, we assume that inoculation with this isolate will lead to an increase in overall plant size. Levels of proteobacteria also increased following both inoculations, indicating that there might be an increase in germination potential. There were no significant differences found in the community alpha analysis, which is indicative of a similar level of diversity being maintained. Overall, H. annus has a strong potential for positive outcomes when treated with seed endophytes.

3.5. Z. mays, R. sativus, and C. pepo subsp. pepo (Corn, Radish, and Squash)

Z. mays, R. sativus, and C. pepo subsp. pepo all showed an overwhelming loss of Proteobacteria following both inoculations (Figure 2). Because of this, they are likely not great candidates for inoculation with N. caerulescens endophytes.
In terms of Z. mays, it has been found that the seeds have extremely different levels of seed endophytes depending on the age of the seed and the stage of seed development [28]. Because of this, and the results of this study, this crop might not be an ideal candidate for inoculation with endophytes. However, future applications should look at the potential of all these plants when treated with an endophytic consortium or isolate from their own microbiome.

3.6. B. vulgaris subsp. cicla (Rainbow Chard)

To our knowledge, this is the first study to look at the seed endophytes of B. vulgaris subsp. cicla. Like all other plants in this study, apart from A. thaliana, B. vulgaris subsp. cicla had a relatively high abundance of Proteobacteria in its initial seed microbiome. It also possessed notable levels of Firmicutes and Actinobacteriota. Seed inoculation with S. wittichii leads to an increase in Proteobacteria- but a diminishment in Actinobacteria, suggesting that this is a possible inoculation option to increase germination, but not plant size (Figure 2). Pielou’s evenness showed that inoculation with this bacterium leads to significant amplification in one phylum when compared to the resulting community of the consortium inoculation or the non-inoculated reference. Species diversity was not impacted at a significant level, meaning that this plant would likely respond well to inoculation with N. caerulescens seed endophytes.

4. Materials and Methods

4.1. Bacterial Isolation and Consortium Enrichment of Seed Endophytes from N. caerulescens

N. caerulescens seeds were collected from a heavy-metal-polluted site in Plombières, Belgium (50.7379° N, 5.9611° E). Bacterial isolation and identification were obtained following the methods described in Langill et al., 2023. S. wittichii was selected to test as a bacterial isolate because of its history as a plant growth promoter, as well as the results obtained in our previous study where it was the one isolate to have a positive impact on A. thaliana [10,14]. In order to prepare the endophyte consortium, 10 µL of unquantified seed solution (5 g N. caerulescens seed paste suspended in 200 µL d H2O) was added to 100 µL of 1/10-diluted enriched liquid media (0.070 g CaCl2·2H2O, 0.200 g D-(+)-glucose·H2O, 1 g NaCl, 2 g Tryptone, 1 g Yeast Extract) [29]. This solution was incubated at 150 rpm at 30 °C for 3 days. Following this, the solution was centrifuged at 2000× g RPM for 10 min and subsequently washed with Phosphate-Buffered Saline (PBS) solution [30]. The washing step was repeated, and the final bacterial pellet was resuspended in dH2O, in order to make our consortium solution that was used for the seed inoculations mentioned in this paper. This pellet was subsequently sequenced using 16S rDNA gene Sanger sequencing to offer insight into the bacterial makeup of the consortium and additionally published in a previous paper [10].

4.2. Seed Selection and Inoculation

Seeds of eight plant species were selected to undergo inoculation of both the bacterial isolate S. wittichii and the consortium of seed bacteria collected from N. caerulescens. Seeds were selected to have a large variety of coat thickness, size, and general morphology (Table 1).
Seeds were surface-sterilized with 70% ethanol for a duration of 1 min. The seeds were subsequently washed with dH2O, and the sterilization method was repeated. Seeds were then divided into 3 inoculation groups and submerged in the solutions accordingly: non-inoculated (sterile dH2O), single isolate inoculation (S. wittichii), and consortium inoculation. Seeds were left in the inoculum solution for 3 days, in the dark, at a temperature of 5 °C. Following this, seeds underwent DNA extraction and preparation for Illumina sequencing.
Because there was an abundance of seeds in the groups of A. thaliana, N. caerulescens, and M. sativa, additional seeds were taken to be sown on heavy-metal-polluted soil originating from Overpelt, Belgium, to offer preliminary insight into how different inoculations affect germination and plant size. The composition of this soil has previously been described in our paper from 2023 [10].

4.3. DNA Extraction and Sequencing

DNA extraction of the seeds was conducted in replicates of 10, including a negative control. All DNA extractions were performed using the BioECHO EchoLUTION Plant DNA kit (Product number:010-003-050, Köln, Germany). All DNA samples were subjected to bacterial 16S rRNA gene amplicon PCR. In the first round of 16S rRNA gene PCR, an amplicon of 444 bp was generated, using primers 341F and 785R [31], using an Illumina adapter overhang nucleotide sequence (underlined), resulting in the following sequences, 341F-adaptor: 5′-TCG TCG GCA GCG TCA GAT GTG TAT AAG AGA CAG CCT ACG GGN GGC WGC AG-3′ and 785R-adaptor: 5′-GTC TCG TGG GCT CGG AGA TGT GTA TAA GAG ACA GGA CTA CHV GGG TAT CTA ATC C-3′. Using the Q5 High-Fidelity DNA Polymerase system (M0491, NEB), a reaction volume of 25 μL per sample was prepared containing 1 μL of extracted DNA (final DNA concentration per reaction, 1–10 ng), 1× Q5 Reaction Buffer with 2 mM MgCl2, 200 μM dNTP mix, 1× Q5 High GC Enhancer (for the soil and fungi samples), 0.2 μM forward or reverse primer, and 1.2 U Q5 High-Fidelity DNA polymerase. For the seed endophytic samples, 1 μL mitoPNA blocker (2 μM final concentration added from a 50 μM stock) and 1 μL plastidPNA blocker (2 μM final concentration from 50 μM stock) were additionally prepared. The PCR program started with an initial denaturation for 3 min at 98 °C, followed by a 30 s denaturation at 98 °C, a 30 s annealing at 57 °C for V3V4 (58 °C for ITS), and a 1 min extension at 72 °C; all three steps were repeated for a total of 35 cycles. The reaction was ended by a final 7 min extension at 72 °C. The amplified DNA was purified using the AMPure XP beads (Beckman Coulter, Brea, CA, USA) and the MagMax magnetic particle processor (ThermoFisher, Leuven, Belgium). Subsequently, 5 μL of the cleaned PCR product was used for the second PCR attaching the Nextera indices (Nextera XT Index Kit v2 Set A (FC-131-2001), and D (FC-131-2004), Illumina, Antwerp, Belgium). For these PCR reactions, 5 μL of the purified PCR product was used in a 25 μL reaction volume and prepared following the 16S Metagenomic Sequencing Library Preparation Guide. PCR conditions were the same as described above, but the number of cycles was reduced to annealing temperatures of 20 and 55 °C. PCR products were cleaned using the Agencourt AMPure XP kit, and then quantified using the Qubit dsDNA HS assay kit (Invitrogen, Waltham, MA, USA) and the Qubit 2.0 Fluorometer (Invitrogen). Once the molarity of the sample was determined, the samples were diluted down to 4 nM using 10 mM Tris pH 8.5 prior to sequencing on the Illumina MiSeq. Samples were sequenced using the MiSeq Reagent Kit v3 (600 cycles) (MS-102-3003) and 15% PhiX Control v3 (FC-110-3001). For quality control, a DNA-extraction blank and PCR blank were included throughout the process, and the ZymoBIOMICS Microbial Mock Community Standard (D6300) was used to test the efficiency of DNA extraction (Zymo Research, Irvine, CA, USA).

4.4. Data Visualization and Statistical Analyses

The ASV table was further processed by removing chloroplasts and mitochondria, and prevalence-filtered using a 2% inclusion threshold (unsupervised filtering) as described by Callahan et al., 2016 [32]. Alpha-diversity metrics such as observed ASV count, and Simpson’s and Shannon’s diversity indexes were calculated on unfiltered data using scripts from the MicrobiomeSeq package for R version 4.2.1. Hypothesis testing was performed using analysis of variance (ANOVA) and the Tukey Honest Significant Differences method (Tukey HSD). When assumptions of normality and homoscedasticity were not met, a Kruskal–Wallis Rank Sum test and a Wilcoxon Rank Sum test were performed. The results were summarized in boxplots. For beta-diversity, the Bray–Curtis, weighted, and unweighted UniFrac distances were calculated on unfiltered data using the vegan package (version 2.5.4), and the data were visualized using a non-metric multidimensional scaling (NMDS). Relative abundances were calculated and visualized in bar charts using Phyloseq [33]. All graphs were generated in R version 4.2.1 and SPSS 28.0.1.0. Additionally, a chi-squared analysis was performed to quantify the presence of a relationship between germination and inoculation. Bar charts with information pertaining to germination were created in SPSS 28.0.1.0.

4.5. Sowing, Germination, and Harvest

Seeds from the aforementioned plant species of A.thaliana, M. sativa, and N. caerulescens were sown on polluted soil from Overpelt, Belgium [10]. Overpelt is known to have high Zn, Cd, and Pb pollution in the soil, making it an ideal marginal soil to stress the seeds [10]. For each plant species and inoculation (no inoculation, consortium, S. wittichii), 40 seeds were planted in order to ensure enough replicates would be available for further analysis. Plants were grown in the greenhouse (170 mol m−2 s−1 PAR, 22 °C/18 °C degrees, 12/12 day–night cycle, and 65% RH). For germination, the first 20 seeds planted were monitored and germination status was recorded after 5 days.
Plants were harvested after 3 weeks, and all aboveground aspects of the plant were weighed. This is recorded as fresh plant weight. Roots were not included in this study.

5. Conclusions

The inoculation of seeds of different plant species with the seed endophytes of N. caerulescens and with the single bacterial isolate S. wittichii led to significant community changes within the ungerminated seed. This occurred regardless of plant species. Some community changes had the potential to be beneficial based on the plant growth tests conducted in this study, but for some species, such as Z. mays, R. sativus, and C. pepo subsp. pepo, a different avenue of seed inoculation should be taken in order to increase germination and plant growth under stressful conditions. Crop species similar to M. sativa or B. vulgaris subsp. cicla have the potential to respond very positively to this inoculation. We noticed a significant increase in the plant size of N. caerulescens when it was inoculated with its own seed endophytic consortium. This could be linked to the increase in Actinobacteria found in the seed microbiome post inoculation. M. sativa showed a significant increase in germination potential after inoculation with the seed endophyte consortium. Community structure changes showed a dramatic increase in Proteobacteria. A. thaliana had a notable decrease in plant size following inoculation with bacterial isolate S. wittichii, but A. thaliana also had a notable difference in community make-up when compared to the rest of the plants observed in this study. We propose that in order to maximize seed germination and plant size of any plant species, further studies should address the impact of a local amplification of a species’ own seed endophyte, rather than focusing on the introduction of potentially foreign endophytes.

Author Contributions

Conceptualization, T.L.; methodology, T.L. and S.T.; research, T.L.; resources, J.V. and M.W.; NGS data curation, S.T.; writing—original draft preparation, T.L.; writing—review and editing, T.L., S.T., and J.V.; visualization, T.L. and S.T.; supervision, S.T.; funding acquisition, S.T. and J.V. All authors have read and agreed to the published version of the manuscript.

Funding

The research was funded by BOF Special Research Fund to T.L. from Hasselt University and UHasselt Methusalem project 08M03VGRJ to J.V.

Data Availability Statement

BioSample metadata are available in the NCBI Biosample database (http://ncbi.nlm.nih.gov/biosample/ (accessed on 15 October 2023)) under accession numbers: SAMN37890229-SAMN37890302.

Acknowledgments

We would like to thank Julie Claes for the Illumina MiSeq sequencing.

Conflicts of Interest

The authors declare no conflict of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

References

  1. Li, H.; Parmar, S.; Sharma, V.K.; White, J.F. Seed Endophytes and Their Potential Applications. In Seed Endophytes: Biology and Biotechnology; Springer: Berlin/Heidelberg, Germany, 2019; ISBN 9783030105044. [Google Scholar]
  2. Truyens, S.; Beckers, B.; Thijs, S.; Weyens, N.; Cuypers, A.; Vangronsveld, J. The Effects of the Growth Substrate on Cultivable and Total Endophytic Assemblages of Arabidopsis Thaliana. Plant Soil 2016, 405, 325–336. [Google Scholar] [CrossRef]
  3. Rodriguez, R.; Baird, A.; Cho, S.; Gray, Z.; Groover, E.; Harto, R.; Hsieh, M.; Malmberg, K.; Manglona, R.; Mercer, M.; et al. Programming Plants for Climate Resilience through Symbiogenics. In Seed Endophytes: Biology and Biotechnology; Springer: Berlin/Heidelberg, Germany, 2019; ISBN 9783030105044. [Google Scholar]
  4. White, J.F.; Kingsley, K.L.; Butterworth, S.; Brindisi, L.; Gatei, J.W.; Elmore, M.T.; Verma, S.K.; Yao, X.; Kowalski, K.P. Seed-Vectored Microbes: Their Roles in Improving Seedling Fitness and Competitor Plant Suppression. In Seed Endophytes: Biology and Biotechnology; Springer: Berlin/Heidelberg, Germany, 2019; ISBN 9783030105044. [Google Scholar]
  5. Sánchez-López, A.S.; Thijs, S.; Beckers, B.; González-Chávez, M.C.; Weyens, N.; Carrillo-González, R.; Vangronsveld, J. Community Structure and Diversity of Endophytic Bacteria in Seeds of Three Consecutive Generations of Crotalaria Pumila Growing on Metal Mine Residues. Plant Soil 2018, 422, 51–66. [Google Scholar] [CrossRef]
  6. Truyens, S.; Weyens, N.; Cuypers, A.; Vangronsveld, J. Bacterial Seed Endophytes: Genera, Vertical Transmission and Interaction with Plants. Environ. Microbiol. Rep. 2015, 7, 40–50. [Google Scholar] [CrossRef]
  7. Pal, G.; Kumar, K.; Verma, A.; White, J.F.; Verma, S.K. Functional Roles of Seed-Inhabiting Endophytes of Rice. In Seed Endophytes: Biology and Biotechnology; Springer: Berlin/Heidelberg, Germany, 2019; ISBN 9783030105044. [Google Scholar]
  8. Abideen, Z.; Cardinale, M.; Zulfiqar, F.; Koyro, H.W.; Rasool, S.G.; Hessini, K.; Darbali, W.; Zhao, F.; Siddique, K.H.M. Seed Endophyte Bacteria Enhance Drought Stress Tolerance in Hordeum Vulgare by Regulating, Physiological Characteristics, Antioxidants and Minerals Uptake. Front. Plant Sci. 2022, 13, 980046. [Google Scholar] [CrossRef] [PubMed]
  9. Mastretta, C.; Taghavi, S.; Lelie, D. Van Der International Journal of Phytoremediation Endophytic Bacteria from Seeds of Nicotiana Tabacum can Reduce. Int. J. 2010, 11, 37–41. [Google Scholar] [CrossRef]
  10. Langill, T.; Jorissen, L.P.; Oleńska, E.; Wójcik, M.; Vangronsveld, J.; Thijs, S. Community Profiling of Seed Endophytes from the Pb-Zn Hyperaccumulator Noccaea Caerulescens and Their Plant Growth Promotion Potential. Plants 2023, 12, 643. [Google Scholar] [CrossRef]
  11. Ryan, R.P.; Germaine, K.; Franks, A.; Ryan, D.J.; Dowling, D.N. Bacterial Endophytes: Recent Developments and Applications. FEMS Microbiol. Lett. 2008, 278, 1–9. [Google Scholar] [CrossRef]
  12. Adesemoye, A.O.; Torbert, H.A.; Kloepper, J.W. Plant Growth-Promoting Rhizobacteria Allow Reduced Rates of Chemical Fertilizers. Pap. Plant Pathol. 2009, 561, 921–929. [Google Scholar] [CrossRef] [PubMed]
  13. Ernst, W.H.O.; Nelissen, H.J.M.; Ten Bookum, W.M. Combination Toxicology of Metal-Enriched Soils: Physiological Responses of a Zn- and Cd-Resistant Ecotype of Silene Vulgaris on Polymetallic Soils. Environ. Exp. Bot. 2000, 43, 55–71. [Google Scholar] [CrossRef]
  14. Cua, L.S.; Stein, L.Y. Characterization of Denitrifying Activity by the Alphaproteobacterium, Sphingomonas Wittichii RW1. Front. Microbiol. 2014, 5, 404. [Google Scholar] [CrossRef]
  15. Young, S.K.; Young, J.L.; Kim, J.H. Metabolism of Nitrodiphenyl Ether Herbicides by Dioxin-Degrading Bacterium Sphingomonas Wittichii RW1. J. Agric. Food Chem. 2008, 56, 9146–9151. [Google Scholar] [CrossRef]
  16. Fagervold, S.K.; Rohée, C.; Rodrigues, A.M.S.; Stien, D.; Lebaron, P. Efficient Degradation of the Organic UV Filter Benzophenone-3 by Sphingomonas Wittichii Strain BP14P Isolated from WWTP Sludge. Sci. Total Environ. 2021, 758, 143674. [Google Scholar] [CrossRef]
  17. Conn, V.M.; Walker, A.R.; Franco, C.M.M. Endophytic Actinobacteria Induce Defense Pathways in Arabidopsis Thaliana. Mol. Plant-Microbe Interact. 2008, 21, 208–218. [Google Scholar] [CrossRef]
  18. Simonin, M.; Briand, M.; Chesneau, G.; Rochefort, A.; Marais, C.; Sarniguet, A.; Barret, M. Seed Microbiota Revealed by a Large-Scale Meta-Analysis Including 50 Plant Species. New Phytol. 2022, 234, 1448–1463. [Google Scholar] [CrossRef] [PubMed]
  19. Hąc-Wydro, K.; Flasiński, M. The Studies on the Toxicity Mechanism of Environmentally Hazardous Natural (IAA) and Synthetic (NAA) Auxin–The Experiments on Model Arabidopsis Thaliana and Rat Liver Plasma Membranes. Colloids Surf. B Biointerfaces 2015, 130, 53–60. [Google Scholar] [CrossRef]
  20. Tyc, O.; Putra, R.; Gols, R.; Harvey, J.A.; Garbeva, P. The Ecological Role of Bacterial Seed Endophytes Associated with Wild Cabbage in the United Kingdom. Microbiologyopen 2020, 9, e00954. [Google Scholar] [CrossRef]
  21. López, J.L.; Alvarez, F.; Príncipe, A.; Salas, M.E.; Lozano, M.J.; Draghi, W.O.; Jofré, E.; Lagares, A. Isolation, Taxonomic Analysis, and Phenotypic Characterization of Bacterial Endophytes Present in Alfalfa (Medicago Sativa) Seeds. J. Biotechnol. 2018, 267, 55–62. [Google Scholar] [CrossRef] [PubMed]
  22. Saeb, A.T.M. Presence of Bacterial Virulence Gene Homologues in the Dibenzo-p-Dioxins Degrading Bacterium Sphingomonas Wittichii. Bioinformation 2016, 12, 241. [Google Scholar] [CrossRef] [PubMed]
  23. Johnston-Monje, D.; Raizada, M.N. Conservation and Diversity of Seed Associated Endophytes in Zea across Boundaries of Evolution, Ethnography and Ecology. PLoS ONE 2011, 6, e20396. [Google Scholar] [CrossRef]
  24. Roodi, D.; Millner, J.P.; McGill, C.; Johnson, R.D.; Jauregui, R.; Card, S.D. Methylobacterium, a Major Component of the Culturable Bacterial Endophyte Community of Wild Brassica Seed. PeerJ 2020, 8, e9514. [Google Scholar] [CrossRef]
  25. Durand, A.; Sterckeman, T.; Gonnelli, C.; Coppi, A.; Bacci, G.; Leglize, P.; Benizri, E. A Core Seed Endophytic Bacterial Community in the Hyperaccumulator Noccaea Caerulescens across 14 Sites in France. Plant Soil 2021, 459, 203–216. [Google Scholar] [CrossRef]
  26. Bahrami, Y.; Delbari, Y.; Buzhani, K.R.; Kakaei, E.; Mohassel, Y.; Bouk, S.; Franco, C.M.M. Endophytic Actinobacteria in Biosynthesis of Bioactive Metabolites and Their Application in Improving Crop Yield and Sustainable Agriculture. In Natural Products from Actinomycetes; Springer: Singapore, 2022. [Google Scholar]
  27. Boukhatem, Z.F.; Merabet, C.; Tsaki, H. Plant Growth Promoting Actinobacteria, the Most Promising Candidates as Bioinoculants? Front. Agron. 2022, 4, 849911. [Google Scholar] [CrossRef]
  28. Liu, Y.; Zuo, S.; Zou, Y.; Wang, J.; Song, W. Investigation on Diversity and Population Succession Dynamics of Endophytic Bacteria from Seeds of Maize (Zea Mays L., Nongda108) at Different Growth Stages. Ann. Microbiol. 2013, 63, 71–79. [Google Scholar] [CrossRef]
  29. Stevens, V.; Thijs, S.; Vangronsveld, J. Diversity and Plant Growth-Promoting Potential of (Un)Culturable Bacteria in the Hedera Helix Phylloplane. BMC Microbiol. 2021, 21, 66. [Google Scholar] [CrossRef] [PubMed]
  30. Pavani, P.; Kumar, K.; Rani, A.; Venkatesu, P.; Lee, M.J. The Influence of Sodium Phosphate Buffer on the Stability of Various Proteins: Insights into Protein-Buffer Interactions. J. Mol. Liq. 2021, 331, 115753. [Google Scholar] [CrossRef]
  31. Thijs, S.; De Beeck, M.O.; Beckers, B.; Truyens, S.; Stevens, V.; Van Hamme, J.D.; Weyens, N.; Vangronsveld, J. Comparative Evaluation of Four Bacteria-Specific Primer Pairs for 16S RRNA Gene Surveys. Front. Microbiol. 2017, 8, 494. [Google Scholar] [CrossRef]
  32. Callahan, B.J.; McMurdie, P.J.; Rosen, M.J.; Han, A.W.; Johnson, A.J.A.; Holmes, S.P. DADA2: High-Resolution Sample Inference from Illumina Amplicon Data. Nat. Methods 2016, 13, 581–583. [Google Scholar] [CrossRef]
  33. McMurdie, P.J.; Holmes, S. Phyloseq: An R Package for Reproducible Interactive Analysis and Graphics of Microbiome Census Data. PLoS ONE 2013, 8, e61217. [Google Scholar] [CrossRef]
Figure 1. N. caerulescens seed pod, associated seeds, and internal seed endophytes. The seed endophytes are pictured as coloured dots.
Figure 1. N. caerulescens seed pod, associated seeds, and internal seed endophytes. The seed endophytes are pictured as coloured dots.
Plants 12 03660 g001
Figure 2. Relative abundance of the phyla that make up the bacterial endophytic community within each corresponding plant. The community structure changes are shown in each bar chart with consortium inoculation to the left of the non-inoculated reference, and isolate inoculation to the right. The community make-up of non-inoculated Penny cress is the likely make-up of the consortium inoculation used for inoculation in this paper.
Figure 2. Relative abundance of the phyla that make up the bacterial endophytic community within each corresponding plant. The community structure changes are shown in each bar chart with consortium inoculation to the left of the non-inoculated reference, and isolate inoculation to the right. The community make-up of non-inoculated Penny cress is the likely make-up of the consortium inoculation used for inoculation in this paper.
Plants 12 03660 g002
Figure 3. Relative abundance of classes of bacteria that make up the seed endophyte community within each corresponding plant species. The community structure changes are shown in each bar chart with consortium inoculation to the left of the non-inoculated reference, and isolate inoculation to the right.
Figure 3. Relative abundance of classes of bacteria that make up the seed endophyte community within each corresponding plant species. The community structure changes are shown in each bar chart with consortium inoculation to the left of the non-inoculated reference, and isolate inoculation to the right.
Plants 12 03660 g003
Figure 4. The species richness and diversity indexes of the endophytic communities of the tested plant species, based on inoculation with the seed endophytic consortium from N. caerulescens, and inoculation with bacterial isolate S. wittichii. A significance of p < 0.05 is indicated with a single asterix (*), while a significance of p < 0.01 is shown with a double asterix (**), and a significance of p < 0.001 is indicated with a triple asterix (***).
Figure 4. The species richness and diversity indexes of the endophytic communities of the tested plant species, based on inoculation with the seed endophytic consortium from N. caerulescens, and inoculation with bacterial isolate S. wittichii. A significance of p < 0.05 is indicated with a single asterix (*), while a significance of p < 0.01 is shown with a double asterix (**), and a significance of p < 0.001 is indicated with a triple asterix (***).
Plants 12 03660 g004
Figure 5. Average fresh weight (mg) of N. caerulescens following inoculation with seed endophyte consortium, and of the single bacterial isolate S. wittichii. An ANOVA with Tukey HSD test was performed, and a significant difference (p < 0.001) was found between the consortium inoculations when compared to both the non-inoculated reference and the inoculated S. wittichii. This significance is highlighted with a double asterisk in the figure (**).
Figure 5. Average fresh weight (mg) of N. caerulescens following inoculation with seed endophyte consortium, and of the single bacterial isolate S. wittichii. An ANOVA with Tukey HSD test was performed, and a significant difference (p < 0.001) was found between the consortium inoculations when compared to both the non-inoculated reference and the inoculated S. wittichii. This significance is highlighted with a double asterisk in the figure (**).
Plants 12 03660 g005
Figure 6. Germination percentage of N. caerulescens following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. A chi-squared test was performed. No significant relationships were found.
Figure 6. Germination percentage of N. caerulescens following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. A chi-squared test was performed. No significant relationships were found.
Plants 12 03660 g006
Figure 7. Average fresh weight of M. sativa following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. An ANOVA with Tukey’s HSD test was performed. No significant differences were found.
Figure 7. Average fresh weight of M. sativa following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. An ANOVA with Tukey’s HSD test was performed. No significant differences were found.
Plants 12 03660 g007
Figure 8. Germination percentage of M. sativa following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. A chi-squared test was performed and showed a significant relationship between the seed inoculation with the bacterial consortium and increased germination under stressful conditions. A significance of p < 0.05 is indicated by an asterix (*).
Figure 8. Germination percentage of M. sativa following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. A chi-squared test was performed and showed a significant relationship between the seed inoculation with the bacterial consortium and increased germination under stressful conditions. A significance of p < 0.05 is indicated by an asterix (*).
Plants 12 03660 g008
Figure 9. Average fresh weight of A. thaliana following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. An ANOVA with Tukey’s HSD test was performed showing a significant (p < 0.05) and smaller plant size relative to the non-inoculated reference. This significance is highlighted with an asterix (*).
Figure 9. Average fresh weight of A. thaliana following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. An ANOVA with Tukey’s HSD test was performed showing a significant (p < 0.05) and smaller plant size relative to the non-inoculated reference. This significance is highlighted with an asterix (*).
Plants 12 03660 g009
Figure 10. Germination percentage of A. thaliana following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. A chi-squared test was performed. No significant relationships were found.
Figure 10. Germination percentage of A. thaliana following inoculation with the seed endophyte consortium, and of the single bacterial isolate S. wittichii. A chi-squared test was performed. No significant relationships were found.
Plants 12 03660 g010
Table 1. An overview of the scientific name, the common name, and the images of the seeds used in the isolate and consortium inoculation.
Table 1. An overview of the scientific name, the common name, and the images of the seeds used in the isolate and consortium inoculation.
Scientific NameCommon NameSeed ImageSeed Size
Medicago sativaAlfalfaPlants 12 03660 i0011–2 mm
Arabidopsis thalianaThale cressPlants 12 03660 i0020.3–0.5mm
Zea maysCornPlants 12 03660 i0036–9 mm
Raphanus sativusRadishPlants 12 03660 i0041–3 mm
Noccaea caerulescensPenny cressPlants 12 03660 i0050.6–0.8 mm
Helianthus annusSunflowerPlants 12 03660 i0066–10 mm
Cucurbita pepo subsp. pepoSquashPlants 12 03660 i0078–14 mm
Beta vulgaris subsp. ciclaRainbow chardPlants 12 03660 i0081–2 mm
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Langill, T.; Wójcik, M.; Vangronsveld, J.; Thijs, S. Endophyte Community Changes in the Seeds of Eight Plant Species following Inoculation with a Multi-Endophytic Bacterial Consortium and an Individual Sphingomonas wittichii Strain Obtained from Noccaea caerulescens. Plants 2023, 12, 3660. https://doi.org/10.3390/plants12203660

AMA Style

Langill T, Wójcik M, Vangronsveld J, Thijs S. Endophyte Community Changes in the Seeds of Eight Plant Species following Inoculation with a Multi-Endophytic Bacterial Consortium and an Individual Sphingomonas wittichii Strain Obtained from Noccaea caerulescens. Plants. 2023; 12(20):3660. https://doi.org/10.3390/plants12203660

Chicago/Turabian Style

Langill, Tori, Małgorzata Wójcik, Jaco Vangronsveld, and Sofie Thijs. 2023. "Endophyte Community Changes in the Seeds of Eight Plant Species following Inoculation with a Multi-Endophytic Bacterial Consortium and an Individual Sphingomonas wittichii Strain Obtained from Noccaea caerulescens" Plants 12, no. 20: 3660. https://doi.org/10.3390/plants12203660

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop